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-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
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
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
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
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
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
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
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
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
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
ENR-122800	ENR	Danielle K Rojaas	—	UHC-08006-46	5149509022	4114 Forest Ave, Tucson, AZ, 85762	0.70	Date of birth missing Phone reformatted State name converted to code
ENR-134801	ENR	Stephanie Moore	—	UHC-96480-12	5987382091	4646 Ridge Rd Apt 26, San Antonio, TX, 78256	0.70	Name re-cased Date of birth missing Unit split from street
ENR-133513	ENR	Andrea S McDonald	—	UHC-21538-62	5134624801	323 Mountain View Dr, Columbus, OH, 43281	0.70	Date of birth missing Phone reformatted State name converted to code
ENR-128922	ENR	Keith P Hudson	—	UHC-69245-17	7224729488	9739 Central Ave, Tucson, AZ, 85706	0.70	Middle initial moved out of first name Date of birth missing Placeholder values cleared
ENR-105828	ENR	Lisa Campell	—	UHC-87281-93	6732717388	1629 Pine Dr # 601, Denver, CO, 80275	0.70	Date of birth missing Phone reformatted Unit split from street
ENR-137114	ENR	Brenda K Price	—	UHC-49836-10	6976710815	8415 Spring St, Charlotte, NC, 28299	0.70	Date of birth missing Street suffix standardised Address re-cased
ENR-111607	ENR	Mary Y Stephens	—	UHC-92975-55	8759095517	2369 Hillcrest Rd, Houston, TX, 77010	0.70	Name re-cased Date of birth missing State name converted to code
ENR-107944	ENR	Jesse E Fields	—	UHC-75871-12	2475310915	829 Central Ave, Dallas, TX, 75288	0.70	Date of birth missing Street suffix standardised Address re-cased
ENR-122746	ENR	Evelyn Wong	—	UHC-67290-43	4662732042	2547 Mountain View Dr Apt 22, Charlotte, NC, 28287	0.70	Date of birth missing Phone reformatted Unit split from street
ENR-143034	ENR	David K Perry	—	UHC-81654-23	5179320743	1212 Oak St Apt 26, Los Angeles, CA, 90009	0.70	Date of birth missing Unit split from street Whitespace trimmed
ENR-133448	ENR	Denise E Adams	—	UHC-63179-56	8638571973	3624 Harbor Blvd, Gilbert, AZ, 85288	0.70	Date of birth missing SSN last four extracted Whitespace trimmed
ENR-128986	ENR	Sara Estrada	—	UHC-31111-49	7713627179	2636 Forest Ave, Jacksonville, FL, 32276	0.70	Date of birth missing Phone reformatted Gender normalised
ENR-111608	ENR	Aisha Hanson	—	UHC-94475-97	3157849821	6852 Willow Ct, Houston, TX, 77094	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
ENR-118988	ENR	Mei B Bradley	—	UHC-98883-33	—	3322 Palm Dr, Denver, CO, 80277	0.76	Name re-cased Date of birth missing City re-cased State code upper-cased+2 more
ENR-103891	ENR	Eric F Ellis	—	UHC-03468-15	4762955422	—	0.76	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-122086	ENR	Andrew Z Carr	—	UHC-90893-71	5846119363	8266 Broadway, San Diego, CA, 92109	0.76	Date of birth missing Phone reformatted Address re-cased State code upper-cased+2 more
ENR-100039	ENR	Jennifer Matthews	—	UHC-41569-96	2678221359	1779 Harbor Blvd, Charlotte, NC, 28281	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
ENR-130097	ENR	Natalie Jimenez	—	UHC-11572-90	9358354476	1836 River Rd, Tempe, AZ, 85249	0.78	Name re-cased Date of birth missing City re-cased Whitespace trimmed+1 more
ENR-137110	ENR	Amanda Dean	—	UHC-20527-55	6896447929	9344 Park Pl, Minneapolis, MN, 55436	0.78	Name re-cased Date of birth missing Phone reformatted Email lower-cased+1 more
ENR-140270	ENR	Doriis Lynch	—	UHC-46221-83	7339846398	905 Mountain View Dr, San Diego, CA, 92175	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-124900	ENR	Gabriel J Wong	—	UHC-32961-30	—	3548 Harbor Blvd, Tampa, FL, 33636	0.78	Date of birth missing City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-124263	ENR	Megan Ford	—	UHC-44478-63	7163555354	1688 Bayshore Dr, Columbus, OH, 43231	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-109800	ENR	Ronald Martin	—	UHC-22083-96	4684218930	—	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+1 more
ENR-132320	ENR	Harold M Rios	—	UHC-13868-34	4829563325	2214 Harbor Blvd, Minneapolis, MN, 55447	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-122938	ENR	Karen W Howell	—	UHC-45285-05	7504302314	2893 Pine Dr, Austin, TX, 78720	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-139395	ENR	Gary O Harris	—	UHC-62653-03	3565791319	1821 Park Pl, Gilbert, AZ, 85295	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-125529	ENR	Albert Ellis	—	UHC-85432-06	9452836060	860 Ocean Ave, Houston, TX, 77050	0.78	Date of birth missing City re-cased Email lower-cased Plan code upper-cased+1 more
ENR-125975	ENR	Donna Wong	—	UHC-05699-88	7386614629	7147 Mountain View Dr, Glendale, AZ, 85396	0.78	Name re-cased Date of birth missing Phone reformatted State code upper-cased+1 more
ENR-101881	ENR	Mary Z Sandoval	—	UHC-46216-66	6143672410	6116 Pine Dr, Minneapolis, MN, 55400	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-131021	ENR	Sarah T Cooper	—	UHC-49792-05	—	9543 Hillcrest Rd, Eden Prairie, MN, 55377	0.78	Name re-cased Date of birth missing Email lower-cased Whitespace trimmed+1 more
ENR-108956	ENR	Dieo H Gonzales	—	UHC-87150-98	4236021525	3904 Market St, Minneapolis, MN, 55408	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more

449 rows, page 8 of 9Previous Next