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-425447	CLM	Sarah Bailey	1971-09-27	UHC-07917-53	—	5551 Washington St # 479, Dallas, TX, 75228	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-405049	CLM	Timothy Lopez	—	UHC-58975-81	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415653	CLM	Christine Valdez	1942-10-24	UHC-97505-59	—	220 Pine Dr, Seattle, WA, 98107	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409866	CLM	Catherine Harper	2000-10-15	UHC-66620-68	—	5487 Ridge Rd Apt 35, Charlotte, NC, 28223	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413769	CLM	Beth Contreras	—	UHC-92452-26	—	5635 Sunset Blvd, Fresno, CA, 93719	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-428210	CLM	Beverrly Gonzalez	—	—	—	6102 Camelback Rd # 289, Seattle, WA, 98122	0.38	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-428321	CLM	Cheryl Reynolds	—	UHC-05597-29	—	2655 Market St, Minneapolis, MN, 55482	0.38	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-419690	CLM	Charles Ray	1954-11-10	—	—	8155 Harbor Blvd, Mesa, AZ, 85282	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-416006	CLM	—Junk	1983-07-26	—	3204318313	1048 Hillcrest Rd, Las Vegas, NV, 89188	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422797	CLM	Shirley Hunter	1958-03-17	UHC-87251-20	8344662722	4214 Spring St, San Diego, CA, 92173	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408222	CLM	Sarah Spencer	2001-06-11	—	7296822004	1763 Ridge Rd Apt 17, Eden Prairie, MN, 55316	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Unit split from street+3 more
CLM-426981	CLM	Debra Moore	2001-07-06	UHC-69722-62	—	2923 Washington St, Glendale, AZ	0.38	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-410844	CLM	Albert O Santos	1985-08-12	—	6659790940	2953 Union St, Chandler, AZ, 85221	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410089	CLM	Aisha Chen	1944-10-03	—	7409994529	5831 Sage Ct, Sacramento, CA	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
CLM-403019	CLM	Nancy S Vazquez	1967-08-27	UHC-61543-39	—	4030 Maple Ave Apt 21, Scottsdale, AZ, 85207	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429248	CLM	Diana Bradley	1967-01-01	UHC-18488-60	9658987005	2234 Oak St, Austin, TX	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-416908	CLM	Mariana Montgomery	1976-07-26	UHC-28635-58	—	2287 Main St # 803, Las Vegas, NV, 89188	0.38	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429879	CLM	Julie Pena	1994-12-14	—	—	9289 Ridge Rd, Atlanta, GA, 30309	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410113	CLM	Gerald Chavez	—	UHC-99698-91	4268273256	6886 Central Ave, Seattle, WA, 98186	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-432411	CLM	Edward Michell	2000-06-12	UHC-60479-18	—	6374 Park Pl, Mesa, AZ, 85219	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-419389	CLM	Shirley Gutierrez	—	—	—	2473 Willow Ct, San Antonio, TX, 78276	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432434	CLM	Alexis Z Gonzalez	1939-04-25	UHC-47144-92	2318495236	6187 Jefferson Ave, Chandler, AZ	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-430891	CLM	Chris K Yang	1961-08-27	—	—	6043 Church St, Chandler, AZ, 85289	0.38	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-411819	CLM	Christina Mendoza	1999-08-17	UHC-20663-15	—	4058 Washington St, Tempe, AZ, 85259	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423084	CLM	Ana Knight	1992-08-10	UHC-00835-26	—	4791 Harbor Blvd, Glendale, AZ	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-412305	CLM	Sharon Davis	—	—	5394251076	5576 Highland Ave, Fresno, CA	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-422061	CLM	George R Mason	—	—	—	4247 Desert Sky Blvd, Charlotte, NC	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409125	CLM	Jennifer Bradley	1986-09-17	UHC-27870-32	4868409963	8203 Park Pl, Houston, TX	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-413411	CLM	Vincent Thompson	2006-03-08	UHC-83627-93	3845579728	3650 Sage Ct, Charlotte, NC, 28271	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424983	CLM	Marilyn James	1952-06-17	UHC-01639-27	—	1285 Palm Dr, Glendale, AZ, 85367	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
CLM-431969	CLM	Randy Foster	2000-01-18	UHC-46657-20	—	8906 Palm Dr, Denver, CO, 80215	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418539	CLM	Ashley Thompson	1999-11-22	UHC-62776-77	—	8765 Central Ave, Eden Prairie, MN	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400767	CLM	Judith Bradley	1951-09-25	UHC-02771-26	4184222161	6045 Lake View Rd # 177, Las Vegas, NV	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410563	CLM	Mei Nelson	1998-05-06	UHC-81996-09	9375833268	6349 Indian School Rd # 558, San Antonio, TX, 78263	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-404041	CLM	Bruce Meyer	1964-03-22	UHC-94064-25	—	1979 Jefferson Ave # 151, Houston, TX, 77031	0.38	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-413132	CLM	Steven Kelly	1988-03-01	—	—	1297 Spring St, Scottsdale, AZ	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415388	CLM	Brian D Hamilton	1988-11-07	UHC-98413-48	—	6554 Mesa Dr, San Antonio, TX, 78268	0.38	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-411068	CLM	Beverly Ryan	1961-02-18	—	—	7221 Apache Blvd, Fresno, CA, 93734	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430456	CLM	Ralph Grcia	—	UHC-55034-74	—	2592 Forest Ave, Miami, FL, 33115	0.38	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+3 more
CLM-412520	CLM	Jack E Fowler	1955-03-01	UHC-96462-49	—	4237 Central Ave, Scottsdale, AZ	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-412540	CLM	Sean Freeman	1966-03-08	UHC-70386-67	—	6878 Ocean Ave, Houston, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415716	CLM	Charlotte Lopez	1943-04-20	UHC-02280-02	6534522422	1647 Spring St, Tempe, AZ, 85236	0.38	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432345	CLM	Michael Weber	1950-11-17	UHC-80019-73	—	3529 Washington St, Columbus, OH	0.38	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-425179	CLM	AmyJunk	1968-11-16	UHC-55275-97	—	9165 Maple Ave, Chandler, AZ, 85267	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-428911	CLM	Billy Q Lewis	1942-04-19	UHC-32201-16	—	1864 Main St, Eden Prairie, MN, 55369	0.38	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-425630	CLM	Nathan Reynolds	1964-03-05	UHC-87757-33	6906141743	5436 Park Pl, Sacramento, CA, 95827	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411028	CLM	Carollyn Chen	—	UHC-46103-72	—	2822 Sunset Blvd # 837, Glendale, AZ, 85314	0.38	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-422003	CLM	Ellijah Payne	2001-07-03	UHC-20841-62	9297123003	7940 Hillcrest Rd, Gilbert, AZ, 85273	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432465	CLM	Michael Stewart	—	UHC-09021-38	2963423490	6202 Washington St Apt 34, San Diego, CA, 92163	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-432464	CLM	Michael Stewart	—	UHC-09021-38	2963423490	6202 Washington St Apt 34, San Diego, CA, 92163	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more

16,411 rows, page 7 of 329Previous Next