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-138701	ENR	Maria L Moreno	2007-11-28	UHC-61343-62	3067881041	9319 Apache Blvd, Tampa, FL, 33654	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
TPA-57409	TPA	Peter Gray	1985-08-23	—	—	876 Spring St, Los Angeles, CA, 90015	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-128308	ENR	Brandon W Reed	1951-05-20	UHC-93789-85	7119384235	3363 Market St, Plano, TX, 75064	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52826	TPA	Wei E Nelson	1998-12-11	—	—	139 Main St, Minneapolis, MN, 55488	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-139755	ENR	Brandon Munoz	1939-12-06	UHC-97325-35	2786174336	105 Ocean Ave, San Antonio, TX, 78250	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400192	CLM	Albert Z Montgomery	1971-02-03	UHC-48037-67	—	7534 Cedar Ln, Glendale, AZ, 85384	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411495	CLM	Edwrd Ward	1939-08-01	—	—	4128 Washington St, Atlanta, GA, 30301	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-109778	ENR	Natalie B Aguilar	1952-04-01	UHC-36549-46	4642833272	91 Mesa Dr, Jacksonville, FL, 32297	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422824	CLM	William Kelly	2007-10-22	UHC-90416-44	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-407924	CLM	Ann P Howell	1972-04-19	UHC-08372-88	8463517919	8998 Lake View Rd, San Antonio, TX, 78218	0.66	Two-digit birth year Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-104652	ENR	Kimberly Vargas	2004-06-11	UHC-34628-05	6712678856	1690 Spring St, Miami, FL, 33157	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-127844	ENR	Joan U Gonzales	1986-10-28	UHC-02734-71	7023896270	4751 Cedar Ln, Dallas, TX, 75285	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-432126	CLM	Raymond Richardson	1987-01-13	—	—	5745 Pine Dr, Gilbert, AZ, 85231	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-117407	ENR	Susan Wong	1939-04-05	UHC-47628-83	4805225549	730 Desert Sky Blvd, Sacramento, CA	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
TPA-59198	TPA	Denise Lucas	1997-06-10	—	—	1042 Sunset Blvd, Tampa, FL, 33607	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-28200	PRV	Lauren Howard	2005-04-18	UHC-54097-94	7824353526	9045 Harbor Blvd, Minneapolis, MN, 55437	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
CLM-430787	CLM	Brittany Henderson	1992-12-05	—	—	8332 Union St, Dallas, TX, 75214	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50933	TPA	Gary Munoz	1965-10-25	—	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-432612	CLM	Jacob Espinoaz	1943-03-01	—	2186631113	9827 Lake View Rd, San Diego, CA, 92130	0.66	Two-digit birth year Phone reformatted Gender normalised Plan code upper-cased+1 more
TPA-59318	TPA	Jesse Davis	1944-02-15	—	2425160662	7335 Canyon Rd, Scottsdale, AZ, 85248	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416031	CLM	Melissa Rodriguez	1943-03-11	—	—	2585 Ocean Ave, Charlotte, NC, 28287	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-113475	ENR	Justin Riz	1975-08-01	UHC-71419-14	2052139431	4997 Lake View Rd, Tempe, AZ, 85219	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404043	CLM	Rubert Wang	1951-08-03	UHC-24041-45	—	167 Harbor Blvd, Sacramento, CA, 95888	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-115778	ENR	Joshua Mills	1971-02-06	UHC-78852-55	8077211016	8837 Willow Ct, Seattle, WA, 98165	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133565	ENR	Mariana G Sanders	1945-10-10	UHC-93334-68	3732516357	9183 Forest Ave, Atlanta, GA, 30388	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102484	ENR	Daniel U Mendez	1984-03-19	UHC-44692-67	9114552537	2559 Jefferson Ave, Gilbert, AZ, 85299	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427361	CLM	Nathan Gilbert	2008-01-10	UHC-54667-70	—	9116 Sunset Blvd, Charlotte, NC, 28217	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418296	CLM	Nicole Kim	1945-01-20	—	2258863384	9473 Jefferson Ave # 832, Glendale, AZ, 85350	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-21924	PRV	Evelyn K Green	2006-05-03	UHC-78882-43	—	—	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
CLM-402342	CLM	Aisha Simmons	1944-04-21	UHC-46654-44	—	774 Lincoln Way, Phoenix, AZ, 85014	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-139478	ENR	Jean O Nelson	1987-09-12	UHC-20738-64	4947311148	5776 Ridge Rd, Charlotte, NC, 28236	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-415405	CLM	Jean Young	1940-05-22	UHC-88826-06	3784374877	8587 Hillcrest Rd, Las Vegas, NV, 89110	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
ENR-102778	ENR	Maria J Perkins	1979-04-22	UHC-18060-30	9602218858	5752 Central Ave, Atlanta, GA, 30396	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-123750	ENR	Charls R Weber	1980-09-23	UHC-23538-88	6433684726	1116 Baseline Rd, Tampa, FL, 33605	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-427549	CLM	Dorothy George	1955-03-04	UHC-73922-65	—	2036 Camelback Rd, Denver, CO, 80219	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412979	CLM	Ruth Vazquez	2006-09-08	—	2439617794	3458 Oak St, San Antonio, TX, 78282	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-100245	ENR	Cynthia Peterson	1984-03-27	UHC-59351-27	2918480003	5694 Central Ave, Nashville, TN, 37227	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-405337	CLM	Henry Mitchell	1992-03-03	UHC-74665-73	—	3105 Mountain View Dr, Columbus, OH, 43223	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113799	ENR	Janet Elliott	1976-09-18	UHC-44835-28	3494185569	5041 Mountain View Dr, Gilbert, AZ, 85216	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107255	ENR	Julia Y Morales	1986-01-20	UHC-43213-79	4055122006	2365 Oak St, Plano, TX, 75033	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
TPA-55970	TPA	Philip Lawson	2008-12-27	—	—	8364 Main St, Dallas, TX, 75217	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
PRV-28180	PRV	Mary Herrera	1973-03-20	—	—	7943 Palm Dr, Houston, TX, 77040	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-21127	PRV	Diana J Russell	1999-01-05	—	—	3778 Apache Blvd, Tempe, AZ, 85228	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140333	ENR	Noah G Bradley	1998-06-02	UHC-52302-59	3495423588	3871 Mesa Dr, Tempe, AZ, 85255	0.66	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-427813	CLM	Sophia Ryan	1966-08-03	UHC-48990-31	—	8766 Spring St, Seattle, WA, 98177	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62685	TPA	Anthony Clark	1986-08-14	—	—	8696 Forest Ave, San Antonio, TX, 78208	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-125834	ENR	Scott Estrada	1951-05-18	UHC-44880-54	9192952432	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-408535	CLM	Kathleen Matthews	1998-02-01	—	—	5746 Church St, Fresno, CA, 93731	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422502	CLM	Lauren Powell	1999-02-04	UHC-87679-57	—	126 Harbor Blvd, Eden Prairie, MN, 55353	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413940	CLM	Albert Marshall	1991-07-04	UHC-01330-32	—	8011 Maple Ave, Plano, TX, 75058	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more

6,661 rows, page 78 of 134Previous Next