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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112971	ENR	Wei T Santos	1970-12-21	UHC-15934-83	3998667045	4097 Grand Ave, Denver, CO, 80242	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122087	ENR	Kevin A Marshall	1962-04-05	UHC-42645-56	8177369229	6674 Sage Ct, Tampa, FL, 33694	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116669	ENR	Dorothy Hanson	1958-12-09	UHC-56345-74	6248116866	4903 Meadow Ln, Eden Prairie, MN, 55335	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142907	ENR	Thomas Harper	1974-08-03	UHC-43283-39	9528903409	973 Market St, Tucson, AZ, 85766	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123814	ENR	Jason Bryant	1955-12-01	UHC-97836-97	5953897036	4131 Market St, Chandler, AZ, 85216	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-430011	CLM	Larry Garcia	1952-09-11	UHC-62291-99	—	3651 Harbor Blvd, Fresno, CA, 93741	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142655	ENR	Lori H Roberts	1948-04-24	UHC-88692-40	5453682258	3853 Hillcrest Rd, Tempe, AZ, 85253	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130968	ENR	Grace Williams	1976-04-18	UHC-70016-34	2232374335	9067 Highland Ave, Jacksonville, FL, 32233	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409569	CLM	Zachay Perry	2008-05-01	UHC-94829-05	6392581928	1235 Main St, Charlotte, NC, 28237	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128693	ENR	Sophia X Washington	1962-02-13	UHC-07619-89	9363777591	989 Camelback Rd, Los Angeles, CA, 90098	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-20234	PRV	Victoria Greene	1976-07-22	UHC-12466-94	3705144850	7520 Church St, Seattle, WA, 98185	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-117014	ENR	Harold Nguyen	1948-03-27	UHC-34681-89	9408992139	3845 Valley View Dr, Seattle, WA, 98189	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417653	CLM	Edward H Dominguez	1972-05-07	UHC-99922-82	8333307288	7510 Oak St, Mesa, AZ, 85219	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113203	ENR	Lisa Henderson	1978-05-12	UHC-46971-43	7547944763	3644 Spring St, Glendale, AZ, 85300	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411070	CLM	Andrea Li	1954-10-09	UHC-66640-67	4199503324	4255 Maple Ave, Scottsdale, AZ, 85274	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401226	CLM	Ann Lopez	1940-11-23	UHC-75662-02	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101387	ENR	Nancy Maldonado	2003-02-08	UHC-45547-55	8716575373	9518 Maple Ave, Eden Prairie, MN, 55319	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56238	TPA	Ana A Willis	1954-03-06	—	9596045540	7807 Apache Blvd, Chandler, AZ, 85210	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121290	ENR	Brittany C Bennett	1976-03-01	UHC-13990-39	—	8266 Central Ave, Gilbert, AZ	0.72	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing+4 more
ENR-105087	ENR	Grgeory G Morirs	1940-02-01	UHC-46319-60	5872583116	4387 Washington St, Chandler, AZ, 85216	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114255	ENR	Donald O McDonald	1996-06-01	UHC-30439-22	4975156559	9776 Market St, Austin, TX, 78784	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100111	ENR	Emily S Gordon	2004-03-28	UHC-99106-12	5999504945	7869 Church St, Columbus, OH, 43229	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58491	TPA	Kenneth Bailey	2002-01-05	—	5536167156	203 Camelback Rd, Plano, TX, 75011	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100334	ENR	Emmma Pena	1995-08-04	UHC-92734-43	6483489947	9035 Park Pl, Chandler, AZ, 85269	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424453	CLM	Austin Rose	1944-06-18	—	8235775049	4041 Forest Ave, Plano, TX, 75007	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57834	TPA	Jacob M Ferguson	1950-01-07	—	—	846 Lake View Rd, Mesa, AZ, 85238	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106117	ENR	Christina Y Snyder	1943-04-03	UHC-67945-04	4248819209	5219 Willow Ct, Phoenix, AZ, 85058	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28563	PRV	Brandon Andrews	1956-02-04	UHC-68112-03	5848021755	414 Oak St, Tucson, AZ, 85712	0.72	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+4 more
