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

Third-party administrator, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59283	TPA	Dennis Park	1948-06-15	—	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61834	TPA	Ssan Wadr	1976-10-13	UHC-82540-45	—	1262 Canyon Rd # 492, Columbus, OH, 43220	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-52305	TPA	Dylan Hill	1962-01-21	UHC-19089-37	2656423198	5307 Valley View Dr, Charlotte, NC, 28251	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-55503	TPA	Frances Payne	1999-10-16	—	—	325 Desert Sky Blvd, San Diego, CA, 92113	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52533	TPA	Virginia Grant	1968-08-03	—	—	3062 Forest Ave, Columbus, OH, 43296	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53817	TPA	Carlos Li	1979-07-08	—	—	8294 Grand Ave # 401, Jacksonville, FL, 32266	0.62	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-59201	TPA	Pamela Arnold	1973-11-19	—	2399355420	1082 Maple Ave, San Diego, CA, 92184	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-61727	TPA	Ray V Carpenter	1968-04-14	—	9809553635	64 Palm Dr # 587, Tucson, AZ, 85720	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-58149	TPA	Julia Perkins	1945-03-26	—	—	5328 Washington St Apt 8, Tempe, AZ, 85269	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51756	TPA	Harold West	1994-04-02	—	4055795979	4445 Sage Ct, Seattle, WA, 98162	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-50138	TPA	Laura Henderson	1939-09-02	UHC-08977-16	5684303972	6222 Union St, Tampa, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52045	TPA	Kathleen Obrien	1988-02-05	—	—	9351 Elm St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50471	TPA	Heather Ramos	1952-08-23	—	4993369586	8971 Canyon Rd, San Diego, CA, 92135	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56973	TPA	Charles Ray	1951-09-17	—	—	8897 Ridge Rd, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-61805	TPA	Bobby Ferguson	1975-12-21	—	6909679502	4853 Lake View Rd, Chandler, AZ, 85273	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58739	TPA	Aaron Ortiz	1971-12-01	—	5676906186	3890 Baseline Rd, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53186	TPA	Amber Green	1981-11-20	—	3345451443	6965 Baseline Rd, Charlotte, NC, 28269	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60166	TPA	Christina Mills	1988-03-10	—	6979072831	8171 Ridge Rd, Plano, TX, 75059	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56045	TPA	Bradley Fowler	1996-12-25	—	—	9853 Lake View Rd, Gilbert, AZ, 85288	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55867	TPA	Emma Mendez	1954-05-08	UHC-16028-30	2403833741	5770 Indian School Rd, Eden Prairie, MN, 55348	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62627	TPA	Brittany Fuller	1965-12-07	—	—	799 Elm St, Las Vegas, NV, 89109	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52958	TPA	Samantha Russell	1943-11-13	—	6672390638	1842 Indian School Rd, Nashville, TN, 37230	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53848	TPA	Andrea Bell	2007-01-24	—	2234572865	4106 Baseline Rd, Austin, TX, 78713	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59682	TPA	Patrick Nichols	—	—	5875690437	6749 Hillcrest Rd, Sacramento, CA, 95837	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51189	TPA	Jacob Evans	1971-07-14	—	—	2290 Spring St, Jacksonville, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52049	TPA	Ashley Gordon	1983-11-11	—	5797996732	3599 Park Pl, Glendale, AZ, 85364	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57687	TPA	Jessica Fernandez	1951-04-07	—	—	3338 Highland Ave, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-61102	TPA	Andrea Delgado	1950-09-04	—	4048713326	9789 Washington St, Houston, TX, 77017	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54991	TPA	Alexander Ray	1996-05-06	UHC-31410-22	6683690258	5159 Ridge Rd, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51597	TPA	Ammber Tucker	1973-08-10	—	—	5701 Lake View Rd, Minneapolis, MN, 55470	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-51534	TPA	Joseph Wang	1976-04-25	—	8153047222	7202 River Rd, San Diego, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56633	TPA	Danielle Ramirez	1966-02-11	—	7599178217	8031 Spring St, Miami, FL, 33107	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54710	TPA	Valentina R James	1958-11-14	UHC-20196-87	—	384 Market St # 914, Mesa, AZ, 85296	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61635	TPA	Omar Weaver	2002-02-28	—	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54538	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-54537	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-50378	TPA	Kathleen Soto	1939-10-26	—	—	7986 Oak St, San Antonio, TX, 78293	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59497	TPA	Henry U Chen	1945-11-01	—	—	7603 Sunset Blvd, Dallas, TX, 75297	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-58187	TPA	EircJunk	1998-07-10	—	6162170791	9184 Highland Ave, Tampa, FL, 33676	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56334	TPA	Wei Castillo	1960-11-18	—	—	2397 Willow Ct, Eden Prairie, MN, 55392	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-53150	TPA	Brandon Murphy	1969-03-05	UHC-35997-95	—	5643 Valley View Dr, Houston, TX, 77069	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
TPA-60603	TPA	Aaron G Holmes	1996-05-19	—	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60602	TPA	Aaron G Holmes	1996-05-19	—	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59716	TPA	Kayla Lewis	1978-06-27	—	—	8719 Ocean Ave, Gilbert, AZ, 85269	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-53550	TPA	Virginia Lycnh	1950-12-07	—	9537621544	2636 Ocean Ave, Tucson, AZ, 85728	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59610	TPA	Emily A Ross	1951-05-12	—	7544431760	8776 Main St, Tampa, FL, 33684	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62297	TPA	Sean Patel	1995-06-09	—	—	4719 Camelback Rd, Glendale, AZ, 85365	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51393	TPA	Michael S Campbell	—	—	—	1057 Maple Ave, Austin, TX, 78731	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-53230	TPA	George Murphy	1998-10-14	—	9648052507	2791 Elm St, Fresno, CA, 93778	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59352	TPA	Lisa Li	1999-09-23	—	—	6577 Ridge Rd, San Diego, CA, 92129	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

7,854 rows, page 38 of 158Previous Next