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-117957	ENR	Karen Luna	1909-04-10	UHC-61000-68	2092799432	4710 Sage Ct # 101, Los Angeles, CA, 90031	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130345	ENR	Wayne Munoz	1967-01-14	UHC-01248-01	7696764295	4772 Church St # 691, Las Vegas, NV, 89109	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115478	ENR	Pena R Douglas	1965-08-05	UHC-46619-09	—	9100 Bayshore Dr Apt 30, Eden Prairie, MN, 55379	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-123306	ENR	Sophia B Martinez	1950-04-27	UHC-22861-85	—	9261 Lake View Rd # 553, Mesa, AZ, 85258	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-127902	ENR	Elizabeth L Santiago	1974-02-24	UHC-79914-44	4634165665	1713 Ridge Rd Apt 35, Mesa, AZ, 85274	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142863	ENR	Robert T Ray	1986-11-19	UHC-38009-75	7018501011	9442 Pine Dr # 634, Seattle, WA, 98128	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103027	ENR	Sofia Chapman	1999-03-14	UHC-10483-07	4604858090	7739 Spring St Apt 30, Sacramento, CA, 95803	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110536	ENR	Evelyn Griffin	—	UHC-10238-52	9017996349	5030 Market St Apt 32, Columbus, OH, 43269	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-101689	ENR	Kelly K James	1949-07-15	UHC-76653-03	4899169112	1768 Maple Ave # 797, Eden Prairie, MN	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121000	ENR	Daniel K Ramirez	1992-09-15	UHC-57427-66	6727715403	815 Sunset Blvd Apt 19, Miami, FL, 33128	0.38	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-116426	ENR	Jessica Le	2001-02-20	UHC-95382-27	3967132055	2209 Hillcrest Rd # 758, Glendale, AZ	0.38	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-101503	ENR	Henry V Mills	1966-08-19	UHC-95628-44	4897836199	5038 Hillcrest Rd Apt 11, Mesa, AZ, 85261	0.38	Middle initial moved out of first name Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-105123	ENR	Sofia H Oliver	1982-08-21	UHC-82300-20	—	3300 Meadow Ln Apt 23, Las Vegas, NV, 89149	0.38	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-111892	ENR	Anna J Allen	1977-07-07	UHC-01802-26	—	4429 Mesa Dr Apt 26, Tempe, AZ, 85289	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115585	ENR	Jason W Robinson	—	—	5295219982	3577 Lake View Rd Apt 37, Atlanta, GA, 30390	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-120496	ENR	Emma Perkins	1946-06-15	UHC-34856-35	—	683 Union St Apt 26, Austin, TX, 78728	0.38	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-101971	ENR	Anna M Sanchez	1964-01-06	UHC-55023-31	4823316465	879 Palm Dr Apt 5, Austin, TX, 78728	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-132878	ENR	Megna V Green	2000-10-05	UHC-06594-41	8583016718	5301 Cedar Ln Apt 12, San Diego, CA	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103524	ENR	Tyler Z Ortega	1994-03-04	UHC-79593-68	3885840802	9415 Church St # 886, Fresno, CA, 93712	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123646	ENR	Frances Y Hanson	1989-05-10	UHC-45521-79	—	6548 Willow Ct # 109, Phoenix, AZ, 85041	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110685	ENR	Gerald A Hart	2003-05-18	UHC-71110-40	2457682227	3997 Grand Ave # 170, Los Angeles, CA, 90081	0.38	Name split from “Last, First”Phone reformatted Unit split from street ZIP+4 trimmed+3 more
ENR-128338	ENR	Gloria Bowman	—	UHC-41813-21	7744669248	9766 Grand Ave Apt 37, Los Angeles, CA	0.38	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138892	ENR	Jenny Shaw	1998-12-17	UHC-18418-49	7753629460	3731 Lincoln Way Apt 3, Las Vegas, NV, 89125	0.38	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-116137	ENR	Debra F Murphy	1955-02-25	UHC-04747-38	2053640895	6611 Elm St # 552, Gilbert, AZ, 85219	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-102033	ENR	Priya Kelly	1959-05-22	UHC-02663-92	3886271158	6859 Grand Ave # 370, Tucson, AZ	0.38	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135886	ENR	Lauren Nguyen	1959-09-25	UHC-00209-76	9044767227	7758 Desert Sky Blvd Apt 21, Orlando, FL, 32807	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137153	ENR	Megan C Burton	1992-02-06	UHC-16715-97	4964991389	247 Sunset Blvd Apt 31, Dallas, TX, 75266	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
