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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125018	ENR	Emma Freeman	1989-05-26	UHC-84914-51	3165246282	6464 Desert Sky Blvd, San Antonio, TX, 78238	0.84	Name split from “Last, First”Placeholder values cleared
ENR-125017	ENR	Emma Freeman	1989-05-26	UHC-84914-51	3165246282	6464 Desert Sky Blvd, San Antonio, TX, 78238	0.84	Name split from “Last, First”Placeholder values cleared
CLM-412952	CLM	Elijah Meyer	1958-01-17	UHC-22809-59	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-140876	ENR	Dennis Lynch	1973-01-03	UHC-55585-92	3454814972	6422 Lincoln Way, Houston, TX, 77030	0.84	Name split from “Last, First”Whitespace trimmed
ENR-131830	ENR	Dennis S Bradley	1944-01-12	UHC-87114-24	7836394413	2195 Park Pl, Plano, TX, 75024	0.84	Name split from “Last, First”Phone reformatted
ENR-110060	ENR	Judith K Perry	1979-08-23	UHC-06397-90	3985872713	6815 Canyon Rd, Miami, FL, 33191	0.84	Name split from “Last, First”Phone reformatted
ENR-110778	ENR	Kenneth E Kelly	1966-06-27	UHC-11325-94	4895881399	6640 Indian School Rd, Tucson, AZ, 85722	0.84	Name split from “Last, First”Date of birth reformatted
TPA-51469	TPA	Green Deba	2003-11-26	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-51468	TPA	Green Deba	2003-11-26	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57467	TPA	Nathan Gonzales	2006-02-18	—	—	4173 Desert Sky Blvd, Orlando, FL, 32875	0.84	Name split from “Last, First”Placeholder values cleared
ENR-128961	ENR	Steve Q Freeman	1982-03-03	UHC-40789-90	—	7485 Washington St, Gilbert, AZ, 85254	0.84	Name split from “Last, First”Placeholder values cleared
ENR-119523	ENR	Elijah Y Ferguson	1965-08-27	UHC-23904-16	8288159443	1718 River Rd, Fresno, CA, 93792	0.84	Name split from “Last, First”Placeholder values cleared
CLM-425189	CLM	Mateo Alexander	1973-03-12	UHC-97262-81	—	3499 Pine Dr, Tucson, AZ, 85763	0.84	Name split from “Last, First”Placeholder values cleared
CLM-421962	CLM	Nicole Porter	1940-05-27	UHC-79932-95	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-63354	TPA	Bradley Z Fernandez	1973-05-28	—	—	6847 Harbor Blvd, Miami, FL, 33180	0.84	Name split from “Last, First”Placeholder values cleared
ENR-135291	ENR	Jean Sanchez	1991-03-04	UHC-53018-71	4144641991	6271 Camelback Rd, Las Vegas, NV, 89168	0.84	Name split from “Last, First”Whitespace trimmed
CLM-416930	CLM	Nathan Gonzales	2006-02-18	UHC-41893-36	6422183948	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431952	CLM	Michael C Kim	1981-08-12	UHC-02686-18	9009701989	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-142822	ENR	Hannah Q Carr	1967-01-04	—	4672320556	9669 Indian School Rd, Houston, TX, 77073	0.84	Name split from “Last, First”Whitespace trimmed
CLM-411739	CLM	Priya Tucker	1981-02-07	UHC-26060-45	—	619 Ocean Ave, Jacksonville, FL, 32248	0.84	Name split from “Last, First”Placeholder values cleared
TPA-54251	TPA	Doris Johnson	1953-11-22	—	—	9796 Broadway, Nashville, TN, 37252	0.84	Name split from “Last, First”Placeholder values cleared
CLM-415025	CLM	Russell J Delgado	1992-08-23	UHC-92143-65	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-101372	ENR	Kenneth N Parker	2001-02-16	UHC-71358-38	—	6628 Baseline Rd, Charlotte, NC, 28215	0.84	Name split from “Last, First”Placeholder values cleared
CLM-405213	CLM	Ana D Contreras	2003-05-17	UHC-79284-72	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-102903	ENR	Nicole I Torres	1982-01-12	UHC-96313-13	6313922199	6945 Market St, San Diego, CA, 92103	0.84	Name split from “Last, First”Whitespace trimmed
