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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432089	CLM	Brittany Garrett	1970-01-05	UHC-07264-35	—	3896 Hillcrest Rd # 801, Los Angeles, CA, 90031	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-118986	ENR	Mei B Bradley	1998-03-09	UHC-98883-33	9696536131	3322 Palm Dr Apt 27, Denver, CO, 80277	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-404649	CLM	Mary Wilson	2008-01-16	—	9513909554	5888 Canyon Rd # 349, Los Angeles, CA, 90079	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26981	PRV	Julia Walker	1973-07-13	UHC-38007-53	—	8617 Apache Blvd Apt 36, Plano, TX, 75077	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113966	ENR	Hiorshi Lynch	1965-10-25	UHC-75411-44	6435216019	581 Cedar Ln # 365, Tampa, FL, 33626	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21400	PRV	Heather Myers	1958-01-04	UHC-23811-98	4379955558	5967 Ridge Rd # 439, Phoenix, AZ, 85039	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116928	ENR	Barbara Vazquez	1994-03-23	UHC-62480-15	6804576521	6376 Forest Ave # 172, Charlotte, NC, 28203	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
ENR-104508	ENR	Andrea Scott	1947-02-12	UHC-70977-09	5432865021	2266 Lincoln Way Apt 22, Chandler, AZ, 85274	0.66	Date of birth reformatted Unit split from street Email lower-cased Gender normalised+1 more
PRV-20722	PRV	Priya James	1999-02-25	UHC-14750-42	3452935800	9288 Spring St # 422, Gilbert, AZ, 85272	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-128306	ENR	Eric F Reed	1963-01-18	UHC-79375-83	—	8032 Market St Apt 36, Denver, CO, 80263	0.66	Name re-cased Phone missing area code Unit split from street Whitespace trimmed+1 more
ENR-133834	ENR	Mary Mejia	1950-07-02	UHC-24625-01	2244974982	4137 Ridge Rd Apt 24, Jacksonville, FL, 32225	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-107693	ENR	Kelly P Aguilar	1938-11-04	UHC-52255-77	2432705425	5312 Ridge Rd Apt 6, San Antonio, TX, 78246	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413478	CLM	Noah Moreno	1950-01-19	UHC-70253-94	—	2347 Bayshore Dr # 591, Charlotte, NC, 28283	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
PRV-24621	PRV	Martha Campbell	2007-12-27	UHC-49054-08	—	2352 Broadway # 466, Mesa, AZ, 85287	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
PRV-25164	PRV	Jean Reed	1949-09-15	—	3579207839	5322 Sage Ct Apt 38, Fresno, CA, 93714	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-402274	CLM	Adam Collyns	1979-12-23	UHC-52575-77	4665721146	4869 Willow Ct # 683, Columbus, OH, 43290	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-410680	CLM	Bobby Henderson	1995-04-15	—	5709873670	9539 Mesa Dr Apt 2, Los Angeles, CA, 90027	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-425500	CLM	Randy Gonsales	2005-02-16	—	4075431196	7227 Washington St Apt 40, Denver, CO, 80267	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-121788	ENR	Hannah Willis	1984-12-27	UHC-06307-65	6416642178	9453 Indian School Rd # 171, Denver, CO, 80262	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-120159	ENR	Jack Jordan	1948-03-11	UHC-62945-41	7368521414	622 Mountain View Dr # 656, Gilbert, AZ, 85264	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126304	ENR	Peter V Maldonado	2003-08-14	UHC-36176-16	4602781707	5647 Broadway # 217, Dallas, TX, 75234	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
CLM-411085	CLM	Jeffrey Green	1976-05-21	—	—	1429 Spring St Apt 25, Denver, CO, 80299	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130109	ENR	Robert N Maldonado	1994-03-20	UHC-70978-88	8314695053	8660 Valley View Dr # 804, Orlando, FL, 32850	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-431854	CLM	Mateo Q Ortiz	1968-01-20	—	7104053784	9079 Grand Ave # 589, Austin, TX, 78791	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-110798	ENR	Sofia X Smith	1978-12-13	UHC-50362-18	8097645285	7046 Market St Apt 33, Las Vegas, NV, 89158	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-426030	CLM	Justin F Roggers	2001-12-10	—	—	9050 Willow Ct Apt 17, San Diego, CA, 92122	0.66	Middle initial moved out of first name Name re-cased Unit split from street Whitespace trimmed+1 more
