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 “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
CLM-418958	CLM	Nicole Carr	1961-06-14	UHC-85502-91	4023802792	7331 Pine Dr, Phoenix, AZ, 85053	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128640	ENR	Catherine Ford	1977-12-27	UHC-81203-91	9728980314	1919 Harbor Blvd, Sacramento, CA, 95809	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-421575	CLM	Madison E Moore	2001-01-14	UHC-36940-63	4368344188	6393 Grand Ave, Tempe, AZ, 85260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124275	ENR	Judith Knight	2002-06-07	UHC-03688-34	9118876910	9778 Baseline Rd, San Antonio, TX, 78256	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113989	ENR	Gregory N Jenkins	1983-02-07	UHC-71141-97	6982512343	7418 Mountain View Dr, Columbus, OH, 43221	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403636	CLM	Amy Q Caarlson	1948-11-09	UHC-63262-92	9274764991	4691 River Rd, Fresno, CA, 93780	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106927	ENR	Sandra A Weber	1963-07-13	UHC-22732-27	7909447106	525 Canyon Rd, Mesa, AZ, 85278	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61773	TPA	Sandra Martin	2003-11-26	—	—	5929 Indian School Rd, Columbus, OH, 43227	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-109648	ENR	Waye Jensen	—	UHC-95377-97	5025069613	7350 Bayshore Dr, Tampa, FL, 33600	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-115048	ENR	Arthur George	2000-07-02	UHC-37062-38	4044005556	3309 Sunset Blvd, Las Vegas, NV, 89177	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423461	CLM	Edward U Maldonado	2006-01-10	UHC-96749-77	—	2333 Forest Ave, Austin, TX, 78734	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102597	ENR	Kelly Ray	1956-10-25	UHC-29979-94	8962091304	7409 Hillcrest Rd, Fresno, CA, 93743	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132820	ENR	Alice L Morrison	1965-01-13	UHC-39317-97	2293968938	7940 Sage Ct, San Antonio, TX, 78265	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142773	ENR	Bryan X Cole	1980-05-18	UHC-40503-58	5152782288	2690 Union St, Denver, CO, 80218	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133146	ENR	Ahmed M McDonald	1956-06-08	UHC-73330-87	4726009833	3492 Union St, Atlanta, GA, 30364	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109295	ENR	Margaret B Brown	1948-06-19	UHC-88357-09	3716453111	5224 Central Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109233	ENR	Mariana Roberts	1979-06-21	UHC-18824-99	5537990805	3135 Market St Apt 17, San Diego, CA, 92189	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119185	ENR	Omar H Morales	1973-10-04	UHC-38951-87	5228854789	6303 Park Pl, Tempe, AZ, 85224	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54948	TPA	Daniel Austin	1967-05-16	—	—	7940 Mesa Dr, Scottsdale, AZ, 85248	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-408952	CLM	Sarah Reynolds	1992-08-21	UHC-42163-60	4528510352	6944 Washington St, Los Angeles, CA, 90017	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-60954	TPA	Dorothy Lawrence	1976-12-02	—	—	28 Ocean Ave, Tucson, AZ, 85790	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-419415	CLM	Charlotte Weber	1964-03-02	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ, 85265	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112337	ENR	Gerald W Ramirez	1975-05-28	UHC-09097-49	8484342645	7735 Ridge Rd, Nashville, TN, 37236	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426054	CLM	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL, 33658	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53667	TPA	Ahmed Spencer	1994-06-20	UHC-74337-10	—	317 Park Pl Apt 14, Mesa, AZ, 85244	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-138360	ENR	Ken Barnes	1982-10-20	UHC-22269-87	2527899354	737 Oak St, Chandler, AZ, 85240	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423149	CLM	Meagn Thompson	2007-01-06	UHC-08534-97	7453777462	9786 Union St, Orlando, FL, 32896	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404828	CLM	Frank Hunter	1955-09-25	UHC-53273-91	—	3716 Lake View Rd, Sacramento, CA, 95816	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127080	ENR	Theresa Green	1965-10-27	UHC-90230-78	3037512221	949 Canyon Rd, San Diego, CA, 92115	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421137	CLM	Janice Yang	1995-11-06	UHC-21909-10	3522772406	1511 Valley View Dr, Austin, TX, 78751	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22364	PRV	Christine Chen	1943-01-02	—	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62653	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24588	PRV	Ethan Welch	1991-03-18	UHC-78275-78	6135024126	3867 Highland Ave, Miami, FL, 33199	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107219	ENR	Mei N Watkins	1986-04-13	UHC-62597-73	8613746117	2223 Apache Blvd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-113474	ENR	Jim Johnson	1945-07-21	UHC-22933-11	4115459412	9124 Grand Ave, Tempe, AZ, 85259	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430840	CLM	Jerry T Banks	1945-09-20	UHC-69891-94	—	249 Oak St, Columbus, OH, 43202	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115041	ENR	Harold Nguyen	1994-06-13	UHC-06434-75	3292291517	4469 Union St, Plano, TX, 75049	0.60	Name re-cased Phone reformatted SSN last four extracted City re-cased+4 more
PRV-23645	PRV	Dan Franklin	1938-08-17	UHC-66712-48	8427291442	4019 Mountain View Dr Apt 13, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-50198	TPA	Mei Harvey	1954-12-02	—	—	4291 Harbor Blvd Apt 12, Orlando, FL	0.60	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
CLM-421790	CLM	Stephen Mills	2006-12-22	UHC-24932-16	—	2771 Willow Ct, Nashville, TN, 37245	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-109039	ENR	Ronald N Gutierrez	1959-08-02	UHC-84184-60	2622094736	7935 Palm Dr Apt 33, Miami, FL, 33150	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-123093	ENR	Arjun G Hall	2002-03-11	UHC-12634-22	2567233942	663 Jefferson Ave, Minneapolis, MN, 55448	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417622	CLM	Austin Matthews	1990-10-24	—	—	7181 River Rd # 440, San Diego, CA, 92180	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-61276	TPA	Peter Cunningham	1949-04-19	UHC-72694-61	4467887589	331 Church St, Nashville, TN, 37293	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-122892	ENR	Jeremy X Austin	1956-05-06	UHC-43876-06	5155425207	1708 Apache Blvd, Minneapolis, MN, 55441	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428984	CLM	Michelle Perry	1948-10-24	UHC-36131-73	5874278091	4869 Hillcrest Rd, Chandler, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114224	ENR	Bruce V Little	1941-07-05	UHC-76002-34	7512608776	2833 Sunset Blvd, San Diego, CA, 92115	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427311	CLM	Douglas Edwards	1996-09-28	UHC-70622-63	4089910490	3670 Desert Sky Blvd, Mesa, AZ, 85233	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-21912	PRV	Joan Estrada	1989-09-22	—	7264451391	5173 Highland Ave, Nashville, TN, 37298	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133996	ENR	Steven Edwards	1943-10-14	UHC-25642-74	6739835407	1488 Hillcrest Rd # 665, San Diego, CA, 92172	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more

39,996 rows, page 84 of 800Previous Next