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-426721	CLM	GeorgeJunk	—	—	7047922841	—	0.68	Date of birth missing Phone reformatted Placeholder values cleared No usable name (quarantined)
ENR-114389	ENR	Hiroshi B Harrison	—	UHC-09174-09	5389243959	8739 Ocean Ave, Las Vegas, NV, 89129	0.68	Date of birth missing Phone reformatted Street suffix standardised Address re-cased
CLM-413441	CLM	Bruce Garza	—	—	—	2756 Ocean Ave, Miami, FL, 33113	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
PRV-29469	PRV	Michelle Z Alvarez	—	—	9882735027	9370 Hillcrest Rd, Tempe, AZ, 85235	0.68	Middle initial moved out of first name Date of birth missing Phone reformatted Placeholder values cleared
ENR-115595	ENR	Kathryn Y Marquez	—	UHC-99441-94	2416810562	8346 Baseline Rd, Tucson, AZ, 85740	0.68	Date of birth missing Phone reformatted Email lower-cased Gender normalised
CLM-400610	CLM	Roger P Tran	—	UHC-00583-18	7616571574	2965 Camelback Rd, San Antonio, TX, 78238	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
CLM-413584	CLM	Christian Gonzalez	—	—	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
ENR-108249	ENR	Carol Willis	—	UHC-44523-10	3298180918	3797 Palm Dr, Los Angeles, CA, 90057	0.68	Name re-cased Date of birth missing Street suffix standardised Address re-cased
ENR-111901	ENR	Alan D Buke	—	UHC-49588-49	3868987890	7703 Willow Ct, Glendale, AZ, 85310	0.68	Date of birth missing Phone reformatted Street suffix standardised Address re-cased
TPA-54623	TPA	Mei Little	—	—	3266580463	8602 Central Ave, Eden Prairie, MN, 55310	0.68	Date of birth missing State name converted to code Whitespace trimmed Placeholder values cleared
CLM-432216	CLM	Patrick G Lawrence	—	UHC-40638-05	—	3024 Canyon Rd, Minneapolis, MN, 55445	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
CLM-431140	CLM	Roger Franklin	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-405671	CLM	Diego E Johnston	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-114792	ENR	Mark Powell	—	UHC-33325-83	2834216239	9187 Ocean Ave, Plano, TX, 75022	0.68	Date of birth missing Phone reformatted Street suffix standardised Address re-cased
ENR-108153	ENR	Ryan O Maldonado	—	UHC-48920-84	—	3211 Lincoln Way, Austin, TX, 78767	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
PRV-27666	PRV	Justin Rojas	—	—	4103007271	2150 Highland Ave, Atlanta, GA, 30332	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-423447	CLM	Madison Hawkins	—	UHC-18827-80	6365432404	3643 Forest Ave, Gilbert, AZ, 85231	0.68	Date of birth missing Phone reformatted Gender normalised Placeholder values cleared
ENR-138688	ENR	Mary Henry	—	UHC-01663-34	9417262912	7201 Washington St, Fresno, CA, 93742	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-126176	ENR	Wayne Campbell	—	UHC-79401-10	7167177070	8279 Desert Sky Blvd, Columbus, OH, 43231	0.68	Name re-cased Date of birth missing Phone reformatted Gender normalised
CLM-420913	CLM	Richard Franklin	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-414738	CLM	Yuki Foster	—	UHC-89406-61	—	3566 Lake View Rd, Sacramento, CA, 95847	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
TPA-54751	TPA	Dylan Larson	—	—	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
ENR-113242	ENR	Joshua Schmdit	—	UHC-68680-16	6674310594	2072 Ridge Rd, San Antonio, TX, 78272	0.68	Date of birth missing Phone reformatted Street suffix standardised Address re-cased
ENR-134544	ENR	Christian J Jenkins	—	UHC-54136-63	9337836522	5840 Broadway, Mesa, AZ, 85256	0.68	Date of birth missing Phone reformatted City re-cased Gender normalised
CLM-430302	CLM	Debbie Perez	—	—	—	2625 Highland Ave, Chandler, AZ, 85246	0.68	Name re-cased Date of birth missing ZIP+4 trimmed Placeholder values cleared
CLM-410326	CLM	Brian W Roberts	—	UHC-10708-73	—	4456 River Rd, Tucson, AZ	0.68	Date of birth missing ZIP missing Whitespace trimmed Placeholder values cleared
