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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140063	ENR	Billy R Andrews	1955-04-07	UHC-79954-12	2518606280	7626 River Rd Apt 19, Columbus, OH	0.06	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-122320	ENR	Melissa M Jones	1991-01-08	UHC-57867-73	7842759318	4590 Mesa Dr # 684, Orlando, FL	0.06	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+7 more
ENR-137840	ENR	Arthur R Johnson	1954-04-15	UHC-46807-70	8954334474	58 Spring St # 837, Houston, TX	0.08	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-119405	ENR	Amber P Meyer	1970-04-13	UHC-41600-72	3285644024	3676 Spring St # 765, Glendale, AZ, 85356	0.08	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-116726	ENR	Diana Jenkins	1950-07-14	UHC-75693-90	8555050494	2055 Hillcrest Rd, Gilbert, AZ	0.08	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-100357	ENR	Mateo T Perez	1987-01-11	UHC-84161-20	2288512438	3898 Palm Dr, Dallas, TX, 75288	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+6 more
PRV-23021	PRV	Cheryl Collins	1992-04-14	—	4783251355	5401 Church St # 246, Los Angeles, CA	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-108630	ENR	Maria Dean	1956-04-23	UHC-74698-76	6763876139	7608 Washington St Apt 1, Seattle, WA	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-133281	ENR	Kimberly H Willis	1992-07-25	UHC-08833-43	2645269645	2559 Palm Dr # 286, Miami, FL	0.10	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-111055	ENR	Randy K Garrett	1948-06-22	—	9764691188	4836 Willow Ct # 850, Phoenix, AZ, 85023	0.10	Name split from “Last, First”Middle initial moved out of first name Phone reformatted SSN last four extracted+5 more
TPA-53711	TPA	Stephen Hansen	1976-07-12	UHC-99306-74	7442354306	3572 Main St Apt 10, Glendale, AZ	0.18	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
ENR-132732	ENR	Martha U Gordon	1978-11-07	UHC-26479-39	6864228548	6440 Lincoln Way, Dallas, TX	0.18	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+7 more
ENR-119911	ENR	Adam K Espinoza	—	UHC-06637-93	4688521356	7933 Sunset Blvd, Phoenix, AZ, 85026	0.18	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+7 more
PRV-25675	PRV	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 33, Orlando, FL, 32876	0.18	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+7 more
ENR-125377	ENR	Sharon NJunk	1953-02-19	UHC-70918-57	5476231979	5356 Spring St Apt 37, Denver, CO, 80211	0.20	Name re-cased Phone reformatted Member ID reformatted Unit split from street+6 more
ENR-103386	ENR	Gregory H Richardson	1960-04-11	UHC-32697-71	2909667947	1687 Palm Dr Apt 34, Dallas, TX, 75271	0.20	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-131882	ENR	Amanda Morgan	—	UHC-66379-93	5745696902	3949 Jefferson Ave, Miami, FL, 33179	0.20	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+6 more
ENR-113612	ENR	Heather T Powell	1976-04-09	UHC-93409-15	6565984051	1816 Spring St # 128, Atlanta, GA	0.20	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-425051	CLM	Charles N Ortiz	1938-04-02	—	9519246952	6243 Hillcrest Rd, Glendale, AZ, 85395	0.20	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
CLM-428349	CLM	Frances Berry	1968-02-08	—	2047033326	384 Highland Ave # 681, Minneapolis, MN, 55406	0.20	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-140634	ENR	Deborah B Hughes	1956-01-10	UHC-56499-04	8689929527	7923 Lake View Rd # 360, San Antonio, TX, 78224	0.20	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-22700	PRV	Janice Mendoza	1998-10-04	—	4709141900	8684 Main St Apt 23, Scottsdale, AZ, 85226	0.20	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-108536	ENR	Joe G Wong	1984-10-19	UHC-70034-25	4669484278	7380 Bayshore Dr, Sacramento, CA, 95806	0.20	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+6 more
CLM-407362	CLM	Gary Sims	1950-04-10	—	8036631340	7461 Maple Ave Apt 5, Tampa, FL, 33676	0.20	Name re-cased Phone reformatted SSN last four extracted Unit split from street+6 more
