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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-422589	CLM	EdwardJunk	1994-11-09	—	2384791538	1320 River Rd, Seattle, WA, 98154	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424232	CLM	Stephanie Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416528	CLM	Martha Flores	—	UHC-46994-53	—	5204 Palm Dr Apt 32, Plano, TX, 75033	0.50	Date of birth missing Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-410205	CLM	Julia Woong	1994-10-19	UHC-71698-20	5553090844	8868 Main St, Seattle, WA, 98108	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430331	CLM	Chukc X Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431664	CLM	James Porter	—	UHC-83196-09	7933835208	7495 Ocean Ave, Tempe, AZ, 85253	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429202	CLM	Betty Ray	1991-11-10	—	8486225622	6922 Cedar Ln # 149, San Diego, CA, 92138	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403304	CLM	David Garcia	2008-01-09	UHC-62582-34	2635653685	6698 Mesa Dr, San Diego, CA, 92147	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-419163	CLM	Sofia Weber	1987-11-14	UHC-90595-76	—	9275 Union St, Sacramento, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-416043	CLM	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432242	CLM	Priya S Williams	1972-03-23	UHC-70691-50	—	6515 Willow Ct, Charlotte, NC, 28247	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+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-402230	CLM	Daniel Obrien	1993-07-25	—	—	3776 Main St # 342, Denver, CO, 80242	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-421703	CLM	Paul Bryant	1975-01-19	—	—	7916 Meadow Ln, Denver, CO	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-403334	CLM	Janice B Harper	1981-07-04	—	9302924478	9455 Canyon Rd, Gilbert, AZ, 85287	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-408911	CLM	Megan P Wheeler	1971-03-12	UHC-61260-06	8858709815	8380 Sunset Blvd Apt 40, Houston, TX, 77060	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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-407407	CLM	Susan Padilla	1981-03-01	UHC-73638-75	—	2782 Central Ave, Seattle, WA, 98182	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426927	CLM	Fatima Oliver	1962-01-25	UHC-11964-30	4875021630	3457 Harbor Blvd, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430802	CLM	Marilyn Castillo	1980-01-24	—	—	7402 Highland Ave Apt 29, Chandler, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402729	CLM	Ana I Coleman	1941-03-12	—	—	4247 Grand Ave, Los Angeles, CA, 90003	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404642	CLM	Billy Tucker	1987-12-20	UHC-60679-14	5508771851	6369 Indian School Rd, Tampa, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-418497	CLM	Isabella P McDonald	1967-08-02	UHC-60298-72	4816262445	7667 Pine Dr Apt 20, Columbus, OH, 43247	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+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-412958	CLM	Dylan Ross	1942-02-11	—	—	8779 Forest Ave, Orlando, FL, 32869	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421448	CLM	Emma L Carroll	1984-04-25	UHC-47807-89	—	8499 Indian School Rd, Fresno, CA, 93735	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409956	CLM	Kayla Flores	1951-06-13	UHC-94241-41	—	1387 Main St, Mesa, AZ	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-417090	CLM	Wilson Maison	1993-07-06	UHC-64072-59	—	1284 Mesa Dr, Jacksonville, FL	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-405923	CLM	Rios Harold	—	—	—	6491 Highland Ave Apt 38, Jacksonville, FL, 32262	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-413684	CLM	Janice Robinson	—	UHC-21270-03	7003879475	5220 River Rd, Columbus, OH, 43244	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-431916	CLM	Amy H Pena	1939-08-28	UHC-89660-26	3843460863	9258 Hillcrest Rd # 611, Houston, TX, 77040	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-411917	CLM	Olivia Anderson	1990-05-17	UHC-15283-69	9216922501	4847 Bayshore Dr # 745, Tucson, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414541	CLM	Bobby Carroll	1998-09-03	UHC-56827-60	4596140892	8355 Palm Dr Apt 24, Chandler, AZ, 85254	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-413401	CLM	Lauren H Shaw	1997-08-15	UHC-70188-66	—	2823 Spring St, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-429829	CLM	Nancy Porter	1940-07-15	UHC-71964-53	—	6331 Ocean Ave, Dallas, TX, 75291	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-405130	CLM	Sofia Obrien	1967-03-16	UHC-11144-41	7613603371	7485 Ridge Rd, Jacksonville, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429734	CLM	Ralph Reyes	2001-05-26	—	7286496804	9795 Union St, Fresno, CA, 93719	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401541	CLM	Santiago Ford	1994-12-11	UHC-19531-20	—	179 Apache Blvd, Tucson, AZ	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406581	CLM	Nancy Wright	1957-08-22	UHC-99348-62	—	4434 Canyon Rd, Tempe, AZ, 85241	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426928	CLM	Sean Howell	1979-03-20	—	—	1203 Sage Ct # 897, Sacramento, CA, 95889	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426583	CLM	Stephen QJunk	1990-04-08	UHC-69270-12	—	580 Grand Ave, Scottsdale, AZ, 85217	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-412685	CLM	Joan D Clark	1939-07-07	UHC-69400-46	—	4377 Ridge Rd, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-425760	CLM	Abbigail Morrison	1950-04-01	UHC-09145-97	—	928 Bayshore Dr, Minneapolis, MN, 55448	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more

16,411 rows, page 30 of 329Previous Next