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-112409	ENR	Samuel Schmidt	2003-03-14	UHC-76684-77	8313416842	2878 Indian School Rd, Dallas, TX, 75218	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114968	ENR	Sufia U Moore	1961-12-14	UHC-86635-12	—	5368 Ridge Rd, Columbus, OH, 43203	0.66	Two-digit birth year Phone missing area code City re-cased Email lower-cased+1 more
ENR-118834	ENR	Andrew K Dean	1943-03-23	UHC-47206-76	3585817310	5529 Church St, Houston, TX, 77018	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-108758	ENR	Linda K Richardson	1948-09-07	UHC-26607-58	6175671627	8758 Pine Dr, Orlando, FL, 32883	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136840	ENR	Baker Dorothy	1947-11-27	UHC-63667-39	5425975122	8973 Apache Blvd, Minneapolis, MN, 55424	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-121759	ENR	Priya Ellis	1996-01-11	UHC-47259-09	9194213268	7290 Lake View Rd, Miami, FL, 33131	0.66	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-113464	ENR	Benjamin O Davis	1966-11-03	UHC-94952-25	5209417105	9285 Palm Dr, Sacramento, CA, 95822	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-105190	ENR	Bruce H Taylor	1984-12-04	UHC-87739-50	8389248535	5977 Harbor Blvd, Plano, TX, 75035	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-117651	ENR	Santiago Tran	1983-11-27	UHC-38066-24	3007289467	549 River Rd, Austin, TX	0.66	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-114842	ENR	Joyce Ortiz	2001-02-13	UHC-52181-41	2982754182	433 Indian School Rd, Minneapolis, MN, 55493	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127695	ENR	Sara Gordon	—	UHC-17238-13	7009316062	8339 Ocean Ave, Minneapolis, MN, 55412	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140422	ENR	Gregory Z Romero	1996-10-26	UHC-22569-20	9173497058	8021 Desert Sky Blvd, Gilbert, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-115625	ENR	Natalie Z Garza	1983-06-04	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.66	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-134263	ENR	Tyler D Webb	1969-11-25	UHC-69644-36	5827243067	9487 River Rd, Mesa, AZ, 85212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138773	ENR	Luis Nichols	1974-08-02	UHC-08596-50	7938907819	8547 Spring St, Tucson, AZ, 85721	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-127518	ENR	Jess Romero	1959-11-02	UHC-07054-03	6048115514	2273 Lincoln Way, Nashville, TN, 37264	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-126605	ENR	Valentina U Austin	1987-05-24	UHC-27686-48	2844465589	2807 Indian School Rd, Dallas, TX	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+1 more
ENR-128713	ENR	Terry H Powell	1971-06-24	UHC-79657-29	2657634139	3918 Maple Ave, Austin, TX, 78731	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104593	ENR	Marcus A Nichols	2004-08-26	UHC-44150-48	7788749468	7644 Ridge Rd, Minneapolis, MN, 55461	0.66	Date of birth reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-132735	ENR	Patrick Jordan	1948-08-20	UHC-27638-29	—	5088 Mesa Dr, San Antonio, TX, 78269	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-122409	ENR	Ahmed V Patterson	1977-05-08	UHC-80475-44	8046606262	2061 Broadway, Seattle, WA, 98135	0.66	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-108049	ENR	Theresa H Reiid	—	UHC-63053-40	4152532113	5210 Apache Blvd, Dallas, TX, 75211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-108048	ENR	Theresa H Reiid	—	UHC-63053-40	4152532113	5210 Apache Blvd, Dallas, TX, 75211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-125772	ENR	Mary Franklin	1942-09-17	UHC-63571-51	2198708516	728 Washington St, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120548	ENR	Judy Nunez	1992-04-05	UHC-93865-41	9653133200	3234 Grand Ave, Tampa, FL, 33646	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-136653	ENR	Teresa Henry	1938-05-12	UHC-74516-29	—	1546 Hillcrest Rd, San Antonio, TX, 78283	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-117255	ENR	Jesse Q Nichuls	1986-03-20	UHC-62688-65	6298413648	8847 Lake View Rd, San Diego, CA, 92132	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-114099	ENR	Sophia Howell	1955-03-14	UHC-94875-63	2588509176	2468 Oak St # 913, Gilbert, AZ, 85221	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-136901	ENR	Omar Stone	2000-03-03	UHC-96683-20	—	3196 Ocean Ave, Tempe, AZ, 85210	0.66	Name split from “Last, First”ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-136299	ENR	Beverly Y Green	1985-12-20	UHC-01481-07	5972663693	1874 Canyon Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-119129	ENR	Terry W Nelson	1960-02-01	UHC-50961-19	5074693860	8917 Highland Ave, Nashville, TN, 37287	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118316	ENR	Anddrea V Kelly	1940-11-02	UHC-21701-06	4259738695	2445 Forest Ave, Nashville, TN, 37253	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-101150	ENR	Robert Willis	1977-03-17	UHC-09595-88	7779348618	7373 Harbor Blvd, Jacksonville, FL, 32248	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-116885	ENR	Kathleen Butler	1997-07-03	UHC-38547-86	5743413084	7271 Jefferson Ave, Jacksonville, FL, 32263	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-116134	ENR	Jacob Chen	1968-10-20	UHC-96793-99	9056245910	8375 Camelback Rd, Eden Prairie, MN, 55354	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123820	ENR	Gary I Lawrence	1955-07-20	UHC-89643-06	2289846910	549 Union St, Columbus, OH, 43262	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-136053	ENR	Ana W Perez	1973-01-15	UHC-25600-23	8155698316	584 Washington St, Mesa, AZ, 85271	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112622	ENR	Li Adam	1959-01-03	UHC-47013-50	—	9474 Union St, Atlanta, GA, 30353	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-125671	ENR	Gloria Freeman	2000-11-03	UHC-15237-23	6203572970	823 Sage Ct, Sacramento, CA, 95869	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136110	ENR	Donald Z Mendez	1997-11-14	UHC-19775-85	—	8762 Camelback Rd, Mesa, AZ, 85270	0.66	Name re-cased Phone missing area code ZIP+4 trimmed Email lower-cased+1 more
ENR-133745	ENR	Harold K Alvarez	1986-03-19	UHC-54243-69	4663893229	6628 Ridge Rd # 606, Mesa, AZ, 85290	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-135060	ENR	Debra Oliveer	1938-12-13	UHC-76154-45	4134396828	8029 Maple Ave, Phoenix, AZ, 85043	0.66	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-124337	ENR	Martha L Haimlton	1970-02-03	UHC-92698-48	4862567242	133 Washington St, Tampa, FL, 33664	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121900	ENR	Lawrence G Sullivan	—	UHC-68792-58	8465575907	3901 Willow Ct Apt 30, Atlanta, GA, 30308	0.66	Date of birth unreadable Phone reformatted Unit split from street Email lower-cased+1 more
ENR-133334	ENR	Patrick I Barnes	1970-06-10	UHC-32707-31	3603931957	1678 Ridge Rd, Gilbert, AZ, 85298	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-143013	ENR	Jessica E Sandoval	1991-04-26	UHC-21043-30	—	5220 Highland Ave, Columbus, OH, 43210	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-104044	ENR	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd, Orlando, FL, 32843	0.66	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-105640	ENR	Carlos Gray	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105639	ENR	Carlos Gray	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105431	ENR	Paul Crawford	1973-04-11	UHC-49265-38	5445585990	6341 Grand Ave, Tampa, FL, 33672	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

8,934 rows, page 67 of 179Previous Next