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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118746	ENR	Aaln Gardner	2000-01-16	UHC-68686-39	5707295074	4452 Ocean Ave, Scottsdale, AZ, 85248	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129378	ENR	Stephanie D Williamson	1961-09-28	UHC-41876-71	8002110863	9825 Mesa Dr, Las Vegas, NV, 89103	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428496	CLM	Priya G Shaw	1955-04-20	—	8404220769	2837 Sage Ct, Miami, FL, 33173	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61661	TPA	Dot Alexander	1946-07-26	—	—	4659 Ocean Ave, Atlanta, GA, 30303	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130615	ENR	Samantha F Washington	1995-02-23	UHC-17963-87	4363508577	4213 Cedar Ln, Glendale, AZ, 85331	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126186	ENR	Zachary X Mejia	1961-08-07	UHC-08699-24	4644260763	4300 Mesa Dr, Denver, CO, 80246	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120734	ENR	Tyler X Banks	2001-05-24	UHC-76470-17	5086546382	6126 Ocean Ave, Seattle, WA, 98110	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125313	ENR	Nicole Henderson	1995-05-24	UHC-56732-85	6609024464	9832 Oak St, Phoenix, AZ, 85006	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59528	TPA	Paul Bryant	1975-01-19	—	—	7916 Meadow Ln, Denver, CO, 80236	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20586	PRV	Stephen Garza	1947-12-11	—	9046536487	9896 Ridge Rd, Orlando, FL, 32863	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26430	PRV	Arjun Evans	1979-02-19	—	2913574271	5961 Broadway, Scottsdale, AZ, 85235	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+3 more
ENR-103652	ENR	Isabella D Robertson	1986-03-18	UHC-58329-99	—	3669 Bayshore Dr, San Antonio, TX, 78252	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104166	ENR	Ana Hamilton	1990-11-09	UHC-46536-08	3099029073	8530 Union St, Scottsdale, AZ, 85282	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-141830	ENR	Gabriel J Ramos	1968-12-09	UHC-38900-83	8912802747	8943 Hillcrest Rd, Las Vegas, NV, 89186	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113284	ENR	Olivia Franklin	1960-02-15	UHC-59523-42	4372832173	5392 Apache Blvd, San Diego, CA, 92148	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111131	ENR	Jacobs Bobby	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 866, San Antonio, TX, 78285	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138712	ENR	Abigail H Turner	1960-12-18	UHC-81001-64	2763606166	1536 Lake View Rd, Nashville, TN, 37272	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-411865	CLM	Helen West	1953-01-09	—	9737254148	5497 Lincoln Way, Mesa, AZ, 85289	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130409	ENR	Harold P Sullivan	1955-11-14	UHC-24775-61	5059220639	1223 Sunset Blvd, Phoenix, AZ, 85034	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424473	CLM	Judith Ramirez	1983-10-07	UHC-46061-12	6095396518	1586 Bayshore Dr, San Antonio, TX, 78206	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123098	ENR	Zachary M Jenkins	1993-05-23	UHC-94606-11	4698708876	3919 Bayshore Dr, Atlanta, GA, 30364	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136043	ENR	Patricia T Mills	1947-01-11	UHC-70712-83	3889971823	1701 Mesa Dr, Houston, TX, 77012	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137160	ENR	Michelle G Harrison	2000-04-28	UHC-04552-01	7899307291	2767 Indian School Rd, Jacksonville, FL, 32204	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112784	ENR	Sofia Dean	1988-09-15	UHC-65371-02	—	4411 Market St, Atlanta, GA, 30385	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-103329	ENR	Omar A Jenkins	1959-02-18	UHC-84841-49	3305338264	6657 Cedar Ln, Jacksonville, FL, 32229	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-430519	CLM	Ronald L Guzman	2008-01-21	UHC-49979-38	3499943771	3336 Church St, Tampa, FL, 33693	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20616	PRV	Nancy Carr	1981-10-16	UHC-63787-77	3997255243	489 Market St, Sacramento, CA, 95855	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25636	PRV	Mark Greene	1991-10-25	UHC-68929-38	2454801147	9173 Meadow Ln, Dallas, TX, 75223	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119297	ENR	Elijah Murphy	1978-04-02	UHC-76725-58	—	409 Harbor Blvd, Charlotte, NC, 28228	0.74	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-117642	ENR	Samantha N Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111993	ENR	Theresa U Cunningham	2004-01-18	UHC-57506-28	9613903662	8763 Washington St, Tempe, AZ, 85277	0.74	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+3 more
ENR-131632	ENR	Sean Lawrece	1942-07-21	UHC-49495-21	7095635514	1498 Willow Ct, Gilbert, AZ, 85221	0.74	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
ENR-113434	ENR	Bobby P Hart	1941-11-19	UHC-50494-13	9763259365	6693 Meadow Ln, Miami, FL, 33104	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106206	ENR	Mary B Austin	1955-10-10	UHC-84483-96	7855301453	9469 Cedar Ln, Miami, FL, 33186	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119112	ENR	Kimberly Cooper	1983-09-12	UHC-95289-30	5829795281	9356 Central Ave, Sacramento, CA, 95865	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401678	CLM	Nicole Ryos	1979-03-27	—	7924875265	5521 Hillcrest Rd, Fresno, CA, 93726	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130699	ENR	Janet Phillips	1975-07-23	UHC-61798-65	2969846450	2817 Sage Ct, Atlanta, GA, 30308	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417293	CLM	Debra C Matthews	1973-10-28	—	—	3697 Lake View Rd, Chandler, AZ, 85267	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421409	CLM	Hughes Aisha	2000-08-26	—	8806385741	5338 Cedar Ln # 606, Denver, CO, 80284	0.74	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-405509	CLM	Larry Kim	1988-06-21	UHC-54455-56	6335073010	780 Church St, Minneapolis, MN, 55486	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115576	ENR	Gary Hamilton	1963-04-19	UHC-83880-59	8435023406	148 Ridge Rd, Tempe, AZ, 85288	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426021	CLM	Pamela Medina	1945-06-06	UHC-50999-12	3906878493	9511 Sunset Blvd, Sacramento, CA	0.74	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-104257	ENR	Adam Alexander	1983-04-20	UHC-65763-27	7374039684	2795 Indian School Rd, Denver, CO, 80274	0.74	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-59382	TPA	Gloria Martiez	1959-09-01	UHC-12879-76	8025233117	840 Central Ave, Las Vegas, NV, 89162	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124512	ENR	Shirley W Miller	1971-04-22	UHC-18949-27	2745387623	7511 Pine Dr, Fresno, CA, 93791	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135930	ENR	Russell Holmes	1981-12-03	UHC-96335-85	9803564027	8880 Meadow Ln, Atlanta, GA, 30317	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406471	CLM	Lauren Jordan	1995-07-18	—	—	3684 Ridge Rd, Minneapolis, MN, 55492	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141985	ENR	Arthur Oliver	1972-07-19	UHC-81066-86	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133815	ENR	Rogeer Gordon	1945-04-10	UHC-28110-84	6068032271	3536 Grand Ave, Denver, CO, 80260	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-102845	ENR	Debra Duncan	1968-04-18	UHC-01762-08	6753275374	259 Apache Blvd, Mesa, AZ, 85225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

3,278 rows, page 33 of 66Previous Next