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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116528	ENR	Ryan Martin	2008-09-08	UHC-11874-06	4108143067	678 Palm Dr Apt 28, Miami, FL, 33187	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-115311	ENR	Heather Sims	1964-04-21	UHC-55452-48	7609983977	4593 Willow Ct # 738, Fresno, CA	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-113483	ENR	Lisa F Morales	1946-10-19	UHC-21468-84	—	2095 Washington St Apt 1, San Diego, CA, 92193	0.36	Name re-cased Two-digit birth year Phone missing area code Unit split from street+4 more
ENR-140639	ENR	Billy C Jackson	—	UHC-87710-73	4895489420	5240 Sunset Blvd Apt 15, Dallas, TX, 75252	0.36	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+4 more
ENR-108533	ENR	Barbara Lynch	1958-02-01	—	—	8824 Maple Ave # 395, Austin, TX, 78742	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-101993	ENR	Christopehr Chen	1983-02-11	UHC-36761-10	9604795366	7443 Main St # 115, Chandler, AZ, 85251	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106718	ENR	Daniel Q Gardner	1953-02-02	UHC-59419-25	6758621562	4731 Central Ave Apt 26, Orlando, FL	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-101233	ENR	John Taylor	—	UHC-19378-10	4673857651	8613 Washington St # 791, Atlanta, GA, 30374	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-130580	ENR	Jeffrey S Gutierrez	—	UHC-79792-52	5304506803	8454 Forest Ave Apt 11, Dallas, TX	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-127976	ENR	Priya Senchez	1951-01-28	UHC-79621-92	3048878331	8033 Oak St # 561, Houston, TX	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-139974	ENR	Sam O Martin	1972-01-26	UHC-34323-72	7975207379	9645 Apache Blvd # 211, Fresno, CA	0.36	Date of birth reformatted Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-104129	ENR	Natalie L James	1972-03-18	UHC-44696-09	—	5951 Desert Sky Blvd Apt 18, Scottsdale, AZ, 85237	0.36	Name split from “Last, First”Phone missing area code Unit split from street City re-cased+4 more
ENR-133903	ENR	Emma Roberts	1991-08-21	UHC-03591-23	5354566351	5631 Mesa Dr Apt 22, Fresno, CA, 93740	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-134169	ENR	Camila Chavez	2004-10-04	UHC-76557-54	6766893366	7817 Willow Ct Apt 28, Seattle, WA, 98192	0.36	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-118929	ENR	Carl Vasqeuz	2000-10-08	UHC-28618-98	3964821958	2528 Union St # 308, Eden Prairie, MN	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-126374	ENR	Angela Lopez	1994-07-26	UHC-47375-08	6945441272	7803 Canyon Rd Apt 39, Houston, TX, 77040	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-113685	ENR	Adam C Griffin	1999-11-11	UHC-17159-27	2746329625	2417 River Rd Apt 10, Tempe, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-106660	ENR	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	9431 Central Ave # 760, Eden Prairie, MN, 55329	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-104631	ENR	ArjunJunk	1987-02-05	UHC-85265-58	—	3720 Indian School Rd # 596, Miami, FL, 33165	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-131090	ENR	Fatima D Walker	1977-09-21	UHC-22421-47	6453605167	1113 Mesa Dr Apt 23, Mesa, AZ, 85266	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-121031	ENR	Justin Gray	1992-11-11	UHC-29426-60	7913068207	9262 Mesa Dr Apt 5, Columbus, OH	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-112114	ENR	Camila F Peterson	1993-05-18	UHC-03136-61	9706356329	8687 Forest Ave # 503, Atlanta, GA, 30354	0.36	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-126514	ENR	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St Apt 12, Jacksonville, FL, 32295	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-101194	ENR	Barbara Ryan	1964-05-01	UHC-96763-42	3232403800	6299 Sunset Blvd Apt 25, San Diego, CA, 92148	0.38	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-120643	ENR	Sharon O Stevens	1985-05-24	UHC-10278-31	7628094049	1993 Sage Ct # 947, Nashville, TN, 37250	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-117393	