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 “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
CLM-402869	CLM	Jennifer Phillips	—	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419619	CLM	Virginia Weaver	—	—	—	5687 Sage Ct, Glendale, AZ	0.48	Name re-cased Date of birth missing City re-cased ZIP missing+4 more
TPA-54034	TPA	Dennis Foster	—	—	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+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
TPA-59737	TPA	Janet Ryan	—	—	9558806102	1484 Mesa Dr, San Antonio, TX, 78203	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419893	CLM	Lawrence Jackson	—	UHC-33336-58	4302933514	8802 Harbor Blvd, Nashville, TN	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-412070	CLM	Kevin Mejia	—	—	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+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
CLM-410870	CLM	Gerald I Bennett	—	—	5108065193	4382 Canyon Rd, Columbus, OH, 43234	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
CLM-416424	CLM	Melissa Anderson	—	UHC-00123-95	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.48	Name re-cased 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
CLM-415564	CLM	Lori Roberts	—	UHC-78605-17	—	9741 Canyon Rd, Houston, TX, 77071	0.48	Name re-cased Date of birth missing 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
TPA-54389	TPA	Fatima Simmons	—	—	—	388 Church St # 621, Columbus, OH, 43239	0.48	Name re-cased Date of birth missing Unit split from street Street suffix standardised+4 more
CLM-414746	CLM	Lori Jones	—	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
TPA-60007	TPA	Santiago Carolyn	—	—	3335090715	3514 Indian School Rd, Atlanta, GA, 30355	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25292	PRV	Kimberly R Ortega	—	—	6494069936	7148 Sage Ct, Jacksonville, FL	0.50	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
PRV-26346	PRV	Bobby Q Barnes	—	—	2505428493	7012 Lake View Rd, Jacksonville, FL	0.50	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
CLM-421710	CLM	Sophia Ray	—	—	7377922231	707 Valley View Dr, Austin, TX, 78737	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 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
CLM-405175	CLM	Charles Jenkins	—	UHC-72962-24	—	7771 Forest Ave, Fresno, CA, 93782	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+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
CLM-424979	CLM	Julia Snyder	—	UHC-13287-87	5519330880	9086 Canyon Rd, Los Angeles, CA, 90003	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407248	CLM	Grace Hayes	—	UHC-70367-18	—	4935 Apache Blvd # 663, Orlando, FL, 32804	0.50	Name re-cased Date of birth missing Unit split from street 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
CLM-420737	CLM	Rebecca Henry	—	UHC-09021-94	—	8916 Spring St, Los Angeles, CA, 90017	0.50	Date of birth missing Phone missing area code Street suffix standardised Address re-cased+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
PRV-25249	PRV	Mariana Ryan	—	—	7873258829	2596 Valley View Dr, Plano, TX, 75082	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-408397	CLM	William Harvy	—	UHC-66390-26	5076532477	6888 Meadow Ln, Atlanta, GA, 30301	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423577	CLM	Peter Y Hernandez	—	—	8894600573	7574 Baseline Rd, Gilbert, AZ, 85204	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28611	PRV	Harold Green	—	—	—	5450 Spring St, Seattle, WA	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-29546	PRV	Hiroshi Butler	—	UHC-41564-73	3487174748	4742 Oak St, Denver, CO	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+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
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
PRV-24370	PRV	Lawrence Carter	—	—	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.50	Name split from “Last, First”Date of birth missing 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
CLM-429143	CLM	Heather Nelson	—	—	—	3480 Main St, Plano, TX, 75059	0.50	Name re-cased Date of birth missing SSN last four extracted Street suffix standardised+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
CLM-416528	CLM	Martha Flores	—	UHC-46994-53	—	5204 Palm Dr Apt 32, Plano, TX, 75033	0.50	Date of birth missing Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-52087	TPA	Mei Jordaan	—	—	4192914781	8617 Desert Sky Blvd, Glendale, AZ, 85333	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more

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