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 unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64465	TPA	Andrew Homes	—	—	—	4855 Mountain View Dr, Gilbert, AZ, 85291	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-56473	TPA	Wei Dunn	—	—	3756121702	6309 Lincoln Way, Plano, TX, 75041	0.62	Name re-cased Date of birth unreadable Phone reformatted 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-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-64149	TPA	Bobby Bailey	—	—	3146030280	2275 Baseline Rd, Plano, TX, 75032	0.62	Date of birth unreadable Phone reformatted City re-cased Gender normalised+3 more
TPA-63982	TPA	Grace Le	—	—	—	7146 Central Ave, San Antonio, TX, 78244	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-62431	TPA	Jack Bishop	—	UHC-95340-02	—	411 Washington St, San Antonio, TX, 78280	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-58604	TPA	Philip Ferguson	—	—	3482670324	8344 Park Pl, Houston, TX, 77036	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60787	TPA	Douglas Yang	—	UHC-55719-11	—	1930 Indian School Rd, Eden Prairie, MN, 55314	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-56572	TPA	Emma Weaver	—	—	—	5025 Lincoln Way, Jacksonville, FL, 32265	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-52216	TPA	Mark Palmer	—	—	5308339497	1818 Main St Apt 10, Jacksonville, FL, 32208	0.62	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
TPA-63125	TPA	Denny Burton	—	UHC-59639-21	8615993246	9222 Maple Ave, Denver, CO, 80209	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62192	TPA	William Cook	—	—	—	221 Baseline Rd, Seattle, WA, 98135	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-56573	TPA	Omar J Obrien	—	—	—	8082 Highland Ave, Tucson, AZ, 85760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
TPA-58027	TPA	Ahmed I Adams	—	—	—	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-58026	TPA	Ahmed I Adams	—	—	—	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-55975	TPA	Samuel Cook	—	—	—	6529 Sunset Blvd, Atlanta, GA, 30330	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-56017	TPA	Nicholas Powell	—	UHC-23532-82	2213006935	8378 Church St, Miami, FL, 33153	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-63971	TPA	Santiago Hoffman	—	—	7245016599	2511 Harbor Blvd, Orlando, FL, 32877	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-60978	TPA	Joe Obrien	—	—	—	7817 Mesa Dr, Tempe, AZ, 85201	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-63751	TPA	Joe Vargas	—	—	—	4634 Lake View Rd, Dallas, TX, 75214	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
TPA-55820	TPA	Weyne Y Murray	—	—	4357999217	4458 Lincoln Way, Las Vegas, NV, 89181	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
TPA-61279	TPA	Angela Vargas	—	—	—	1565 Ridge Rd, Seattle, WA, 98121	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-56064	TPA	Alexander V Williamson	—	—	7166095209	5393 Ridge Rd, Las Vegas, NV, 89146	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-63566	TPA	Fatima Schmidt	—	—	—	6559 Highland Ave, Los Angeles, CA, 90068	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-51767	TPA	Jsoeph Pena	—	—	—	273 Mountain View Dr, Austin, TX, 78771	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-55618	TPA	Christina Herrera	—	—	—	6995 Pine Dr, Plano, TX, 75052	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-53466	TPA	Larry Walker	—	—	—	7933 Indian School Rd, Scottsdale, AZ, 85201	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-61288	TPA	Paul Richards	—	UHC-65191-83	—	5432 Pine Dr, Las Vegas, NV, 89141	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-54414	TPA	Henry Shaaw	—	UHC-75336-68	3648379296	6601 Indian School Rd, Tucson, AZ, 85703	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-54413	TPA	Henry Shaaw	—	UHC-75336-68	3648379296	6601 Indian School Rd, Tucson, AZ, 85703	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-51256	TPA	Elijha Porter	—	UHC-37005-15	—	1434 Canyon Rd, Columbus, OH, 43202	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-63272	TPA	Chris Phillips	—	—	7283023079	3969 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Date of birth unreadable City re-cased ZIP missing+2 more
TPA-59440	TPA	Gloria Stewart	—	UHC-97704-17	4772561517	7869 Indian School Rd, Jacksonville, FL, 32200	0.64	Date of birth unreadable Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
TPA-61113	TPA	Mary Smith	—	—	5692656792	1344 Apache Blvd, Austin, TX, 78704	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-61523	TPA	Keith J Fields	—	—	—	9699 Sunset Blvd, San Antonio, TX, 78250	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-59115	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
TPA-59114	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
TPA-60359	TPA	Ann Lawrence	—	—	—	8405 Apache Blvd, Miami, FL, 33125	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57794	TPA	Brittany Romero	—	UHC-16853-43	5289386055	1928 Maple Ave, Austin, TX	0.64	Date of birth unreadable Phone reformatted ZIP missing Email lower-cased+2 more
TPA-51880	TPA	Garald Robertson	—	—	6175138326	4482 Grand Ave # 370, San Antonio, TX, 78251	0.64	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
TPA-58036	TPA	Juan Stephens	—	—	2023853058	9366 Indian School Rd, Jacksonville, FL, 32273	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53218	TPA	Madison Garrett	—	—	—	8801 Desert Sky Blvd, Dallas, TX, 75229	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57428	TPA	Jeffrey Mendoza	—	UHC-92808-15	6374715196	9882 Washington St, Tucson, AZ, 85725	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-50094	TPA	Sarah Sanders	—	UHC-10031-33	—	9257 Willow Ct, Phoenix, AZ, 85097	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
TPA-56858	TPA	Cheryl Jones	—	—	—	701 Forest Ave, Orlando, FL, 32843	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-60386	TPA	Thomas Day	—	—	—	2133 Broadway, Las Vegas, NV, 89109	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
TPA-51668	TPA	Camila Walsh	—	UHC-95340-27	5778404672	238 Market St, Miami, FL, 33187	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
TPA-64072	TPA	Mariana Little	—	—	5145791028	4453 Market St, Chandler, AZ, 85286	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
TPA-61818	TPA	Rebekca Mendoza	—	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX, 77094	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more

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