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
CLM-424457	CLM	Pamela Murray	1983-10-15	UHC-21642-27	—	4231 Ocean Ave, San Diego, CA, 92106	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139761	ENR	Jeremy Hunt	1955-08-12	UHC-59297-43	6122857965	4716 Sunset Blvd, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-50894	TPA	Frank Marquez	1977-05-01	—	7588706498	9017 Hillcrest Rd Apt 11, Columbus, OH, 43278	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-421953	CLM	George Crawford	1968-03-12	UHC-18913-17	7744154163	2808 Oak St, Phoenix, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411717	CLM	Alex Bradley	1945-09-17	—	9398779006	4988 Mountain View Dr, Denver, CO, 80288	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-428291	CLM	Hannah Harris	1962-05-09	—	—	4928 Bayshore Dr, Glendale, AZ, 85356	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-131436	ENR	Ruth Z Fox	1997-01-01	UHC-51091-44	4542466460	339 Baseline Rd, Austin, TX, 78765	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422777	CLM	Michelle Burns	1938-06-03	UHC-94933-30	3189326726	4095 Park Pl, Dallas, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-137024	ENR	Jerry Dun	1993-02-22	UHC-45079-43	6789921657	5397 River Rd, Charlotte, NC, 28296	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140758	ENR	Janice Z Marshall	1985-02-22	UHC-38497-73	9058664819	5578 Bayshore Dr, Sacramento, CA, 95824	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112238	ENR	Kelly C West	—	UHC-89347-77	9192004346	7793 Main St, San Diego, CA, 92187	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-63860	TPA	Carolyn Payne	1978-06-09	—	7666339374	5657 Bayshore Dr, Orlando, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407969	CLM	Samantha Weaver	—	—	8098140489	419 Oak St, Scottsdale, AZ, 85236	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-420832	CLM	Sean N Chapman	2002-02-14	UHC-35561-40	5998998129	6702 Church St, Minneapolis, MN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24984	PRV	Kathy Howard	1986-01-21	—	7907765295	3370 Oak St, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59082	TPA	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59083	TPA	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24599	PRV	Ray R Prriya	1962-05-28	—	9709037558	7268 Cedar Ln, Gilbert, AZ, 85287	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431870	CLM	Michael McDonald	1982-07-05	UHC-87977-24	2312030340	6489 Camelback Rd, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120538	ENR	Martha Chen	2005-12-04	UHC-27434-02	2026775133	4460 Desert Sky Blvd, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20756	PRV	Sofia B Li	1948-12-18	—	3213585049	1674 Ridge Rd, Jacksonville, FL, 32294	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408782	CLM	Russell C Delgado	1982-08-10	—	3697111327	8347 Harbor Blvd # 889, Atlanta, GA, 30379	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-133086	ENR	Deborah X Owens	1969-09-28	UHC-36207-21	8542928872	7234 Highland Ave, Fresno, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25102	PRV	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave # 402, Glendale, AZ, 85394	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-131308	ENR	Bradley Mason	1974-06-15	UHC-79120-53	9364010738	1000 Ridge Rd Apt 28, San Diego, CA, 92152	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-26625	PRV	Amanda Alexander	1938-02-27	UHC-10695-82	9336832337	879 Sunset Blvd, Houston, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-26174	PRV	Patrick Henderson	1968-09-17	UHC-63091-04	7089560937	5981 Park Pl, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54494	TPA	Shirley James	1958-03-17	—	2297023414	4874 Canyon Rd, Tempe, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109909	ENR	Bell Melissa	1952-08-08	UHC-91197-58	5804404043	4418 Canyon Rd # 223, Las Vegas, NV, 89170	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-113813	ENR	Ann W Hudson	1944-06-11	UHC-45319-60	4872690160	1546 Highland Ave, Nashville, TN	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-110761	ENR	Joan Ferguson	2003-08-28	UHC-48591-61	5585428466	7655 Union St, Glendale, AZ, 85392	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62234	TPA	Natalie Cooper	1985-11-25	—	6187317542	8026 Sunset Blvd # 892, Columbus, OH, 43200	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128967	ENR	Julie T Wilson	1948-03-27	UHC-63663-31	7046450516	9556 Ocean Ave, Minneapolis, MN, 55416	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-57553	TPA	Theresa RJunk	1994-05-11	—	—	9544 Elm St, Tempe, AZ, 85247	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-113342	ENR	Bruce Wason	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.60	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+4 more
TPA-50066	TPA	Austin Wong	1960-08-26	—	5719434647	2723 Grand Ave, Houston, TX, 77024	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418968	CLM	Barbara Gibson	1951-10-28	UHC-17543-83	4345733827	6723 Forest Ave # 649, Los Angeles, CA, 90063	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-432377	CLM	Amanda Yang	1941-10-25	UHC-99907-18	2575223460	1855 Baseline Rd, Mesa, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23612	PRV	Marrcus Stephens	1983-05-18	—	8114622134	3957 Sage Ct Apt 22, Eden Prairie, MN, 55338	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20684	PRV	Frank Leewis	1956-08-06	UHC-19885-12	4966259234	5170 Harbor Blvd, Glendale, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63552	TPA	Kathleen Fisher	1953-08-12	—	9756269555	5400 Sunset Blvd, Nashville, TN, 37219	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22697	PRV	Arjun Mason	1976-04-14	—	3294134279	9507 Meadow Ln, Las Vegas, NV, 89152	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-430831	CLM	Jerry Stevens	1997-06-17	UHC-69450-06	2444550441	4239 Union St, San Diego, CA, 92162	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29334	PRV	Sean Watson	1998-06-23	UHC-89921-87	9307044332	9192 Apache Blvd, Columbus, OH, 43218	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102374	ENR	Jonathan O Rivera	1992-08-01	UHC-64480-79	—	728 Central Ave, Chandler, AZ, 85268	0.60	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
PRV-29298	PRV	WJunk	1989-03-17	UHC-21985-17	8814692770	8197 Mesa Dr, Tempe, AZ, 85263	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430813	CLM	Andrea Harrison	1956-06-22	—	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-129428	ENR	Brittany Vasquez	—	UHC-60118-16	5602418709	8014 Baseline Rd, Tampa, FL, 33684	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-127979	ENR	Eugene T Spencer	1980-09-06	UHC-72821-85	7877832098	480 Bayshore Dr, San Antonio, TX, 78214	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136244	ENR	Zachary Fuller	1969-07-13	UHC-64893-75	—	3951 Market St, Eden Prairie, MN, 55323	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more

71,257 rows, page 177 of 1,426Previous Next