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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427987	CLM	George Myers	1939-07-26	—	3995438590	5516 Market St, San Antonio, TX, 78287	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422404	CLM	Mei Nuenz	1994-04-25	UHC-80915-35	—	1620 Jefferson Ave, Glendale, AZ, 85321	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409548	CLM	Catherine Patterson	1959-07-24	UHC-34815-16	4164536258	7410 Spring St, Scottsdale, AZ	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409596	CLM	Albert G Payne	1943-07-04	—	5452684931	1534 Highland Ave Apt 3, Charlotte, NC	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410904	CLM	Charles Dunn	1993-10-24	UHC-26801-85	—	4956 Meadow Ln, Columbus, OH, 43288	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424845	CLM	Keelly Andrews	1945-12-17	UHC-58244-95	—	6786 Washington St Apt 8, Scottsdale, AZ, 85272	0.38	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421870	CLM	Brenda Grant	1962-10-21	UHC-92926-86	7489182543	9067 Baseline Rd, Sacramento, CA, 95882	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-416337	CLM	Albert Daniels	1954-05-11	UHC-88907-28	6996447748	5558 Oak St # 833, Tampa, FL, 33681	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413900	CLM	Judith P Cooper	1987-11-05	UHC-87105-36	—	117 Apache Blvd, Charlotte, NC, 28219	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418699	CLM	George E Shaw	1948-10-02	—	—	6572 Bayshore Dr Apt 8, Tucson, AZ, 85780	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420167	CLM	Susan Borwn	1984-06-20	—	—	817 Maple Ave, Jacksonville, FL, 32284	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423147	CLM	Bobby Admas	—	UHC-70130-54	—	8522 Spring St, Plano, TX	0.38	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-406468	CLM	Shirley Collins	1960-07-07	UHC-48765-83	2099989594	2678 Pine Dr # 987, Tucson, AZ, 85790	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400323	CLM	Peter Garrett	1981-03-11	—	3327854244	8443 Oak St, Fresno, CA, 93783	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-405208	CLM	Charlotte Delgado	1981-08-19	—	9437056172	8620 Baseline Rd # 835, Atlanta, GA, 30317	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409296	CLM	Stephanie B Hamilton	—	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.38	Name split from “Last, First”Date of birth missing Member ID reformatted SSN last four extracted+3 more
CLM-427950	CLM	Elijah Gilbert	1998-08-12	UHC-00785-53	—	7681 Canyon Rd Apt 30, Charlotte, NC, 28207	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412515	CLM	Camila D James	1946-05-03	UHC-19721-31	—	6031 Oak St # 857, Eden Prairie, MN, 55354	0.38	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432206	CLM	Russell Andrews	—	—	—	672 Bayshore Dr # 481, Los Angeles, CA, 90038	0.38	Date of birth unreadable Phone missing area code Unit split from street Street suffix standardised+3 more
CLM-420997	CLM	Nicole Snyder	1988-07-06	UHC-47909-54	—	6336 Spring St, San Antonio, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-427876	CLM	Maria Palmer	—	UHC-45838-69	—	9185 Highland Ave, Las Vegas, NV	0.38	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
CLM-409136	CLM	Mariana Williamson	—	UHC-03230-89	—	1598 Desert Sky Blvd # 365, Phoenix, AZ, 85048	0.38	Name split from “Last, First”Date of birth missing Unit split from street City re-cased+3 more
CLM-430426	CLM	Jacqueline Mendoza	1990-02-14	UHC-51173-49	—	6121 Cedar Ln, Las Vegas, NV, 89110	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-414839	CLM	Elijah Y Ferguson	1965-08-27	UHC-23904-16	—	1718 River Rd, Fresno, CA, 93792	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-416350	CLM	Jesse W Greene	1958-03-12	UHC-31276-72	—	9216 Hillcrest Rd, Los Angeles, CA	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408699	CLM	Shirley D Hunt	1958-09-01	UHC-53979-10	5092460501	1390 Indian School Rd, Fresno, CA, 93789	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-424946	CLM	Maria Rmos	1993-08-27	UHC-15701-44	—	1825 Pine Dr, Columbus, OH, 43231	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-416937	CLM	AmberJunk	1950-05-03	UHC-16493-18	2847358059	3362 Pine Dr # 516, San Antonio, TX, 78252	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425692	CLM	Mei Maldonado	1945-11-02	UHC-86595-66	—	7457 Park Pl, Houston, TX, 77082	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-404275	CLM	Andrea Medina	1987-08-16	—	—	4090 Church St, Tucson, AZ, 85757	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-417303	CLM	Theresa Burns	1961-08-13	UHC-49456-91	8677651239	6374 River Rd, Miami, FL, 33146	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-401181	CLM	Diego P Bishop	1959-12-25	UHC-89423-86	2963050472	6395 Jefferson Ave, Eden Prairie, MN, 55345	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
CLM-414132	CLM	Karen Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St, Plano, TX, 75096	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-400449	CLM	Margaret Cavez	1951-03-19	UHC-92419-11	—	5663 Spring St # 869, Minneapolis, MN, 55457	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-417337	CLM	Judy Z Pierce	1991-02-15	UHC-76830-07	—	2875 Maple Ave Apt 11, San Antonio, TX	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425686	CLM	Austin Robertson	1968-10-16	UHC-45622-09	—	7410 Ocean Ave Apt 39, Jacksonville, FL, 32222	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-400130	CLM	Margaret Reyes	—	UHC-72818-46	—	2556 Lake View Rd, Tampa, FL	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-429414	CLM	Douglas X Lewis	1967-09-08	UHC-76690-56	—	560 Spring St Apt 6, Dallas, TX, 75254	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422304	CLM	Omar Arnold	1976-04-22	UHC-09544-10	—	1974 Baseline Rd, Jacksonville, FL, 32254	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-423373	CLM	Brandon Halll	1997-08-11	UHC-21070-59	—	1192 Union St Apt 7, Chandler, AZ, 85280	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-425900	CLM	Ashley Castro	1970-04-21	—	—	1834 Jefferson Ave, Austin, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-403736	CLM	Adam Singh	2002-01-12	UHC-60218-20	—	5610 Camelback Rd, Nashville, TN, 37217	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-425804	CLM	Stephanie Chapman	1961-10-04	—	6256883610	7839 Main St # 781, Gilbert, AZ, 85262	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-429987	CLM	Rymond Wood	1988-01-25	—	—	1485 Apache Blvd Apt 11, Glendale, AZ, 85381	0.38	Name split from “Last, First”SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-429767	CLM	Eric A Burke	—	—	—	5360 Valley View Dr # 904, San Diego, CA, 92194	0.38	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
CLM-416053	CLM	Bian Ramirez	1955-01-27	UHC-95424-96	—	3731 Market St Apt 29, Tempe, AZ, 85286	0.38	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more
CLM-408996	CLM	Margaret Ramirez	1942-07-20	—	—	9566 Bayshore Dr, Austin, TX	0.38	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
CLM-422342	CLM	Dorothy Richards	1979-02-07	—	8163835314	987 Willow Ct, San Antonio, TX, 78280	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-425333	CLM	Teresa Y Davis	1962-01-25	UHC-40343-67	7034364160	2133 Lake View Rd, Orlando, FL, 32841	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400911	CLM	Carl Sandoval	1998-04-01	UHC-49946-01	—	1075 Elm St Apt 20, Plano, TX	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more

30,862 rows, page 8 of 618Previous Next