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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54530	TPA	Janice Dunn	1953-04-18	—	—	3591 Oak St # 418, Denver, CO, 80249	0.06	Name re-cased Two-digit birth year SSN last four extracted Unit split from street+7 more
TPA-53089	TPA	Janet Z Fuller	1948-11-25	—	—	1869 Palm Dr, Tempe, AZ	0.12	Name split from “Last, First”Middle initial moved out of first name SSN last four extracted Street suffix standardised+4 more
TPA-52817	TPA	Jack Contreras	1981-12-13	—	2702952794	3703 Pine Dr, Atlanta, GA, 30314	0.22	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
TPA-59703	TPA	Isabella Kelly	1959-02-25	UHC-28896-64	—	2733 Sunset Blvd, Dallas, TX, 75215	0.26	Name split from “Last, First”Phone missing area code SSN last four extracted Street suffix standardised+3 more
TPA-58361	TPA	Arthur Greene	1988-06-27	—	—	5078 Indian School Rd # 379, Miami, FL	0.26	Two-digit birth year SSN last four extracted Unit split from street Street suffix standardised+3 more
TPA-61517	TPA	Lauren Contreras	1976-01-15	—	—	2727 Forest Ave, Gilbert, AZ, 85257	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
TPA-60853	TPA	Sofia Banks	1974-10-01	—	2256355737	8990 Sunset Blvd # 855, Gilbert, AZ, 85250	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
TPA-54526	TPA	Carolyn Rivera	1984-02-17	UHC-07452-06	—	932 Church St Apt 22, Denver, CO	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
TPA-53905	TPA	Melissa Hall	1949-09-23	—	—	3608 Maple Ave, Miami, FL	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-60767	TPA	DorisJunk	1962-04-27	—	—	3850 Bayshore Dr, Dallas, TX, 75270	0.36	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-53198	TPA	Scott Simmons	1976-01-09	—	8768932158	2254 Lake View Rd, Mesa, AZ, 85226	0.38	Two-digit birth year Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
TPA-52960	TPA	Gloria Stnoe	1965-04-03	—	—	2107 Park Pl, Charlotte, NC, 28202	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-52279	TPA	Joseph Kennedy	1956-12-21	—	—	2817 Harbor Blvd, Tucson, AZ, 85763	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-55954	TPA	Benjamin Peters	2006-10-23	—	—	8029 Mesa Dr Apt 28, Houston, TX, 77014	0.38	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
TPA-57049	TPA	Nathan Burns	1951-06-09	—	—	9807 Mesa Dr # 200, Austin, TX, 78779	0.38	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63000	TPA	Teerry Fernandez	1991-06-18	—	—	2920 Pine Dr, Atlanta, GA, 30330	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-62508	TPA	Isabella Mjia	1963-12-17	—	—	9832 Washington St, Phoenix, AZ, 85075	0.40	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-57546	TPA	Stephen Martinez	—	—	—	6738 Indian School Rd, Tampa, FL, 33665	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61151	TPA	Josh Ellis	1998-09-02	UHC-44602-44	—	1169 Grand Ave, Los Angeles, CA, 90070	0.40	Two-digit birth year Phone missing area code SSN last four extracted Street suffix standardised+2 more
TPA-53704	TPA	Jason Davis	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ, 85288	0.42	Phone reformatted SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
TPA-59541	TPA	Mateo Silva	2008-01-02	—	—	4577 Camelback Rd Apt 22, Columbus, OH, 43210	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
TPA-54228	TPA	Wei Berry	1942-06-01	—	—	8201 Bayshore Dr Apt 33, Houston, TX, 77022	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
TPA-63632	TPA	Bbby Wright	1947-09-21	UHC-08635-99	—	5786 Lake View Rd, Scottsdale, AZ, 85263	0.46	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
TPA-53134	TPA	Nicholas Gibson	1948-06-11	—	8219769250	6030 Camelback Rd, Minneapolis, MN, 55489	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
TPA-62317	TPA	Steven Guerrero	1959-03-02	—	6586229403	7513 Mountain View Dr, Denver, CO, 80281	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-59961	TPA	Noah Sanchez	1989-10-24	—	6324798982	8247 Ridge Rd, Los Angeles, CA, 90056	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-51987	TPA	Jose McDonald	1986-07-13	—	—	7713 Lincoln Way, Austin, TX, 78709	0.48	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+4 more
TPA-60537	TPA	Gerald Foster	1993-02-26	—	5349208325	8689 Jefferson Ave, Tucson, AZ, 85762	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-52333	TPA	Sophia Schultz	1979-05-28	—	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-57494	TPA	Roy Edwards	1944-11-25	—	5333321153	9892 Apache Blvd, Atlanta, GA, 30308	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
TPA-61160	TPA	Michael Chapman	1980-02-27	UHC-12278-83	2157873890	9642 Washington St, Eden Prairie, MN, 55324	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-52026	TPA	Sean Torres	1939-04-18	—	—	1225 Park Pl, Las Vegas, NV, 89121	0.48	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
TPA-61411	TPA	Dortohy Wag	1974-07-20	—	—	4129 Bayshore Dr # 533, Columbus, OH, 43268	0.48	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+4 more
TPA-55281	TPA	Frank Castillo	2005-01-02	UHC-40282-62	—	3298 Jefferson Ave, Miami, FL, 33129	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-57557	TPA	Timothy Wong	—	—	6834109706	3169 Camelback Rd, Fresno, CA, 93793	0.48	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
TPA-63997	TPA	Gabriel Gilbert	1987-01-10	—	6913199613	9797 River Rd, Tucson, AZ, 85723	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-55425	TPA	Angela Richardson	1947-10-24	—	8847143794	7082 Oak St, Houston, TX, 77046	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-55277	TPA	Albert Butler	2008-06-20	—	8716909998	4427 Jefferson Ave, Tempe, AZ, 85238	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
TPA-61476	TPA	Aisha Wilson	1964-02-01	—	—	2473 Bayshore Dr, Nashville, TN, 37229	0.50	SSN last four extracted Street suffix standardised Address re-cased City 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-54239	TPA	Patricia Phillips	1963-07-20	—	8568847797	3971 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-63897	TPA	Heather Kim	2006-01-04	—	—	4203 Harbor Blvd # 558, Tempe, AZ, 85255	0.50	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+3 more
TPA-51792	TPA	Camila D Alvarado	—	—	5385579046	2575 Park Pl, Charlotte, NC, 28201	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50638	TPA	Kayla Sims	1987-05-14	—	3276288051	7655 Washington St, Atlanta, GA, 30371	0.50	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
TPA-62471	TPA	Kenneth Medina	1967-10-03	UHC-58954-97	8256422353	817 Hillcrest Rd, Houston, TX, 77090	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-50427	TPA	Ann Campbell	2008-12-18	—	—	223 Indian School Rd, Denver, CO, 80250	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-63628	TPA	Julie C Walsh	1980-09-08	—	7853136471	4721 Meadow Ln, Fresno, CA, 93756	0.50	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+3 more
TPA-57982	TPA	Kayla Perez	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50700	TPA	Brandon E Porter	1947-04-22	—	7575976324	7764 Pine Dr, Miami, FL, 33165	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-51875	TPA	Naathan Greene	1974-10-10	—	—	277 Cedar Ln Apt 34, Columbus, OH, 43236	0.50	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+3 more

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