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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432597	CLM	Joyce Collins	1941-03-23	UHC-33766-76	—	4149 Church St, Eden Prairie, MN, 55328	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-430131	CLM	Hiroshi Lane	1996-01-03	UHC-98397-46	9253362561	8988 Mountain View Dr, Tempe, AZ, 85266	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403241	CLM	Keith Cunningham	1962-05-22	UHC-21738-50	—	6316 Central Ave, Charlotte, NC, 28224	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-408933	CLM	Justin Bradley	2007-11-10	—	—	7735 Elm St, Scottsdale, AZ, 85225	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-403441	CLM	Mei Mitchell	1976-02-19	—	6125163897	3051 Camelback Rd, Seattle, WA	0.76	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-412439	CLM	Bruce J Gilbbert	1999-12-14	UHC-15741-39	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
CLM-420055	CLM	Teresa Snyder	2006-03-14	UHC-84654-02	2739465214	750 Church St, Chandler, AZ, 85298	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426166	CLM	Jeremy Watkins	1971-01-23	—	7669443001	9745 Jefferson Ave, Scottsdale, AZ, 85234	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426901	CLM	Angela Morgan	1974-12-15	UHC-21095-73	—	6432 Cedar Ln, Orlando, FL, 32843	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-407496	CLM	Martha Weaver	1978-08-11	UHC-63216-91	—	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.76	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
CLM-407420	CLM	Rachel Munoz	2004-03-17	—	—	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-424099	CLM	Russell L Barnes	2003-02-11	UHC-56905-68	4717832575	3123 Forest Ave, Seattle, WA, 98160	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
CLM-419491	CLM	Jeff Z Evans	1962-04-10	—	—	207 Valley View Dr, Gilbert, AZ, 85287	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-405340	CLM	Luuis Hill	1942-10-27	—	—	7828 Meadow Ln, Gilbert, AZ, 85271	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-411389	CLM	David Wheeler	2001-06-07	UHC-39132-78	—	2668 Spring St, Houston, TX, 77017	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-403555	CLM	Marilyn Elliott	2008-05-15	—	2128783719	1704 Union St, Atlanta, GA, 30342	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428457	CLM	Juditth Castillo	1969-12-01	—	2455505351	7486 Main St, Nashville, TN, 37235	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428456	CLM	Juditth Castillo	1969-12-01	—	2455505351	7486 Main St, Nashville, TN, 37235	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420099	CLM	Dorothy Greene	1965-11-01	UHC-20965-16	—	1956 Indian School Rd, Glendale, AZ, 85338	0.76	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
CLM-430023	CLM	Mason Santiago	1989-12-06	—	6545214348	3907 Sage Ct, Denver, CO, 80231	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-408249	CLM	Jacqueline Morgan	2005-03-07	UHC-18123-57	—	6138 Canyon Rd, Las Vegas, NV, 89144	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408761	CLM	Jack J Mitchell	1965-09-25	UHC-61988-50	—	9206 Church St, Los Angeles, CA, 90056	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-430335	CLM	Diego H Contreras	1948-02-23	UHC-46032-06	5944815555	2310 Forest Ave, Eden Prairie, MN	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-400787	CLM	Alice Knight	1958-06-21	UHC-58125-21	4708262531	—	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+2 more
CLM-407629	CLM	Alexis Hunter	1978-10-28	—	—	9633 Spring St, Dallas, TX, 75209	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414687	CLM	Evelyn Burns	1919-10-17	UHC-64453-70	7284719453	4461 Spring St, Tampa, FL, 33671	0.76	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+2 more
CLM-413616	CLM	Henry Castillo	2006-10-04	UHC-37470-27	4092756281	1105 Valley View Dr, San Diego, CA, 92134	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-419244	CLM	Roger Burton	1957-03-22	UHC-99566-78	7014428169	9068 Hillcrest Rd, Scottsdale, AZ, 85243	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-401183	CLM	Anthony Gardner	2003-11-02	UHC-79973-15	—	2095 Oak St, Mesa, AZ, 85241	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-414075	CLM	Christina Larson	1995-09-26	—	3112170105	7029 Market St, Las Vegas, NV, 89190	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428477	CLM	Jack Castro	1990-05-26	UHC-62887-60	—	2221 Mesa Dr, Nashville, TN, 37231	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-403239	CLM	Valentina Duncan	1974-12-22	—	—	5898 Sunset Blvd, San Antonio, TX, 78219	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
CLM-412898	CLM	Logan F Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-432364	CLM	Amy L Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426328	CLM	Frank Fernandez	1987-09-07	—	4216293411	2613 Oak St, Chandler, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426327	CLM	Frank Fernandez	1987-09-07	—	4216293411	2613 Oak St, Chandler, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426959	CLM	Jenny Day	1981-07-20	UHC-99222-63	4942094559	2217 Elm St, Houston, TX, 77097	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-407476	CLM	Sara Reyas	1971-04-01	UHC-63528-39	7658292327	7738 Ocean Ave, Charlotte, NC, 28224	0.76	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+2 more
CLM-416042	CLM	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410858	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
CLM-400227	CLM	Evelyn Knight	1989-08-28	—	4818516985	4135 Church St, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-400228	CLM	Evelyn Knight	1989-08-28	—	4818516985	4135 Church St, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-410687	CLM	Ahmed Garza	1967-12-09	UHC-17595-44	—	2353 Highland Ave, Jacksonville, FL, 32227	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432397	CLM	Lucia Jimenez	1971-07-28	UHC-43120-86	—	4939 Grand Ave, Phoenix, AZ, 85083	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409504	CLM	Kelly Z Powell	1946-01-09	UHC-60953-25	—	5281 Palm Dr, San Diego, CA, 92145	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-429835	CLM	Brian Ramos	1971-08-15	UHC-78407-36	7093802338	134 Market St, Fresno, CA, 93714	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-400772	CLM	Angela R Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-406526	CLM	Charlotte Edwards	1952-12-19	UHC-97135-95	7658728698	7965 Elm St, Houston, TX, 77065	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403183	CLM	Gabriel Yang	1960-04-14	UHC-81771-20	—	1130 Elm St, Columbus, OH, 43210	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-419378	CLM	Albert Ellis	—	—	—	—	0.76	Name re-cased Date of birth reformatted Date of birth unreadable Email lower-cased+2 more

989 rows, page 9 of 20Previous Next