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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401920	CLM	Mary R Mason	1994-08-06	UHC-85232-94	—	9474 Lake View Rd, Austin, TX, 78733	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409948	CLM	Mariana Jones	2004-04-06	—	2643367260	4073 Union St, Tucson, AZ, 85753	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402201	CLM	Rebecca Sandoval	1971-06-04	UHC-77395-37	3009172124	7321 Pine Dr, Eden Prairie, MN, 55362	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-401367	CLM	Angela I Hawkins	1940-08-24	—	—	975 Lincoln Way, Minneapolis, MN, 55432	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425409	CLM	Kelly Herrera	1953-01-10	—	—	2612 Canyon Rd, Austin, TX, 78750	0.78	Name re-cased Street suffix standardised Address re-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-418488	CLM	Julia Perkins	1945-03-26	—	—	5328 Washington St, Tempe, AZ, 85269	0.78	Name re-cased Street suffix standardised Address re-cased 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-404149	CLM	Albert Park	1990-08-25	UHC-69736-83	—	1473 Hillcrest Rd, Chandler, AZ, 85212	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-430359	CLM	Jean G Campbell	1989-03-24	—	3848080682	8068 Apache Blvd, Las Vegas, NV, 89164	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404357	CLM	Pamela V Harvey	1942-08-04	—	—	7685 Ridge Rd, Scottsdale, AZ, 85250	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411219	CLM	Kevin Mills	1976-08-28	UHC-48283-04	7234116514	8930 Mesa Dr, Orlando, FL, 32899	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426883	CLM	Doris Bradley	1942-01-11	UHC-10651-17	4198625164	3138 Meadow Ln, Tampa, FL, 33669	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411989	CLM	Angela Greene	1952-05-01	UHC-77777-60	2342021431	3078 Sage Ct, San Antonio, TX, 78265	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425792	CLM	Sarah Medina	1971-12-14	—	8102627525	6277 Elm St, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-407970	CLM	Emma Hamilon	1973-02-10	—	—	9143 Elm St, Seattle, WA, 98152	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403134	CLM	Joose Richardson	1960-08-27	UHC-61622-11	6046186708	9388 Cedar Ln, Nashville, TN, 37275	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-418745	CLM	Marilyn L Barnes	1979-03-01	—	—	1252 Mountain View Dr, Chandler, AZ, 85275	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418799	CLM	Madison Vazquez	1994-10-09	UHC-54474-87	—	9099 Mesa Dr, Minneapolis, MN, 55480	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-426024	CLM	Dorothy Fisher	1990-08-05	UHC-14666-69	—	9204 Apache Blvd, Los Angeles, CA, 90036	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432519	CLM	Joe Stevens	1952-07-16	—	—	6977 Apache Blvd, Seattle, WA, 98174	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418012	CLM	Henry D Herrera	1938-02-16	UHC-94664-39	—	8570 Ocean Ave, Mesa, AZ, 85218	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404853	CLM	Jess Murray	2001-05-24	UHC-68586-02	5016580692	1483 Desert Sky Blvd, Dallas, TX, 75254	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411924	CLM	Kimberly Hunter	1983-09-07	—	7283996473	3181 Forest Ave Apt 40, San Antonio, TX, 78290	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-402632	CLM	Kayla Hart	1966-12-18	UHC-59228-60	—	61 Washington St, Tempe, AZ, 85220	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-418292	CLM	Jonathan Hughes	1980-01-09	UHC-60893-02	—	1879 Union St, Fresno, CA, 93779	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425845	CLM	Santiago Taylor	2007-05-16	UHC-94292-93	7776158289	8267 Spring St, Chandler, AZ, 85228	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408262	CLM	Jerry Kelley	1989-02-21	—	9278614369	5316 Washington St, Tempe, AZ, 85203	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400287	CLM	Ryan O Howard	1986-10-19	UHC-84952-58	—	6529 Mesa Dr, Las Vegas, NV, 89105	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-413159	CLM	Samuel Lynch	1981-12-12	UHC-18157-27	7306344799	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-403185	CLM	Gabriel Yang	1960-04-14	UHC-81771-20	8706604064	1130 Elm St, Columbus, OH, 43210	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430338	CLM	Samuel H Gray	1970-08-06	UHC-28025-58	2142236265	5075 Meadow Ln, Scottsdale, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-406619	CLM	Brenda T Porter	2003-10-03	UHC-42540-74	—	9264 Oak St, Tempe, AZ, 85221	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411509	CLM	Linda Smith	1989-09-17	UHC-68199-20	8909450678	6905 Hillcrest Rd, Tempe, AZ, 85222	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409752	CLM	Donald Mejia	1962-12-27	UHC-18967-39	—	6680 Grand Ave, Mesa, AZ, 85219	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409961	CLM	Virginia F Hayes	1980-02-12	UHC-99818-07	6488056139	2603 Jefferson Ave # 211, Los Angeles, CA, 90082	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-427690	CLM	Marcus Reynolds	—	UHC-16240-68	6026606361	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-419575	CLM	Dylan Robinson	2007-07-15	UHC-25806-40	—	3396 Maple Ave, Orlando, FL, 32819	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413833	CLM	Doris Dominguez	2001-12-16	—	7916207064	607 Sage Ct, Tampa, FL, 33656	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400737	CLM	Carlos Greene	1993-10-02	—	—	3585 Grand Ave, San Diego, CA, 92193	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412711	CLM	Willie Rojas	1979-02-13	UHC-56471-45	9096296986	5962 Washington St, Chandler, AZ, 85269	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-403557	CLM	Marilyn G Hayes	1971-05-03	UHC-81234-76	7412004925	9800 Grand Ave Apt 14, Charlotte, NC, 28207	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-403450	CLM	Martha Sandoval	1971-07-21	UHC-24262-06	7379957354	2698 Cedar Ln, Gilbert, AZ, 85288	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419095	CLM	Judy Maquez	—	UHC-68246-94	6646744729	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-417161	CLM	Mary Contreras	1953-01-07	UHC-87904-93	5452844399	5106 Ocean Ave, Mesa, AZ, 85236	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427888	CLM	Christina Obrien	1948-01-25	UHC-57093-33	—	3904 Park Pl, Eden Prairie, MN, 55318	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401741	CLM	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402922	CLM	Benjamin Evans	1975-07-16	UHC-28667-26	—	2265 Cedar Ln, San Diego, CA, 92180	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

13,120 rows, page 151 of 263Previous Next