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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119750	ENR	Brenda Wilson	—	UHC-84051-84	7495889994	3725 Central Ave, Tampa, FL, 33644	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104746	ENR	Pamela Espinoza	1975-07-06	UHC-71228-89	7852589900	952 Lincoln Way # 766, San Diego, CA, 92177	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135329	ENR	Ryan Dixon	2007-03-03	UHC-90343-37	8795979163	3550 Lake View Rd Apt 27, San Diego, CA, 92195	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more
ENR-112625	ENR	Keith Schultz	1939-09-09	UHC-01231-40	5294372974	9249 Sage Ct, Denver, CO, 80219	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131149	ENR	Jeremy Black	1991-06-26	UHC-57324-01	—	6364 Harbor Blvd, Mesa, AZ, 85292	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-126323	ENR	Kelly Q Lucas	1938-05-23	UHC-05461-94	5442390657	8835 Market St # 556, Las Vegas, NV, 89106	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-134378	ENR	Hannah Munoz	1942-11-28	UHC-67975-18	4872096529	9778 Ridge Rd, Plano, TX, 75060	0.66	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-118082	ENR	Christian I Wood	1941-12-22	UHC-19195-42	3704900822	4177 Ocean Ave, Chandler, AZ, 85271	0.66	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-117960	ENR	Sara Franklin	1954-09-04	UHC-76769-82	—	3518 Central Ave, Las Vegas, NV, 89141	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-138885	ENR	Gabriel Watson	1940-07-08	UHC-73072-51	3026903060	2560 Central Ave, Tucson, AZ, 85779	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-109104	ENR	Austin Walssh	2006-10-21	—	6914855247	8506 Bayshore Dr, Charlotte, NC	0.66	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-105076	ENR	Charles Z Mendoza	1989-12-26	UHC-16827-22	8502743377	4650 Hillcrest Rd, Sacramento, CA, 95858	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136589	ENR	Paamela K Evans	1982-04-03	UHC-26032-41	5662584815	2330 Sage Ct, Eden Prairie, MN, 55322	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-121652	ENR	Fatima T Wilson	1955-05-22	UHC-30785-80	4022308476	2962 River Rd, Tucson, AZ, 85783	0.66	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
ENR-142794	ENR	Judith T Edwards	1971-09-12	UHC-45676-55	8122231572	5302 Ocean Ave Apt 9, Phoenix, AZ, 85005	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-136257	ENR	Davis P Stephen	1963-12-19	UHC-10367-58	—	4730 Washington St, Las Vegas, NV, 89174	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-107452	ENR	Sharon Lynch	1977-12-04	UHC-62183-25	4857003847	8452 Desert Sky Blvd, Miami, FL, 33157	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136074	ENR	Arthur G Ray	2005-05-23	UHC-79109-70	3693613269	1716 Canyon Rd # 539, Tampa, FL, 33617	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-100584	ENR	Jacqueline Chen	1997-08-07	UHC-37309-92	7032478775	5143 Grand Ave # 239, Los Angeles, CA, 90011	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-114397	ENR	Andrew Ward	1978-08-12	UHC-13867-91	5474817090	7501 Willow Ct, Columbus, OH, 43270	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-134658	ENR	Carol D King	1980-12-06	UHC-51452-61	6226563870	4013 Union St, Nashville, TN, 37285	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-111003	ENR	Heather D Cooper	1970-06-07	UHC-68190-18	7862097832	3206 Spring St, Miami, FL, 33141	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-108260	ENR	Philip Z Barry	1944-09-03	UHC-06254-11	3583435972	1544 Pine Dr, Sacramento, CA, 95812	0.66	City re-cased State name converted to code Email lower-cased Gender normalised+1 more
