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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123994	ENR	Yuki Barnes	1957-04-03	UHC-87254-53	7795357853	63 Willow Ct Apt 27, Tucson, AZ, 85750	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20347	PRV	Mark Fox	1974-07-18	UHC-99909-59	2946619352	2492 Ridge Rd, Minneapolis, MN, 55422	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111793	ENR	Eric L Wang	1977-04-02	UHC-97768-39	5195675536	2983 Hillcrest Rd, Los Angeles, CA, 90091	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102499	ENR	Katherine Q Montgomery	1996-08-07	UHC-26954-37	9325545090	6855 Sunset Blvd, Tempe, AZ, 85282	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116434	ENR	Wayne A Sanchez	1962-10-15	UHC-45559-54	2393987526	3186 Harbor Blvd, Los Angeles, CA, 90080	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112430	ENR	Bobby Hernandez	1974-07-03	UHC-97966-71	3022428803	6500 Harbor Blvd, Orlando, FL, 32849	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101268	ENR	Joan Singh	1960-03-25	UHC-03484-76	7248919613	5676 Palm Dr # 496, Eden Prairie, MN, 55317	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-416612	CLM	Elijah Burke	2003-04-06	UHC-58551-91	—	7099 Elm St Apt 9, Glendale, AZ, 85360	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102535	ENR	Lisa L Thompson	1939-05-26	UHC-64914-64	9324547658	6126 Ridge Rd # 441, Houston, TX, 77096	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-401125	CLM	Jordan Welch	2001-11-13	UHC-43144-83	—	2704 Maple Ave # 582, Denver, CO, 80226	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-54034	TPA	Dennis Foster	—	—	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124214	ENR	Helen Oliver	1978-08-26	UHC-84939-80	7446677328	7301 Church St, Columbus, OH, 43250	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25556	PRV	Wei Schultz	1995-09-03	—	6143618318	552 Indian School Rd, Eden Prairie, MN, 55383	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412970	CLM	Stephanie Chavez	1946-04-09	UHC-88000-54	9625728887	5606 Cedar Ln, Fresno, CA, 93729	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131628	ENR	Aisha Harvey	1979-02-02	UHC-39601-09	2292988233	4208 Main St, Dallas, TX, 75211	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114247	ENR	Aisha Allen	1956-12-26	UHC-82372-26	8734271601	5681 Hillcrest Rd, Dallas, TX, 75288	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111553	ENR	Larry Murphy	—	UHC-56832-36	6239891647	5457 Harbor Blvd, Tempe, AZ, 85211	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100369	ENR	Charltote M Oritz	2002-10-16	UHC-52389-49	—	7944 Canyon Rd, Columbus, OH, 43239	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-133993	ENR	Sophia G Walker	1996-05-18	UHC-84938-93	9819677772	2087 Highland Ave, Las Vegas, NV, 89140	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111572	ENR	Vincent R Shaw	1984-04-27	—	7722673629	3323 Church St, Eden Prairie, MN, 55394	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56209	TPA	Madison Lopez	1945-02-18	UHC-54424-31	2767735983	673 Grand Ave, Las Vegas, NV, 89177	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103817	ENR	Gregory Hudson	2001-05-05	—	—	3589 Spring St, Tucson, AZ, 85701	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-117444	ENR	Dorothy James	1986-02-16	UHC-93469-77	4016111175	8094 Indian School Rd, Eden Prairie, MN, 55392	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-105830	ENR	Rachl X Davis	1993-10-04	UHC-17326-95	7689040466	4711 River Rd, Charlotte, NC, 28247	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22623	PRV	Amanda Reynolds	1981-04-11	—	3262891011	7514 Ocean Ave # 187, Tucson, AZ, 85725	0.48	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
CLM-408014	CLM	Ana Ortega	1951-06-23	UHC-19282-90	—	2539 Palm Dr, Scottsdale, AZ, 85230	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-407270	CLM	Peter W Moore	1945-10-03	UHC-56208-08	2357630756	1771 Canyon Rd, Miami, FL, 33140	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135766	ENR	Alan Gray	2005-10-03	UHC-03446-34	3762867399	4622 Jefferson Ave, Atlanta, GA, 30320	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-109102	ENR	Marilyn Hudson	1998-12-27	UHC-41649-59	—	2271 Desert Sky Blvd, Charlotte, NC, 28232	0.48	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-416152	CLM	Nathan Le	—	UHC-58783-64	5219134034	6482 Forest Ave, Las Vegas, NV, 89182	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-136251	ENR	Philip Perkins	1944-08-04	UHC-20874-77	8628068729	6656 Union St # 806, Gilbert, AZ, 85221	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-415453	CLM	Lawrence Richards	1964-11-21	UHC-84652-73	—	6040 Main St, Columbus, OH, 43236	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418564	CLM	George Z Li	1955-11-01	—	6522542957	9770 Jefferson Ave, Atlanta, GA, 30349	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132964	ENR	Diana Little	1976-07-05	UHC-64760-52	7043619723	346 Jefferson Ave, Eden Prairie, MN, 55312	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20830	PRV	Tyler U Crawford	1968-08-07	UHC-49693-64	7255015011	9252 Ridge Rd, Plano, TX, 75095	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416437	CLM	Anna F Baker	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ, 85289	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127848	ENR	Victoria Stewart	1980-01-04	UHC-07460-23	9043190599	860 Forest Ave, San Antonio, TX, 78296	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430558	CLM	Valentina Johston	1981-12-19	—	4665431792	8285 Apache Blvd, Dallas, TX, 75245	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26703	PRV	Charlotte Oliver	1975-02-24	UHC-36496-49	9538699888	5885 Highland Ave, Phoenix, AZ, 85036	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136144	ENR	Isabella Z Reed	1987-08-24	UHC-76255-44	7686605539	8519 Main St, Gilbert, AZ, 85250	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130856	ENR	Arthur Garrett	1991-02-17	UHC-98433-73	7604555393	4997 Camelback Rd, Miami, FL, 33122	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59357	TPA	Elizabeth Santiago	1974-02-24	UHC-79914-44	—	1713 Ridge Rd # 159, Mesa, AZ, 85274	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-56002	TPA	Jean Lucas	1978-04-09	—	5835111157	9228 Central Ave, Jacksonville, FL, 32284	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415017	CLM	Arthur Harvey	1976-03-14	UHC-78370-21	9046983922	5334 Elm St # 811, Seattle, WA, 98104	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
TPA-61292	TPA	Barbara Johnston	1990-12-20	—	2573931456	6135 Ridge Rd # 327, Glendale, AZ, 85389	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-411515	CLM	Carl McCoy	2008-07-20	—	4023918125	9103 Palm Dr, Tampa, FL, 33697	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403951	CLM	Bobby Cooper	1998-12-01	UHC-84475-10	4882831996	379 Church St, Chandler, AZ, 85278	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-108984	ENR	Jess Chapman	2003-12-21	UHC-58883-44	4519364767	360 Desert Sky Blvd, Tampa, FL, 33619	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-20429	PRV	Carol P Powell	1948-10-05	—	9333934679	6617 Highland Ave, Tucson, AZ, 85764	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132192	ENR	Vincant Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave Apt 18, San Antonio, TX, 78246	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more

8,263 rows, page 21 of 166Previous Next