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-431669	CLM	Michael A Howard	1947-06-26	UHC-16390-23	—	2431 Park Pl, Las Vegas, NV, 89151	0.54	Name split from “Last, First”Two-digit birth year Member ID reformatted State name converted to code+1 more
CLM-418272	CLM	Shirley P Morgan	1997-05-16	—	—	3737 Meadow Ln, Charlotte, NC	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-409671	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	—	6249 Mesa Dr, Atlanta, GA, 30366	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-28764	PRV	Weaver Danielle	1971-06-27	UHC-98676-06	—	724 Palm Dr, Atlanta, GA, 30341	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430039	CLM	Timothy P George	1941-06-24	UHC-62919-01	2412813785	4259 Valley View Dr, San Diego, CA	0.54	Middle initial moved out of first name State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-53366	TPA	Brittany Knight	1950-10-10	—	—	3394 Mesa Dr, Columbus, OH, 43281	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60026	TPA	Diane Hunt	1974-07-11	—	—	772 Bayshore Dr, Austin, TX, 78781	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-124783	ENR	Heather Moarles	1942-08-03	UHC-30285-90	—	6122 Baseline Rd Apt 26, Austin, TX, 78708	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
CLM-421977	CLM	Kathy Garrett	—	UHC-28181-31	3254585437	6193 Pine Dr, San Antonio, TX, 78259	0.54	Name re-cased Date of birth unreadable State name converted to code Gender normalised+1 more
CLM-411282	CLM	Melissa Hudson	—	—	—	1991 Grand Ave, Miami, FL, 33100	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-411283	CLM	Melissa Hudson	—	—	—	1991 Grand Ave, Miami, FL, 33100	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-403945	CLM	Yuki Fox	1944-10-15	—	—	3744 Park Pl, Denver, CO, 80247	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64421	TPA	Patrick Jacobs	1952-01-27	—	—	2015 Sage Ct # 158, Las Vegas, NV	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-139756	ENR	Austin H Li	1943-07-11	UHC-37537-13	—	4095 Bayshore Dr, Scottsdale, AZ, 85262	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415812	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	—	1213 Main St, Seattle, WA, 98148	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415813	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	—	1213 Main St, Seattle, WA, 98148	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425919	CLM	Stephanie Martinez	1978-06-25	—	—	4964 Church St, Sacramento, CA, 95810	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424161	CLM	Randy Maldonado	1963-10-24	UHC-17028-42	—	8563 Apache Blvd, Glendale, AZ, 85369	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432714	CLM	Harold L Hansun	1959-12-11	UHC-26394-19	—	8336 Hillcrest Rd, Plano, TX, 75075	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-26919	PRV	Jean Holmes	1977-09-23	—	8085728724	5649 Oak St # 929, Los Angeles, CA, 90066	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
TPA-54337	TPA	Evelyn Gardner	1981-08-14	—	—	7508 Highland Ave, Los Angeles, CA, 90020	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428498	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-103599	ENR	Jack Reed	—	UHC-42013-97	—	9195 River Rd, Charlotte, NC, 28255	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-102013	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	—	8827 Main St Apt 35, Chandler, AZ, 85240	0.54	Two-digit birth year Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-407695	CLM	Bob U Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave # 563, Chandler, AZ, 85270	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58553	TPA	Barbara Chavez	1984-04-28	—	—	6126 Indian School Rd, San Antonio, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
PRV-23974	PRV	Christine V Martinez	1999-08-16	UHC-53553-34	—	4871 Mountain View Dr # 113, Tampa, FL, 33616	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50646	TPA	Robert Alexander	1959-03-08	UHC-08776-21	2725843105	814 Camelback Rd, Orlando, FL, 32866	0.54	Name re-cased Two-digit birth year State name converted to code Gender normalised+1 more
ENR-126131	ENR	Carl N Moore	1957-06-26	UHC-52150-95	—	4666 Forest Ave, Minneapolis, MN	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60001	TPA	Daniel Reid	1980-05-26	—	—	7481 Park Pl, Houston, TX, 77046	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27677	PRV	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56223	TPA	Fatima Y Nunez	—	—	—	9002 Maple Ave, Glendale, AZ, 85307	0.54	Date of birth missing State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116023	ENR	Saraah O Sulivan	1968-10-17	UHC-55633-98	—	4140 Highland Ave, San Diego, CA, 92155	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-52929	TPA	Pamela Q Black	1969-01-06	—	—	8059 Park Pl, Denver, CO, 80257	0.54	Name split from “Last, First”Phone missing area code State name converted to code Whitespace trimmed+1 more
ENR-126085	ENR	Arjun X Guerrero	1991-07-07	UHC-90114-99	—	9583 Jefferson Ave, Columbus, OH, 43265	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
PRV-23736	PRV	Gerald M Pena	1978-10-23	UHC-42304-14	—	9382 Bayshore Dr, Phoenix, AZ, 85038	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-53599	TPA	Lerry Patterson	1993-11-15	—	—	8912 Ocean Ave # 624, San Antonio, TX	0.54	Phone missing area code Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-428051	CLM	Ethan Williamson	1984-12-10	—	—	2609 Palm Dr, Seattle, WA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130128	ENR	Cheryl C Harrison	1954-12-16	UHC-63017-89	3993084124	3389 Meadow Ln, Los Angeles, CA, 90037	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-102382	ENR	Kayla V Oliver	1968-06-25	UHC-52302-68	9247620522	159 Meadow Ln, Sacramento, CA, 95818	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-56606	TPA	Burke I Charles	—	—	—	3100 Lake View Rd, Atlanta, GA, 30302	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-56605	TPA	Burke I Charles	—	—	—	3100 Lake View Rd, Atlanta, GA, 30302	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-61299	TPA	Peter G Fox	2000-02-11	UHC-43855-32	3789476021	5462 Forest Ave, Houston, TX, 77083	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-142527	ENR	Hiroshi B Russell	—	UHC-16259-54	5902349183	203 Oak St, Phoenix, AZ, 85030	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24482	PRV	Douglas Q Hunt	1965-02-04	UHC-18462-40	6002316071	7565 Canyon Rd, Tucson, AZ, 85771	0.54	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
PRV-24174	PRV	Stephanie Graham	1961-05-16	—	4886602903	5498 Spring St, Austin, TX, 78740	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417401	CLM	Kyle Lynch	1947-10-15	UHC-65995-18	—	7672 Washington St, Phoenix, AZ, 85018	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55039	TPA	Ben Montgomery	2002-01-13	—	—	1185 Central Ave, Glendale, AZ, 85306	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410140	CLM	Isabella Le	1954-04-14	UHC-22656-20	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.54	SSN last four extracted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-27140	PRV	Jerry O Jenkins	—	—	—	5012 Broadway, Houston, TX	0.54	Name re-cased Date of birth unreadable ZIP missing Gender normalised+1 more

71,257 rows, page 134 of 1,426Previous Next