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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29337	PRV	Ralph Wood	1959-08-19	UHC-68877-11	2908299688	5440 Lake View Rd, Charlotte, NC, 28250	0.50	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-50371	TPA	Laura A Sullivan	1974-11-11	—	6567179083	1021 Highland Ave, Atlanta, GA, 30378	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419104	CLM	Joan Cooper	1994-06-27	UHC-48751-84	8585513148	572 Forest Ave, Scottsdale, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417478	CLM	Willie R Woods	1981-12-09	—	2994757233	9597 Main St, Austin, TX, 78752	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50052	TPA	Diane A Scott	1964-07-16	—	5066798842	6799 Main St, Los Angeles, CA, 90010	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-429327	CLM	Carl Yang	1971-09-16	—	5732709126	7828 Central Ave, Plano, TX, 75017	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115948	ENR	Hannah Lawrence	1956-04-21	UHC-97630-84	4479370295	1116 Desert Sky Blvd, Mesa, AZ, 85294	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-57189	TPA	John Ramos	1991-11-26	—	2058026242	626 Grand Ave, Tampa, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53165	TPA	Jason F Ryyan	1993-06-10	—	—	1933 Lake View Rd, Gilbert, AZ, 85207	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-59790	TPA	Heather Waston	1998-02-19	—	—	310 Main St, Plano, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-130422	ENR	Michelle Mendez	1967-12-20	UHC-48161-41	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-125696	ENR	Nicole P Luna	2006-03-22	UHC-74735-63	4303691195	9760 Washington St, Tempe, AZ, 85256	0.50	Middle initial moved out of first name Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432209	CLM	Raymond Maldonado	1969-10-23	UHC-59420-59	—	4552 Market St, Columbus, OH, 43285	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-62023	TPA	Santiago Weber	1961-05-14	—	3207846909	1914 Forest Ave, Austin, TX, 78703	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28542	PRV	Yuki O Maldonado	1980-05-26	—	6806785902	647 Church St, Orlando, FL, 32802	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-53742	TPA	Vincent Stevens	1975-10-05	—	4723952432	1528 Baseline Rd, Sacramento, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62147	TPA	Weyne Williamson	1983-05-16	UHC-45751-58	—	4055 Apache Blvd, Seattle, WA, 98184	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-421416	CLM	Rebecca Mason	—	—	—	5546 Broadway, Glendale, AZ, 85393	0.50	Name re-cased Date of birth unreadable Phone missing area code Address re-cased+3 more
CLM-424070	CLM	Jackie Yang	1938-05-18	—	—	3618 Pine Dr, Jacksonville, FL, 32274	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23194	PRV	Susan Hayes	1957-09-13	UHC-57014-25	2287570186	2422 Sunset Blvd, Phoenix, AZ, 85053	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-114172	ENR	Jacob Lucas	1981-01-16	UHC-13277-60	—	4313 Desert Sky Blvd, Columbus, OH, 43211	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122368	ENR	Abigail H Gomez	1954-05-20	UHC-76184-54	2342380498	9733 Apache Blvd, Tempe, AZ, 85256	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58974	TPA	David Rogers	1950-12-15	—	6937497399	5317 Washington St, Mesa, AZ, 85218	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400070	CLM	Ambber Wells	1979-06-25	—	2665950799	299 Meadow Ln, Houston, TX, 77014	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417500	CLM	Dennis Parker	1972-05-03	UHC-00717-49	5053450910	3033 Washington St Apt 33, Mesa, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63488	TPA	Rachel Griffin	1997-03-14	—	5959875403	8748 Hillcrest Rd, Atlanta, GA, 30390	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135189	ENR	Linda Mendez	1987-05-08	UHC-91612-22	9584414884	9362 Willow Ct, Tempe, AZ, 85226	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-421422	CLM	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 784, San Diego, CA, 92114	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103503	ENR	Wayne Lawrence	—	UHC-78593-05	4959315140	6617 Hillcrest Rd, Chandler, AZ, 85228	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55550	TPA	Austin Dean	1970-06-23	—	—	4643 Church St # 208, San Diego, CA, 92176	0.50	Name re-cased Two-digit birth year Unit split from street City re-cased+3 more
ENR-130333	ENR	Megan Delgado	—	UHC-77498-46	3783864819	8796 Bayshore Dr, San Diego, CA	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141870	ENR	Isabella Rse	1991-01-19	UHC-86613-44	7732423168	23 Bayshore Dr, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129812	ENR	Kimberly U Armstrong	1958-04-08	—	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407691	CLM	Eugene H Kelly	1976-07-07	UHC-59154-82	—	1751 Valley View Dr, Miami, FL, 33148	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-402625	CLM	Melissa Welch	1986-07-15	UHC-74121-25	—	3450 Maple Ave, Las Vegas, NV, 89157	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422844	CLM	Ana N Gilbert	—	—	—	5440 Valley View Dr, Austin, TX, 78725	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-115527	ENR	Luis H Munoz	1963-10-07	UHC-84496-65	5683113536	8503 Oak St, Atlanta, GA, 30354	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-406860	CLM	Green Luis	1980-09-23	—	8744117899	1792 Mountain View Dr, San Antonio, TX, 78270	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-110939	ENR	Alex R Gutierrez	1968-08-03	UHC-03255-02	6562687280	3809 Oak St, Sacramento, CA, 95811	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431320	CLM	Joe Thomas	2007-03-01	UHC-54570-05	7639533045	8252 Main St, Plano, TX, 75033	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54454	TPA	Beverly P Austin	—	—	—	9889 Apache Blvd, Scottsdale, AZ, 85214	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-113914	ENR	Petrick Luna	1983-10-03	UHC-87231-07	9599188887	2497 Baseline Rd, Jacksonville, FL, 32287	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-53699	TPA	Jacqueline Adams	1996-06-09	—	4517223182	5404 Spring St, Houston, TX, 77067	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424897	CLM	Frank Roberts	1981-06-11	—	—	7429 Washington St, Phoenix, AZ, 85050	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-117124	ENR	Santiago E Gray	1951-10-02	UHC-60144-43	—	2965 Camelback Rd, Atlanta, GA, 30382	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422395	CLM	Joshua Payne	1938-09-03	—	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-26308	PRV	Christine J Espinoza	—	UHC-16134-22	4158055756	6095 Meadow Ln, Plano, TX, 75098	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410833	CLM	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave # 267, Tampa, FL, 33615	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60987	TPA	Henry Fisher	2005-06-18	—	—	409 Park Pl, Atlanta, GA, 30388	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-124186	ENR	Janice Weaver	1973-10-17	UHC-62096-42	—	1279 Oak St, Denver, CO, 80225	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more

71,257 rows, page 83 of 1,426Previous Next