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-401624	CLM	Lori Carlson	1945-09-28	UHC-83409-06	—	2001 Elm St, Scottsdale, AZ, 85270	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421394	CLM	Mason Miller	1955-12-23	UHC-52836-22	—	825 Mountain View Dr, Houston, TX, 77005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403377	CLM	Roy Vazquez	1941-01-06	UHC-90646-48	7356233476	6604 Central Ave, Austin, TX, 78757	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428086	CLM	Arthur Kelley	1988-04-25	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-406187	CLM	Eugene Sanchez	2000-07-06	UHC-18080-63	8858148913	2820 Palm Dr, Fresno, CA, 93729	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415603	CLM	Jacqueline Gonzales	1997-03-13	—	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411370	CLM	Diana Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd, Glendale, AZ, 85350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425069	CLM	Camila McDonald	1988-10-08	—	8183368496	2173 Ocean Ave # 104, Houston, TX, 77013	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427188	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	—	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427187	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	—	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413115	CLM	Becky Fuller	1952-05-22	UHC-12980-59	6103621757	1662 Mesa Dr, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-428122	CLM	Sophia I Rojas	1999-11-18	UHC-12553-08	—	4947 Mesa Dr, Nashville, TN, 37299	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405348	CLM	Bryan Stevens	1967-08-25	UHC-54937-27	—	745 Mountain View Dr, Jacksonville, FL, 32265	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-422479	CLM	Dorothy Wood	1949-05-01	—	4753306546	7288 Mesa Dr, Jacksonville, FL, 32293	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423056	CLM	Ben Barnes	1943-11-28	—	—	8722 Ridge Rd, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424708	CLM	Diane Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ, 85222	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429877	CLM	Luis Stevens	2002-07-18	—	3082697885	7599 Grand Ave, Sacramento, CA, 95850	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432737	CLM	Ana Y Gutierrez	1971-09-20	UHC-10479-88	3429411580	384 Forest Ave, Austin, TX, 78734	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414820	CLM	Austin Wood	1985-10-06	—	—	5714 Cedar Ln, Atlanta, GA, 30356	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-417366	CLM	Linda Z Garrett	1979-03-06	UHC-28085-18	—	9696 Pine Dr, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427922	CLM	Walter Duncaan	—	—	7473988264	4410 Apache Blvd, Chandler, AZ, 85233	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401440	CLM	Bruce Chavez	1940-08-25	—	—	6883 Indian School Rd, Fresno, CA, 93735	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420060	CLM	Jim Wilson	1998-04-08	UHC-29080-56	8372702924	1459 Mesa Dr, Fresno, CA, 93700	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420811	CLM	Zachary Hawkins	1948-08-11	UHC-34301-59	6313479380	7927 Willow Ct, Scottsdale, AZ, 85268	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419470	CLM	—Junk	1997-02-12	—	—	5330 Park Pl, Miami, FL, 33186	0.64	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+2 more
CLM-402361	CLM	Cheryl T Henry	2000-07-14	—	5877259033	9407 Oak St, Fresno, CA, 93788	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419667	CLM	Keith T Munoz	1963-11-07	UHC-81023-71	5449650330	3507 Washington St, Phoenix, AZ, 85050	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404396	CLM	Ryan Rojas	1967-03-17	UHC-73873-93	9157674523	3825 Apache Blvd, San Diego, CA, 92125	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406945	CLM	Aaron McDonald	1941-09-11	—	7698919276	5762 Desert Sky Blvd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418969	CLM	Kelly Kelley	1950-06-24	UHC-41100-02	—	6704 Church St # 710, Seattle, WA, 98122	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429820	CLM	Mateo Chen	1996-08-28	—	—	2874 Ocean Ave, Charlotte, NC, 28257	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410399	CLM	Ana K Robinson	1955-02-02	UHC-45904-17	—	3989 Indian School Rd, San Diego, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-430318	CLM	Ethan Peters	1971-06-14	UHC-28291-35	—	4909 Meadow Ln, Seattle, WA, 98152	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-401257	CLM	Linda O Carr	1950-10-05	UHC-14169-74	8186480228	27 Forest Ave, Columbus, OH, 43209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421248	CLM	Amanda Phillips	1987-07-18	—	—	9582 Cedar Ln, Los Angeles, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-413981	CLM	Kayla H Watkins	1977-02-06	—	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-409679	CLM	Roy Hall	1952-10-16	—	9535140397	6334 Apache Blvd, San Antonio, TX, 78254	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407665	CLM	Carolyn J Shaw	1950-11-15	UHC-40375-01	6667622497	1489 Cedar Ln, Tampa, FL, 33694	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425629	CLM	Lius Green	1964-04-24	UHC-57723-18	—	873 Indian School Rd, Fresno, CA, 93783	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427076	CLM	Jack Jordan	1957-07-13	UHC-50049-24	—	6754 Canyon Rd, Columbus, OH, 43278	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407129	CLM	Christian Yang	1945-08-01	UHC-31026-34	9002477102	8005 Willow Ct, Austin, TX, 78785	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402140	CLM	Bruce Johsnton	1975-08-10	—	2452831145	3273 Harbor Blvd, Dallas, TX, 75275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400861	CLM	Munooz J Brandon	1965-08-06	UHC-24440-97	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422300	CLM	Kimberly U Armstrong	1969-10-12	—	—	5404 Maple Ave # 642, Sacramento, CA, 95897	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430430	CLM	Ana Garcia	1951-12-14	UHC-82557-56	—	4292 Mesa Dr, Plano, TX, 75008	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-430433	CLM	Joan Mdeina	1968-02-10	—	—	4462 Oak St, Orlando, FL, 32890	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-412238	CLM	Julie Lewis	1963-03-22	UHC-04157-39	2862880696	161 Bayshore Dr, Mesa, AZ, 85267	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430376	CLM	Samanhta Ruiz	1978-04-18	—	—	3319 Harbor Blvd, San Antonio, TX, 78295	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428111	CLM	Zachary Scott	1995-07-02	—	—	2531 Canyon Rd, Nashville, TN, 37281	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-406274	CLM	Jack Jimenez	1973-04-22	UHC-37921-42	—	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

16,411 rows, page 111 of 329Previous Next