ENR-131537	ENR	Susan Lewis	2004-06-24	UHC-86986-28	—	6888 Baseline Rd, Plano, TX, 75027	0.72	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-123620	ENR	Lori Parker	1989-05-13	—	2246029121	9876 Church St, Atlanta, GA, 30379	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108868	ENR	Willie H Brooks	1964-08-16	UHC-86310-91	5528132371	1402 Indian School Rd, Las Vegas, NV, 89178	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135727	ENR	Carolyn Smith	1946-04-21	UHC-59178-53	9613435454	5400 Canyon Rd, Austin, TX, 78727	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423965	CLM	Marilyn Perkins	1981-04-09	UHC-97616-01	7866757543	5018 Ridge Rd, Minneapolis, MN, 55446	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-426369	CLM	Abigail Carr	2000-10-15	—	5119913782	2810 Baseline Rd, Orlando, FL, 32805	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135805	ENR	Patricia O Duncan	2004-11-07	UHC-06336-29	5884119837	186 Main St, Mesa, AZ, 85296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137240	ENR	Raymond Hill	1979-07-20	UHC-45778-72	—	9453 Mountain View Dr, Charlotte, NC, 28263	0.74	Name re-cased SSN last four extracted City re-cased Email lower-cased+3 more
ENR-127392	ENR	Hayes G Danielle	2006-05-04	UHC-22143-51	3479819218	2434 Spring St, Las Vegas, NV, 89166	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129673	ENR	Russell Barnes	1983-08-21	UHC-92581-69	8248185713	4979 Hillcrest Rd, Nashville, TN, 37226	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-117838	ENR	Beverly Gardner	2000-03-01	UHC-49158-04	5062425051	8561 Desert Sky Blvd, Phoenix, AZ, 85002	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118186	ENR	Stephen Lucas	1988-02-15	UHC-60071-66	7332216110	5817 Willow Ct, Scottsdale, AZ, 85265	0.74	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-411681	CLM	Terry Black	1992-02-25	UHC-24200-02	4795818032	7291 Ridge Rd, Scottsdale, AZ, 85208	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22881	PRV	Jessica R Fox	1991-05-08	UHC-31731-49	4932291787	2148 Apache Blvd, Jacksonville, FL, 32241	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111910	ENR	Alan D Henry	1984-04-13	UHC-13004-16	6118710311	1586 Maple Ave, Jacksonville, FL, 32243	0.74	Name re-cased Phone reformatted Email lower-cased Gender normalised+3 more
ENR-111948	ENR	Catherine D Gordon	1995-11-23	UHC-95390-20	5795674765	8861 River Rd, Austin, TX, 78780	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128307	ENR	Mary O Cox	1991-09-16	UHC-97164-90	—	7706 Ridge Rd, Plano, TX, 75006	0.74	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-412030	CLM	Keith Z Lopez	1954-12-07	UHC-85819-38	4926077912	5191 Spring St, Fresno, CA, 93714	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-128047	ENR	Aisha Hughes	2000-08-26	UHC-26837-69	8806385741	5338 Cedar Ln, Denver, CO, 80284	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126705	ENR	Nicholas Walker	1962-03-16	UHC-31286-65	9705731101	9465 Park Pl, Eden Prairie, MN, 55341	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126704	ENR	Nicholas Walker	1962-03-16	UHC-31286-65	9705731101	9465 Park Pl, Eden Prairie, MN, 55341	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-142885	ENR	Bobby Myers	1956-05-09	UHC-26951-75	5732117958	4441 Mesa Dr, Phoenix, AZ, 85041	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

3,278 rows, page 29 of 66Previous Next