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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115058	ENR	Isabella Warren	—	UHC-43568-33	8137953840	1834 Cedar Ln, Denver, CO, 80217	0.24	Name re-cased Date of birth missing SSN last four extracted Street suffix standardised+4 more
ENR-124066	ENR	Billy K Gardner	1991-12-14	UHC-78599-36	3958816545	4565 Ocean Ave, San Antonio, TX, 78286	0.24	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109232	ENR	Brenda Wells	1997-08-04	UHC-29827-19	3667773249	3625 Willow Ct, Scottsdale, AZ, 85213	0.24	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-112676	ENR	Alice Bennett	1981-10-20	UHC-05340-64	4112656633	2277 Pine Dr # 829, Dallas, TX	0.24	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-114189	ENR	Nicole Richardson	2008-09-22	UHC-06257-82	—	2529 Canyon Rd Apt 30, Houston, TX	0.24	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
ENR-128977	ENR	Eric Q Hudson	2008-12-03	UHC-87974-59	7305204618	8745 Church St # 311, Minneapolis, MN	0.24	Middle initial moved out of first name Name re-cased Unit split from street Street suffix standardised+4 more
ENR-107514	ENR	Luis K Richardson	1990-06-10	UHC-29830-20	8767752384	7253 Elm St # 531, Los Angeles, CA, 90080	0.24	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-105177	ENR	Denise G Holmes	1959-01-03	UHC-60464-69	5408440157	3183 Highland Ave # 984, Dallas, TX, 75214	0.24	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103412	ENR	Kathleen Hanson	—	UHC-09595-21	2595614710	1114 Grand Ave, Gilbert, AZ	0.24	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-103411	ENR	Kathleen Hanson	—	UHC-09595-21	2595614710	1114 Grand Ave, Gilbert, AZ	0.24	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-130028	ENR	Laura Anderson	—	UHC-17588-71	6426907616	3129 Sage Ct # 297, Nashville, TN, 37292	0.24	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+4 more
ENR-116243	ENR	Ralph Z Luna	1978-12-05	UHC-88942-47	—	3844 Forest Ave Apt 29, Houston, TX, 77070	0.24	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-134720	ENR	Gloria E Burtton	2001-12-10	UHC-74093-22	5818816816	9844 Desert Sky Blvd # 865, Glendale, AZ, 85362	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-120319	ENR	Scott J Kelly	1939-05-26	UHC-81370-54	—	6727 Park Pl, Jacksonville, FL, 32230	0.24	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-111215	ENR	Samuel A Payne	—	UHC-26523-27	—	3658 Highland Ave, Plano, TX, 75059	0.24	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-130290	ENR	Jonathan L Green	1964-07-25	UHC-91476-16	2067330935	4983 Ocean Ave, Jacksonville, FL, 32246	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-124184	ENR	Joe V Flores	1994-08-08	UHC-97798-95	—	6068 Sunset Blvd # 859, Charlotte, NC, 28283	0.24	Phone missing area code SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-114554	ENR	Mei N Gibson	1977-07-16	UHC-57095-09	5373260077	8772 Union St # 605, Seattle, WA, 98121	0.24	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-125754	ENR	Vicky X Howard	1961-09-20	UHC-87606-64	5888107099	8016 Washington St, Atlanta, GA, 30351	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-114730	ENR	Roy Olson	1956-12-13	UHC-80127-17	2272189033	6965 Indian School Rd, Houston, TX	0.24	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+4 more
ENR-103598	ENR	Donna R Hughes	1964-06-17	UHC-43833-95	—	4246 Desert Sky Blvd, Minneapolis, MN, 55420	0.24	Phone missing area code Street suffix standardised Address re-cased State name converted to code+4 more
ENR-116766	ENR	Sofia G Fields	1992-11-05	UHC-87225-68	4844312014	2497 Camelback Rd, Charlotte, NC	0.24	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131483	ENR	Sharon W Day	1951-03-25	—	—	2905 Church St, Plano, TX, 75072	0.24	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-110442	ENR	Ann P Howell	1972-04-19	UHC-08372-88	—	8998 Lake View Rd # 958, San Antonio, TX, 78218	0.24	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
