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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404580	CLM	Melissa Dominguez	1941-01-16	—	—	6079 Canyon Rd, Columbus, OH	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-409960	CLM	Kyle Taylor	2006-05-28	UHC-63974-95	7039513758	8390 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417586	CLM	Hannah Luna	1980-07-17	UHC-65080-54	9642409671	4685 Grand Ave, Tampa, FL	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400793	CLM	Roger Mason	1964-04-28	UHC-97852-83	8489392124	5276 River Rd, Sacramento, CA	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413694	CLM	Jesse Knight	2004-04-28	—	3969308486	2451 Meadow Ln, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414975	CLM	Keith Vasquze	2000-09-04	UHC-43961-56	—	3840 Elm St, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401563	CLM	Richard Stewart	1997-01-27	—	—	524 Mountain View Dr, Miami, FL	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-420397	CLM	Carol Castillo	2004-05-18	UHC-75924-10	—	9167 Canyon Rd, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410401	CLM	Brian Hall	1946-06-06	UHC-70681-11	7728331312	7724 Ridge Rd, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409627	CLM	Virginia T Rie	1942-12-26	—	5794576783	6678 Lincoln Way, Fresno, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410544	CLM	Nicole Nunez	—	—	—	6643 Valley View Dr, Dallas, TX	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410545	CLM	Nicole Nunez	—	—	—	6643 Valley View Dr, Dallas, TX	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416347	CLM	Arjun Anderson	2006-04-21	UHC-43813-38	—	7072 Desert Sky Blvd Apt 18, Austin, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-402897	CLM	Wayne E Coleman	1961-12-22	—	—	691 Grand Ave, Tampa, FL	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426622	CLM	Donna T Myers	1954-01-21	UHC-28456-29	9273674387	648 Oak St, Gilbert, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-418577	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
CLM-418576	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
CLM-421676	CLM	Janice K Fox	1953-01-27	—	—	3828 Meadow Ln, Nashville, TN	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408675	CLM	Mariana L Russell	1975-04-08	UHC-35952-60	7172387587	9455 Ridge Rd, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402289	CLM	Lauren Guzman	1969-10-09	UHC-74677-14	8047247512	6579 Bayshore Dr, Dallas, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-407703	CLM	Natalie Singh	1946-01-04	—	—	1116 Market St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403856	CLM	Shirley Fowler	1997-01-19	UHC-32210-23	—	6694 Sage Ct, San Diego, CA	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408384	CLM	Joe Robinson	1941-10-27	—	2634106889	5475 Lake View Rd, Jacksonville, FL	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416966	CLM	Alice Baliey	1959-05-04	UHC-91287-15	—	1607 Union St, Phoenix, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404399	CLM	Noah Vasquez	1962-02-27	UHC-16757-75	—	8356 Camelback Rd # 449, San Antonio, TX	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428687	CLM	Cynthia V Fuller	1974-01-03	UHC-17057-28	—	2479 Park Pl, Charlotte, NC	0.52	Name re-cased Two-digit birth year ZIP missing Gender normalised+2 more
CLM-416795	CLM	Elijah Tucker	1958-10-28	UHC-81872-55	—	6906 Harbor Blvd, Plano, TX	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416586	CLM	Heen Mejya	1987-01-20	UHC-40105-27	—	9445 Desert Sky Blvd, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-420026	CLM	Kayla M Richards	1976-01-10	—	—	2779 Pine Dr, Dallas, TX	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407488	CLM	Mason Ramirez	1964-05-03	UHC-58089-01	—	3165 Spring St, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-431236	CLM	Joshua M Gonzales	2001-03-06	UHC-38587-47	—	4712 Sunset Blvd, Phoenix, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411414	CLM	Vincent Stewart	1939-04-05	—	—	8497 Valley View Dr, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412378	CLM	Lauren H Lyncch	1993-07-24	UHC-13897-33	—	1657 Ocean Ave, San Antonio, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-404967	CLM	Sam Miller	1940-11-09	—	—	5308 Grand Ave, Tucson, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-404968	CLM	Sam Miller	1940-11-09	—	—	5308 Grand Ave, Tucson, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-432484	CLM	Wei Marshall	1979-11-21	UHC-81522-17	—	9172 Sunset Blvd, Tempe, AZ	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409990	CLM	Timothy O Lucas	1939-02-26	UHC-65767-08	7953580222	6117 Grand Ave, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404670	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404669	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413391	CLM	Janice Butler	1974-06-26	UHC-65173-31	—	5465 Park Pl, San Antonio, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-425469	CLM	Steven Ramos	1969-01-26	—	—	1184 Hillcrest Rd Apt 12, Sacramento, CA	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
CLM-427801	CLM	—Junk	1993-07-11	—	4242360970	1303 Maple Ave, Mesa, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406610	CLM	Sophia Carroll	1979-02-23	—	—	5642 Desert Sky Blvd Apt 21, Atlanta, GA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430592	CLM	Stephanie Burke	1974-03-25	UHC-61758-29	—	7411 Valley View Dr, Mesa, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403492	CLM	Melissa Brooks	1990-06-02	UHC-50029-66	—	72 Park Pl, Sacramento, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-418941	CLM	Helen O Jhnson	1977-05-18	UHC-28850-11	—	9802 Bayshore Dr, Los Angeles, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-405825	CLM	Emma Hall	1991-06-23	UHC-83120-16	7968874555	3419 Indian School Rd, Minneapolis, MN	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423669	CLM	Santiago Prike	—	—	—	8949 Mesa Dr, Houston, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403568	CLM	Joe Richardson	1943-10-04	UHC-53594-59	—	5386 Apache Blvd, Nashville, TN	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-401515	CLM	Alice Le	1943-01-22	UHC-49554-66	—	845 Bayshore Dr, Charlotte, NC	0.52	Name split from “Last, First”City re-cased ZIP missing Gender normalised+2 more

2,072 rows, page 12 of 42Previous Next