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-403388	CLM	Joseph Martin	1948-01-18	UHC-05158-85	5115572616	4130 Washington St, Gilbert, AZ, 85285	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61545	TPA	Eric M Andrews	1969-06-10	—	8457893306	2279 Park Pl, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29287	PRV	Anna Guzman	1968-06-28	UHC-10311-67	7833335104	8017 Washington St, Scottsdale, AZ, 85252	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53939	TPA	Betty Fields	2006-08-24	—	5478738985	2940 Cedar Ln, Scottsdale, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-423606	CLM	Brandon Delgado	—	—	7115510942	2505 Hillcrest Rd, Tempe, AZ, 85267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-29174	PRV	William Collins	—	—	4868085700	6271 Cedar Ln, San Antonio, TX, 78218	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
ENR-106404	ENR	Kayla G Rojas	1987-03-19	UHC-99967-49	2638842174	2708 Bayshore Dr, Denver, CO, 80251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112792	ENR	Dvaid C King	1939-03-05	UHC-67658-10	6575108015	3308 Elm St, Columbus, OH, 43260	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-119689	ENR	Wei Obrien	1995-04-14	UHC-10895-13	4725068553	6735 Central Ave, Austin, TX, 78744	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-134631	ENR	Bradley E Wells	1969-03-22	UHC-90993-50	—	3903 Elm St, Miami, FL, 33149	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28662	PRV	Olivia Shaw	1957-04-28	—	2169564424	6872 Jefferson Ave, Dallas, TX, 75259	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417797	CLM	Justin Gordon	1958-09-10	—	3437828464	8913 Mountain View Dr, Phoenix, AZ, 85069	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-132689	ENR	Aisha Medina	1999-02-06	UHC-78384-87	3888891822	7802 Ocean Ave, San Antonio, TX, 78270	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
CLM-404226	CLM	Marcus Little	2001-03-28	—	—	9687 Ridge Rd # 951, Gilbert, AZ, 85266	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-122926	ENR	Ahmmed G Howard	1972-06-26	UHC-95529-67	6456337906	8347 Church St, Las Vegas, NV, 89147	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-129951	ENR	Mary Long	1999-04-20	UHC-34570-63	2525528324	6921 Sunset Blvd, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60648	TPA	Teresa Murphy	1967-10-09	—	—	4268 Broadway Apt 19, Mesa, AZ, 85269	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-122124	ENR	Kathleen Howard	1986-01-21	UHC-39187-01	7907765295	3370 Oak St, Houston, TX, 77060	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-25268	PRV	Jose I Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN, 37283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402251	CLM	Nancy Bennett	1940-03-16	—	—	7655 Bayshore Dr, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-62843	TPA	Frnak Sanchez	1993-06-22	—	—	3489 Ridge Rd, Miami, FL, 33153	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424036	CLM	Jerry Martin	1994-11-16	UHC-95865-44	—	9420 Baseline Rd Apt 19, Houston, TX, 77025	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-106042	ENR	Amber F White	1962-10-21	UHC-86611-68	8209117647	2131 Sunset Blvd, Miami, FL, 33105	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119054	ENR	Kathleen Z Park	1994-08-09	UHC-09672-42	2636289409	5014 Mountain View Dr, Seattle, WA, 98144	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-416395	CLM	Jesse George	1973-07-25	UHC-45885-26	5073395219	2028 River Rd, Tempe, AZ, 85270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129697	ENR	Cheryl G Day	1946-05-02	UHC-05228-53	5052501867	7628 Lake View Rd, Glendale, AZ, 85368	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405741	CLM	Bobby Mason	2003-05-20	—	7065716092	2306 Mesa Dr # 785, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-141687	ENR	Marcus Coleman	1994-10-28	UHC-81728-73	3907759461	304 Pine Dr, Plano, TX, 75045	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127355	ENR	Mariana Jackson	1992-11-20	UHC-36939-96	4996310529	8346 Palm Dr, Austin, TX, 78738	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406572	CLM	Jean Ward	1942-05-13	—	7902441502	2434 River Rd, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130283	ENR	Kathleen S Carter	1961-08-18	UHC-33330-56	4664037641	4186 Mesa Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-21975	PRV	Barbara U Warren	1979-06-15	—	4519681684	9804 Ocean Ave # 139, Austin, TX, 78763	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56939	TPA	Angela Cook	2008-11-05	UHC-30513-36	2398593746	8553 Valley View Dr, Los Angeles, CA, 90032	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-105224	ENR	Michelle Weaver	1951-01-11	UHC-91048-38	6469761578	8059 Central Ave, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20251	PRV	Debra Simmons	2005-06-27	—	2443327255	3226 Elm St, Tampa, FL, 33653	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102506	ENR	Brittany Luna	1972-01-21	UHC-53411-19	5737104001	4902 Lincoln Way, San Antonio, TX, 78252	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420834	CLM	Jonathan Vega	1952-03-24	UHC-70582-68	5986930420	6552 Jefferson Ave, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27725	PRV	David Day	1970-01-08	UHC-71063-24	—	7470 Park Pl, Denver, CO, 80292	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-120489	ENR	Eugene O Roberts	1991-08-14	UHC-61925-07	8148320753	5606 Lincoln Way, San Antonio, TX, 78285	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404513	CLM	Bryan Freeman	1951-11-21	—	7866862770	7670 Valley View Dr Apt 6, Plano, TX, 75079	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114835	ENR	Diego S George	1962-07-15	UHC-54806-04	—	251 Apache Blvd, Tucson, AZ, 85792	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128898	ENR	Harold I Nunez	1994-02-23	UHC-70318-42	7702128551	8831 Grand Ave, Tucson, AZ, 85719	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115725	ENR	Jacob T Roberts	1959-04-06	UHC-64537-46	8693796218	5524 Canyon Rd, Austin, TX, 78796	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-104973	ENR	Jacob W Burke	1963-06-07	UHC-45904-82	3257661088	4350 Highland Ave, Chandler, AZ, 85258	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50122	TPA	Santiago Valdez	2000-02-24	UHC-41588-95	—	6743 Hillcrest Rd, Charlotte, NC, 28266	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-420947	CLM	Jason Murray	1983-04-12	UHC-52531-44	7347411955	4758 Market St, Dallas, TX, 75278	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422810	CLM	Russell Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-60270	TPA	Catherine Hart	1973-11-23	—	—	1502 Oak St, Gilbert, AZ, 85208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112669	ENR	Joan V Garrett	1950-03-20	UHC-30737-02	4369567098	9201 Cedar Ln, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401002	CLM	Maria Harrison	1998-01-02	UHC-00391-32	—	2840 Oak St, Columbus, OH, 43297	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

39,996 rows, page 130 of 800Previous Next