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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109876	ENR	Lawrence J Anderson	1993-11-13	UHC-05595-06	9215824467	5201 Valley View Dr, Denver, CO, 80281	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126844	ENR	Carlos Owens	2002-03-21	UHC-15148-98	—	7466 Desert Sky Blvd, San Antonio, TX, 78278	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128593	ENR	Gregory Q Romero	1946-11-20	UHC-97200-08	2022846618	8178 Sage Ct, Orlando, FL, 32844	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114360	ENR	Martha U Ford	1961-02-21	UHC-56717-41	9767378504	5939 Palm Dr, Las Vegas, NV, 89155	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112434	ENR	Mrak Y Elliott	1950-10-20	UHC-75576-62	6204988692	2679 Pine Dr, Los Angeles, CA, 90020	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124807	ENR	Logan O Andrews	1991-09-19	UHC-36924-06	3236321320	1919 Union St, Eden Prairie, MN, 55337	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122567	ENR	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-131030	ENR	Dot M Walker	1977-01-10	UHC-49183-67	6146452238	7010 Harbor Blvd, Denver, CO, 80231	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113979	ENR	Jacqueline Jenkins	1954-01-08	UHC-69211-43	8249375053	995 Baseline Rd, Minneapolis, MN, 55452	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136181	ENR	Nathan H Wong	2001-08-11	UHC-21440-42	7622412439	7166 Sage Ct, Phoenix, AZ, 85084	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123553	ENR	Doroothy Ryan	1968-08-15	UHC-07579-14	—	4228 River Rd, Houston, TX, 77096	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121732	ENR	Amy Thompson	1987-11-09	UHC-57787-63	8997949203	364 Pine Dr, Phoenix, AZ, 85006	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120936	ENR	Hunter Z Priya	1954-01-20	UHC-29271-30	9786209617	800 Union St, Jacksonville, FL, 32226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130277	ENR	Andrew L Torres	1961-08-03	UHC-97596-90	7829374162	300 Forest Ave Apt 33, Plano, TX, 75010	0.74	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-123727	ENR	Brandon Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-137627	ENR	Kelly Howell	1959-06-26	UHC-34719-56	4817739782	4015 Washington St, Tempe, AZ, 85263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139003	ENR	Kayla George	1989-03-06	UHC-86535-31	7773757923	4785 Lake View Rd, Charlotte, NC, 28203	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120052	ENR	Dylan Butler	2003-09-07	UHC-22460-47	5095558465	8514 Ridge Rd, Atlanta, GA, 30330	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129147	ENR	Samuel Perkins	1969-08-26	UHC-03433-45	6179691045	514 Meadow Ln Apt 30, Los Angeles, CA, 90033	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-109347	ENR	Arjun Robinson	1993-04-08	UHC-87526-10	2673156991	9798 River Rd, Charlotte, NC, 28239	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-139269	ENR	Luis Duncan	1998-10-12	UHC-50248-11	5776853865	8373 Harbor Blvd, Gilbert, AZ, 85295	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111046	ENR	Donna W Ferguson	1952-11-17	UHC-64369-08	2526279130	6244 Hillcrest Rd, Nashville, TN	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-133023	ENR	Russell D Powell	1943-08-05	UHC-25362-61	2302988021	259 Union St, Miami, FL, 33168	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114657	ENR	Lisa O Lawrence	1982-07-17	UHC-80790-01	7709300795	5492 Desert Sky Blvd, Charlotte, NC, 28246	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124732	ENR	Jordan W Luna	1988-04-15	UHC-07147-55	6908539067	1909 Church St, Tampa, FL, 33614	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128084	ENR	Tiimothy Hicks	1998-07-05	UHC-30717-34	6125259951	2891 Mountain View Dr, Gilbert, AZ, 85247	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125021	ENR	Joshua V Hoffman	1949-01-03	UHC-41776-34	5043946552	5706 Desert Sky Blvd, Denver, CO, 80281	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111824	ENR	Kayla I Robinson	1991-12-08	UHC-55004-98	7306244131	3503 Broadway, Las Vegas, NV, 89198	0.74	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+3 more
ENR-130416	ENR	Donna S Rice	1949-11-17	UHC-89345-39	8397737615	7748 Baseline Rd, Glendale, AZ, 85314	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119869	ENR	Nathan S Salazar	1968-03-03	UHC-92123-21	8448358897	3670 Meadow Ln, Los Angeles, CA, 90004	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121264	ENR	Priya Welch	1991-08-20	UHC-03974-15	8995936937	8413 Ocean Ave, Nashville, TN, 37244	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131808	ENR	Wei B Vazquez	2006-01-12	UHC-51207-32	5803674684	2703 River Rd, Glendale, AZ, 85358	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118908	ENR	Bobby Rojas	1956-02-01	UHC-12955-91	2619159568	8893 Meadow Ln, Houston, TX, 77066	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107051	ENR	Jeffrey B Valdez	1952-04-27	UHC-35111-20	3433751230	8667 Baseline Rd, Nashville, TN, 37240	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115643	ENR	Valentina O Carr	1981-10-14	UHC-25929-17	2293409192	1326 Elm St, Chandler, AZ, 85298	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141318	ENR	Carol Willis	1982-12-20	UHC-94078-03	9023256100	5189 Cedar Ln, Eden Prairie, MN, 55333	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141319	ENR	Carol Willis	1982-12-20	UHC-94078-03	9023256100	5189 Cedar Ln, Eden Prairie, MN, 55333	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103544	ENR	Gary U Pena	1983-06-09	UHC-34554-47	8606575105	7060 Jefferson Ave, San Diego, CA, 92173	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131229	ENR	Ana L Ortega	1980-12-12	UHC-66814-56	3939568528	2029 Washington St, Minneapolis, MN, 55456	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105247	ENR	Terry Carter	2003-06-11	UHC-90297-29	4596067226	721 Apache Blvd, Austin, TX, 78764	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105246	ENR	Terry Carter	2003-06-11	UHC-90297-29	4596067226	721 Apache Blvd, Austin, TX, 78764	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102182	ENR	Brian K Syder	1969-11-19	UHC-67952-09	4712487301	6722 Grand Ave, Chandler, AZ, 85212	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102183	ENR	Brian K Syder	1969-11-19	UHC-67952-09	4712487301	6722 Grand Ave, Chandler, AZ, 85212	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115341	ENR	Cynthia Baker	1940-05-26	UHC-09215-77	7168993786	2238 Grand Ave, Nashville, TN, 37263	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-110438	ENR	Russell Lee	1938-07-21	UHC-29805-84	6637112755	9517 Canyon Rd, Eden Prairie, MN, 55366	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-141589	ENR	Sanitago C Chapman	1989-06-02	UHC-82389-54	4499218637	9682 Mesa Dr, Nashville, TN, 37299	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101915	ENR	Kyle X Mason	1974-12-03	UHC-85406-11	2542639219	9852 Washington St, Tempe, AZ, 85279	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122534	ENR	Dylan Lopez	1948-10-17	UHC-46757-15	2669714441	1455 Bayshore Dr, Seattle, WA, 98117	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109390	ENR	Juan N Holmes	1970-06-03	UHC-80034-40	2639567921	8161 Harbor Blvd Apt 32, Mesa, AZ, 85275	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126642	ENR	Diana D Jordan	1939-05-18	UHC-93994-77	3214722415	9225 Camelback Rd, Atlanta, GA, 30364	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

8,423 rows, page 81 of 169Previous Next