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 unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420772	CLM	Elijah R Gutierrez	—	UHC-69658-63	2325738974	8582 Washington St, San Antonio, TX, 78262	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-134270	ENR	Emily L Diaz	—	UHC-97744-34	—	3389 Camelback Rd, Nashville, TN, 37225	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
ENR-114645	ENR	Vincent Larson	—	UHC-73026-62	8854984227	2120 Church St, Dallas, TX, 75240	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-406113	CLM	Juan S Banks	—	—	8269659337	7773 Forest Ave, Las Vegas, NV, 89164	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-107694	ENR	Samuel U Oliver	—	UHC-97217-14	9693933028	1197 Valley View Dr, Los Angeles, CA, 90090	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-53324	TPA	Judith O Boyd	—	—	7178099671	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-102145	ENR	Donna G Perez	—	UHC-15786-23	5403346902	8563 Palm Dr, Atlanta, GA, 30396	0.60	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-50898	TPA	Daniel Lawrence	—	—	8726698499	8162 Spring St, Plano, TX, 75004	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-121447	ENR	Willie Li	—	UHC-81208-23	7986394227	8736 Jefferson Ave, Los Angeles, CA, 90075	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
CLM-417612	CLM	Mei Flores	—	UHC-58714-51	—	129 Union St, Fresno, CA, 93787	0.60	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-113951	ENR	Douglas A Obrien	—	UHC-06611-98	9703175716	8787 Central Ave, Atlanta, GA, 30382	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-141931	ENR	Michael C Kim	—	UHC-02686-18	9009701989	351 Union St, Austin, TX, 78787	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-100149	ENR	Ahmed W Stevens	—	UHC-43336-16	5772757750	7085 Union St, Denver, CO, 80231	0.60	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430976	CLM	Philip Day	—	UHC-67344-68	8455978616	6435 Sage Ct, Plano, TX, 75021	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-126978	ENR	Bruce P Perkins	—	UHC-27600-51	3244923641	8366 Lake View Rd, Los Angeles, CA, 90048	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-112238	ENR	Kelly C West	—	UHC-89347-77	9192004346	7793 Main St, San Diego, CA, 92187	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-142872	ENR	Mei W McCoy	—	UHC-65566-67	7369226577	599 Lincoln Way, Gilbert, AZ, 85262	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-129428	ENR	Brittany Vasquez	—	UHC-60118-16	5602418709	8014 Baseline Rd, Tampa, FL, 33684	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-420819	CLM	Ashley Pena	—	UHC-93084-46	—	5362 Church St, Los Angeles, CA, 90017	0.60	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-121321	ENR	Carol N Dunn	—	UHC-98857-51	9644550797	5140 Apache Blvd, Fresno, CA, 93731	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
TPA-57615	TPA	Nancy Hughes	—	UHC-92987-80	6757855487	7424 Cedar Ln, Las Vegas, NV, 89131	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-128915	ENR	Anthony James	—	UHC-64793-65	9794147274	2390 Church St, Glendale, AZ, 85385	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
TPA-54116	TPA	Brian Hawkins	—	—	—	9646 Spring St, Nashville, TN, 37275	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-424493	CLM	Ryan Ramirez	—	UHC-68274-91	2413339116	2106 Cedar Ln, Sacramento, CA, 95845	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-29571	PRV	Jacob Thompsun	—	UHC-30058-05	5192541939	5028 Sunset Blvd, Scottsdale, AZ, 85244	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-419692	CLM	Jeremy Hunter	—	—	3078642965	6322 Market St, Charlotte, NC, 28248	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-125695	ENR	Bradley J Santos	—	UHC-59865-84	3624043138	8363 Sage Ct, Phoenix, AZ, 85079	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
PRV-20038	PRV	Betty Weaver	—	—	5137176082	662 Palm Dr, Glendale, AZ, 85395	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-141325	ENR	Lori E Mason	—	UHC-67088-66	—	6710 Main St, Seattle, WA, 98128	0.62	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-50886	TPA	Bryan Harrison	—	—	8032136535	6618 Oak St, Austin, TX, 78713	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-104409	ENR	Samantha K Ryan	—	UHC-28334-48	6685237823	4238 Pine Dr, San Antonio, TX, 78298	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-133058	ENR	Bruce U Evans	—	UHC-11065-29	4119456514	2759 Spring St, Charlotte, NC, 28204	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-115414	ENR	Wei R Robinson	—	UHC-00977-64	2025315396	5506 Desert Sky Blvd, Los Angeles, CA, 90005	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-129780	ENR	Theresa T Maldonado	—	UHC-45767-75	8065319468	6139 Elm St, Dallas, TX, 75293	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-137268	ENR	Joyce Q Murray	—	UHC-53509-33	4663273964	3758 Jefferson Ave, Tempe, AZ, 85206	0.62	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
PRV-21826	PRV	Sophia Z Lynhc	—	UHC-01980-86	7369644069	2211 Harbor Blvd, Mesa, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-420229	CLM	Raymond Elliott	—	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420228	CLM	Raymond Elliott	—	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-52156	TPA	Amy McDonald	—	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-409963	CLM	Ethan Hill	—	—	2225407877	3252 Main St, Austin, TX, 78790	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-403538	CLM	Ahmed Moore	—	UHC-96359-72	—	5163 Valley View Dr, Houston, TX, 77025	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-405222	CLM	Welch Lisa	—	—	6327975083	7329 Maple Ave, Tempe, AZ, 85261	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-20067	PRV	Roy Wood	—	—	6067236102	2733 Sunset Blvd, Gilbert, AZ, 85212	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-404258	CLM	Julie Garza	—	UHC-95660-03	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-414668	CLM	Doris Watson	—	UHC-23249-96	5264765344	6258 Forest Ave, Charlotte, NC, 28267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-26937	PRV	Sarah Frankllin	—	UHC-19757-48	6752135009	5484 Central Ave, Sacramento, CA, 95864	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-135032	ENR	Mateo Lee	—	UHC-39222-72	—	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-406156	CLM	Stephens Katherine	—	UHC-94512-44	7707153349	2233 Pine Dr, Scottsdale, AZ, 85283	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-108601	ENR	Gerald P Lopez	—	UHC-58085-71	—	3691 Jefferson Ave, Jacksonville, FL, 32288	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-423506	CLM	Judith Romero	—	UHC-06958-08	9023892081	5716 Indian School Rd, Charlotte, NC, 28221	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more

2,274 rows, page 17 of 46Previous Next