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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418099	CLM	Denise Ortega	1956-02-19	UHC-05763-13	—	9540 Broadway, Dallas, TX, 75244	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402680	CLM	Charlotte Shaw	—	UHC-98731-47	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-401208	CLM	Ana Knigth	1991-03-25	—	—	3627 Lincoln Way # 531, Gilbert, AZ, 85236	0.68	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed
CLM-422403	CLM	Abigail L Soto	1953-03-27	UHC-46807-97	—	3268 Lake View Rd, Mesa, AZ, 85252	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-404815	CLM	Bobby Rivera	—	UHC-50386-34	—	6527 Washington St, Scottsdale, AZ, 85236	0.68	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed
CLM-407377	CLM	Joe Harvey	1956-09-20	—	—	6432 Hillcrest Rd, Atlanta, GA, 30357	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-413214	CLM	Albert Mendez	1972-10-21	UHC-76989-44	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400403	CLM	Patrick H Foster	2001-08-21	UHC-07454-34	2723026646	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431184	CLM	Jean Nunez	—	—	—	1238 Central Ave, Nashville, TN	0.68	Date of birth unreadable ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429411	CLM	Raymond J Day	1984-07-02	—	8372569229	8570 Main St, Miami, FL	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
CLM-406855	CLM	Nancy Spencer	2008-09-06	UHC-62462-17	6803761098	6931 Ocean Ave, Charlotte, NC, 28255	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410822	CLM	Teresa Hudson	—	—	—	7336 Mountain View Dr, Nashville, TN, 37259	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-411192	CLM	Brandoon Bennett	1950-02-23	UHC-33676-78	—	3332 Bayshore Dr, Sacramento, CA	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-410771	CLM	Abigail Johnston	—	UHC-13519-75	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428059	CLM	Eugene S Reyes	1996-11-22	UHC-32191-16	—	4332 Apache Blvd, Columbus, OH, 43231	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418898	CLM	Wei Willys	1967-01-27	UHC-15137-52	—	4703 Indian School Rd, Eden Prairie, MN	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
CLM-430588	CLM	Janet Grrant	1991-05-18	UHC-09003-41	—	7089 Willow Ct, Los Angeles, CA, 90080	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406360	CLM	Lucia Lynch	1968-04-09	UHC-33985-39	5604861546	8941 Forest Ave, Atlanta, GA, 30302	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-402630	CLM	Gregory Hudson	1972-10-10	UHC-64213-60	6077518762	4533 Camelback Rd, Eden Prairie, MN, 55353	0.68	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-408913	CLM	Theresa Morrison	1942-12-17	—	—	9222 Baseline Rd, Las Vegas, NV, 89165	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-407757	CLM	Doris Brown	1963-07-09	UHC-03661-81	—	5032 Lake View Rd, Tempe, AZ	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428076	CLM	Deborah Z Johnston	1963-05-04	UHC-79873-39	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
CLM-414263	CLM	Judith X Gomez	1944-02-18	UHC-71940-96	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400965	CLM	Mary Wilils	1939-06-26	UHC-39266-51	—	1470 Apache Blvd, Austin, TX, 78705	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422932	CLM	Douglas Kim	1940-07-09	UHC-49616-13	—	5295 Market St, Fresno, CA, 93711	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410618	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
CLM-422125	CLM	Donald Patel	1989-03-28	—	7724414294	958 Cedar Ln, Denver, CO	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401539	CLM	Jeffrey Silva	1978-08-05	—	—	4836 Pine Dr Apt 11, Glendale, AZ, 85399	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425044	CLM	Patrick Jordan	1948-08-20	UHC-27638-29	9009636389	5088 Mesa Dr, San Antonio, TX, 78269	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
CLM-408986	CLM	Betty Walalce	1938-07-14	UHC-94593-87	—	4159 Harbor Blvd, Houston, TX, 77041	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-421648	CLM	Aaron Johnston	1990-12-22	—	8618678536	721 Canyon Rd, Scottsdale, AZ, 85207	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-404264	CLM	Nicholas Fuller	1983-02-08	UHC-17681-49	3246093501	4462 Sage Ct, Las Vegas, NV	0.70	ZIP missing Gender normalised Whitespace trimmed
CLM-412702	CLM	Abby U Alexander	1940-03-04	—	—	6190 Indian School Rd, Atlanta, GA, 30392	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
CLM-414223	CLM	Michelle W Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.70	Two-digit birth year State name converted to code Whitespace trimmed
CLM-431652	CLM	Valentina Simmons	1940-12-10	UHC-46999-92	—	5097 Desert Sky Blvd, Tucson, AZ, 85750	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
CLM-408025	CLM	Sophia Petesr	1943-03-13	UHC-41273-98	5542457781	1565 Bayshore Dr, Scottsdale, AZ, 85283	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415720	CLM	Richard Riley	1989-01-11	UHC-00852-67	7702920735	4315 Pine Dr, Columbus, OH, 43292	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-410158	CLM	Deborah D Evans	1948-06-12	UHC-93956-02	—	7216 Harbor Blvd, Gilbert, AZ, 85270	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
CLM-422181	CLM	Marcus Lewis	1981-05-06	UHC-53639-04	—	2066 Main St, Atlanta, GA, 30343	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
CLM-432690	CLM	Susan U Hart	1938-10-02	UHC-24309-19	3556006318	3896 Baseline Rd, Charlotte, NC, 28296	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-406851	CLM	Diego H Gonzales	—	UHC-87150-98	—	3904 Market St, Minneapolis, MN, 55408	0.70	Date of birth unreadable Gender normalised Whitespace trimmed
CLM-402617	CLM	Keith X Wells	1951-03-11	UHC-14936-06	2749000423	9270 Camelback Rd, San Antonio, TX, 78287	0.70	Two-digit birth year Gender normalised Whitespace trimmed
CLM-415885	CLM	Christopher Nguyen	1994-01-27	UHC-96313-19	8878175500	1738 Meadow Ln, Tempe, AZ, 85265	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-419998	CLM	Steven Turner	1940-04-27	UHC-95158-61	5749051761	7023 River Rd, Gilbert, AZ, 85239	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
CLM-426628	CLM	Abigail X Kelly	1976-04-18	UHC-81706-77	7883660688	9621 Park Pl, Mesa, AZ, 85242	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-427406	CLM	Jeff Crawford	1953-09-12	UHC-09449-40	9398889240	4512 Elm St, Nashville, TN, 37270	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-408256	CLM	Kayla Chen	1967-01-25	—	2378351439	8289 Main St, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412929	CLM	Megan Boyd	1991-11-04	UHC-11001-98	4176131011	4484 Bayshore Dr, Columbus, OH, 43238	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417732	CLM	Abigail S Harris	1956-03-04	UHC-15281-60	9179663308	5186 Washington St, Tucson, AZ, 85723	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431478	CLM	Richard Clark	1972-10-03	UHC-54936-57	7992782888	569 Forest Ave, Atlanta, GA, 30377	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

18,771 rows, page 129 of 376Previous Next