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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58555	TPA	Julia Le	1972-12-15	—	2789404205	9364 Market St # 125, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
TPA-51258	TPA	James Reid	2008-10-13	UHC-04022-72	—	5685 Sage Ct # 446, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52350	TPA	Betty Warren	2000-12-24	—	—	5525 Union St # 622, Minneapolis, MN, 55457	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
TPA-64174	TPA	Margaret Stone	1939-12-20	—	9749293907	854 River Rd # 692, Phoenix, AZ, 85041	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-60618	TPA	Terry Davis	1976-05-26	—	—	7984 River Rd # 244, Glendale, AZ, 85332	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58120	TPA	Evelyn Rodriguez	1963-06-17	—	—	9796 Union St Apt 26, Fresno, CA, 93765	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63438	TPA	Kelly Watson	1986-04-16	—	—	7815 Lake View Rd Apt 12, Dallas, TX, 75216	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55100	TPA	Jack Carter	1997-04-23	—	6939400690	9198 Mountain View Dr Apt 21, Tucson, AZ, 85754	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
TPA-57619	TPA	Arjun Holmes	1978-11-22	—	—	5851 Main St # 229, Glendale, AZ, 85333	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61901	TPA	Juan Hunter	1965-09-22	—	—	5057 Valley View Dr Apt 18, Chandler, AZ, 85249	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56136	TPA	William Thomes	1963-02-12	—	—	6444 Ridge Rd # 541, Scottsdale, AZ, 85280	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54627	TPA	Christine Gonzales	1942-05-07	—	4396799045	1128 Valley View Dr # 687, Miami, FL, 33127	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-50648	TPA	Sofia Chen	1996-09-25	—	—	7943 Washington St Apt 15, Phoenix, AZ, 85006	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58663	TPA	Arthur Schultz	1964-06-24	—	5267935344	1911 Bayshore Dr Apt 23, Minneapolis, MN, 55483	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-57000	TPA	Larry I Mendoza	1972-11-08	—	5943435727	3521 Maple Ave # 694, Charlotte, NC, 28203	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-64235	TPA	Julie Knight	1989-05-17	—	—	9298 Lake View Rd Apt 17, Tucson, AZ, 85745	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64276	TPA	Carl Johnston	2000-10-17	—	—	8398 Desert Sky Blvd Apt 35, Minneapolis, MN, 55473	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63578	TPA	Austin Santos	2004-09-16	—	3052768455	9199 Church St Apt 5, Dallas, TX, 75207	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-61031	TPA	Arjun Coleman	1985-06-02	—	—	9309 Willow Ct Apt 39, Scottsdale, AZ, 85233	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-60942	TPA	Nunez Elizaebth	2008-08-01	—	—	8418 Cedar Ln # 999, Chandler, AZ, 85212	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
TPA-60783	TPA	Mason Kelley	1980-09-23	—	4009674880	7635 Hillcrest Rd # 491, Dallas, TX, 75260	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-50084	TPA	Sharon Patel	1955-09-08	—	—	400 Washington St Apt 16, Chandler, AZ, 85207	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57361	TPA	Grace Hernandez	1950-12-14	—	2075289147	1280 Sunset Blvd Apt 5, Chandler, AZ, 85229	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57360	TPA	Grace Hernandez	1950-12-14	—	2075289147	1280 Sunset Blvd Apt 5, Chandler, AZ, 85229	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61370	TPA	James Parker	2002-05-11	—	2253883390	8408 Canyon Rd # 761, Phoenix, AZ, 85040	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55879	TPA	Scott Rose	1985-06-01	—	—	954 Canyon Rd Apt 12, San Diego, CA, 92102	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60229	TPA	Michelle Medez	1967-12-20	—	6002380164	1553 Hillcrest Rd # 913, Sacramento, CA, 95820	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60376	TPA	Harold Franklin	1980-02-23	—	8705539675	8586 Sage Ct # 900, Scottsdale, AZ, 85291	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54802	TPA	Angela Vargas	1955-09-02	—	7776972854	3465 Forest Ave Apt 13, Scottsdale, AZ, 85266	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57036	TPA	Lori George	1947-08-05	—	—	6812 Broadway # 590, Tempe, AZ	0.64	Name re-cased Unit split from street Address re-cased ZIP missing+2 more
TPA-62688	TPA	Isabella Waang	1990-08-06	—	—	600 Church St # 193, Minneapolis, MN, 55433	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
TPA-60883	TPA	Joyce Sanchez	1966-10-24	—	—	2620 Market St # 661, Las Vegas, NV, 89104	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60884	TPA	Joyce Sanchez	1966-10-24	—	—	2620 Market St # 661, Las Vegas, NV, 89104	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54323	TPA	Laura Harrison	1977-08-02	—	5462338471	8033 Apache Blvd # 384, Austin, TX, 78772	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53507	TPA	Emily Peters	1998-01-04	—	—	8187 Market St Apt 17, Tucson, AZ, 85767	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55886	TPA	Natalie Reid	1961-02-05	—	—	9381 Hillcrest Rd Apt 38, Chandler, AZ, 85209	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
TPA-59417	TPA	Stephen Jimenez	2006-09-27	—	4525100958	3249 Bayshore Dr # 503, Denver, CO, 80254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60695	TPA	Lawrence Carpenter	1948-04-25	UHC-02642-89	—	132 Valley View Dr Apt 22, Columbus, OH, 43281	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-56953	TPA	Janet Vega	1962-07-19	—	—	6144 Baseline Rd Apt 2, Eden Prairie, MN, 55362	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56954	TPA	Janet Vega	1962-07-19	—	—	6144 Baseline Rd Apt 2, Eden Prairie, MN, 55362	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64168	TPA	Deborah Murray	1968-11-04	—	—	1166 Park Pl # 367, Las Vegas, NV, 89199	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58800	TPA	Douglas Luna	1990-11-25	UHC-38556-96	—	8652 Willow Ct # 507, Atlanta, GA, 30367	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53020	TPA	Marcus Lee	1973-01-19	—	6879896745	8291 River Rd Apt 34, Glendale, AZ, 85341	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
TPA-57521	TPA	Dylan Torres	1986-09-23	—	—	9469 Market St Apt 20, Scottsdale, AZ, 85200	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57946	TPA	Chhristian I Jenkins	1987-10-28	UHC-59084-32	—	4808 Cedar Ln # 403, Nashville, TN, 37270	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57663	TPA	Tyler Hughse	1985-02-21	—	3783070468	3740 Willow Ct # 114, San Antonio, TX, 78252	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-53041	TPA	Joyce Jones	1956-08-08	—	—	8268 Forest Ave Apt 14, Los Angeles, CA, 90034	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60020	TPA	Bruce Wells	1977-11-17	—	—	7373 Pine Dr # 846, Charlotte, NC, 28233	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-62859	TPA	Benjamin Thompson	1990-07-25	—	—	6807 Canyon Rd Apt 39, Denver, CO, 80218	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-60941	TPA	Ethan Wlch	1941-06-23	UHC-61196-41	—	9226 Lake View Rd # 443, Minneapolis, MN, 55409	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more

912 rows, page 10 of 19Previous Next