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

All sources, 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-413259	CLM	Dennis P Brooks	1956-10-04	UHC-34952-16	2699782765	4878 Camelback Rd Apt 28, Austin, TX, 78767	0.50	Name split from “Last, First”Phone reformatted Unit split from street State code upper-cased+3 more
ENR-128282	ENR	Diana K Webb	1967-05-27	UHC-08113-64	7994065836	5776 Oak St, Scottsdale, AZ	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+3 more
CLM-408911	CLM	Megan P Wheeler	1971-03-12	UHC-61260-06	8858709815	8380 Sunset Blvd Apt 40, Houston, TX, 77060	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123351	ENR	Thomas Larson	1946-11-19	UHC-97162-26	3114547369	8467 Mesa Dr Apt 11, Tempe, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420854	CLM	Don Baker	1982-01-10	UHC-82382-16	8504186524	9253 Apache Blvd, Seattle, WA, 98135	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119804	ENR	Ronald Evans	1987-01-25	UHC-63870-54	2197587715	8732 Meadow Ln, Gilbert, AZ, 85296	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-407407	CLM	Susan Padilla	1981-03-01	UHC-73638-75	—	2782 Central Ave, Seattle, WA, 98182	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-50171	TPA	Ralph Ellioott	1993-06-26	—	—	3733 Lake View Rd, Eden Prairie, MN, 55372	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28909	PRV	Jerry Cole	2005-03-11	—	—	8103 Main St, Tampa, FL, 33600	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-426927	CLM	Fatima Oliver	1962-01-25	UHC-11964-30	4875021630	3457 Harbor Blvd, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51296	TPA	Juan Reyes	1941-04-23	—	—	7663 Forest Ave, Dallas, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-430802	CLM	Marilyn Castillo	1980-01-24	—	—	7402 Highland Ave Apt 29, Chandler, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139905	ENR	Catherine J George	1998-04-25	UHC-90701-57	6532199948	5642 Church St Apt 28, Austin, TX	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402729	CLM	Ana I Coleman	1941-03-12	—	—	4247 Grand Ave, Los Angeles, CA, 90003	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404642	CLM	Billy Tucker	1987-12-20	UHC-60679-14	5508771851	6369 Indian School Rd, Tampa, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-20656	PRV	Stephanie Harvey	1990-03-05	UHC-11287-52	7583184520	6362 Union St, Eden Prairie, MN, 55338	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27640	PRV	Christine Fernandez	1973-04-23	—	9493379792	9101 Washington St, Atlanta, GA, 30381	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58181	TPA	Ashley Thompsson	1999-11-22	—	—	8765 Central Ave, Eden Prairie, MN, 55320	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-23881	PRV	Brandon Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St # 419, Seattle, WA, 98127	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23882	PRV	Brandon Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St # 419, Seattle, WA, 98127	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62471	TPA	Kenneth Medina	1967-10-03	UHC-58954-97	8256422353	817 Hillcrest Rd, Houston, TX, 77090	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-129963	ENR	Angela D Carlson	1968-09-22	UHC-78453-72	7955642339	4333 Church St # 900, Seattle, WA, 98134	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419288	CLM	Madison Knight	1984-02-05	UHC-85507-79	—	8677 Baseline Rd Apt 18, Atlanta, GA, 30319	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135110	ENR	Debra A Andrews	1971-11-10	UHC-51903-21	8489119182	9658 River Rd, Dallas, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-418497	CLM	Isabella P McDonald	1967-08-02	UHC-60298-72	4816262445	7667 Pine Dr Apt 20, Columbus, OH, 43247	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414141	CLM	Ray Banks	1966-04-28	UHC-72994-01	—	3219 Grand Ave, Eden Prairie, MN, 55344	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53497	TPA	Jeremy Daniels	1961-02-21	UHC-81515-12	—	6850 Sage Ct, Las Vegas, NV	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-420839	CLM	Raymond X Muunoz	1976-05-13	UHC-91631-69	—	8454 Apache Blvd, Scottsdale, AZ, 85248	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429692	CLM	Ashely O Ryan	1981-05-26	—	2359843599	5777 Grand Ave, Fresno, CA, 93780	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
TPA-60597	TPA	Christopher Willis	1980-03-14	—	7679142678	788 Willow Ct, Las Vegas, NV, 89153	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-412958	CLM	Dylan Ross	1942-02-11	—	—	8779 Forest Ave, Orlando, FL, 32869	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60447	TPA	Brenda Munoz	1979-05-11	—	3998985380	6309 Park Pl, San Antonio, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-421448	CLM	Emma L Carroll	1984-04-25	UHC-47807-89	—	8499 Indian School Rd, Fresno, CA, 93735	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409956	CLM	Kayla Flores	1951-06-13	UHC-94241-41	—	1387 Main St, Mesa, AZ	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-125215	ENR	Angela E Murray	2004-11-25	UHC-17948-28	9422472957	53 Elm St, Nashville, TN, 37215	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417090	CLM	Wilson Maison	1993-07-06	UHC-64072-59	—	1284 Mesa Dr, Jacksonville, FL	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-112772	ENR	Ralph T Mitchell	1990-02-21	UHC-17638-14	6095253763	3670 Spring St, Minneapolis, MN, 55402	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
TPA-61057	TPA	Rogers Ruszell	1989-10-26	—	4227611220	2184 Grand Ave # 413, Nashville, TN, 37248	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-28992	PRV	Timothy Carter	1941-02-01	UHC-21773-28	9864805461	405 Sage Ct, Sacramento, CA, 95803	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-27376	PRV	Teresa Rivera	1967-12-18	—	6133745860	9292 Forest Ave, Fresno, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405923	CLM	Rios Harold	—	—	—	6491 Highland Ave Apt 38, Jacksonville, FL, 32262	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-428170	CLM	Kevin Matthews	1965-08-15	—	6616038237	6609 Mesa Dr, Houston, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-53404	TPA	Ronald Moore	1995-01-08	—	—	2050 Palm Dr, Fresno, CA, 93799	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-413684	CLM	Janice Robinson	—	UHC-21270-03	7003879475	5220 River Rd, Columbus, OH, 43244	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-431916	CLM	Amy H Pena	1939-08-28	UHC-89660-26	3843460863	9258 Hillcrest Rd # 611, Houston, TX, 77040	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50427	TPA	Ann Campbell	2008-12-18	—	—	223 Indian School Rd, Denver, CO, 80250	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-411917	CLM	Olivia Anderson	1990-05-17	UHC-15283-69	9216922501	4847 Bayshore Dr # 745, Tucson, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59848	TPA	Judy Carroll	—	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-136884	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.50	Two-digit birth year Phone reformatted City re-cased State name converted to code+3 more
TPA-62298	TPA	Mariana Perez	1994-09-22	—	—	4020 Meadow Ln, San Diego, CA, 92121	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

71,257 rows, page 79 of 1,426Previous Next