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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404617	CLM	Linda Burton	1988-11-06	UHC-38270-36	—	3172 Baseline Rd, Phoenix, AZ	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-430808	CLM	Ryan Martinez	1951-06-25	UHC-35070-76	3435518292	7459 Main St, Gilbert, AZ, 85264	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-400034	CLM	Martha V Stone	1952-05-13	—	—	776 Oak St, Eden Prairie, MN, 55332	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-409438	CLM	Jess Ellis	1997-03-05	UHC-51002-75	—	2135 Mesa Dr, Jacksonville, FL, 32280	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-404668	CLM	Margaret Smith	1976-01-15	UHC-25071-63	3342591824	1446 Ridge Rd, Chandler, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
CLM-419453	CLM	Jack Santos	1949-11-17	UHC-74335-50	—	8810 Grand Ave, Nashville, TN, 37255	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-421333	CLM	Marcus I Riley	1964-12-07	—	8256558062	7986 Union St, Los Angeles, CA, 90099	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
CLM-414203	CLM	Meyer Justin	—	UHC-91993-91	5996239149	420 Forest Ave, Tucson, AZ, 85768	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
CLM-429990	CLM	Arthur Nichols	—	UHC-48023-89	9557925499	1576 Mountain View Dr Apt 25, Columbus, OH, 43208	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
CLM-403432	CLM	Rachel W Maldonaod	1940-03-05	UHC-51088-81	—	1474 Ridge Rd, Sacramento, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-430942	CLM	Michelle Bowman	1971-10-24	UHC-64949-34	3967406707	7317 Oak St, Tampa, FL, 33639	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-429074	CLM	Cammila P Andrews	—	UHC-07406-76	2402934059	6437 Broadway Apt 4, Charlotte, NC, 28235	0.66	Date of birth unreadable Unit split from street Address re-cased City re-cased+1 more
CLM-407289	CLM	Paul Foster	1984-02-05	UHC-62285-69	—	4047 Washington St, San Antonio, TX, 78240	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-400276	CLM	Alexander Medina	1962-10-09	—	7598484612	3388 Forest Ave, Atlanta, GA, 30372	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-431663	CLM	James R Porteer	1948-06-18	UHC-83196-09	—	8111 Ocean Ave, Atlanta, GA, 30316	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-420331	CLM	Kyle H Smith	1984-10-21	UHC-47052-61	—	2161 Jefferson Ave, Orlando, FL, 32827	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-403066	CLM	Alexis Garza	1972-01-15	—	—	7046 Pine Dr, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-429321	CLM	Katherine Porter	1998-09-10	UHC-66665-29	—	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Date of birth reformatted Phone missing area code SSN last four extracted City re-cased+1 more
CLM-422218	CLM	Lauren Payne	—	UHC-12594-86	—	6651 Palm Dr, Plano, TX, 75068	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-420732	CLM	Jaack Ray	—	UHC-59604-32	—	7181 Cedar Ln, Plano, TX, 75096	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
CLM-419756	CLM	Greene Noah	1950-02-17	UHC-68781-12	6764416981	1784 River Rd, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407993	CLM	Samantha D Nunez	1990-02-28	UHC-31120-14	—	3542 Hillcrest Rd, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-425419	CLM	Samantha Palmer	2008-02-16	UHC-09047-81	—	523 Lake View Rd, Los Angeles, CA, 90049	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-419250	CLM	Fatima Henderson	1970-11-22	UHC-17129-93	—	7774 Church St, Dallas, TX, 75255	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-419171	CLM	Frank Y Ramos	1926-04-07	UHC-76600-57	6387482280	8980 Ridge Rd, Los Angeles, CA, 90072	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-415109	CLM	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St, Austin, TX, 78774	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431857	CLM	Kathleen Lane	2005-05-21	UHC-17661-79	5406334740	2331 Spring St, Phoenix, AZ	0.66	City re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-409782	CLM	Mei A Johnson	1978-02-23	—	—	4634 River Rd, Plano, TX, 75089	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-425388	CLM	Shilrey Cruz	1951-11-28	—	7686368459	7029 Ridge Rd, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-410684	CLM	Teresa Gonzales	1961-04-23	—	4467870483	9167 Grand Ave, Houston, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-414743	CLM	Shirley Lopez	1991-06-04	UHC-44235-49	—	1286 Park Pl Apt 22, Scottsdale, AZ, 85214	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-430230	CLM	Maria Montgomery	1951-04-08	—	6173444429	2720 Baseline Rd # 888, Plano, TX, 75056	0.66	Name re-cased Unit split from street City re-cased State name converted to code+1 more
CLM-414891	CLM	Devid R Ryan	1956-10-15	—	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-429783	CLM	Vincent Ward	1982-04-26	—	—	2532 Market St, Mesa, AZ, 85201	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-432399	CLM	Ronald Cox	1994-08-04	UHC-07390-48	—	1782 Camelback Rd # 759, Scottsdale, AZ, 85231	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-414993	CLM	Kieth L Jones	1987-01-29	UHC-95396-91	2474192342	5349 Palm Dr, Orlando, FL, 32884	0.66	City re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-415617	CLM	Linda E Green	1970-08-10	—	—	8032 Valley View Dr, Los Angeles, CA, 90038	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-412390	CLM	Jack Russell	1972-04-12	—	—	7332 Church St, Seattle, WA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-432099	CLM	Rachel O Vazquez	1983-01-11	—	3859729498	7668 Central Ave, Atlanta, GA	0.66	Middle initial moved out of first name Name re-cased City re-cased ZIP missing+1 more
CLM-425712	CLM	Ronald Moralse	1948-01-28	—	—	2228 Church St Apt 35, Phoenix, AZ	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
CLM-415595	CLM	Jackie Wang	1977-10-24	UHC-85294-14	—	6566 Indian School Rd, Tempe, AZ, 85266	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403762	CLM	Aliec Robinson	1955-12-26	UHC-97366-44	—	8625 Spring St, Eden Prairie, MN, 55365	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-405839	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	3218 Grand Ave, Denver, CO, 80292	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-413985	CLM	Raymond Gilbert	1995-07-08	UHC-47520-61	—	6778 Sage Ct, Plano, TX, 75054	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-408276	CLM	Debra Fuller	1993-07-20	—	5689833222	4128 Mountain View Dr, Chandler, AZ, 85223	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-421474	CLM	Lauren Contreras	1939-12-12	—	8176600218	1656 Sage Ct, Eden Prairie, MN, 55363	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-421582	CLM	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-406857	CLM	Thomas Z Sandoval	1954-06-23	—	3199816736	1297 Apache Blvd, Charlotte, NC, 28288	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-403734	CLM	Gbariel Gonzalez	1997-11-09	—	6343952193	7576 Valley View Dr, Jacksonville, FL, 32236	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-422893	CLM	Douglas S Matthews	1976-06-02	UHC-71180-40	3119133819	1722 Canyon Rd, Tampa, FL, 33601	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

5,235 rows, page 40 of 105Previous Next