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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412354	CLM	Deborah V Gilbert	1966-05-12	UHC-22494-09	7152997127	5353 Church St, Minneapolis, MN, 55412	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-401423	CLM	Maria Singgh	1983-05-20	UHC-69979-70	5963582387	8998 Jefferson Ave, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413765	CLM	Virginia Park	1957-02-18	UHC-36087-66	9038891474	8609 Canyon Rd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416963	CLM	Judith U Powell	1970-10-21	UHC-41358-51	8603008810	8553 Canyon Rd, Scottsdale, AZ, 85266	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420113	CLM	Rebecca K Griffin	1980-04-17	—	9439514188	9239 Bayshore Dr, Houston, TX, 77028	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405285	CLM	Daniel Perkins	2003-03-06	UHC-34433-03	7527978181	275 Palm Dr, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407376	CLM	Diana Jacobs	2008-11-10	—	8883737288	5990 Mountain View Dr, Orlando, FL, 32818	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409001	CLM	Alice Reid	1950-07-06	UHC-19821-29	2507012884	3716 Harbor Blvd, Orlando, FL, 32861	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410051	CLM	Ahmed Simmons	2003-11-04	UHC-02922-05	9834899570	4902 Main St, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400106	CLM	Charles Hall	1983-05-04	UHC-31175-80	5664880620	9101 Sage Ct, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405101	CLM	Diane Knight	1942-11-18	—	2424683030	2976 Market St, Tucson, AZ, 85760	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402587	CLM	Jennifer Oliver	1972-06-16	—	6606920658	9553 Highland Ave, Seattle, WA, 98153	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416213	CLM	Timothy Fereman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425653	CLM	Frank Anderson	1985-02-13	—	2455658832	9725 Desert Sky Blvd, Tempe, AZ, 85250	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431247	CLM	Gregory Dean	1986-04-16	—	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-430002	CLM	Christopher LJunk	1967-09-11	UHC-33800-17	9192667058	3042 Sage Ct, Plano, TX, 75014	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425374	CLM	Drew D Berry	2003-04-08	UHC-83026-24	3414596311	2860 Market St, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404749	CLM	Gabriel Moreno	1963-03-04	—	8767701307	492 Pine Dr, Los Angeles, CA, 90049	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416591	CLM	Randy Greene	1995-03-22	UHC-51031-14	7476614093	8745 Baseline Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410918	CLM	Ashley Espinoza	1995-03-07	UHC-29663-82	5978885504	4517 Ocean Ave, Glendale, AZ, 85308	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-425385	CLM	Roger V Warren	1962-09-09	UHC-99655-23	2674836157	6569 Mountain View Dr, Nashville, TN, 37282	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425413	CLM	Sean Perkins	1943-10-17	UHC-05438-97	8696495934	2758 Harbor Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414854	CLM	Donald Gonzales	2006-10-09	UHC-12549-84	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422661	CLM	Sara Duncan	—	UHC-26231-77	2686028171	2909 Pine Dr, Gilbert, AZ, 85202	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-432187	CLM	Stephen Gibson	1995-11-22	UHC-07734-29	7075574177	8379 Ocean Ave, San Diego, CA, 92194	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429832	CLM	Jesse D Lewis	1976-02-19	—	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412367	CLM	Madison Webbb	—	UHC-00101-50	2077875107	2888 Market St, Tucson, AZ, 85716	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-401666	CLM	Emma Cole	—	—	7923069816	8778 Pine Dr, Denver, CO, 80250	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-416308	CLM	Nicole Ltitle	1984-04-07	UHC-13450-33	2072563145	4572 Grand Ave, Houston, TX, 77011	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421697	CLM	Eric Morgan	1995-05-07	UHC-37404-89	7144826159	798 Ocean Ave, Miami, FL	0.62	Name re-cased Phone reformatted 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-432073	CLM	Jonathan X Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd # 747, Mesa, AZ, 85215	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-423869	CLM	Mariana Peterson	1998-12-07	UHC-91604-29	7706362001	9813 Union St Apt 15, Jacksonville, FL, 32205	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-405822	CLM	Kenneth Q Freeman	1957-09-19	UHC-86967-68	6284005044	8864 Palm Dr, Plano, TX, 75032	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417328	CLM	Michael R Flores	2000-05-13	—	7163171886	7802 Oak St, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425766	CLM	Anthony Hernandez	—	—	5736512891	9401 Central Ave, Orlando, FL, 32845	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-403837	CLM	Christopher H Walsh	1987-01-11	UHC-69478-96	6935055116	5458 Indian School Rd, Scottsdale, AZ, 85286	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-412930	CLM	Nicholas Price	1942-09-03	UHC-89676-44	8266868530	5158 Baseline Rd, Fresno, CA, 93794	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402423	CLM	Margaret D Franklin	1941-10-02	UHC-75474-29	8007245347	4443 Central Ave, Gilbert, AZ, 85274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412941	CLM	Pamela H Collins	1942-09-03	UHC-20336-22	3416422463	1992 Meadow Ln, Mesa, AZ, 85242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413394	CLM	Elliott Tyler	1954-01-14	UHC-10283-58	6192587292	6868 Hillcrest Rd, Plano, TX, 75038	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432811	CLM	Valentina Jacobs	1974-08-06	UHC-49399-41	8957016616	7801 Spring St, Las Vegas, NV, 89133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425613	CLM	Lauren Ray	1956-01-12	UHC-59761-26	3568097738	9749 Meadow Ln, Orlando, FL, 32822	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416326	CLM	Deborah Maldonado	1958-04-28	UHC-25667-87	8394392191	904 Canyon Rd, Fresno, CA, 93786	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423049	CLM	Alan Adams	1967-08-10	—	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-426059	CLM	Carol Arnold	1994-11-22	UHC-29564-55	4317751242	8501 Central Ave, Minneapolis, MN, 55461	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400280	CLM	Heather F Foster	2000-04-09	UHC-18247-46	8226072896	7943 Central Ave, Miami, FL, 33108	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421853	CLM	Eric Watson	2005-01-05	UHC-38780-55	6615613429	—	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-410913	CLM	Diana Chapman	—	—	6322272810	5964 Apache Blvd, Tucson, AZ, 85771	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more

11,960 rows, page 34 of 240Previous Next