ENR	Adam E Guzman	1971-10-10	UHC-80900-49	4283226244	2639 Elm St Apt 39, Plano, TX, 75048	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-127545	ENR	William Freeman	1954-03-22	UHC-52307-49	8858555367	765 Highland Ave Apt 26, Plano, TX, 75071	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-121166	ENR	Hannah Simpson	1996-01-10	UHC-46037-77	5683791456	7540 Camelback Rd # 831, Tucson, AZ, 85725	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126773	ENR	Mateo Thomas	1952-06-21	UHC-30713-28	6338039110	5508 Mountain View Dr Apt 38, Austin, TX, 78763	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-140400	ENR	Mak K Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln # 150, Chandler, AZ	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139926	ENR	David N Vazquez	1991-07-20	UHC-60007-82	6243644386	5456 Washington St # 974, Seattle, WA, 98174	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135005	ENR	Abigail G Young	1992-02-27	UHC-96753-20	5887315256	9294 Indian School Rd Apt 16, Los Angeles, CA	0.38	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-137782	ENR	Douglas C Stewart	1987-03-07	UHC-98736-64	7734107976	4478 Cedar Ln Apt 31, Dallas, TX	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138775	ENR	Christopher P Larson	1946-06-21	UHC-69121-01	5938820036	6328 Willow Ct Apt 40, Mesa, AZ	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121158	ENR	Alan Marquez	2002-02-16	UHC-88620-29	3713365295	2304 Central Ave Apt 25, Fresno, CA, 93742	0.38	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-129043	ENR	Amber E Coleman	1974-01-06	UHC-48834-19	—	6563 Valley View Dr Apt 28, Jacksonville, FL, 32255	0.38	Middle initial moved out of first name Two-digit birth year Unit split from street City re-cased+3 more
ENR-102191	ENR	Alexis Little	1984-07-16	UHC-97948-59	7005191828	3461 Baseline Rd # 710, Chandler, AZ, 85260	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109433	ENR	Gloria Rogers	—	UHC-45329-47	4333501480	5350 Desert Sky Blvd Apt 29, Atlanta, GA	0.38	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109434	ENR	Gloria Rogers	—	UHC-45329-47	4333501480	5350 Desert Sky Blvd Apt 29, Atlanta, GA	0.38	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112829	ENR	Frank K Gonzales	1986-03-06	UHC-69591-78	6992414309	3263 Ridge Rd # 123, Las Vegas, NV, 89163	0.38	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+3 more
ENR-123891	ENR	Julia S Tran	1973-07-16	UHC-57015-51	9165387193	7521 Meadow Ln Apt 5, Sacramento, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139333	ENR	Paaul I Hernandez	1972-07-11	UHC-62047-51	6918692696	3778 Sage Ct Apt 14, Chandler, AZ, 85286	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112200	ENR	Nicole O Graham	1942-05-22	UHC-66344-34	9459917254	876 Pine Dr # 102, Charlotte, NC, 28240	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-107206	ENR	Amber Z Bailey	1999-11-06	UHC-62902-39	6845376629	630 Union St Apt 7, Jacksonville, FL, 32208	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-123428	ENR	Ralph Gibson	1987-03-21	UHC-51268-55	5698447571	2194 Baseline Rd # 791, Miami, FL, 33143	0.38	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-106398	ENR	Priya V Burton	1971-02-22	UHC-88178-11	7963211040	5714 Park Pl Apt 24, Columbus, OH, 43229	0.38	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-131291	ENR	Lisa Wong	1966-09-13	UHC-10089-20	5915578825	6788 Oak St Apt 39, Tucson, AZ	0.38	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112268	ENR	Ryan Reynolds	1936-06-06	UHC-66475-43	2264958632	7232 Palm Dr # 489, Plano, TX, 75088	0.38	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-127556	ENR	Angela Q Williamson	1947-10-26	UHC-83917-22	3385373086	6565 Baseline Rd Apt 16, Phoenix, AZ, 85072	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-114058	ENR	Harold U Nelson	1971-09-18	UHC-43965-26	3195965425	918 Elm St # 112, Austin, TX, 78796	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more

3,345 rows, page 5 of 67Previous Next