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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24032	PRV	Jessica G Perez	1997-02-15	—	8917133214	9284 Willow Ct, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27380	PRV	Kaen Oliver	1961-01-25	UHC-08596-95	8316253695	532 Lincoln Way, Houston, TX, 77049	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20476	PRV	Julie Washington	1939-10-25	UHC-19375-27	4662015517	4718 Union St, Scottsdale, AZ, 85298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20197	PRV	Linda Y Oliver	1945-06-19	—	9753209662	8742 Baseline Rd, Tampa, FL, 33609	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427072	CLM	Deb Obrien	1991-02-05	UHC-77787-12	—	6867 Main St, Los Angeles, CA, 90099	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431540	CLM	William Webb	1986-01-20	UHC-85317-53	—	2004 Willow Ct, San Diego, CA, 92121	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101432	ENR	Sandoval P Willie	2000-02-15	UHC-46612-21	—	5599 River Rd, Fresno, CA, 93749	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127921	ENR	Rebecca Park	1981-01-12	UHC-63041-07	5574085092	119 Market St, Fresno, CA, 93758	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50186	TPA	Harold Sullivan	1988-06-21	—	—	7597 Pine Dr, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403331	CLM	Teresa Hayes	1962-10-05	—	2623678546	2774 Pine Dr # 533, Gilbert, AZ, 85236	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24887	PRV	Megan R Lee	1974-08-11	UHC-53262-83	—	1493 Highland Ave, Denver, CO, 80254	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24886	PRV	Megan R Lee	1974-08-11	UHC-53262-83	—	1493 Highland Ave, Denver, CO, 80254	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54492	TPA	Janet Wagner	1975-06-23	—	9063079348	9750 Meadow Ln, Sacramento, CA, 95809	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109186	ENR	Roy M Burke	1983-06-10	UHC-62696-46	9533327951	3888 Oak St, Orlando, FL, 32865	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-430998	CLM	Patricia J Campbell	2005-01-09	UHC-11831-88	2884738339	921 Jefferson Ave, Miami, FL, 33141	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120095	ENR	Jeremy X Vegga	1977-08-14	UHC-89426-04	—	3125 Sunset Blvd, Denver, CO, 80214	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
CLM-403538	CLM	Ahmed Moore	—	UHC-96359-72	—	5163 Valley View Dr, Houston, TX, 77025	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-429743	CLM	Janice Nichols	1956-07-20	UHC-09999-74	—	5197 Indian School Rd # 227, Houston, TX, 77064	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51761	TPA	Ryan Jimenez	1955-06-10	—	2765095753	2708 Forest Ave, Denver, CO, 80294	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430744	CLM	Larry Hansen	1999-08-13	—	—	5799 Union St, Tucson, AZ, 85752	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427168	CLM	Doris Pierce	1947-07-28	—	6638538637	9815 Palm Dr, Atlanta, GA, 30396	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-133441	ENR	Diego Kennedy	—	UHC-03807-20	4146203493	6394 Central Ave, Los Angeles, CA, 90071	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420571	CLM	Linda McDonald	1980-04-09	—	6556550558	6056 Highland Ave, Atlanta, GA, 30385	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425077	CLM	Elijah Williams	1959-10-23	UHC-93427-23	—	1960 Apache Blvd, Houston, TX, 77066	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401116	CLM	Camila Austin	2001-05-25	UHC-06304-18	2912087511	3279 Sage Ct, Mesa, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23672	PRV	Carlos Hunt	1971-12-18	—	3175981099	1181 Desert Sky Blvd, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425437	CLM	Eric Wang	1975-11-25	UHC-55140-35	5675630413	9887 Mountain View Dr, Austin, TX, 78797	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402535	CLM	Andrea S Cook	1969-03-28	UHC-23088-75	6877379373	8650 Maple Ave, Scottsdale, AZ, 85298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106241	ENR	Amanda P Ward	1970-02-23	UHC-44504-28	3816714921	177 Park Pl, Columbus, OH, 43278	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400517	CLM	Evelyn Rodriguz	1946-12-04	UHC-93535-65	9156511326	44 Palm Dr, Austin, TX, 78767	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24802	PRV	Jose Morrison	1953-08-27	UHC-06840-28	7077132703	8493 Harbor Blvd Apt 20, Glendale, AZ, 85334	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-131386	ENR	Willie G Schmidt	2001-04-01	UHC-48367-52	6686292085	7045 Desert Sky Blvd, Jacksonville, FL, 32210	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117648	ENR	Barbara C Edwards	1951-10-01	UHC-91524-18	8699664205	4467 Ocean Ave, Seattle, WA, 98174	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106405	ENR	Kayla G Rojas	1987-03-19	UHC-99967-49	—	2708 Bayshore Dr, Denver, CO, 80251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110306	ENR	Christopher I Santos	1995-05-06	UHC-66123-93	3859521845	609 Spring St, Eden Prairie, MN, 55332	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405222	CLM	Welch Lisa	—	—	6327975083	7329 Maple Ave, Tempe, AZ, 85261	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-102445	ENR	Frances Ray	1988-10-13	UHC-36209-53	2533795889	2798 Mesa Dr Apt 34, Charlotte, NC, 28263	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22048	PRV	Diana Ramos	1994-10-07	UHC-98291-09	7007448006	8705 Pine Dr, Atlanta, GA, 30335	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-107547	ENR	Anna Meyer	1938-09-23	UHC-27108-48	7529064013	1046 Palm Dr, Houston, TX, 77007	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117446	ENR	Eric S Barnes	1982-03-02	UHC-25921-67	7614412740	927 Palm Dr # 906, Charlotte, NC, 28260	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-54971	TPA	Danielle Fernandez	1975-04-03	—	—	46 Meadow Ln, Eden Prairie, MN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20067	PRV	Roy Wood	—	—	6067236102	2733 Sunset Blvd, Gilbert, AZ, 85212	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-133401	ENR	Kevin Warren	1988-06-20	UHC-45262-71	5955916148	1936 Indian School Rd, Columbus, OH, 43268	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-27790	PRV	Joan O Brooks	1964-05-03	UHC-26997-72	6432077408	2198 Forest Ave Apt 40, Phoenix, AZ, 85096	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27791	PRV	Joan O Brooks	1964-05-03	UHC-26997-72	6432077408	2198 Forest Ave Apt 40, Phoenix, AZ, 85096	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-127443	ENR	Paul D Benett	1970-06-17	UHC-74898-50	9694094238	479 Camelback Rd, Austin, TX, 78772	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404258	CLM	Julie Garza	—	UHC-95660-03	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-26992	PRV	Juulie J Gomez	1941-06-07	UHC-08457-10	7508062634	5130 Bayshore Dr # 696, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-425891	CLM	Randy Edwards	1967-04-07	—	—	1054 Washington St, Miami, FL, 33128	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132123	ENR	Russell T George	2005-01-25	UHC-35845-96	5175327379	613 Apache Blvd, Charlotte, NC	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more

71,257 rows, page 192 of 1,426Previous Next