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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429327	CLM	Carl Yang	1971-09-16	—	5732709126	7828 Central Ave, Plano, TX, 75017	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432209	CLM	Raymond Maldonado	1969-10-23	UHC-59420-59	—	4552 Market St, Columbus, OH, 43285	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-424070	CLM	Jackie Yang	1938-05-18	—	—	3618 Pine Dr, Jacksonville, FL, 32274	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421422	CLM	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 784, San Diego, CA, 92114	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405578	CLM	Raymond U Burns	1943-08-03	UHC-29776-57	4703169493	2658 Hillcrest Rd, Austin, TX	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407691	CLM	Eugene H Kelly	1976-07-07	UHC-59154-82	—	1751 Valley View Dr, Miami, FL, 33148	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-402625	CLM	Melissa Welch	1986-07-15	UHC-74121-25	—	3450 Maple Ave, Las Vegas, NV, 89157	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422844	CLM	Ana N Gilbert	—	—	—	5440 Valley View Dr, Austin, TX, 78725	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-406860	CLM	Green Luis	1980-09-23	—	8744117899	1792 Mountain View Dr, San Antonio, TX, 78270	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
CLM-431320	CLM	Joe Thomas	2007-03-01	UHC-54570-05	7639533045	8252 Main St, Plano, TX, 75033	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424897	CLM	Frank Roberts	1981-06-11	—	—	7429 Washington St, Phoenix, AZ, 85050	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424239	CLM	—Junk	1985-12-02	UHC-44550-43	5239443816	2515 Palm Dr, Tucson, AZ, 85767	0.50	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
CLM-415269	CLM	Jesse Murray	1963-12-17	UHC-00502-63	8948422268	2900 Lincoln Way, Jacksonville, FL, 32253	0.50	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-409421	CLM	Luis Richards	1969-08-21	UHC-28814-43	—	6338 Indian School Rd, Gilbert, AZ, 85225	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-428129	CLM	Ruth Meyer	2004-06-19	UHC-88349-27	8647358107	8704 Central Ave, Glendale, AZ, 85341	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-405449	CLM	Drew Brdaley	—	UHC-76594-50	—	3975 Sunset Blvd, Fresno, CA, 93792	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-431476	CLM	Walter Schmidt	1969-06-01	UHC-99198-91	8942487529	8499 Elm St, Charlotte, NC	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430907	CLM	Eugne Edwards	1968-07-25	—	—	6041 Ridge Rd, Mesa, AZ, 85218	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-412466	CLM	Alexis Watkins	1946-10-08	UHC-25813-01	6234631535	3596 Elm St, Orlando, FL, 32861	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400495	CLM	Judith Gonzales	1995-04-21	UHC-65932-60	—	144 Canyon Rd, Seattle, WA, 98195	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400496	CLM	Judith Gonzales	1995-04-21	UHC-65932-60	—	144 Canyon Rd, Seattle, WA, 98195	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426723	CLM	GeorgeJunk	1944-02-26	UHC-26152-27	—	4249 Union St, Scottsdale, AZ, 85213	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428923	CLM	Grace Y Palmer	2008-06-23	UHC-85177-59	8377457100	6124 Hillcrest Rd, Tempe, AZ, 85253	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-402427	CLM	James Chen	1961-02-13	UHC-30142-52	8594009501	2201 River Rd, Tucson, AZ, 85704	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422422	CLM	Thomas U Baker	1955-02-04	—	—	9431 Desert Sky Blvd Apt 39, Eden Prairie, MN, 55392	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402772	CLM	Joseph Alexander	1951-07-26	—	2196123030	6930 Washington St, Austin, TX, 78752	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416758	CLM	Walter Black	—	UHC-18775-66	—	5693 Palm Dr, Glendale, AZ, 85336	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-432748	CLM	Maria Fields	1944-03-23	—	—	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.50	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-429323	CLM	Jordan Robertson	1979-09-13	—	—	1875 Ocean Ave, Tempe, AZ, 85216	0.50	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+3 more
CLM-427517	CLM	Catherine Chen	1941-03-06	UHC-58328-78	—	3233 Sunset Blvd, Plano, TX	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-401292	CLM	Christopher Coleeman	1950-04-12	—	—	1911 Ocean Ave, Miami, FL, 33172	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-427401	CLM	Amy X Gonzalez	1984-04-03	—	4562595912	6841 River Rd Apt 35, San Diego, CA, 92119	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410229	CLM	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave, Charlotte, NC, 28284	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-415304	CLM	Amy Lawrence	2003-09-23	—	—	2012 Mountain View Dr, Denver, CO, 80247	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421445	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421446	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400216	CLM	Harold Pena	1997-05-15	—	4158701242	1236 Union St, Charlotte, NC, 28239	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400215	CLM	Harold Pena	1997-05-15	—	4158701242	1236 Union St, Charlotte, NC, 28239	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408945	CLM	Pat Lawis	1979-06-05	UHC-15634-12	6184234663	4359 Forest Ave, Nashville, TN, 37277	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407356	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417140	CLM	Valentina Wood	1989-02-20	—	—	464 Oak St, Gilbert, AZ, 85297	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-402158	CLM	Richard Barnes	1980-12-12	—	7423095637	7756 Highland Ave, Houston, TX, 77021	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419127	CLM	Etan Wood	1959-11-23	—	—	2316 Washington St, Austin, TX, 78753	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414528	CLM	Bryan Anderson	1956-03-03	—	—	2161 Meadow Ln, Orlando, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-402062	CLM	Barbara Jacobs	1984-08-03	—	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421270	CLM	Stephen Wang	1979-08-11	UHC-64067-18	—	1084 Washington St, Austin, TX, 78767	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429430	CLM	Dorothy Collins	2002-11-16	—	—	7220 Forest Ave, Mesa, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420449	CLM	Aaron Andrews	1995-07-06	UHC-11785-20	—	4074 Central Ave, Charlotte, NC, 28269	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413134	CLM	Marilyn Aguilar	1989-02-22	—	—	4665 Baseline Rd, Chandler, AZ, 85235	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
CLM-418998	CLM	Cynthia Mitchell	1944-10-20	—	3537354149	6540 Meadow Ln, Charlotte, NC, 28219	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more

5,465 rows, page 18 of 110Previous Next