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 “Date of birth missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62136	TPA	Jacob C Estrada	—	—	—	2004 Park Pl, Plano, TX, 75000	0.26	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-58916	TPA	Sarah Adams	—	—	—	2699 Canyon Rd Apt 9, Fresno, CA, 93784	0.26	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+3 more
TPA-57039	TPA	Alan Marquez	—	UHC-88620-29	—	2304 Central Ave, Fresno, CA, 93742	0.32	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+6 more
TPA-50477	TPA	Hiroshi Hernandez	—	—	7585566828	1528 Central Ave, Chandler, AZ, 85298	0.34	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
TPA-63151	TPA	Carolyn Rose	—	—	—	6101 Park Pl, Gilbert, AZ	0.36	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+4 more
TPA-56217	TPA	Evelyn Nguyen	—	—	2067358821	5532 Union St Apt 14, Tucson, AZ, 85739	0.36	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-54064	TPA	Kathryn Nichols	—	—	8517042478	3840 Union St, Minneapolis, MN	0.36	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-61904	TPA	Katherine Butler	—	—	7905444668	7504 Desert Sky Blvd, Houston, TX	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-60889	TPA	Kayla Willis	—	—	—	6807 Highland Ave # 992, Scottsdale, AZ	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63461	TPA	Santiago Hansen	—	—	—	8566 Central Ave, San Antonio, TX, 78296	0.38	Name re-cased Date of birth missing State name converted to code ZIP+4 trimmed+3 more
TPA-59194	TPA	Janice Sandoval	—	UHC-66768-58	—	8538 Highland Ave # 767, Orlando, FL, 32852	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58755	TPA	Kelly Vasquez	—	—	8368268136	2110 Church St Apt 30, Mesa, AZ, 85274	0.38	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54888	TPA	Kenneth Fuller	—	—	—	7076 Lake View Rd, Seattle, WA, 98176	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-57546	TPA	Stephen Martinez	—	—	—	6738 Indian School Rd, Tampa, FL, 33665	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-50940	TPA	Kimberly Q Morris	—	UHC-70976-57	5087299329	3790 River Rd, Tucson, AZ, 85792	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-53415	TPA	Karen Y Dean	—	—	—	8850 Ocean Ave, Denver, CO, 80204	0.48	Name re-cased Date of birth missing City re-cased ZIP+4 trimmed+4 more
TPA-54034	TPA	Dennis Foster	—	—	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59737	TPA	Janet Ryan	—	—	9558806102	1484 Mesa Dr, San Antonio, TX, 78203	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54389	TPA	Fatima Simmons	—	—	—	388 Church St # 621, Columbus, OH, 43239	0.48	Name re-cased Date of birth missing Unit split from street Street suffix standardised+4 more
TPA-60007	TPA	Santiago Carolyn	—	—	3335090715	3514 Indian School Rd, Atlanta, GA, 30355	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51792	TPA	Camila D Alvarado	—	—	5385579046	2575 Park Pl, Charlotte, NC, 28201	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-52087	TPA	Mei Jordaan	—	—	4192914781	8617 Desert Sky Blvd, Glendale, AZ, 85333	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-56851	TPA	Maria Ryos	—	UHC-61386-44	4296915838	9019 Cedar Ln, Sacramento, CA, 95803	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53606	TPA	Madison Valdez	—	—	6739355469	1204 Washington St, Gilbert, AZ, 85234	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57340	TPA	Dorothy Wagner	—	—	—	1607 Forest Ave, Tucson, AZ, 85733	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-63847	TPA	Raymond V McDonald	—	—	3492346630	9897 Canyon Rd, Atlanta, GA, 30362	0.52	Name split from “Last, First”Date of birth missing Phone reformatted State name converted to code+2 more
TPA-60979	TPA	Tucker Mei	—	UHC-96295-40	7514722370	5689 Spring St, Austin, TX, 78792	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60404	TPA	Doris Torres	—	—	—	7807 Sunset Blvd, Phoenix, AZ, 85071	0.52	Name split from “Last, First”Date of birth missing City re-cased State name converted to code+2 more
TPA-54899	TPA	Russell Andrews	—	—	—	2725 Pine Dr, Chandler, AZ	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51701	TPA	Margaret Kelley	—	—	—	6289 Jefferson Ave, Las Vegas, NV, 89138	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
TPA-64470	TPA	Wayne Simmons	—	—	—	2699 Ocean Ave Apt 3, Seattle, WA, 98148	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
TPA-61310	TPA	Ahmed I Li	—	—	—	9424 Park Pl, Eden Prairie, MN, 55361	0.52	Name re-cased Date of birth missing State name converted to code Gender normalised+2 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
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-52918	TPA	Bill Howard	—	—	—	9694 Bayshore Dr, Nashville, TN	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55082	TPA	Katherine Bowman	—	—	—	4963 Central Ave, Mesa, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53568	TPA	Tylre S Alvarez	—	UHC-06222-12	7976380868	9548 Mountain View Dr # 419, Mesa, AZ, 85242	0.56	Date of birth missing Unit split from street Gender normalised Placeholder values cleared
TPA-54514	TPA	Donna Hoffman	—	—	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-54632	TPA	Harold Rojas	—	—	—	1296 Forest Ave, San Antonio, TX, 78283	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-61583	TPA	Wei James	—	—	—	7550 Sage Ct, Orlando, FL, 32822	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-57978	TPA	Sharon Ortiz	—	—	—	8541 Main St, Miami, FL, 33150	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-57158	TPA	Larua Dunn	—	—	4682295174	7113 Central Ave, Atlanta, GA, 30375	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-51387	TPA	Priya West	—	—	2154121453	7070 Oak St, Charlotte, NC, 28252	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-55083	TPA	Juan Willlis	—	—	8037177315	5963 Maple Ave, Phoenix, AZ, 85001	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-56910	TPA	Andrew Cole	—	—	9037791532	8388 Cedar Ln, Mesa, AZ, 85218	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-60406	TPA	Jerry Ramos	—	—	—	4035 Sage Ct, Chandler, AZ, 85249	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-62141	TPA	Margaret Gonzales	—	UHC-59119-32	—	6102 Valley View Dr, Orlando, FL, 32807	0.62	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
TPA-52570	TPA	Lori Lee	—	—	9559123383	3574 Mountain View Dr, Phoenix, AZ, 85034	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53968	TPA	Alice Franklin	—	—	6265226363	845 Broadway, Tampa, FL, 33628	0.64	Date of birth missing Phone reformatted Address re-cased ZIP+4 trimmed+2 more

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