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 “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
TPA-57077	TPA	Ray U Dixon	1967-09-10	—	—	803 Apache Blvd, Gilbert, AZ, 85243	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61248	TPA	Gregory Tuckr	—	—	—	5215 Mountain View Dr, Columbus, OH, 43294	0.82	Name re-cased Date of birth missing Placeholder values cleared
TPA-55757	TPA	Sarah Tucker	1943-09-21	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54642	TPA	Victoria Simmons	1960-11-19	—	—	9567 Highland Ave, Los Angeles, CA, 90089	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64352	TPA	Andrew Barnes	1971-12-07	—	—	2579 Baseline Rd, Los Angeles, CA, 90003	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60802	TPA	Melissa White	1978-10-14	—	—	7238 Canyon Rd, Nashville, TN, 37234	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54085	TPA	Luis Richards	1969-08-21	—	9204617339	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-62463	TPA	Rebecca O Campell	1938-06-11	—	5877750928	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-62284	TPA	Tony Myers	—	—	—	4764 Sunset Blvd, Eden Prairie, MN, 55334	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-56693	TPA	Hannah Carroll	—	—	9098181731	—	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
TPA-50128	TPA	Dennis Moore	1951-10-02	UHC-79281-29	—	75 Main St, Tempe, AZ, 85276	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56604	TPA	Kelly Tucker	—	—	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
TPA-59592	TPA	Wei Lawrence	1949-01-10	—	—	2144 Main St, Atlanta, GA, 30343	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64143	TPA	TimothyJunk	2007-01-02	—	—	—	0.82	Whitespace trimmed Placeholder values cleared No usable name (quarantined)
TPA-61980	TPA	Helen Gray	1997-02-18	—	3418071205	6062 Canyon Rd, Tucson, AZ, 85792	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55841	TPA	Jonathan Wang	1939-08-09	—	—	4103 Mountain View Dr, Orlando, FL, 32857	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55220	TPA	Kevin Armstrong	2002-04-16	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-62267	TPA	Jessica Martin	1999-01-11	—	6482936808	1720 Willow Ct, Nashville, TN, 37242	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-56728	TPA	Brandon Rivera	1991-04-07	—	—	5041 Jefferson Ave, Glendale, AZ, 85328	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61730	TPA	Adam T Singh	1948-02-03	—	—	1814 Broadway, Tucson, AZ, 85761	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-50621	TPA	Sophia Watkins	1974-02-03	—	—	—	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-63366	TPA	Sara Hudson	1957-02-10	—	—	3436 Valley View Dr, Austin, TX, 78779	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-51303	TPA	Aaron Gilbert	1981-09-11	—	5335187121	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-53012	TPA	Adam Adams	1969-07-05	—	—	87 Ridge Rd, Las Vegas, NV, 89191	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54762	TPA	Donald McDonald	1996-06-01	—	—	9776 Market St, Austin, TX, 78784	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52427	TPA	Tony Mason	1959-08-27	UHC-71486-08	—	2698 Jefferson Ave, Gilbert, AZ, 85266	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-53175	TPA	Frank Snchez	1941-11-17	UHC-19954-35	—	2748 Sage Ct, Seattle, WA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53176	TPA	Frank Snchez	1941-11-17	UHC-19954-35	—	2748 Sage Ct, Seattle, WA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53203	TPA	Lisa Bryant	1997-02-06	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55858	TPA	Diego Guerrero	1943-03-05	—	—	4725 Willow Ct, San Diego, CA, 92183	0.82	Two-digit birth year City re-cased Placeholder values cleared
TPA-55542	TPA	Lisa Myers	1975-08-10	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-59839	TPA	Isabella Lopez	1960-01-05	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50892	TPA	Charlotte Oliver	1995-04-07	—	—	951 Jefferson Ave Apt 21, Sacramento, CA, 95887	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-50032	TPA	Mei Arnold	1977-07-03	—	—	4985 Church St, Miami, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-51851	TPA	Jeremy Garrett	1978-01-24	—	—	2339 Park Pl, San Diego, CA, 92181	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64165	TPA	Brittany Garrett	1970-01-05	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-64433	TPA	William Thomas	1966-01-16	—	—	6199 Cedar Ln, Seattle, WA, 98173	0.82	City re-cased Gender normalised Placeholder values cleared
TPA-52271	TPA	Virginia Ortiz	2008-03-22	—	—	8997 Broadway, Denver, CO, 80228	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-53262	TPA	Camila Herrera	1970-12-22	—	—	4528 Union St, San Diego, CA, 92120	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50915	TPA	Rachel Espinoza	1955-09-10	UHC-13174-25	—	4838 Hillcrest Rd, Los Angeles, CA, 90052	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
TPA-60893	TPA	Jerry Lawrence	1950-12-23	UHC-09319-18	—	1879 Lincoln Way, Houston, TX, 77085	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-63602	TPA	Douglas Sanders	1958-07-23	—	4699400251	7638 Bayshore Dr, Atlanta, GA, 30371	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-52294	TPA	Robert Ross	1997-08-18	—	—	6404 Central Ave, Gilbert, AZ, 85224	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-59044	TPA	Gregory Hudson	1968-08-14	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-59043	TPA	Gregory Hudson	1968-08-14	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-54241	TPA	Cnythia Ford	1951-09-23	UHC-92645-67	—	2718 Ridge Rd, Los Angeles, CA, 90098	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60566	TPA	Cynthia Medina	1950-05-20	—	—	3801 Grand Ave, Las Vegas, NV, 89118	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63377	TPA	Danielle Armstrong	1950-05-04	—	—	821 Central Ave, Scottsdale, AZ, 85227	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52431	TPA	Denise Dunn	1945-05-11	—	3797197048	5263 Sunset Blvd, Tempe, AZ, 85239	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-53903	TPA	Brandon G Jacobs	1955-08-05	UHC-10592-72	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared

14,135 rows, page 193 of 283Previous Next