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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413124	CLM	Frank Howard	1971-07-01	—	2546683803	5872 Jefferson Ave Apt 25, Nashville, TN, 37253	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-403732	CLM	Jessica Alexander	1939-07-15	UHC-53980-36	6044701402	3491 Pine Dr # 497, Atlanta, GA, 30323	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-409064	CLM	Gloria Murray	1944-07-13	UHC-15058-92	4448056028	4605 Cedar Ln, Chandler, AZ, 85218	0.34	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-414299	CLM	Marilyn Hicks	1943-02-26	UHC-38790-56	2029890959	4833 Mountain View Dr Apt 30, Austin, TX, 78799	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-415884	CLM	Christopher Nguyen	1994-01-27	UHC-96313-19	8878175500	1738 Meadow Ln # 202, Tempe, AZ	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-403574	CLM	Sandra N Harper	—	UHC-48277-68	8012466003	7685 Jefferson Ave, Denver, CO	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-401171	CLM	Carl Cole	1943-08-19	UHC-70721-52	5512975381	7349 Ocean Ave, Denver, CO	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-420830	CLM	Sean N Chapman	2002-02-14	—	5998998129	6702 Church St Apt 7, Minneapolis, MN	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-426467	CLM	Luis Mendoza	1994-01-21	UHC-97432-01	5516170852	2719 Church St, Chandler, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-407483	CLM	Jeremy R Patel	1990-06-20	UHC-07309-11	2818759233	9506 Meadow Ln, Miami, FL, 33164	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-407482	CLM	Jeremy R Patel	1990-06-20	UHC-07309-11	2818759233	9506 Meadow Ln, Miami, FL, 33164	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-409469	CLM	Laura S Dunn	1976-02-22	UHC-44881-02	6166557095	8838 Park Pl # 812, Mesa, AZ	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-402743	CLM	Harold T Welch	1941-11-24	UHC-33123-36	2585733297	3308 Desert Sky Blvd, Chandler, AZ, 85289	0.34	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+5 more
CLM-401374	CLM	Willie Valdez	1943-12-12	UHC-40042-33	5905463036	4034 River Rd, Minneapolis, MN, 55475	0.34	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-426189	CLM	Mark Marquez	1953-02-28	UHC-00810-97	7106427661	5772 Sage Ct, San Antonio, TX, 78271	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-425242	CLM	Megan M Butler	—	UHC-88806-59	7994156664	8973 Church St, Atlanta, GA, 30351	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-431719	CLM	Mari Armstrong	1955-12-24	—	6129422657	9894 Ocean Ave # 688, Jacksonville, FL	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-431720	CLM	Mari Armstrong	1955-12-24	—	6129422657	9894 Ocean Ave # 688, Jacksonville, FL	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-407199	CLM	Henry Miller	1963-04-22	—	3947673552	5024 Valley View Dr, Los Angeles, CA, 90043	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-401669	CLM	Frank Li	1974-10-04	UHC-11541-03	3346189898	365 Highland Ave, Mesa, AZ, 85209	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416705	CLM	Logan Wilson	1998-01-09	UHC-97610-18	8814440387	2659 Ocean Ave, Orlando, FL	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-408784	CLM	Elizabeth U Bell	1968-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd, Dallas, TX, 75249	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-401433	CLM	Sophia Pierce	—	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.34	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
CLM-418138	CLM	Chris Diaz	1975-08-24	UHC-64030-78	9432688743	5277 Mountain View Dr # 572, Los Angeles, CA, 90040	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-402606	CLM	Albert Myers	1959-03-01	—	7528889110	2650 Mountain View Dr Apt 20, Denver, CO, 80224	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-412793	CLM	Christina Nelson	1904-05-19	—	6875653340	8514 Union St, San Antonio, TX, 78217	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-416557	CLM	Mei Le	—	UHC-19059-48	5845439885	1892 Forest Ave, Sacramento, CA, 95827	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-401527	CLM	Daniel Wright	1970-12-24	UHC-24840-66	6022577663	1934 Valley View Dr Apt 25, Orlando, FL, 32856	0.34	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-421798	CLM	Jacqueline Hicks	1938-03-12	—	3807367879	9011 Cedar Ln # 748, Columbus, OH, 43214	0.34	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-428025	CLM	Deborah Carlson	1957-11-22	UHC-44867-77	4109048126	3493 Mountain View Dr Apt 14, Sacramento, CA, 95894	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-418159	CLM	Valentina Olson	1955-12-12	—	4943939026	5864 Highland Ave, Houston, TX	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-413373	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-413372	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-428178	CLM	Billy Woods	2008-12-28	UHC-41784-21	6417375470	9638 Sage Ct # 445, Atlanta, GA	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-411009	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411593	CLM	Kimberly Webb	2001-10-11	UHC-74710-86	7238962839	1437 Grand Ave, Nashville, TN, 37292	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-416659	CLM	Laura Snyder	1995-09-09	UHC-48867-39	2632201636	1028 Canyon Rd Apt 5, Seattle, WA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-419956	CLM	Joshua F Jenkins	1989-04-19	UHC-51257-13	3484544578	7462 Maple Ave # 588, Gilbert, AZ, 85241	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-432421	CLM	Kayla Roberts	1945-04-24	—	6387169774	7104 Main St, Mesa, AZ	0.36	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+4 more
CLM-429049	CLM	—Junk	1997-07-05	—	9878415044	9217 Church St, Tampa, FL	0.36	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
CLM-402991	CLM	Jennifer Wood	1995-03-05	UHC-28217-72	3409560955	84 Union St, San Antonio, TX, 78269	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415506	CLM	Debra Stone	1984-04-14	—	3433846337	1874 Maple Ave, Atlanta, GA	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-414323	CLM	Heather Nelson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426733	CLM	Amber Lopez	1974-05-12	UHC-73217-02	4304443215	2315 Meadow Ln, Columbus, OH	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410066	CLM	Martha V Walker	1956-04-23	—	2488683614	5551 Highland Ave, Phoenix, AZ, 85011	0.36	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
CLM-418414	CLM	Judy Soto	1981-01-26	UHC-64354-17	6219908463	9496 Ridge Rd, Glendale, AZ, 85322	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-413283	CLM	Samuel A Rivera	1988-07-26	—	3786441173	4182 Valley View Dr, Jacksonville, FL, 32271	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-431972	CLM	Stephens Ethan	1980-08-04	UHC-27099-22	3709510533	9299 Forest Ave # 210, Fresno, CA	0.36	Name re-cased Phone reformatted Unit split from street State name converted to code+4 more
CLM-413539	CLM	Keith Woods	1954-03-22	UHC-83597-46	2623073328	8189 River Rd # 873, Denver, CO, 80224	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-432423	CLM	Kayla Roberts	1945-04-24	—	6387169774	7104 Main St # 640, Mesa, AZ, 85254	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more

11,960 rows, page 2 of 240Previous Next