ENR-110643	ENR	Marilyn K Lane	1991-07-26	UHC-43044-27	7837341021	9311 Desert Sky Blvd # 444, Seattle, WA, 98175	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-101737	ENR	Carolyn Snyder	1981-08-10	UHC-13237-39	7363917189	6684 Meadow Ln Apt 6, Scottsdale, AZ, 85288	0.66	Name re-cased Unit split from street Email lower-cased Gender normalised+1 more
ENR-132563	ENR	Diana Chavez	1956-04-26	UHC-17528-84	—	2540 Sunset Blvd # 806, Atlanta, GA, 30325	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-128504	ENR	Dennis Morris	1992-03-10	UHC-83204-10	5093429408	1592 Cedar Ln # 237, Seattle, WA, 98162	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more
CLM-417718	CLM	Joseph Wheeler	1991-05-12	UHC-73218-61	—	3173 Willow Ct # 168, Sacramento, CA, 95892	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417719	CLM	Joseph Wheeler	1991-05-12	UHC-73218-61	—	3173 Willow Ct # 168, Sacramento, CA, 95892	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432026	CLM	Jose K Carpenter	1943-04-07	UHC-84499-49	—	4048 Willow Ct Apt 2, Plano, TX, 75049	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59442	TPA	Jun Kelly	1946-10-24	—	—	2386 Central Ave Apt 34, Phoenix, AZ, 85057	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-416542	CLM	Janet Henderson	1976-07-16	UHC-29228-29	—	7039 Mountain View Dr # 867, Houston, TX, 77055	0.66	Name re-cased Member ID reformatted Unit split from street State name converted to code+1 more
CLM-409826	CLM	Juan Jimenez	1964-10-13	UHC-84918-36	6209491554	2041 Forest Ave # 776, Dallas, TX, 75237	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21327	PRV	Wei Y Schmidt	1974-03-03	—	3189483940	1246 Apache Blvd Apt 36, Houston, TX, 77022	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412574	CLM	Nunez N Douglas	1959-01-02	UHC-04096-41	8067198149	4598 Spring St Apt 13, Dallas, TX, 75262	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-101872	ENR	Jordan Y Hoffman	1952-05-02	UHC-31665-66	9387016755	5062 Desert Sky Blvd Apt 33, Las Vegas, NV, 89113	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101873	ENR	Jordan Y Hoffman	1952-05-02	UHC-31665-66	9387016755	5062 Desert Sky Blvd Apt 33, Las Vegas, NV, 89113	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422265	CLM	Mark Payne	1972-10-19	—	—	3285 Desert Sky Blvd Apt 23, Plano, TX, 75087	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-133791	ENR	Raymond M Baker	1977-10-18	UHC-89971-89	3817739398	3551 Ridge Rd # 236, Scottsdale, AZ, 85226	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109779	ENR	Ana Hunter	2008-10-04	UHC-68356-50	6402136733	6740 Hillcrest Rd # 540, Las Vegas, NV, 89121	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+1 more
ENR-123176	ENR	Angela P Hamilton	1960-09-08	UHC-96995-64	—	1326 Valley View Dr Apt 31, Houston, TX, 77096	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62381	TPA	Anthony Guerrero	1953-12-24	UHC-05111-02	3567785681	1641 Central Ave # 871, Los Angeles, CA, 90081	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-132775	ENR	Paul E Alvarado	1985-08-15	UHC-73103-78	5447159987	4948 Ocean Ave # 522, Atlanta, GA, 30343	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-428969	CLM	Dorothy Hicks	1946-08-25	UHC-74134-54	—	7841 River Rd # 482, Tucson, AZ, 85755	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-428643	CLM	Melissa Y Phillips	2008-08-03	—	—	9369 Sage Ct # 529, Seattle, WA, 98167	0.66	Name split from “Last, First”Unit split from street City re-cased Email lower-cased+1 more
PRV-26596	PRV	Jessica Duncan	2003-02-01	—	5967665166	8245 Oak St Apt 34, Mesa, AZ, 85213	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-26595	PRV	Jessica Duncan	2003-02-01	—	5967665166	8245 Oak St Apt 34, Mesa, AZ, 85213	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more

6,994 rows, page 101 of 140Previous Next