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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415502	CLM	Ryan Mendez	1950-05-28	UHC-79204-52	5159522857	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-414434	CLM	Donna O Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd, Gilbert, AZ, 85224	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-414435	CLM	Donna O Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd, Gilbert, AZ, 85224	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-418769	CLM	Sean Reynolds	1989-10-25	UHC-33152-78	—	7232 Broadway, Charlotte, NC, 28298	0.78	Member ID reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-410529	CLM	Bradley Perkins	2003-08-26	—	—	616 Lincoln Way, Sacramento, CA, 95898	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-421819	CLM	Larry Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more
CLM-427252	CLM	Carolyn L Smith	1946-04-21	UHC-59178-53	—	—	0.78	Name re-cased SSN last four extracted Email lower-cased Whitespace trimmed+1 more
CLM-413005	CLM	Lauren S Valdez	1944-06-21	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-420879	CLM	Victoria Flores	1944-02-20	UHC-25370-92	3267985159	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-410685	CLM	Thomas Myers	1988-01-26	UHC-75619-36	7984446750	4476 Desert Sky Blvd, Atlanta, GA, 30353	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
CLM-411004	CLM	Hannah G Sandoval	2000-09-08	UHC-26476-44	8996970636	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-402898	CLM	Wayne Coleman	1961-12-22	—	3603664726	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-415994	CLM	Joseph Cole	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.78	Name re-cased Phone reformatted SSN last four extracted State code upper-cased+1 more
CLM-410593	CLM	Kim Burns	1964-05-08	UHC-66985-61	2407424572	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-405978	CLM	Barbara Mejia	1972-11-14	UHC-89568-77	6926701904	9067 Oak St, Columbus, OH, 43244	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-425120	CLM	Cynthia McDonald	1972-05-10	UHC-33327-97	—	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-424548	CLM	William Allen	2006-07-18	UHC-31377-42	—	9630 Mountain View Dr, Miami, FL, 33163	0.80	SSN last four extracted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-401332	CLM	Anddy Fiels	1995-03-23	UHC-34165-43	8035777942	3129 Main St, Jacksonville, FL, 32261	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-422385	CLM	Teresa Gonzales	1942-04-21	—	—	7497 Park Pl, Austin, TX, 78716	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-414240	CLM	Gabriel Roberts	1981-03-20	UHC-70715-12	—	5611 Maple Ave, Nashville, TN, 37233	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-429096	CLM	Emily U Ramirez	1959-12-05	UHC-37730-93	5793312324	2364 Broadway, Tempe, AZ, 85294	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-429359	CLM	Margaret Knight	1952-08-24	—	6384374725	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-414216	CLM	Anna Kennedy	1955-01-20	—	—	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-422520	CLM	Helen Williams	1978-04-25	UHC-69324-22	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-411773	CLM	Natalie Fernandez	1950-09-17	—	4152030125	9177 Hillcrest Rd, Houston, TX, 77033	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-407316	CLM	Elizabeth Smith	1980-06-08	UHC-74794-15	3299203468	6705 Sunset Blvd, Plano, TX, 75086	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-423646	CLM	Emily C Padilla	1963-05-21	—	7352798111	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-403319	CLM	Donald W Cole	1957-02-18	UHC-55288-55	—	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-405699	CLM	Michael Owens	1940-08-19	UHC-07421-16	—	3292 Valley View Dr, Austin, TX, 78773	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
CLM-402884	CLM	Emily Robertson	1947-08-02	UHC-80611-21	5042978872	5836 Union St, Minneapolis, MN, 55491	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-415366	CLM	Danile Warren	2007-05-06	UHC-75069-05	—	—	0.80	Member ID reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-423622	CLM	Cynthia Medina	2004-08-19	UHC-10029-27	8824176917	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-403258	CLM	Adam Burke	1940-09-04	—	5924843277	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-407030	CLM	Jerry Fields	2007-01-11	UHC-44330-22	—	—	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-408916	CLM	Peter A Hart	1968-07-14	—	—	7329 River Rd, Chandler, AZ, 85233	0.80	Date of birth reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-407287	CLM	Scott Simmons	1976-01-09	—	8768932158	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-406386	CLM	Ralph Gutierrez	1950-11-24	—	3114397602	1974 Meadow Ln, Las Vegas, NV, 89113	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-415846	CLM	Kayla Simmons	1946-05-05	—	—	5269 Ridge Rd, Gilbert, AZ, 85223	0.80	SSN last four extracted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-424205	CLM	Carol Vargas	1951-03-18	UHC-66115-05	3976490104	3390 Washington St, Jacksonville, FL, 32204	0.80	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted
CLM-413662	CLM	Henry Edwards	1953-03-11	UHC-37067-97	9057197980	4563 Maple Ave, Tucson, AZ, 85728	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-427649	CLM	Zachary Fuller	1969-07-13	UHC-64893-75	—	3951 Market St, Eden Prairie, MN, 55323	0.80	Date of birth reformatted SSN last four extracted Email lower-cased Placeholder values cleared
CLM-421081	CLM	Robert Guerrero	1949-03-04	—	—	1020 Washington St, Orlando, FL, 32834	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-426132	CLM	Hiroshi Garza	2005-11-05	UHC-77416-36	8065786361	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed
CLM-406453	CLM	Brenda Santiago	1967-10-26	—	—	2859 Pine Dr, San Diego, CA, 92159	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-402208	CLM	Andrew Cooper	1975-01-17	UHC-60313-72	5254063091	7383 Bayshore Dr, Columbus, OH, 43269	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-422678	CLM	Hnanah White	1953-06-08	UHC-97230-82	8913079627	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-427248	CLM	Bruke Vega	1971-04-17	—	4652547967	—	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-427057	CLM	Jason Jacobs	1948-11-06	—	9388299196	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-426430	CLM	Carol King	1980-12-06	UHC-51452-61	6226563870	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-410245	CLM	Bradley Hall	1978-05-24	UHC-81797-93	—	1877 Lincoln Way, Phoenix, AZ, 85054	0.80	Member ID reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared

709 rows, page 12 of 15Previous Next