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
PRV-24008	PRV	Kathryn Hart	1950-12-28	UHC-87384-34	7066007087	1571 Main St Apt 13, Scottsdale, AZ, 85287	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405330	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405331	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429517	CLM	Julia D Luna	1971-02-15	—	—	8584 Main St # 607, Tampa, FL, 33678	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406616	CLM	Denise T Henderson	1969-04-06	—	—	5931 Jefferson Ave Apt 30, Tampa, FL, 33611	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425012	CLM	Aisha Medina	1999-02-06	—	—	7802 Ocean Ave # 205, San Antonio, TX, 78270	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20235	PRV	Charles M Bradley	1951-07-19	UHC-01729-01	—	7702 Willow Ct, Jacksonville, FL, 32263	0.52	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60773	TPA	Angela Wells	1985-07-25	—	—	2563 Pine Dr Apt 6, Fresno, CA, 93715	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421335	CLM	Maria E Spencer	1977-03-27	—	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430883	CLM	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN, 55483	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413172	CLM	AliceJunk	1970-09-28	—	9418507322	8729 Park Pl, Houston, TX, 77078	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+2 more
CLM-414677	CLM	Dunn Wei	1946-05-02	UHC-73139-88	3756121702	6309 Lincoln Way # 414, Plano, TX, 75041	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58824	TPA	Staven Turner	1940-04-27	—	—	7023 River Rd, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25282	PRV	Wei Rogers	1958-11-27	UHC-04137-54	7869805224	4311 Market St, Atlanta, GA	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427555	CLM	Kymberly Wood	1984-10-03	—	—	6099 Cedar Ln, Tucson, AZ, 85708	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400107	CLM	Charles N Hall	1983-05-04	—	—	9101 Sage Ct, Tucson, AZ, 85798	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129330	ENR	Jose Hernandez	2008-07-01	UHC-17958-03	—	8649 Camelback Rd # 107, Columbus, OH	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420148	CLM	Susan Yang	2000-01-13	UHC-21009-42	—	3414 Church St, Jacksonville, FL	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-133006	ENR	Priya G Arnold	1943-10-15	UHC-20609-33	6347644906	4401 Ridge Rd, Seattle, WA, 98131	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403691	CLM	Gary V Weber	1980-03-13	UHC-46874-68	—	7590 Forest Ave, Seattle, WA, 98100	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24566	PRV	Jack M Barnes	1979-04-24	UHC-75054-56	—	3185 Washington St, Las Vegas, NV, 89125	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-414140	CLM	Raymond Banks	1966-04-28	UHC-72994-01	—	3219 Grand Ave, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-412170	CLM	Elizabeth Young	1979-01-13	UHC-34103-14	—	6703 Sage Ct, Miami, FL, 33133	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25356	PRV	James Sanders	2000-11-24	—	6976775359	2275 Sage Ct, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428068	CLM	Stephen X Rios	1965-11-22	—	—	1021 Ocean Ave, Charlotte, NC, 28272	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60511	TPA	Sean Garrett	1941-08-10	—	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64196	TPA	Roger Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55934	TPA	Jeremy X Armstrong	1989-04-21	—	—	9463 Harbor Blvd, Plano, TX, 75051	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63090	TPA	Russell Kennedy	1980-05-20	—	—	4980 Jefferson Ave, Charlotte, NC, 28211	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29096	PRV	Tony R Bishop	1984-03-26	UHC-85028-39	3844579410	2606 Valley View Dr, Seattle, WA, 98134	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60309	TPA	Hannah Vazquez	2008-07-21	—	—	5714 River Rd # 643, Dallas, TX, 75295	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28217	PRV	Ashley D Cook	1970-12-27	UHC-87838-91	—	857 Palm Dr, Tampa, FL, 33628	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-118264	ENR	Mariana Webb	1981-01-23	UHC-95353-72	—	4877 Mountain View Dr Apt 21, Seattle, WA, 98119	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+2 more
PRV-25471	PRV	Scott Alvarado	1973-09-21	—	9649297388	5896 Hillcrest Rd, Glendale, AZ, 85399	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400335	CLM	Terry Edwards	1951-05-18	—	9146355492	1429 Desert Sky Blvd Apt 15, Miami, FL, 33169	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57525	TPA	Evelyn P Coleman	1987-02-14	—	2359681318	1338 Ridge Rd # 465, Gilbert, AZ, 85253	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56560	TPA	Timothy Berry	2007-12-24	—	—	1940 Cedar Ln Apt 26, Plano, TX, 75095	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56001	TPA	Scott Powell	1958-11-17	—	—	7010 Park Pl, Plano, TX	0.52	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+2 more
TPA-61340	TPA	Aaron Reyes	1946-09-11	—	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61341	TPA	Aaron Reyes	1946-09-11	—	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415266	CLM	Albet W Richadrs	1994-01-03	—	3465088391	3265 Church St, Chandler, AZ, 85246	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429008	CLM	Peter Garrett	1989-03-09	—	6724364168	6303 Church St, Orlando, FL, 32831	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61257	TPA	Walter Morris	1945-08-18	—	—	9310 Forest Ave, Las Vegas, NV	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-122869	ENR	Billy W Edwards	1985-12-05	UHC-09876-01	2107350803	5729 Camelback Rd, Tempe, AZ, 85201	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428187	CLM	Victoria Ramirez	1987-10-14	—	4828457852	3413 Desert Sky Blvd Apt 7, Mesa, AZ, 85267	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
ENR-135029	ENR	Charles Robinsson	—	UHC-14595-20	—	3748 Ocean Ave, Tempe, AZ, 85277	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-111838	ENR	John V Andrews	1960-09-20	UHC-04984-49	—	8168 Lincoln Way, Dallas, TX, 75234	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432103	CLM	Kimberly Carlson	—	UHC-99272-77	—	8110 Highland Ave # 212, Mesa, AZ, 85214	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
CLM-425773	CLM	Joan J Soto	1981-05-17	—	7578853556	1004 Apache Blvd, Los Angeles, CA, 90000	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402226	CLM	Alice Singh	1983-02-16	—	—	4384 Main St, San Antonio, TX	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

71,257 rows, page 100 of 1,426Previous Next