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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410808	CLM	Nicole N Richardson	2008-09-22	UHC-06257-82	7257076485	2529 Canyon Rd, Houston, TX, 77064	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20340	PRV	Elizebeth G West	1964-07-01	—	3665091188	9763 Apache Blvd, San Antonio, TX, 78294	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20341	PRV	Elizebeth G West	1964-07-01	—	3665091188	9763 Apache Blvd, San Antonio, TX, 78294	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129379	ENR	Joseph Carter	1979-12-15	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411609	CLM	Lawrence Weaver	1964-02-04	UHC-26133-98	—	3519 Church St, Tempe, AZ, 85219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52350	TPA	Betty Warren	2000-12-24	—	—	5525 Union St # 622, Minneapolis, MN, 55457	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
CLM-424546	CLM	Michael Gutierrez	1953-06-19	—	—	5232 Willow Ct, Sacramento, CA, 95827	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424509	CLM	Bruce Cruz	1918-12-23	—	7274964163	5953 Elm St, Los Angeles, CA, 90008	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408003	CLM	Dennis Gilbert	1970-04-09	—	5418724398	5790 Jefferson Ave, Denver, CO, 80291	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426230	CLM	Jack Graham	1992-03-15	UHC-08139-79	3918864067	436 Market St, Las Vegas, NV, 89139	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-402616	CLM	Paul Lopez	1947-02-01	UHC-63875-61	—	5959 Sage Ct, Tampa, FL, 33674	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126515	ENR	Stephaanie Meyer	1979-09-02	UHC-03078-17	6237600804	6243 Valley View Dr, Mesa, AZ, 85246	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411798	CLM	Camila Harrison	1995-09-12	UHC-38431-26	6932045571	2903 Main St, Phoenix, AZ, 85022	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108885	ENR	Lisa V Black	2004-02-19	UHC-99966-50	9313676743	9421 Grand Ave, Sacramento, CA, 95815	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25829	PRV	Sarah Nelson	1981-10-23	—	—	2553 Canyon Rd Apt 25, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street City re-cased Email lower-cased+2 more
ENR-107426	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-107425	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-135138	ENR	Julia K Jordan	1945-03-04	UHC-17224-84	7884751551	4458 Oak St, Atlanta, GA, 30374	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-432483	CLM	Valentina Mejia	1965-08-16	UHC-25585-49	—	7607 Hillcrest Rd, Eden Prairie, MN, 55386	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-118810	ENR	Abigail Harrison	1940-01-16	UHC-10145-26	9594071001	4339 Spring St, Nashville, TN, 37230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112298	ENR	Olivia Torres	1958-08-07	UHC-12295-59	9627423924	9723 Baseline Rd, Dallas, TX, 75246	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430374	CLM	Jacqueline Gomez	1967-02-17	UHC-57063-16	9254703763	1869 Palm Dr, Charlotte, NC, 28246	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106500	ENR	Lori Wallace	2003-10-26	UHC-95038-81	—	6418 Main St, Mesa, AZ, 85206	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23942	PRV	Yuki Patel	1970-03-23	UHC-54511-33	8776403575	4070 Baseline Rd, Chandler, AZ, 85210	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113740	ENR	Zachary Y Greeen	1979-02-02	UHC-03711-37	3508287855	2413 Elm St, Tampa, FL, 33655	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400766	CLM	Samuel Price	1987-11-25	—	—	3203 Central Ave, Atlanta, GA, 30365	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101553	ENR	Billy Espinoza	1974-07-07	UHC-20184-24	—	7555 River Rd, San Diego, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
ENR-100800	ENR	Cynthia Reid	1973-09-12	—	7532373081	8344 Forest Ave, Los Angeles, CA, 90075	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100877	ENR	Eugene J Kim	2001-08-02	UHC-75568-78	4325136961	8421 Mesa Dr, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23554	PRV	John Z Armstrong	2003-06-27	—	2117248758	143 Sunset Blvd, Glendale, AZ, 85360	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22207	PRV	Christian Reynolds	—	UHC-02582-56	5332542224	—	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
PRV-20956	PRV	Ann Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-126800	ENR	Diego Dean	1990-08-08	UHC-15193-16	7456293363	5012 Meadow Ln, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24530	PRV	George Q Dominguez	2001-04-12	—	4545634232	4593 Ocean Ave, Glendale, AZ, 85363	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27972	PRV	Amy E Hicks	1960-03-21	UHC-14831-12	9596542063	6886 Palm Dr, Gilbert, AZ, 85277	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
ENR-116293	ENR	Ronald X Boyd	1942-11-04	UHC-40835-40	8828864355	6867 Baseline Rd, Tucson, AZ, 85798	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142103	ENR	Karen Rose	1993-11-16	UHC-41271-45	8776486886	1976 Willow Ct, Las Vegas, NV, 89101	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414278	CLM	Zachary Watkins	1962-03-15	—	—	9266 Ridge Rd, Atlanta, GA, 30322	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407666	CLM	Kevin Scott	1977-09-05	UHC-95333-52	—	4444 Willow Ct, Nashville, TN, 37251	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121722	ENR	Virginia Watkins	1948-06-01	UHC-85208-07	9754714819	1208 Forest Ave, Scottsdale, AZ, 85294	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24928	PRV	Raymond Stone	1944-04-18	UHC-79612-67	2818329464	8000 Park Pl, Tampa, FL, 33670	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400243	CLM	Pamela Gonzalez	1996-12-18	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-132869	ENR	Andrea McCoy	1976-08-14	UHC-43360-40	6629293194	4191 Forest Ave, Minneapolis, MN, 55403	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58402	TPA	Shirley Adams	1958-03-11	—	9054980219	2419 Sunset Blvd, Tampa, FL, 33625	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411311	CLM	Alexander Y Reynolds	1990-08-03	—	6993042577	7344 Cedar Ln Apt 7, Glendale, AZ, 85333	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
TPA-57859	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116968	ENR	Margaret Duncan	1950-08-15	UHC-78353-92	8348817889	569 Market St, Tampa, FL, 33643	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403635	CLM	Henry Marshall	1954-10-23	UHC-90506-25	6587331920	8683 Forest Ave, Orlando, FL, 32873	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423913	CLM	Daniel Patel	1969-08-22	UHC-04245-37	—	4679 Bayshore Dr, Chandler, AZ, 85267	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61658	TPA	Tony Thompson	1957-06-26	—	—	7223 Church St, Plano, TX, 75002	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

16,828 rows, page 144 of 337Previous Next