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
TPA-53146	TPA	Kevin Peters	1976-04-17	—	—	2466 Broadway, Columbus, OH, 43297	0.66	Two-digit birth year Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-428047	CLM	Roger R Arnold	1998-06-21	UHC-95060-50	—	1890 Meadow Ln, Fresno, CA, 93709	0.66	Two-digit birth year State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-410796	CLM	Nancy Carroll	1979-05-04	UHC-31589-42	—	6414 Meadow Ln, Phoenix, AZ, 85091	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124308	ENR	Diana Flores	1990-07-19	—	9349255253	7000 Desert Sky Blvd, Nashville, TN, 37234	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134050	ENR	Ralph R Jacobs	1968-07-08	UHC-62536-21	9729065834	5925 Jefferson Ave, Los Angeles, CA, 90039	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-409710	CLM	Denise F Lopez	1984-03-27	UHC-94618-30	—	5822 Hillcrest Rd, Minneapolis, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-410989	CLM	Gerald Robertson	1950-10-09	—	7873326872	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-119608	ENR	Joe Edwardds	1994-08-22	UHC-54824-57	9314941398	6240 Elm St, Mesa, AZ, 85249	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-425070	CLM	Joan Fowler	1983-10-14	—	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-55131	TPA	Brandon Park	1957-07-13	—	—	1620 Willow Ct, Scottsdale, AZ, 85294	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-102489	ENR	Christopher Stephens	1951-11-08	UHC-99330-56	7157751460	461 Central Ave, Dallas, TX, 75292	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-411757	CLM	Daniel Wood	1976-08-20	UHC-16055-58	—	2271 Desert Sky Blvd, Plano, TX, 75050	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-422692	CLM	Richard Santiago	1986-05-09	UHC-26774-18	6607451570	9782 Bayshore Dr, Austin, TX, 78722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-128311	ENR	Tyler Ruiiz	2004-02-08	UHC-14608-99	8754627670	4644 Sage Ct, Chandler, AZ, 85266	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140440	ENR	Katherine Wheeler	1982-06-17	UHC-14259-82	9459171020	5094 Maple Ave, Las Vegas, NV, 89196	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112588	ENR	Stephen K Soto	1940-05-05	UHC-60749-62	9545157177	3987 Sage Ct, Columbus, OH, 43295	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419775	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	—	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
ENR-100532	ENR	Kevin Bennett	1949-04-12	UHC-09486-20	9759326693	4449 Market St, Mesa, AZ, 85289	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23436	PRV	Zachay Knight	1959-07-23	UHC-03561-97	—	6436 Grand Ave, Charlotte, NC, 28290	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410034	CLM	Bruce Morales	1938-04-18	UHC-48238-50	—	1436 Jefferson Ave Apt 28, San Diego, CA, 92167	0.66	Name re-cased Two-digit birth year Unit split from street Plan code upper-cased+1 more
TPA-64100	TPA	Henry Waard	1939-03-06	—	—	2753 Sunset Blvd, San Diego, CA, 92160	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115997	ENR	Brittany K Fowler	1995-11-07	UHC-59225-95	2982697516	3562 Apache Blvd, Austin, TX, 78742	0.66	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-402818	CLM	Beth Porter	1971-02-24	—	—	4206 Indian School Rd, Gilbert, AZ, 85274	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27016	PRV	Calros Jenzen	1988-06-19	—	—	5801 Canyon Rd Apt 38, Tucson, AZ, 85700	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-422893	CLM	Douglas S Matthews	1976-06-02	UHC-71180-40	3119133819	1722 Canyon Rd, Tampa, FL, 33601	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404240	CLM	Martha Romero	1971-12-09	—	4078120453	4012 Broadway, Sacramento, CA	0.66	Two-digit birth year Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-121294	ENR	Lawrence T Chen	1956-08-24	UHC-74609-69	5487832756	2344 Elm St, Charlotte, NC, 28222	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-431341	CLM	Adam Schultz	1975-10-28	UHC-81014-14	—	442 Main St, Dallas, TX, 75225	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
PRV-24090	PRV	Roy Chavez	1939-11-04	UHC-19953-03	2785855716	1429 Apache Blvd, Chandler, AZ, 85295	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403099	CLM	Samantha Jensen	1962-07-24	UHC-60388-12	—	8073 Central Ave, Fresno, CA, 93739	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-20045	PRV	Julie Wilson	1965-12-07	UHC-58931-70	3513146084	766 Washington St, Austin, TX, 78745	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-100270	ENR	Larry S Chapman	1972-12-11	UHC-59123-12	6886345636	1882 Baseline Rd, Jacksonville, FL, 32200	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-104100	ENR	Rachel Orttega	2002-11-23	UHC-30814-10	6176168733	7804 Hillcrest Rd, San Diego, CA, 92136	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-101376	ENR	Gerald Q Stephens	1973-09-20	UHC-71981-48	—	8996 River Rd, Gilbert, AZ, 85293	0.66	Two-digit birth year Phone missing area code Member ID reformatted Whitespace trimmed+1 more
ENR-112020	ENR	Fox Samantha	1949-02-21	UHC-12498-71	6685554407	—	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
CLM-430909	CLM	Jose Pena	1972-04-18	UHC-68169-21	—	1513 Indian School Rd, Los Angeles, CA, 90056	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-53025	TPA	Rutth Harvey	1940-10-13	UHC-80628-18	—	5958 Main St, Gilbert, AZ, 85225	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62149	TPA	Eric I Schmidt	2005-05-04	—	—	311 Meadow Ln, Mesa, AZ	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-418963	CLM	Yuki Boyd	1947-07-04	—	—	4553 Oak St, Eden Prairie, MN, 55367	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407579	CLM	Alice Murphy	1967-09-28	—	—	6768 Baseline Rd, Tampa, FL, 33640	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431904	CLM	Marilyn Bradley	1966-09-13	UHC-97072-12	—	901 Forest Ave, Seattle, WA, 98166	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431905	CLM	Marilyn Bradley	1966-09-13	UHC-97072-12	—	901 Forest Ave, Seattle, WA, 98166	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412001	CLM	Joshua Sanders	1952-06-07	UHC-21780-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
TPA-59346	TPA	Amanda Phillips	1987-07-18	UHC-49815-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more
CLM-412482	CLM	Wayne Sanchez	1962-10-15	UHC-45559-54	—	8639 Cedar Ln, Las Vegas, NV, 89126	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134385	ENR	Kimberly Alvarez	1983-06-04	UHC-30677-97	4018222150	6195 Mesa Dr, Chandler, AZ	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-137857	ENR	Larry Butler	1993-09-21	UHC-48440-51	6504481068	6795 Grand Ave # 552, Orlando, FL, 32826	0.66	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-420565	CLM	Frances Guerrero	1961-08-23	UHC-33432-90	—	3108 Pine Dr, San Diego, CA, 92123	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56303	TPA	Adam Harper	1995-09-18	—	5443457527	2959 Mountain View Dr, Tempe, AZ, 85221	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130415	ENR	Stephen Gonzales	1985-05-06	UHC-33555-92	8149983344	789 Highland Ave Apt 30, Tucson, AZ, 85780	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more

6,661 rows, page 76 of 134Previous Next