CLM-419813	CLM	Jordan Sims	1955-01-18	—	—	—	0.84	Name split from “Last, First”Whitespace trimmed
ENR-114547	ENR	Adam O Porter	2006-08-19	UHC-24049-89	2663270226	9854 Forest Ave, San Antonio, TX, 78230	0.84	Name split from “Last, First”Whitespace trimmed
TPA-62436	TPA	Rebecca Miller	1970-12-08	—	—	9024 Valley View Dr, Miami, FL, 33143	0.84	Name split from “Last, First”Placeholder values cleared
CLM-427368	CLM	Andrea Gardner	1948-04-20	UHC-23056-43	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-60659	TPA	Donna Hanson	1973-09-03	UHC-58973-10	—	5664 Canyon Rd, Tampa, FL, 33684	0.84	Name split from “Last, First”Placeholder values cleared
TPA-58351	TPA	Logan Andrews	1991-09-19	—	—	1378 Park Pl, Tempe, AZ, 85202	0.84	Name split from “Last, First”Placeholder values cleared
CLM-413021	CLM	Kathleen Brooks	1987-01-02	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431659	CLM	Billy R Fisher	1980-06-20	UHC-98030-27	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-131129	ENR	Frank S Parker	1984-07-23	UHC-46530-32	—	8240 Lincoln Way, Chandler, AZ, 85229	0.84	Name split from “Last, First”Plan code upper-cased
TPA-51798	TPA	Olivia Fox	1976-01-11	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-58935	TPA	Nathan Bell	1942-12-03	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-127125	ENR	Willie X Yagn	1983-02-18	UHC-84264-29	7384718551	3924 Jefferson Ave, Miami, FL, 33137	0.84	Name split from “Last, First”Phone reformatted
ENR-119189	ENR	Nicole R Robertson	1976-07-12	UHC-67797-47	4732463823	7606 Maple Ave, Eden Prairie, MN, 55335	0.84	Name split from “Last, First”Date of birth reformatted
ENR-132210	ENR	Jon F Fuller	1977-09-20	UHC-26647-36	3007044106	9158 Broadway, Eden Prairie, MN, 55336	0.84	Name split from “Last, First”Date of birth reformatted
TPA-57323	TPA	Charlotte White	2006-10-22	—	8189387701	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-100179	ENR	Merk J Lawrence	1943-03-17	UHC-20563-33	5822177500	358 Baseline Rd, Denver, CO, 80295	0.84	Name split from “Last, First”Phone reformatted
PRV-24749	PRV	Alexaner Johnston	2006-02-24	—	—	3793 Lake View Rd, Gilbert, AZ, 85247	0.84	Name split from “Last, First”Placeholder values cleared
CLM-417647	CLM	Olivia S Gilbert	1944-05-17	UHC-20851-36	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-117857	ENR	Larry R Jacobs	1976-11-17	UHC-05012-29	9449899764	5734 Highland Ave, Columbus, OH, 43226	0.84	Name split from “Last, First”City re-cased
TPA-62810	TPA	Michelle Perry	1948-10-24	UHC-36131-73	—	4869 Hillcrest Rd, Chandler, AZ, 85286	0.84	Name split from “Last, First”Placeholder values cleared
ENR-102544	ENR	Charles Jackson	1947-09-05	UHC-14808-33	3633231835	3030 Central Ave, Dallas, TX, 75256	0.84	Name split from “Last, First”Phone reformatted
CLM-416414	CLM	Nancy I Sandoval	1983-11-03	—	—	7856 Canyon Rd, Mesa, AZ, 85274	0.84	Name split from “Last, First”Placeholder values cleared
CLM-404857	CLM	Arthur Harris	1984-02-13	—	8566058465	6027 Church St, Scottsdale, AZ, 85262	0.84	Name split from “Last, First”Placeholder values cleared
ENR-100983	ENR	Emma F Henry	1980-04-13	UHC-50050-99	8829476056	9496 Cedar Ln, Plano, TX, 75032	0.84	Name split from “Last, First”Phone reformatted
CLM-406609	CLM	Sophia Carroll	1979-02-23	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared

9,980 rows, page 194 of 200Previous Next