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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57461	TPA	Tommy Chapman	1967-01-23	—	8624451824	4340 Canyon Rd, Chandler, AZ, 85252	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58829	TPA	Alice Willis	1944-06-18	—	7088054449	5380 Willow Ct, Nashville, TN, 37241	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58653	TPA	Debra Ray	1970-06-16	—	—	9349 Meadow Ln, San Diego, CA, 92106	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54249	TPA	Betty D Fields	2004-09-15	—	8447162407	6147 Lincoln Way, Columbus, OH, 43228	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58159	TPA	Charlotte Elliott	1996-01-01	—	—	7422 Market St, Glendale, AZ, 85322	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-57395	TPA	Dennis Murphy	1953-03-18	—	4807278523	9734 Bayshore Dr, Charlotte, NC, 28277	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58089	TPA	Isabella Harvey	1942-01-02	—	—	3704 Highland Ave, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54767	TPA	Dennis Watkins	1951-03-20	—	—	7949 Jefferson Ave, San Diego, CA, 92197	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54201	TPA	Aisha Stephens	1996-04-17	—	—	2778 Valley View Dr, Minneapolis, MN, 55435	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52228	TPA	Lawrence Ward	1983-01-07	UHC-20136-99	—	664 Elm St, Tempe, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62060	TPA	Richard Harrison	1988-06-17	—	—	3120 Main St, Tampa, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-64000	TPA	Larry N Hamilton	1963-11-20	—	—	890 Apache Blvd, Gilbert, AZ, 85264	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-58912	TPA	Billy N Valdez	1968-12-02	—	4548323745	1459 Hillcrest Rd, Glendale, AZ, 85310	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-59544	TPA	Mason Garrett	2005-06-06	UHC-88787-58	—	6530 Bayshore Dr, Nashville, TN, 37281	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54757	TPA	Laura W Powell	1969-05-21	—	7687704513	3187 Harbor Blvd, Eden Prairie, MN, 55356	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51225	TPA	Santiago Nunez	1954-08-27	—	—	8018 Union St, Chandler, AZ, 85236	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-60753	TPA	Noah Cooper	1993-07-02	—	—	1754 Sage Ct, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53556	TPA	Melissa Gardner	1949-02-05	—	6383769295	778 Apache Blvd, Austin, TX, 78758	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56364	TPA	Linda N Patterson	—	—	—	9882 Oak St, San Antonio, TX, 78260	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-61059	TPA	Ashley Oliver	1973-04-06	—	—	229 Bayshore Dr, Gilbert, AZ, 85201	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-62193	TPA	William Cook	2002-03-27	—	—	221 Baseline Rd, Seattle, WA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
TPA-57279	TPA	Ahmed P Fiher	1986-05-01	—	5053056699	44 Elm St, Seattle, WA, 98149	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53767	TPA	Samantha Alvarado	1987-10-11	—	6102422246	2471 Sunset Blvd, Fresno, CA, 93777	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54978	TPA	Fatima Robertson	1960-07-14	—	—	2081 Ridge Rd, Houston, TX, 77023	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62415	TPA	Deborah Y Fox	1982-06-04	—	—	3808 Highland Ave Apt 9, Houston, TX, 77059	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53156	TPA	Theresa Espinosa	1979-02-20	—	3879101465	8697 Mountain View Dr, Orlando, FL, 32873	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56679	TPA	Jessica Green	1964-04-06	—	5235045944	3674 Washington St, Tempe, AZ, 85281	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58784	TPA	Douglas Wang	1938-02-04	—	9179773554	566 Pine Dr, San Diego, CA, 92145	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55484	TPA	Joseph Ward	1957-04-24	—	5134061525	6443 Bayshore Dr, Glendale, AZ, 85367	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52806	TPA	Billy Bennett	1952-01-25	—	—	1043 Sage Ct, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58617	TPA	Bryan Walker	1962-11-10	—	—	385 Oak St, Miami, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
TPA-63577	TPA	Janice West	1955-07-13	—	—	6528 Main St, Scottsdale, AZ, 85235	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53408	TPA	Ronald Harrison	2004-05-22	UHC-33242-35	—	8077 Maple Ave, Denver, CO, 80267	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50273	TPA	Jacqueline Lawwrence	2007-06-11	—	5248002302	8326 Desert Sky Blvd, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50650	TPA	Kimberly Russell	1995-05-06	—	—	454 Jefferson Ave, Tempe, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54099	TPA	Teresa Greene	1966-10-05	—	8096719727	6237 Oak St, San Diego, CA, 92178	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-52987	TPA	Thomas F Freeman	2006-04-07	—	—	1119 Pine Dr, Charlotte, NC	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58016	TPA	Vincent Thomas	1939-06-11	UHC-72529-98	8993797926	1569 Elm St, Las Vegas, NV, 89177	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53917	TPA	Amanda Ortiz	1971-11-28	—	—	9163 Desert Sky Blvd, Atlanta, GA, 30361	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-52935	TPA	Johnny Little	1968-05-02	—	—	1768 Maple Ave, Gilbert, AZ, 85254	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56790	TPA	Jack M Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
TPA-61089	TPA	Diana Dean	1970-06-22	—	5154529362	2271 Indian School Rd, Orlando, FL, 32852	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54723	TPA	Rachel Guzman	1992-09-27	—	8652752749	2817 Sunset Blvd # 161, Houston, TX, 77035	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-62032	TPA	Christine W Ortega	1969-09-22	—	—	3529 Market St, San Diego, CA, 92177	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63329	TPA	Kyle Kennedy	1994-02-14	—	5887905978	357 Canyon Rd, Eden Prairie, MN, 55387	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60627	TPA	Gerald Ellis	1997-07-28	—	—	3286 Washington St, Phoenix, AZ, 85033	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59308	TPA	Gabriel Castro	1994-09-24	—	—	6936 Spring St, Atlanta, GA, 30322	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-57099	TPA	Gerald Yang	1963-07-07	—	2459276170	533 Baseline Rd, Columbus, OH, 43261	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-55566	TPA	George P Vasquez	2008-11-14	—	—	7870 River Rd Apt 36, Plano, TX, 75085	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55567	TPA	George P Vasquez	2008-11-14	—	—	7870 River Rd Apt 36, Plano, TX, 75085	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more

1,488 rows, page 4 of 30Previous Next