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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105872	ENR	Priya Dixon	1998-08-21	UHC-42866-51	3209531958	4608 Desert Sky Blvd, Columbus, OH, 43261	0.42	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-409599	CLM	Debra J Olson	1973-11-04	—	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.42	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
ENR-118744	ENR	Jeremy C Howard	1989-02-15	UHC-37377-19	—	9211 Maple Ave, Houston, TX	0.42	Two-digit birth year Phone missing area code SSN last four extracted City re-cased+1 more
TPA-54953	TPA	Judy J Nichols	1977-03-04	—	—	468 Spring St Apt 17, Phoenix, AZ, 85003	0.42	Name split from “Last, First”Two-digit birth year Unit split from street Gender normalised+1 more
ENR-131372	ENR	Walter X Ray	1991-11-28	UHC-99412-10	8155760992	1070 Cedar Ln, Austin, TX	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24156	PRV	Charlotte Washington	2005-08-24	UHC-01290-54	9836933003	1416 Washington St Apt 15, Denver, CO, 80211	0.42	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137460	ENR	Hiroshi J Ramos	1999-11-16	UHC-35776-22	4739190104	2146 Cedar Ln, Phoenix, AZ, 85029	0.42	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+1 more
ENR-136546	ENR	Charlotte A Powell	1987-10-20	UHC-60454-65	7032493841	2491 Washington St, Nashville, TN	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-133650	ENR	Albert Freeman	1967-11-21	UHC-38009-44	5953976960	587 Willow Ct, Nashville, TN, 37240	0.42	Two-digit birth year Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-109136	ENR	Eric B Bishop	1951-02-13	UHC-06958-31	9337482880	1104 Hillcrest Rd, Minneapolis, MN	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-118070	ENR	Mateo B Ramirez	1994-05-14	UHC-28099-67	4642423455	249 Mountain View Dr, San Antonio, TX, 78279	0.42	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-50092	TPA	Kayla Park	1963-12-07	—	—	976 Camelback Rd, Los Angeles, CA, 90001	0.42	Two-digit birth year Phone missing area code State name converted to code Gender normalised+1 more
ENR-119513	ENR	Sarah X Grant	1939-06-16	UHC-62692-11	3072641073	5840 Valley View Dr, Tucson, AZ, 85712	0.42	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105815	ENR	Bradley V Marquez	2003-05-02	UHC-30238-54	7013052868	7375 Lake View Rd, Chandler, AZ, 85254	0.42	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-413189	CLM	Sophia Estrada	1992-09-22	UHC-67827-54	—	2462 Elm St, Tucson, AZ, 85779	0.42	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-128507	ENR	Adam Simpson	1967-06-24	UHC-96422-35	—	5636 Ridge Rd, Nashville, TN, 37256	0.42	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+1 more
ENR-125407	ENR	Kathleen E Santos	1956-12-09	UHC-88039-83	7267525817	367 Oak St, Nashville, TN, 37296	0.42	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-138136	ENR	Deborah Hoffman	1940-03-02	UHC-84676-19	8266769852	6121 Mesa Dr # 156, Columbus, OH	0.42	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139687	ENR	Alice Daniels	1990-03-12	UHC-83756-81	4567062248	4225 Sunset Blvd, Tucson, AZ, 85793	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412268	CLM	David W Hansen	2004-02-20	UHC-62023-76	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.44	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+6 more
CLM-415276	CLM	Camila Brown	1951-11-17	UHC-87174-49	6099803556	3113 Forest Ave, Orlando, FL, 32832	0.44	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-128740	ENR	VincentJunk	1990-12-24	UHC-51856-42	9089137181	8425 Jefferson Ave, Nashville, TN, 37245	0.44	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-115925	ENR	Patricia B Kim	1998-05-23	UHC-30627-19	5126885251	3503 Elm St # 816, Columbus, OH, 43251	0.44	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
