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

Third-party administrator, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60768	TPA	Doris Burke	1962-04-27	—	—	3850 Bayshore Dr, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52480	TPA	Jeremy O Henry	2005-08-01	—	6309822037	5034 Main St, Charlotte, NC, 28222	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55729	TPA	George McCoy	1994-09-25	—	—	8944 Cedar Ln, Orlando, FL, 32896	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50190	TPA	Joe V Ferguson	1963-11-02	—	2183520876	4324 Jefferson Ave, Charlotte, NC, 28225	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60227	TPA	Stephen Gonzales	1986-05-06	—	—	789 Highland Ave, Tucson, AZ, 85780	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-61650	TPA	Hannah Nguyan	1939-07-28	—	9458314352	8600 Lincoln Way, Los Angeles, CA, 90071	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
TPA-55413	TPA	Samuel Hoffman	—	—	3636243972	4480 Sunset Blvd, San Antonio, TX, 78279	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-64422	TPA	Mary McCoy	2002-02-19	—	—	52 Harbor Blvd, Phoenix, AZ, 85079	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-59854	TPA	Wayne Thomas	1954-02-10	—	—	4016 Jefferson Ave, Seattle, WA, 98168	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60383	TPA	Christine Hoffman	2003-05-09	—	4556819252	5855 Spring St, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59260	TPA	Brandon Gilbert	1940-03-10	UHC-47987-53	6393887358	5070 Highland Ave, Phoenix, AZ, 85093	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57737	TPA	Sean Luna	1971-05-16	—	—	3548 Baseline Rd, Chandler, AZ, 85211	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-55331	TPA	Michael Mills	1943-11-05	—	6369358509	5025 Highland Ave, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59513	TPA	Lori Gonalez	1956-11-03	—	—	2271 Ridge Rd, Nashville, TN, 37290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51832	TPA	Janice C Clark	1988-06-25	—	—	2719 River Rd, Orlando, FL, 32817	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53771	TPA	Vincent Pena	1945-02-06	—	3683430541	3385 Hillcrest Rd, Minneapolis, MN, 55480	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58358	TPA	Kyle O Bryant	1976-09-16	UHC-45658-55	5824359988	3140 Ocean Ave, Nashville, TN, 37281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62099	TPA	Donna Reynolds	1941-10-22	—	—	6169 Elm St # 505, Chandler, AZ, 85251	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-64222	TPA	Dylan Castillo	1996-10-13	—	—	3459 Baseline Rd, Scottsdale, AZ, 85273	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58527	TPA	Madison Knight	1984-02-05	—	—	8677 Baseline Rd Apt 37, Atlanta, GA, 30319	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-50377	TPA	Steve Armstroong	1947-09-03	—	8308514947	2077 Grand Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58551	TPA	Santiago Hamilton	2007-02-12	—	—	6075 Canyon Rd, Phoenix, AZ, 85080	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-61514	TPA	Samuel Alen	1998-01-15	—	—	5766 Harbor Blvd, Dallas, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57089	TPA	Arjun Torres	1986-04-21	—	7978268816	4920 Cedar Ln, Orlando, FL, 32805	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-62511	TPA	Gary Q Schultz	1974-05-01	—	7439390164	2035 Jefferson Ave, Tucson, AZ, 85747	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
TPA-56282	TPA	Rachel Kelley	1977-08-18	—	—	7186 Oak St, Orlando, FL, 32883	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50488	TPA	Eugene Dean	1963-10-24	—	—	1762 Oak St, Scottsdale, AZ, 85211	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60895	TPA	Karen Montgomery	1963-09-14	—	2318550598	8807 Highland Ave, Columbus, OH, 43278	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64155	TPA	Cox I Edward	—	—	9136489708	3714 Meadow Ln, Tucson, AZ, 85712	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-53866	TPA	Jack C Pierce	1958-12-15	—	—	4710 Jefferson Ave, Miami, FL, 33123	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53907	TPA	Betty Lewis	1993-08-28	—	—	3459 River Rd, San Antonio, TX	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-54043	TPA	Anna Thompson	1973-04-05	—	6345069772	3663 Willow Ct, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53809	TPA	Jerry Lee	2002-06-25	—	7912415308	8472 Main St, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50542	TPA	Nanccy S Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50753	TPA	Juan Hill	1973-11-18	UHC-37787-33	7657184208	5687 Washington St, Phoenix, AZ, 85004	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56175	TPA	Judith Foster	1972-07-03	—	—	6667 Elm St, Dallas, TX, 75243	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62512	TPA	Peter Shaw	1945-03-03	—	—	4193 Baseline Rd, Charlotte, NC, 28297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59589	TPA	Ashley Watkins	1991-02-15	UHC-85690-41	—	35 Central Ave, San Diego, CA	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-59625	TPA	Vincent Hart	1959-07-15	—	—	2540 Meadow Ln Apt 26, Nashville, TN, 37236	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-50213	TPA	Judith Gonzales	1995-04-21	—	9635281129	144 Canyon Rd, Seattle, WA, 98195	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59924	TPA	John C Hughes	1947-09-08	—	3283352963	1769 Mesa Dr, Tempe, AZ, 85216	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54836	TPA	Ana Delgado	1953-02-25	—	5876338278	1797 Oak St, Las Vegas, NV, 89167	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61023	TPA	Sofiia L Smith	1988-05-13	—	3829382876	6410 Oak St, Tempe, AZ, 85257	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54546	TPA	Albert Stephens	1967-02-04	—	2968297461	5794 Ridge Rd, Columbus, OH, 43213	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57158	TPA	Larua Dunn	—	—	4682295174	7113 Central Ave, Atlanta, GA, 30375	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-54247	TPA	Megan Hunter	1970-08-18	—	—	7085 Mountain View Dr Apt 5, Orlando, FL, 32857	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-52420	TPA	Grace Rmaos	1989-10-27	—	9412775238	8508 Maple Ave, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-51305	TPA	Katherine Castillo	1953-04-28	—	5018561956	782 Highland Ave, Houston, TX, 77092	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50298	TPA	Frances Dominguez	1956-08-15	—	—	7201 Mountain View Dr, Minneapolis, MN, 55484	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51171	TPA	Frances Berrry	1944-11-28	—	5878188656	1982 Desert Sky Blvd Apt 8, Dallas, TX, 75231	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

5,750 rows, page 16 of 115Previous Next