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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406048	CLM	Eugene Henderson	1985-03-10	UHC-11291-97	—	6761 Ridge Rd Apt 40, Tucson, AZ, 85770	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-424479	CLM	Bryan Romero	1993-02-04	—	9345225271	6621 Baseline Rd, Gilbert, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408983	CLM	Steve Carlson	1953-05-09	UHC-58376-55	—	655 Central Ave, Austin, TX, 78703	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-420098	CLM	Jesse Nelson	1989-12-14	UHC-18838-51	—	8592 Palm Dr, Plano, TX, 75070	0.60	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+4 more
CLM-427717	CLM	Daviid D Griffin	1958-07-13	—	5072899222	9704 Forest Ave, Scottsdale, AZ, 85264	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417933	CLM	Larry Rogers	1970-02-10	UHC-32272-09	4189493983	7957 Highland Ave, Eden Prairie, MN, 55349	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-407081	CLM	Andrew R Fisher	1976-09-27	—	—	6348 Bayshore Dr, Tampa, FL, 33622	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-413014	CLM	Roger Holmes	1978-08-03	UHC-75657-14	4724286696	289 Grand Ave, Los Angeles, CA, 90087	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422916	CLM	Justin Hamilton	1945-09-22	—	—	9352 Church St # 770, Fresno, CA, 93763	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-427133	CLM	Steven Welch	2002-11-08	UHC-34050-08	8193149122	4193 Market St, Los Angeles, CA, 90037	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414761	CLM	Brenda H Singh	1973-12-05	UHC-47269-68	2684378600	1625 Lake View Rd, Seattle, WA, 98123	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419385	CLM	Albert Black	1944-11-07	UHC-18721-11	9566036193	5999 Palm Dr, Sacramento, CA, 95843	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413559	CLM	Bryan Jimenez	1961-03-08	UHC-52341-82	9374503850	1671 Bayshore Dr, Phoenix, AZ, 85054	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-415344	CLM	George Dominguez	2001-04-12	UHC-62241-74	4545634232	974 Sage Ct # 437, Seattle, WA, 98194	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-422056	CLM	Eric Davis	1981-02-16	UHC-06409-80	2064163928	9238 Market St # 108, Plano, TX, 75090	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-431660	CLM	Alexis Singh	1985-11-15	UHC-47408-81	6434603845	4394 Canyon Rd Apt 32, Las Vegas, NV, 89107	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-407892	CLM	Fatima Kim	1982-01-04	UHC-92687-81	—	5234 Elm St, Plano, TX, 75034	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-413248	CLM	Susan P Adams	1993-09-01	—	5388136562	8014 Valley View Dr, Minneapolis, MN, 55410	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410093	CLM	Carolyn Aguilar	1970-08-14	UHC-79100-36	7643405387	9885 River Rd, Charlotte, NC, 28288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431870	CLM	Michael McDonald	1982-07-05	UHC-87977-24	2312030340	6489 Camelback Rd, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430285	CLM	Deborah Grodon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-428160	CLM	Grace Phillips	1971-09-14	UHC-93122-46	3805608428	1782 Valley View Dr, Fresno, CA, 93704	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-407281	CLM	Valentina Patterson	2008-06-26	UHC-12015-82	2892230620	2334 Baseline Rd, Chandler, AZ, 85208	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-404691	CLM	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-419729	CLM	Carlso Franklin	1956-02-16	—	4258070428	7808 Meadow Ln, Gilbert, AZ, 85216	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404675	CLM	Sophia Hill	1960-12-15	—	6692955019	3946 Elm St, Minneapolis, MN, 55401	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411991	CLM	Valentina Ortiz	1953-05-05	—	5086820139	6321 Mesa Dr, Nashville, TN, 37256	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-405412	CLM	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409390	CLM	Jonathan Gardner	1959-12-22	—	2607069786	4766 Canyon Rd, Dallas, TX, 75244	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415090	CLM	Daniel K Reid	1939-01-23	UHC-18514-12	—	8395 Camelback Rd, Columbus, OH, 43209	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410585	CLM	Denise Hawkins	2001-05-23	UHC-13378-62	—	1088 Washington St, Charlotte, NC, 28256	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-407642	CLM	Edward Brouks	1938-02-01	UHC-00554-30	—	3916 Apache Blvd, Eden Prairie, MN, 55377	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-403331	CLM	Teresa Hayes	1962-10-05	—	2623678546	2774 Pine Dr # 533, Gilbert, AZ, 85236	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422312	CLM	Hiroshi Morgan	1994-04-16	UHC-20795-47	—	1282 Sunset Blvd, Atlanta, GA, 30361	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412788	CLM	Vincent Mitchell	—	—	3315801080	9713 Spring St, San Diego, CA, 92152	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-419133	CLM	Ashley Nugyen	1974-03-23	UHC-35779-06	8662598190	7992 Meadow Ln, Miami, FL, 33184	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
CLM-425841	CLM	Dorothy Wang	1974-07-20	—	—	4129 Bayshore Dr, Columbus, OH, 43268	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-417474	CLM	William Patterson	1974-02-18	UHC-70673-52	—	9035 Sunset Blvd, Miami, FL, 33172	0.62	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420618	CLM	Nathan Tran	2003-06-21	—	8003341053	4071 River Rd, Los Angeles, CA, 90061	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-403528	CLM	Maria Chavez	1966-05-25	—	3435827211	9462 Mountain View Dr, Atlanta, GA, 30318	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400892	CLM	Amber Johnston	1946-08-06	—	—	1914 Maple Ave, Atlanta, GA, 30303	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-423856	CLM	Jacob Turner	1993-10-01	UHC-72094-54	6622507133	5366 Church St, Nashville, TN, 37234	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415360	CLM	Sophia Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-408414	CLM	Janice Diaz	1987-06-13	UHC-88057-73	—	2994 Indian School Rd, Chandler, AZ, 85267	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-408405	CLM	Marilyn Meyer	1969-04-26	UHC-34872-28	—	7037 Forest Ave, Fresno, CA, 93745	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-428169	CLM	Kevin Matthews	1965-08-15	UHC-84075-27	—	6609 Mesa Dr, Houston, TX, 77074	0.62	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
CLM-431673	CLM	Jacqueline Singh	2006-02-07	—	5796103169	4215 Church St, Tampa, FL, 33693	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429711	CLM	Robert Walker	1988-05-09	UHC-76321-65	—	1063 Mesa Dr, San Antonio, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-400217	CLM	Harold F Pena	1997-05-15	—	—	1236 Union St, Charlotte, NC, 28239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403284	CLM	Judith Gilbert	1955-10-23	—	—	7478 Market St, Austin, TX, 78715	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more

825 rows, page 3 of 17Previous Next