ENR-126461	ENR	Janet Harris	1998-10-06	UHC-03351-82	—	1529 Highland Ave Apt 31, Tempe, AZ, 85248	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-101178	ENR	Christian Montgomery	1995-06-04	UHC-75946-90	6179919454	7147 Union St Apt 2, Los Angeles, CA	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126941	ENR	Michael O Cox	1998-01-16	UHC-12578-94	4127135896	1486 Apache Blvd # 413, Seattle, WA	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
ENR-103507	ENR	Marcus Y Marshall	1992-01-02	UHC-36910-73	—	9121 Baseline Rd Apt 18, Mesa, AZ, 85226	0.38	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-132049	ENR	Ken Reynolds	1948-05-04	UHC-87659-01	6783598088	1528 Jefferson Ave # 136, Gilbert, AZ, 85211	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136686	ENR	Christina Rose	1999-01-02	UHC-21461-75	8948864244	1652 Indian School Rd Apt 5, Scottsdale, AZ, 85270	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-132395	ENR	Katherine O Silva	1939-05-20	UHC-05146-68	5894321118	7888 Valley View Dr # 573, Las Vegas, NV, 89162	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127683	ENR	Patrick Q Edwards	1992-05-21	UHC-25254-36	2146059401	1167 Cedar Ln # 390, Columbus, OH	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142006	ENR	Karen Spencer	1969-12-21	UHC-79017-46	9135698106	1338 Cedar Ln Apt 27, Phoenix, AZ, 85004	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-100992	ENR	Megan B Delgado	1972-04-12	UHC-66630-74	—	9891 Baseline Rd Apt 28, Chandler, AZ, 85258	0.38	Middle initial moved out of first name Date of birth reformatted Unit split from street State name converted to code+3 more
ENR-136475	ENR	Andrea Y Armstrong	1958-04-28	UHC-90391-35	2928019801	1343 Willow Ct Apt 10, Tampa, FL, 33602	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136338	ENR	Johnston Grace	—	UHC-06724-33	3084562016	5768 Jefferson Ave # 562, Fresno, CA	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-113994	ENR	Lisa Singh	1947-03-16	UHC-06275-32	2475589397	8393 Cedar Ln Apt 32, Glendale, AZ, 85360	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-129397	ENR	Doris N Frod	1978-03-15	UHC-60111-01	—	616 Lincoln Way # 784, Eden Prairie, MN, 55303	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104265	ENR	Diego Jimenez	1940-09-20	UHC-73976-87	5873181263	5774 Hillcrest Rd Apt 21, Tampa, FL, 33675	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-140916	ENR	Ethan Y Thompson	1939-03-09	UHC-90196-95	8049026240	1975 Desert Sky Blvd Apt 39, Glendale, AZ, 85312	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132234	ENR	Andrew Vargas	1941-06-24	UHC-46683-84	—	8072 Mountain View Dr # 982, San Diego, CA, 92104	0.38	Name split from “Last, First”Date of birth reformatted SSN last four extracted Unit split from street+3 more
ENR-109321	ENR	Alice N Spencer	—	UHC-71190-27	—	4684 Mountain View Dr # 932, Houston, TX, 77017	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-109322	ENR	Alice N Spencer	—	UHC-71190-27	—	4684 Mountain View Dr # 932, Houston, TX, 77017	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-103110	ENR	Gary Price	1976-10-01	UHC-09967-57	9218690091	8120 Bayshore Dr # 842, Chandler, AZ, 85219	0.38	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-133097	ENR	Ralph R Grreen	1994-02-21	UHC-95379-38	—	831 Ridge Rd Apt 33, Mesa, AZ	0.38	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-103508	ENR	Jeffrey R Rice	1986-06-14	UHC-50934-22	—	788 Washington St # 129, Mesa, AZ, 85261	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105526	ENR	Willie N Gonzalez	1938-08-11	UHC-09367-68	4997564927	8463 Indian School Rd Apt 10, Seattle, WA, 98160	0.38	Middle initial moved out of first name Phone reformatted Member ID reformatted Unit split from street+3 more

3,345 rows, page 6 of 67Previous Next