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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101507	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-101506	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-140009	ENR	Vincent Delgado	1960-02-12	UHC-58815-25	7402126774	5442 Sunset Blvd, Miami, FL, 33162	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139562	ENR	Willie Chavez	1952-10-12	UHC-99334-33	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420406	CLM	Sara Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
CLM-431145	CLM	Charles M Hoffman	1986-03-16	UHC-28425-96	8849558470	1089 Bayshore Dr, Jacksonville, FL, 32269	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401096	CLM	Emma Reyes	1992-04-17	UHC-53606-43	2464615050	6614 Lake View Rd, Sacramento, CA, 95827	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-112706	ENR	Elijah Owens	—	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-52323	TPA	Raymond Simmons	1972-02-03	—	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
ENR-137936	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr # 964, Denver, CO, 80291	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-133226	ENR	Omar Castro	1951-12-07	UHC-27170-07	9416382938	7219 Oak St, Miami, FL, 33180	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116567	ENR	Jerry Burke	1976-08-18	UHC-38441-26	—	8032 Valley View Dr, Nashville, TN, 37248	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-410325	CLM	Keith Torres	—	UHC-89886-91	—	8102 Main St, Houston, TX, 77018	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-139266	ENR	Danielle K Weaver	—	UHC-98676-06	6926129401	724 Palm Dr, Atlanta, GA	0.50	Name re-cased Date of birth missing City re-cased ZIP missing+3 more
CLM-429983	CLM	Julie Romero	—	—	—	5486 Central Ave, Nashville, TN, 37292	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-104102	ENR	Diego Daniels	1953-10-13	UHC-77752-86	2393579243	3198 Highland Ave, Eden Prairie, MN, 55357	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400461	CLM	Diana McDonald	2001-02-15	UHC-97280-61	—	5119 Canyon Rd, Nashville, TN, 37283	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415828	CLM	William Scott	1938-04-20	UHC-86572-89	—	2049 River Rd, Dallas, TX, 75207	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-137332	ENR	Martha Henderson	1970-11-08	UHC-50518-63	2108341055	4102 Forest Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-100180	ENR	Gabriel U Olson	1967-05-06	UHC-29339-51	2349179907	2526 Ridge Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429239	CLM	Sandra Brown	2005-02-05	UHC-38120-34	—	4287 Central Ave, Mesa, AZ, 85278	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136804	ENR	Janice Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-420625	CLM	Doris Hatr	1999-03-26	UHC-42027-01	—	793 Lake View Rd # 378, Eden Prairie, MN, 55388	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-129708	ENR	Hannah White	1953-06-08	UHC-97230-82	8913079627	4277 Palm Dr, Eden Prairie, MN, 55368	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-413560	CLM	Cheryl Ward	1986-10-26	—	—	1170 Spring St, Nashville, TN	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
TPA-53969	TPA	Billy Le	1940-01-19	—	—	5795 Baseline Rd, Glendale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417429	CLM	Maria Jenkins	1941-07-28	UHC-97871-08	—	771 Ridge Rd, Denver, CO, 80202	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-123494	ENR	Beverly Romero	1963-02-22	UHC-08319-07	6784132451	7088 Ocean Ave, Miami, FL, 33182	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429041	CLM	Mei Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.50	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
TPA-57531	TPA	Gary Carr	1957-05-06	UHC-25634-04	—	9019 Washington St, Scottsdale, AZ, 85209	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-406292	CLM	Nathan Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129456	ENR	Dorothy Wood	1950-05-01	UHC-31545-27	—	7288 Mesa Dr, Jacksonville, FL, 32293	0.50	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-137577	ENR	Gabriel G Riley	1973-07-26	UHC-30685-65	7886189483	7975 Washington St, Miami, FL, 33140	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124771	ENR	Lucia Franklin	1961-12-27	UHC-71285-85	3859634515	4600 Ridge Rd, Nashville, TN, 37263	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137913	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave # 416, Tempe, AZ, 85277	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407385	CLM	George Holmes	1997-06-27	UHC-85048-47	—	6643 Hillcrest Rd, Denver, CO, 80278	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-134481	ENR	Cynthia T Robinson	1969-08-26	UHC-25770-44	2334150499	1360 Meadow Ln, Houston, TX, 77037	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-428334	CLM	Joyce Wng	1947-06-23	UHC-83210-22	9502079885	3082 Meadow Ln, San Diego, CA, 92164	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-414104	CLM	Amanda U Shaw	1966-03-05	UHC-91321-72	—	7331 Washington St, Columbus, OH, 43256	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
CLM-430443	CLM	Andreew S Vega	1963-12-13	UHC-45507-37	—	2350 Harbor Blvd, Eden Prairie, MN, 55392	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136786	ENR	Amber Tran	1950-07-23	UHC-66499-50	2176414689	7892 Highland Ave # 733, Nashville, TN, 37202	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26751	PRV	Benjamin Brooks	2008-12-09	UHC-58222-55	4489166617	9416 Desert Sky Blvd, San Diego, CA	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106118	ENR	Mary A Wilson	2008-01-16	UHC-13806-99	—	5888 Canyon Rd Apt 34, Los Angeles, CA	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-50470	TPA	Gloria Stone	1954-03-28	—	—	7547 Broadway, Seattle, WA, 98141	0.50	Address re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-413947	CLM	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-422107	CLM	Olivia Davis	1995-11-18	—	—	5346 Elm St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135217	ENR	Sean X Barnes	1988-07-02	UHC-81350-59	9827299022	8435 Mesa Dr, Las Vegas, NV, 89154	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104861	ENR	Amber R Lawrence	1997-10-14	UHC-47479-45	—	6010 Indian School Rd, San Diego, CA, 92161	0.50	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted City re-cased+3 more
CLM-428959	CLM	Robert Carter	1978-08-07	—	—	1465 Ocean Ave, Eden Prairie, MN, 55337	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-23359	PRV	Wayne Rice	1999-12-05	—	3802391706	103 Sunset Blvd, Fresno, CA, 93729	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 36 of 357Previous Next