ENR-107053	ENR	Ronald Sims	1983-08-21	UHC-85514-63	7753208593	2231 Church St, Fresno, CA, 93729	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-123504	ENR	Danielle Carter	1959-10-04	UHC-75129-77	—	1393 Willow Ct, Gilbert, AZ, 85205	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-106024	ENR	Sara Cruz	2001-01-20	UHC-57937-69	9178258192	2379 Cedar Ln, San Diego, CA, 92105	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-107815	ENR	Doris X Coleman	1989-06-06	UHC-31811-70	7357357749	342 Valley View Dr, Tempe, AZ, 85275	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137142	ENR	David Romero	2006-04-11	UHC-40862-03	—	6332 Indian School Rd, Orlando, FL, 32899	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-128510	ENR	Kyle Burns	1946-02-23	UHC-52612-93	5904235921	7723 Hillcrest Rd, Tucson, AZ, 85725	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-117057	ENR	Sean X Hulmes	2003-08-13	UHC-34874-09	3073845941	7645 Apache Blvd, Dallas, TX, 75210	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-107168	ENR	Laura Young	1963-02-11	UHC-41482-56	—	6955 Cedar Ln, Jacksonville, FL, 32261	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-134014	ENR	Beverly Wheeler	1947-10-05	UHC-77445-20	9437954809	7151 Central Ave, San Diego, CA, 92180	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136866	ENR	Elijah A Spencer	1968-05-13	UHC-40403-33	8616637324	3963 Forest Ave, Sacramento, CA, 95892	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-132294	ENR	Daniel Garcia	1976-12-04	UHC-29220-65	—	645 Union St, Orlando, FL, 32805	0.66	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-118276	ENR	Margaret Gardner	1978-11-20	UHC-83781-04	4456969596	9118 Cedar Ln, Orlando, FL, 32864	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142188	ENR	Kelly D Boyyd	2006-12-18	UHC-15288-69	3264799505	2151 Mountain View Dr, Eden Prairie, MN	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-137266	ENR	Sofia T Walker	1938-06-11	UHC-82632-05	6896354189	7867 Park Pl, Nashville, TN, 37248	0.66	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-135768	ENR	Jack G Martin	1991-09-05	UHC-42073-29	3932013156	3818 Maple Ave, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-104904	ENR	Victoria L Cook	1942-07-17	UHC-92086-06	5406085923	8105 Cedar Ln # 262, Fresno, CA	0.66	Unit split from street ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-127371	ENR	Deborah Little	—	UHC-43768-13	8137891280	16 Sunset Blvd, Miami, FL, 33125	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-101522	ENR	Sareh K Fields	1962-05-06	UHC-68844-17	3566270551	3602 Lake View Rd, San Diego, CA, 92179	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133912	ENR	Ann Lynch	1944-07-26	UHC-38972-50	5167159152	3075 Apache Blvd, Tempe, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-131548	ENR	Ramirez Justin	1949-08-15	UHC-96494-50	8117383239	1627 Willow Ct, Denver, CO, 80233	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-135965	ENR	Michelle N Carr	1968-12-25	UHC-88441-75	3277298800	3407 Mountain View Dr, Glendale, AZ, 85366	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-118305	ENR	Brian S Gutierrez	1987-08-15	UHC-44563-70	—	9166 Union St, Fresno, CA, 93771	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-140342	ENR	Danielle L Morales	1995-01-12	UHC-61737-79	2159460820	4345 Willow Ct, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-118956	ENR	Julie W Ellis	1997-11-19	UHC-11000-88	8825647612	444 Baseline Rd, Charlotte, NC, 28247	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-116734	ENR	Eric Nunez	1974-11-03	UHC-04177-63	2796996587	1621 Valley View Dr Apt 19, Chandler, AZ, 85201	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126365	ENR	Gloria X Torres	1991-11-21	UHC-65880-12	3725662572	156 Sunset Blvd, Charlotte, NC, 28268	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-120986	ENR	Lucia Q Hawkins	2008-01-14	UHC-18251-37	4345373950	6889 Ocean Ave, Tempe, AZ, 85218	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more

8,934 rows, page 65 of 179Previous Next