CLM-404888	CLM	Linda Murraay	—	UHC-87160-20	—	9085 Washington St Apt 7, Mesa, AZ, 85250	0.68	Date of birth missing Unit split from street Whitespace trimmed Placeholder values cleared
ENR-141046	ENR	Christine Murray	—	UHC-07405-48	—	894 Elm St, Orlando, FL, 32823	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
ENR-115439	ENR	Emily Hanson	—	UHC-07652-89	8566311779	3323 Hillcrest Rd, Las Vegas, NV, 89132	0.68	Date of birth missing Phone reformatted Street suffix standardised Address re-cased
ENR-127049	ENR	Omar Guerrero	—	UHC-60254-91	2767338359	6655 Church St, Atlanta, GA, 30399	0.68	Date of birth missing Phone reformatted Street suffix standardised Address re-cased
ENR-139920	ENR	Alexander E Johnston	—	UHC-11573-97	5566083016	4124 Sunset Blvd, Eden Prairie, MN, 55367	0.68	Middle initial moved out of first name Date of birth missing Phone reformatted Email lower-cased
ENR-134922	ENR	Carol P Greeen	—	UHC-41190-11	—	8909 Indian School Rd, San Diego, CA, 92136	0.68	Name re-cased Date of birth missing ZIP+4 trimmed Placeholder values cleared
ENR-106286	ENR	Edward Graham	—	UHC-96241-33	—	3756 Lincoln Way # 328, Mesa, AZ, 85278	0.68	Date of birth missing Unit split from street Whitespace trimmed Placeholder values cleared
TPA-59143	TPA	Emily Jones	—	—	—	9687 Valley View Dr, Orlando, FL, 32808	0.68	Date of birth missing City re-cased State name converted to code Placeholder values cleared
CLM-421685	CLM	Justin Maldonado	—	UHC-51965-78	—	199 Washington St, Miami, FL, 33153	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
CLM-419588	CLM	Karen R Stewart	—	—	3985202442	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-114376	ENR	Billly P Peterson	—	UHC-29755-09	8022837389	5137 Harbor Blvd, Atlanta, GA, 30326	0.68	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed
TPA-59535	TPA	Jeffrey Bradley	—	—	—	3300 Cedar Ln, Eden Prairie, MN, 55321	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
ENR-131473	ENR	Justin Williams	—	UHC-22721-48	9532641547	6948 Mesa Dr, Plano, TX, 75006	0.68	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed
ENR-103384	ENR	Julie Wilson	—	UHC-09434-86	5757547761	5092 Park Pl, Tempe, AZ, 85291	0.68	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed
CLM-402763	CLM	Jacob Evans	—	UHC-30782-04	—	2290 Spring St, Jacksonville, FL, 32244	0.68	Date of birth missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-117668	ENR	Hannah Brown	—	UHC-26443-88	—	5454 Sunset Blvd, Houston, TX, 77080	0.68	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed
CLM-402680	CLM	Charlotte Shaw	—	UHC-98731-47	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-104512	ENR	Heather X Ray	—	UHC-23714-31	7576122906	9412 Meadow Ln, Tempe, AZ, 85279	0.68	Date of birth missing Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-426966	CLM	Keith Collins	—	—	—	2439 Mesa Dr, Los Angeles, CA, 90053	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
ENR-108371	ENR	Brian B Patel	—	UHC-04047-38	2347863479	2330 Maple Ave, Orlando, FL, 32876	0.68	Name re-cased Date of birth missing Phone reformatted Gender normalised
TPA-53133	TPA	Nicholas Gibson	—	—	—	6030 Camelback Rd, Minneapolis, MN, 55489	0.68	Date of birth missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412094	CLM	Noah O Coleman	—	UHC-80842-13	—	3319 Maple Ave, Charlotte, NC, 28269	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
ENR-120622	ENR	Charles I Fowler	—	UHC-45989-53	9655437918	3451 Mountain View Dr, Mesa, AZ, 85269	0.68	Date of birth missing Phone reformatted Email lower-cased Gender normalised
ENR-134842	ENR	Alan P Holmes	—	UHC-32035-80	5982509524	4324 Baseline Rd, Mesa, AZ, 85275	0.68	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased

990 rows, page 15 of 20Previous Next