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-51287	TPA	Carolyn Ward	2004-03-16	UHC-59025-32	5162297629	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51879	TPA	Willis Patrick	1966-07-03	—	4114404827	1850 Cedar Ln, Denver, CO, 80233	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58179	TPA	Russell Brown	1941-07-27	—	2794659772	654 Forest Ave, Orlando, FL, 32804	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55807	TPA	Susan Matthews	1979-01-19	—	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57552	TPA	Danny E Cooper	1969-07-18	—	6208011209	6979 Desert Sky Blvd, Seattle, WA, 98167	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60601	TPA	Lawrence Hayes	2003-11-18	UHC-66712-26	5074439864	1346 Mesa Dr, San Diego, CA, 92171	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55019	TPA	Mason Gardner	1957-02-01	—	5132816326	1165 Oak St, Tucson, AZ, 85786	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62318	TPA	Laura Arnnold	1982-09-24	—	3894033525	6320 Main St, Scottsdale, AZ, 85283	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52430	TPA	Priya Crawford	1980-08-21	—	6557512172	2381 Indian School Rd, Tucson, AZ, 85735	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59514	TPA	Robert Walsh	1970-02-25	UHC-24675-76	9523490553	984 Forest Ave, Sacramento, CA, 95812	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-55485	TPA	Angela Marquez	2001-07-12	—	2716583170	6514 Harbor Blvd, Austin, TX, 78717	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59148	TPA	Jacob Jensen	1942-01-19	—	4237326649	5608 Meadow Ln, Denver, CO, 80260	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62629	TPA	David Price	1938-01-09	—	6524434175	7458 Bayshore Dr, Columbus, OH, 43245	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60818	TPA	Alex V Silva	1984-08-10	—	3258510146	5783 Pine Dr, Phoenix, AZ, 85008	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64204	TPA	Amber Greene	1990-06-27	—	2667403546	9432 Park Pl, San Antonio, TX, 78204	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53322	TPA	Hannah Clark	1981-05-15	UHC-95602-29	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57520	TPA	Joe Turner	1987-12-01	—	3745157975	55 Union St, Charlotte, NC, 28296	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55844	TPA	Teresa Ford	2007-08-17	—	—	9494 Market St, Gilbert, AZ, 85259	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60061	TPA	Amanda Hall	1938-02-04	—	—	4950 Willow Ct, Austin, TX, 78702	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-53186	TPA	Amber Green	1981-11-20	—	3345451443	6965 Baseline Rd, Charlotte, NC, 28269	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56045	TPA	Bradley Fowler	1996-12-25	—	—	9853 Lake View Rd, Gilbert, AZ, 85288	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56897	TPA	Henry Walsh	1949-08-27	—	8319492219	7903 Meadow Ln, Gilbert, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
TPA-52481	TPA	Bruce J Fosster	1942-12-16	—	8482787537	1361 Highland Ave, Chandler, AZ, 85286	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-51597	TPA	Ammber Tucker	1973-08-10	—	—	5701 Lake View Rd, Minneapolis, MN, 55470	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-56633	TPA	Danielle Ramirez	1966-02-11	—	7599178217	8031 Spring St, Miami, FL, 33107	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61635	TPA	Omar Weaver	2002-02-28	—	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53550	TPA	Virginia Lycnh	1950-12-07	—	9537621544	2636 Ocean Ave, Tucson, AZ, 85728	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61152	TPA	Philip Hunt	1940-12-03	—	9853716230	3806 Forest Ave, Denver, CO, 80280	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55591	TPA	Jacob Romero	1954-10-10	—	—	7038 Apache Blvd, Nashville, TN, 37209	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53305	TPA	Roger Q White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62416	TPA	Valentina Cole	1960-02-19	UHC-84010-93	3233173921	1496 Mountain View Dr, Seattle, WA, 98147	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52411	TPA	Roger Porter	1992-03-10	—	—	5095 Ridge Rd, Chandler, AZ, 85256	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51678	TPA	Scott Soto	1974-04-19	UHC-72076-66	—	9872 Hillcrest Rd, Plano, TX, 75085	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-64202	TPA	Gabrriel Z Estrada	1993-02-15	UHC-77015-81	—	2383 Palm Dr, Eden Prairie, MN, 55312	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-60370	TPA	Joseph Reid	1944-04-11	—	—	9792 Pine Dr, Minneapolis, MN, 55464	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59088	TPA	Sandra W Owens	1972-03-03	—	4885278152	7000 Harbor Blvd, Chandler, AZ, 85271	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53367	TPA	Christian Porter	1976-04-05	—	—	7314 Valley View Dr, Los Angeles, CA, 90091	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51516	TPA	Sarah Welch	1949-09-22	—	—	8987 Sage Ct, Phoenix, AZ, 85072	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54680	TPA	Carolyn King	1957-07-13	—	8936265186	2064 Park Pl, San Antonio, TX, 78271	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53168	TPA	Kyle E Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55668	TPA	Kimberly Mitkhell	1945-05-18	—	5469420396	3292 Indian School Rd, Minneapolis, MN, 55412	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52556	TPA	Aisha Griffin	2005-09-04	—	3667842451	5361 Elm St, Chandler, AZ, 85229	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51604	TPA	Christina Burke	1976-06-13	—	4377423752	5791 Cedar Ln, Glendale, AZ, 85314	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55408	TPA	Charlotte Obrien	1984-03-14	—	3556449036	314 Washington St, San Diego, CA, 92168	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
TPA-62127	TPA	Carr Michelle	1968-12-25	—	3277298800	3407 Mountain View Dr, Glendale, AZ, 85366	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55824	TPA	David P Lynch	1959-02-27	—	9029903252	6485 Harbor Blvd, Dallas, TX, 75292	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51313	TPA	Sharon Tran	1968-07-21	—	—	1198 Central Ave, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61366	TPA	Sara Robertson	1962-04-12	—	5869720474	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51437	TPA	Beverly H Flores	1948-09-02	—	4573299529	107 Pine Dr, Las Vegas, NV, 89148	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52473	TPA	Bradley Palmer	1952-02-11	—	2638619542	2004 Jefferson Ave, Seattle, WA, 98139	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

1,488 rows, page 11 of 30Previous Next