PRV-27343	PRV	Kelly Burton	1980-10-12	UHC-06398-61	7674587524	9072 Park Pl, Dallas, TX, 75217	0.44	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-142678	ENR	Isabbella Gordon	2007-08-24	UHC-44059-85	—	752 Mountain View Dr, Los Angeles, CA	0.44	Name split from “Last, First”Two-digit birth year ZIP missing Gender normalised
ENR-127999	ENR	Alan Lynch	1993-06-03	—	8462609334	8507 Bayshore Dr, Tampa, FL, 33662	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-107224	ENR	Sandra E Owens	1978-11-16	UHC-89246-62	8853856982	6957 Bayshore Dr, Seattle, WA, 98175	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-114125	ENR	Alice A McDonald	1963-06-01	UHC-51908-02	9589190958	4905 Jefferson Ave, Tucson, AZ, 85722	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
TPA-58831	TPA	Alice Willis	1944-06-18	—	7088054449	6140 Forest Ave, Chandler, AZ, 85257	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-420211	CLM	Denise Berry	1943-01-02	UHC-93903-61	7039931159	6018 Maple Ave, Nashville, TN	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-119598	ENR	Lawrence Carter	1993-01-26	UHC-42533-01	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-119597	ENR	Lawrence Carter	1993-01-26	UHC-42533-01	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-102299	ENR	Angela Fowler	1969-11-24	UHC-91761-70	4055581516	1269 Sage Ct, Tempe, AZ, 85283	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-400922	CLM	Santiago Reid	1991-05-21	UHC-51553-43	—	8160 Willow Ct, Sacramento, CA, 95874	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
PRV-20936	PRV	Gary Palmer	1948-08-24	—	7318882464	4655 Meadow Ln, Los Angeles, CA, 90091	0.46	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-415286	CLM	Edwards Janice	1951-03-03	UHC-49570-05	2073584379	207 Park Pl, Dallas, TX, 75239	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-27501	PRV	Obrien M Laura	2000-08-16	—	4486001681	3657 Desert Sky Blvd Apt 36, Los Angeles, CA, 90029	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-136373	ENR	Doris X James	1957-05-03	—	5085601226	1527 Elm St, Plano, TX, 75087	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-129890	ENR	Ana N Gilbert	1979-03-17	UHC-96425-46	3386953263	5440 Valley View Dr # 433, Austin, TX, 78725	0.46	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+5 more
ENR-129889	ENR	Ana N Gilbert	1979-03-17	UHC-96425-46	3386953263	5440 Valley View Dr # 433, Austin, TX, 78725	0.46	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+5 more
ENR-134131	ENR	Alexander N Marquez	1978-08-01	UHC-84217-49	6996762498	8121 Park Pl, Denver, CO, 80215	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-408570	CLM	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-424381	CLM	Heather Brooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-113870	ENR	Juustin D Wevaer	1975-01-26	UHC-21503-23	2036835867	7373 Palm Dr, Sacramento, CA, 95870	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-27314	PRV	Nicole Gilbert	1951-01-25	UHC-93489-42	7702818360	6879 Market St, Orlando, FL, 32853	0.46	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-416467	CLM	Lisa Lewis	1951-03-27	UHC-05664-71	3463681261	2672 Park Pl, Jacksonville, FL, 32202	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-126585	ENR	Logan Park	1943-12-09	UHC-39537-44	5322791353	8579 Highland Ave, Sacramento, CA, 95884	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-133017	ENR	Megan M Butler	1953-12-25	UHC-88806-59	7994156664	8973 Church St, Atlanta, GA, 30351	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-112276	ENR	Bradley W Jones	1980-07-11	UHC-91461-93	8189072740	2163 Baseline Rd, Las Vegas, NV, 89162	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-104456	ENR	Aisha N Cole	1975-04-01	UHC-86878-50	4593416989	4922 Cedar Ln, Minneapolis, MN	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more

6,661 rows, page 12 of 134Previous Next