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

Enrollment, flag “Date of birth missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115545	ENR	Ethan Kennedy	—	UHC-94235-35	3559499214	2663 Hillcrest Rd # 756, Mesa, AZ, 85297	0.44	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+6 more
ENR-122842	ENR	Bryan Gordon	—	UHC-04003-37	7232021397	1344 Ocean Ave, Glendale, AZ, 85326	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-118480	ENR	Debra J Elliott	—	UHC-29655-41	7519558773	5362 Park Pl, Nashville, TN, 37210	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-129468	ENR	Tyler M Mason	—	UHC-65746-05	7276199688	4287 Union St, San Diego, CA, 92134	0.46	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+5 more
ENR-114988	ENR	Joshua Walsh	—	UHC-13971-36	5252764697	3202 Pine Dr, Denver, CO, 80286	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-128292	ENR	Hnery Chen	—	UHC-33237-14	3595577703	7603 Sunset Blvd, Dallas, TX, 75297	0.46	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+5 more
ENR-123200	ENR	Rachel F Maldonado	—	UHC-71621-23	5604859058	9202 Main St, Austin, TX, 78720	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-124172	ENR	Bobby Robisnon	—	UHC-36417-87	2758216491	7600 Bayshore Dr, Eden Prairie, MN, 55399	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+5 more
ENR-114951	ENR	Wei Young	—	UHC-83500-09	2738162623	3320 Sunset Blvd, Scottsdale, AZ, 85295	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-141547	ENR	Andrew Hoffman	—	UHC-49164-75	5524392270	8112 Meadow Ln # 918, Tampa, FL, 33690	0.48	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-108259	ENR	Kathryn Lawson	—	UHC-39531-79	6822446367	6646 Canyon Rd, Orlando, FL, 32893	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-102594	ENR	Santiago X Ruiz	—	UHC-24348-69	5946875549	7526 Union St, Miami, FL	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-129148	ENR	Hiroshi U Schultz	—	UHC-49624-39	9873904263	2330 Palm Dr, Phoenix, AZ, 85079	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123536	ENR	Logan Carlson	—	UHC-21993-13	3998860100	3760 Main St, Mesa, AZ	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122616	ENR	Shirley Bennett	—	UHC-38488-53	3919141801	8915 Canyon Rd, Plano, TX, 75024	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133359	ENR	Grace Armstrong	—	UHC-66399-35	—	6118 Sage Ct, Scottsdale, AZ, 85288	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-107859	ENR	Brandon Price	—	UHC-79134-71	7012471474	5569 Desert Sky Blvd, Orlando, FL, 32854	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-130966	ENR	Abigail F Vazquez	—	UHC-89341-24	3833353453	6140 Pine Dr, Austin, TX, 78747	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-115202	ENR	Danielle Tucker	—	UHC-36926-50	9653882432	5004 Church St, San Antonio, TX, 78223	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-125047	ENR	Kyle Tran	—	UHC-53619-59	4514110427	4149 Willow Ct, Eden Prairie, MN, 55321	0.48	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
ENR-108165	ENR	Kathryn Ramirez	—	UHC-00624-02	8616212548	9294 Park Pl, Gilbert, AZ, 85281	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114138	ENR	Lauren Perry	—	UHC-79257-94	9664326969	1166 Camelback Rd, Eden Prairie, MN, 55300	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-132323	ENR	Scott M Singh	—	UHC-17288-43	7792045030	1717 Hillcrest Rd, Sacramento, CA, 95833	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132451	ENR	Jerry Thompson	—	UHC-70094-70	3564148088	8380 Ridge Rd, Seattle, WA	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-131586	ENR	Benjamin U Carpenter	—	UHC-86121-26	—	8555 Baseline Rd, Columbus, OH, 43243	0.48	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+4 more
ENR-120973	ENR	Julie R Rios	—	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-131666	ENR	Debra Howell	—	UHC-76247-63	2018947966	9725 Mesa Dr, Austin, TX, 78743	0.48	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+4 more
ENR-124123	ENR	Carol Kelly	—	UHC-09522-48	3018346050	1796 Maple Ave, Seattle, WA, 98114	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115800	ENR	Jesse N Pena	—	UHC-04366-25	—	2100 Jefferson Ave, Charlotte, NC, 28220	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-115315	ENR	Bruce Gordon	—	UHC-76548-65	9128951340	1965 Apache Blvd, Austin, TX, 78712	0.48	Name re-cased Date of birth missing Phone reformatted City re-cased+4 more
ENR-120436	ENR	Katherine N Hawkins	—	UHC-90748-59	8819951080	7014 Valley View Dr, Austin, TX, 78788	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-124395	ENR	Russell C Murphy	—	UHC-65080-58	7742284369	3490 Hillcrest Rd, Las Vegas, NV, 89141	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-136931	ENR	Ana N Cook	—	UHC-77205-44	5818258142	8193 Ridge Rd, Tempe, AZ, 85251	0.48	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+4 more
ENR-122405	ENR	Patrick W Patel	—	UHC-39683-22	3963954550	2331 Apache Blvd, Houston, TX, 77099	0.48	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-103082	ENR	Santiago L Green	—	UHC-37513-76	8392941285	7039 Church St, Los Angeles, CA	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-138156	ENR	Luis P Powell	—	UHC-83291-95	4008420868	7966 Ridge Rd, San Diego, CA, 92115	0.48	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-143072	ENR	Valentina E Garrett	—	UHC-90419-92	9128759111	6804 Ocean Ave, Plano, TX, 75013	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101185	ENR	Eric G Hoffman	—	UHC-44737-83	7583780776	4427 Desert Sky Blvd, Plano, TX, 75048	0.50	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133769	ENR	Diego Snyder	—	UHC-57459-82	3989341877	2917 Washington St, Seattle, WA, 98101	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-113971	ENR	Evelyn V Coleman	—	UHC-59991-62	7553933108	5757 Main St, Tampa, FL, 33672	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-121120	ENR	Sean Allen	—	UHC-74463-68	6972892673	9243 Union St, Seattle, WA, 98183	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-114727	ENR	Sharon E Meyer	—	UHC-78085-87	9742487576	3676 Maple Ave, Los Angeles, CA	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-110959	ENR	Melissa U Parker	—	UHC-58335-25	4232137268	5230 Cedar Ln # 756, Sacramento, CA, 95833	0.50	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139747	ENR	Cynthia C Williams	—	UHC-21317-72	4572067195	5152 Valley View Dr, Orlando, FL, 32896	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-132997	ENR	Debra Garza	—	UHC-76716-09	2958022764	6122 Highland Ave, Austin, TX, 78756	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113102	ENR	Tyler Welch	—	UHC-09460-08	9452336376	8030 Apache Blvd, Houston, TX, 77087	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-116433	ENR	Wayne A Sanchez	—	—	2393987526	3186 Harbor Blvd, Los Angeles, CA	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115733	ENR	Sandra Reyes	—	UHC-77075-98	8249183594	8178 Market St, Dallas, TX, 75230	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103543	ENR	Marilyn Palmer	—	UHC-43877-85	5445616647	617 Camelback Rd, Las Vegas, NV, 89172	0.50	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
ENR-115242	ENR	Ahmed I Patel	—	UHC-86063-13	6123970918	7258 Apache Blvd, Austin, TX, 78766	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more

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