ENR-128204	ENR	Julie Hoffman	1940-03-12	UHC-83320-02	6476584349	5665 Park Pl, Eden Prairie, MN, 55392	0.26	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138814	ENR	Grace U Collins	1955-07-24	UHC-00939-39	8474804969	2978 Elm St, Los Angeles, CA, 90040	0.26	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138815	ENR	Grace U Collins	1955-07-24	UHC-00939-39	8474804969	2978 Elm St, Los Angeles, CA, 90040	0.26	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-102375	ENR	Andrea Bishop	—	UHC-70074-36	3456168315	7664 Sunset Blvd # 515, Eden Prairie, MN, 55350	0.26	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109263	ENR	Ahmed Q Ortiz	1963-02-05	UHC-75104-95	9108696877	210 Maple Ave # 307, San Antonio, TX	0.26	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+3 more
ENR-111203	ENR	Andrew W Moore	1945-01-15	UHC-75711-01	—	5526 Camelback Rd, Columbus, OH, 43215	0.26	Name split from “Last, First”Phone missing area code SSN last four extracted ZIP+4 trimmed+3 more
ENR-129493	ENR	Mariana G Ramus	1973-01-26	UHC-64632-56	4383655477	4796 Elm St, Gilbert, AZ	0.26	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-112380	ENR	Amy Schultz	—	UHC-39965-34	9464795485	7749 Jefferson Ave, Glendale, AZ	0.26	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-124647	ENR	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	8456 Ocean Ave # 272, Dallas, TX, 75211	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141948	ENR	Mei Cook	1998-01-24	UHC-46902-57	2962585353	8682 Indian School Rd, Tampa, FL, 33602	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-129746	ENR	Jennifer G Fiher	1979-08-18	UHC-09837-45	8452341485	3962 Spring St, Fresno, CA, 93795	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-114795	ENR	Julie Wright	1956-04-09	UHC-83791-96	4454068073	1200 Meadow Ln, San Diego, CA, 92131	0.26	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140205	ENR	JJunk	1977-08-17	UHC-77280-77	2502990466	720 Main St Apt 36, Las Vegas, NV	0.26	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141297	ENR	Joe S Jensen	1953-01-13	UHC-42670-96	4252744181	2719 Ocean Ave, Nashville, TN, 37260	0.26	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130132	ENR	Bailey Hannah	1947-05-14	UHC-29418-35	—	1908 Forest Ave # 413, Houston, TX, 77076	0.26	Name split from “Last, First”Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-107545	ENR	Brenda Alexander	2002-05-17	UHC-27642-09	4867209850	3685 Harbor Blvd Apt 34, Denver, CO, 80289	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116130	ENR	Karen C Young	2008-03-15	UHC-48759-81	2904451047	7441 Bayshore Dr, Glendale, AZ, 85324	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-108404	ENR	Marcus D Turner	1974-12-07	UHC-96083-64	—	5655 Bayshore Dr, Columbus, OH, 43262	0.26	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-120582	ENR	Linda E Green	1970-08-10	UHC-04889-62	6077826178	8032 Valley View Dr, Los Angeles, CA, 90038	0.26	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122867	ENR	Paul I Woods	—	UHC-41066-57	—	8824 Spring St, Scottsdale, AZ, 85296	0.26	Name split from “Last, First”Middle initial moved out of first name Date of birth missing State name converted to code+3 more
ENR-139415	ENR	Brandon E Hamilton	1967-06-16	UHC-55103-74	7869250713	2917 Main St, San Antonio, TX, 78219	0.28	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-136876	ENR	Roy U Alexander	1975-11-15	UHC-29043-03	—	2232 Harbor Blvd Apt 32, Plano, TX, 75060	0.28	Phone missing area code Unit split from street State name converted to code ZIP+4 trimmed+2 more
ENR-127991	ENR	Judith Brown	1945-03-10	UHC-02588-79	5013301512	5143 Union St, Tucson, AZ	0.30	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-129047	ENR	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	8616 Bayshore Dr, Chandler, AZ, 85240	0.30	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+7 more
ENR-100183	ENR	Paul Russell	1988-05-04	UHC-55726-01	8299850964	6403 Mountain View Dr, Chandler, AZ, 85264	0.30	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-136501	ENR	Samuel K Jenkins	1969-12-10	UHC-51229-75	2569759612	7360 Jefferson Ave, Minneapolis, MN, 55418	0.30	Name split from “Last, First”SSN last four extracted State name converted to code ZIP+4 trimmed+1 more

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