CLM-426274	CLM	Stephen Morrison	—	UHC-09325-93	6654978473	141 Indian School Rd, Las Vegas, NV	0.20	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
ENR-132849	ENR	Amanda Richards	—	UHC-51387-40	6545023050	7205 Cedar Ln # 712, Tempe, AZ, 85228	0.20	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+6 more
ENR-135108	ENR	Angela O Martinez	1999-10-19	UHC-65881-79	6313887471	8789 Indian School Rd # 632, Tempe, AZ, 85294	0.20	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-123658	ENR	Ken Fowler	1989-05-09	UHC-79833-73	6302317839	821 Bayshore Dr, Seattle, WA	0.20	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-133309	ENR	Rob O Bradley	1991-11-22	UHC-05439-11	5582033873	3306 Willow Ct Apt 21, Phoenix, AZ	0.20	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+6 more
CLM-403990	CLM	Andrea Alvarado	2001-04-04	UHC-47319-34	8396574728	5259 Pine Dr, Mesa, AZ	0.20	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-105494	ENR	Kevin T Nelsson	1946-03-21	UHC-81221-67	2538063119	739 Washington St, Denver, CO, 80228	0.20	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+6 more
ENR-142191	ENR	George A Wright	1990-07-07	UHC-50766-06	3342029082	7932 Camelback Rd # 949, Miami, FL, 33178	0.20	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
CLM-400390	CLM	Abiagil Olson	—	UHC-39205-83	8578754323	2663 Forest Ave Apt 37, Jacksonville, FL, 32270	0.20	Name re-cased Date of birth missing Phone reformatted Unit split from street+6 more
ENR-110258	ENR	Emily P Armstrong	1959-12-08	—	4608754857	4902 Palm Dr # 432, Chandler, AZ, 85289	0.20	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-112759	ENR	William A Walsh	1983-03-25	UHC-07070-34	5725663894	8684 Spring St Apt 34, Mesa, AZ, 85296	0.20	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
PRV-26203	PRV	Jose J Chapman	1947-03-16	—	9713265250	3582 Pine Dr Apt 40, Sacramento, CA	0.20	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
ENR-124503	ENR	Cynthia Allen	—	UHC-40368-02	6302111076	9695 Sunset Blvd # 892, Eden Prairie, MN, 55397	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-411453	CLM	Ethan Vasquez	1973-06-11	—	3345595001	9113 Washington St # 595, Las Vegas, NV, 89122	0.22	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-121353	ENR	Randy Valdez	—	UHC-41794-23	3289551444	3970 Desert Sky Blvd, Austin, TX, 78744	0.22	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+5 more
PRV-20228	PRV	Anna S Fisher	—	—	9384466330	6576 Camelback Rd, Los Angeles, CA	0.22	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-403902	CLM	Susan Y Ray	1945-09-20	UHC-29128-75	7508211015	3121 Meadow Ln, Mesa, AZ, 85205	0.22	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105878	ENR	Sandra Dion	1944-11-07	UHC-26166-24	8144795431	282 Willow Ct, Scottsdale, AZ, 85244	0.22	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115676	ENR	Brittany Bennett	—	UHC-10516-42	6175309848	9679 Union St Apt 28, Fresno, CA	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-129556	ENR	Margaret C Padilla	1959-08-02	UHC-17002-98	5472604197	9577 Broadway, Chandler, AZ, 85276	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+5 more
ENR-117221	ENR	Sophia H Ferguson	—	UHC-38535-74	6188715819	5698 Baseline Rd # 435, San Antonio, TX, 78225	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+5 more
CLM-405849	CLM	Willie Y Coleman	—	UHC-87140-40	3299363193	1964 Lake View Rd, Scottsdale, AZ, 85261	0.22	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-141200	ENR	Denny E Nelson	1961-03-27	UHC-29756-86	4592318902	4709 Ridge Rd, Tampa, FL	0.22	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-127184	ENR	Madison Z Daniels	—	UHC-22765-24	9375241910	5065 Desert Sky Blvd, Mesa, AZ	0.22	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-110882	ENR	Joan E Hughes	1989-03-07	UHC-74801-99	8585875770	5017 Bayshore Dr # 514, Glendale, AZ, 85364	0.22	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-122026	ENR	Adam Gray	1986-09-23	UHC-01432-91	9278302313	6378 Hillcrest Rd Apt 22, Plano, TX, 75077	0.22	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more

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