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

All sources, 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
ENR-120761	ENR	Jerry Brooks	2006-11-13	UHC-31314-44	9304291308	9445 Market St, Glendale, AZ	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-422246	CLM	Megan Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 156, San Antonio, TX, 78243	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-118122	ENR	Christopher I Ramos	—	UHC-13342-54	7606488591	1195 Spring St, Tucson, AZ	0.36	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+4 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
ENR-139282	ENR	Dorothy U Luna	1981-11-21	UHC-96492-82	9006863623	8546 Baseline Rd Apt 6, Nashville, TN, 37275	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
PRV-24085	PRV	Philip Sims	—	UHC-24004-33	6634090106	2558 Baseline Rd, Atlanta, GA, 30348	0.36	Name split from “Last, First”Date of birth missing Phone reformatted SSN last four extracted+4 more
ENR-119225	ENR	Kenneth Fields	—	UHC-20026-06	6419990987	8295 Jefferson Ave, Orlando, FL, 32875	0.36	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+4 more
ENR-119495	ENR	Harold Austin	1948-05-28	UHC-64449-34	3285076821	7230 Jefferson Ave # 760, Gilbert, AZ, 85279	0.36	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-124058	ENR	Hiroshi R Chen	—	UHC-44955-99	—	7171 Jefferson Ave, San Diego, CA, 92180	0.36	Date of birth missing Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-140454	ENR	Megan Miller	1991-03-22	UHC-23582-70	9812261741	4638 Highland Ave Apt 37, Denver, CO, 80293	0.36	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
CLM-413283	CLM	Samuel A Rivera	1988-07-26	—	3786441173	4182 Valley View Dr, Jacksonville, FL, 32271	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-21868	PRV	Logan H Welch	1964-09-19	—	9483956037	5903 Grand Ave, Minneapolis, MN, 55407	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-118620	ENR	Yuki Carroll	1984-02-14	UHC-32478-05	—	1033 Sunset Blvd, Los Angeles, CA, 90090	0.36	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-115162	ENR	Jose Barnes	1979-07-16	UHC-53140-13	—	7290 Cedar Ln, Austin, TX, 78722	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-137513	ENR	Jose Hunter	1993-05-13	UHC-19929-37	5366985071	829 Maple Ave, Atlanta, GA, 30388	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-108159	ENR	Danielle McCoy	1989-01-25	UHC-02509-48	5513960722	3451 Cedar Ln, Glendale, AZ, 85304	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-131991	ENR	Mariana Vasquez	1993-06-07	UHC-75756-09	6483586328	4186 Elm St, Charlotte, NC	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-108176	ENR	Kathryn W Perkins	1957-12-14	UHC-93783-49	2203910090	4777 Sage Ct # 305, Minneapolis, MN, 55473	0.36	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
CLM-425279	CLM	Eric Perry	1951-06-01	UHC-55847-91	9343538171	9175 Elm St # 991, Dallas, TX	0.36	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-106422	ENR	Ronald Sims	1980-04-26	UHC-83579-90	3573963674	6616 Jefferson Ave Apt 24, Eden Prairie, MN	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-106421	ENR	Ronald Sims	1980-04-26	UHC-83579-90	3573963674	6616 Jefferson Ave Apt 24, Eden Prairie, MN	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-126077	ENR	Jack Murray	1958-06-16	UHC-23811-56	9144912283	3124 Sunset Blvd, Houston, TX, 77011	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-108509	ENR	Judy L Hughse	—	UHC-26972-28	7409855473	2731 Forest Ave, Gilbert, AZ, 85239	0.36	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-142905	ENR	Ray L Barnes	1940-08-09	UHC-22306-09	—	5331 River Rd Apt 33, San Antonio, TX, 78202	0.36	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-103030	ENR	Jen Garrett	1997-02-05	UHC-15966-39	8443573670	398 Baseline Rd, Austin, TX, 78757	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-142515	ENR	Jason I Vega	1977-06-17	UHC-67493-46	9787153884	7859 River Rd Apt 35, Tampa, FL, 33644	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-125009	ENR	Danielle Carpenter	1995-05-21	UHC-39373-55	3275951779	3612 Park Pl, Minneapolis, MN, 55430	0.36	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
CLM-418164	CLM	Lucia Delgado	1977-09-01	UHC-30422-08	5902161437	4775 Meadow Ln, Sacramento, CA, 95813	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-130052	ENR	Debra Hoffman	1983-03-20	UHC-18077-63	5772670292	7106 Apache Blvd, Tampa, FL	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+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
CLM-410520	CLM	Evelyn West	1995-12-24	UHC-84463-14	—	1337 Forest Ave, Tempe, AZ	0.36	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-116006	ENR	Roger O Bishop	1958-03-26	UHC-15509-76	4324305118	695 Canyon Rd, Austin, TX, 78798	0.36	Date of birth reformatted Phone 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
ENR-106180	ENR	Alice Diaz	1972-11-25	UHC-82251-24	5047889236	1830 Mesa Dr Apt 29, Jacksonville, FL, 32269	0.36	Two-digit birth year Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-112394	ENR	Stephanie J Freeman	—	UHC-23974-43	4435742466	8960 Spring St, Chandler, AZ, 85294	0.36	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-113993	ENR	Daine Smith	1964-09-06	UHC-69977-88	—	6277 Highland Ave, Denver, CO, 80268	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
PRV-22958	PRV	Rob Phillips	1943-11-04	—	7325472007	4709 Indian School Rd, Scottsdale, AZ, 85255	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-134183	ENR	Mateo M Burke	2007-08-20	UHC-43196-61	4533186571	7355 Sunset Blvd, Los Angeles, CA, 90086	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-126136	ENR	Elizabeth V Specner	1989-01-14	UHC-10467-32	3175239732	6879 Willow Ct, Los Angeles, CA, 90062	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-137928	ENR	Gloria Espinoza	1977-04-17	UHC-19393-67	4345353258	2480 Canyon Rd, Denver, CO, 80237	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-21850	PRV	Susan Cruz	1999-02-13	UHC-91616-29	8619654207	9775 Cedar Ln, Atlanta, GA, 30338	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-118151	ENR	Teresa S Adams	2005-02-23	UHC-94349-39	5178129738	2357 Camelback Rd, Charlotte, NC, 28211	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-116609	ENR	Janet J Young	1976-05-24	UHC-69097-81	2425705194	3328 Oak St, Nashville, TN, 37280	0.36	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
CLM-423180	CLM	Karen Campbell	1942-01-28	—	—	4437 River Rd, Columbus, OH, 43264	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-120525	ENR	Dennys J Dominguez	1966-12-28	UHC-79255-89	7702938775	7029 Union St, San Diego, CA, 92171	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-114681	ENR	Kevin L Soot	1955-12-09	UHC-69990-78	4152597720	3195 Meadow Ln, San Antonio, TX, 78261	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-409048	CLM	Ralph Simpson	1938-03-20	UHC-13940-20	—	4591 Park Pl, Phoenix, AZ, 85087	0.36	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-124798	ENR	Walter Robertson	1981-06-24	UHC-87465-35	4146738052	7128 Lake View Rd, Austin, TX, 78780	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
CLM-430517	CLM	Carol Carter	1974-11-05	UHC-97175-90	—	6492 Washington St, Chandler, AZ	0.36	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-139035	ENR	Donald Payne	1959-06-26	UHC-97805-04	7782909563	6405 Hillcrest Rd, Gilbert, AZ, 85276	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more

2,817 rows, page 3 of 57Previous Next