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-21966	PRV	Jessica Johnson	1979-10-05	UHC-65449-18	5357954278	222 Harbor Blvd, Las Vegas, NV	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110942	ENR	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	6824 Broadway, Phoenix, AZ, 85014	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP+4 trimmed+3 more
PRV-27863	PRV	Paul Coleman	—	UHC-62015-28	7418146580	8638 Main St Apt 16, Miami, FL, 33170	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116970	ENR	Gerald M Pena	1978-10-23	UHC-42304-14	—	9382 Bayshore Dr # 723, Phoenix, AZ, 85038	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421574	CLM	Madison E Moore	2001-01-14	UHC-36940-63	—	6393 Grand Ave, Tempe, AZ, 85260	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-424059	CLM	Kyle Black	1992-11-16	—	—	7088 Hillcrest Rd, San Antonio, TX, 78245	0.50	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+3 more
CLM-410377	CLM	Arjun Lerson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX, 75059	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63768	TPA	Dot Castillo	1973-03-26	UHC-27256-09	8529932539	9595 Harbor Blvd, Plano, TX, 75067	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63577	TPA	Janice West	1955-07-13	—	—	6528 Main St, Scottsdale, AZ, 85235	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118572	ENR	Jessicca Wang	2003-01-20	UHC-04085-61	4653325459	5652 Meadow Ln, Sacramento, CA, 95839	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60482	TPA	Alan Schmidt	1992-10-27	—	3933005475	5248 Canyon Rd Apt 26, Minneapolis, MN	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108721	ENR	Singh S Brenda	1999-05-10	UHC-58435-51	6762420877	7872 Indian School Rd, Glendale, AZ, 85389	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103964	ENR	Terry D Lane	1969-03-27	UHC-59619-27	7423245453	2703 Hillcrest Rd, Los Angeles, CA, 90071	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427903	CLM	Rebecca Y Bennett	1961-04-14	UHC-24020-26	—	5489 Elm St, Tempe, AZ, 85284	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429828	CLM	Kelly Rivera	1941-09-27	UHC-23051-08	3554954254	7314 Baseline Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122804	ENR	Isabella Cook	2003-12-09	UHC-20907-19	4063223680	1808 Elm St, Eden Prairie, MN, 55386	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61584	TPA	Heather Rios	—	UHC-67463-23	6472954779	6475 Desert Sky Blvd # 668, Sacramento, CA, 95827	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
TPA-61585	TPA	Heather Rios	—	UHC-67463-23	6472954779	6475 Desert Sky Blvd # 668, Sacramento, CA, 95827	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-429056	CLM	Billy F Wheeler	1971-12-03	—	7874572500	7819 Willow Ct, Austin, TX, 78713	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403749	CLM	Henry F Litle	1944-12-26	UHC-93359-73	—	266 Camelback Rd, Atlanta, GA, 30361	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-409643	CLM	Gerald Nichols	1956-12-02	—	2252722408	592 Broadway, Los Angeles, CA, 90092	0.50	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
PRV-29238	PRV	Michelle Gonzales	1973-12-03	UHC-28818-28	6199342340	6915 Church St # 661, Sacramento, CA, 95887	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400027	CLM	Vincent Oliver	1973-05-14	UHC-16577-40	—	6938 Apache Blvd, San Diego, CA	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121485	ENR	Barbara R Diaz	1981-12-13	UHC-33594-96	3624880523	8743 Oak St, Gilbert, AZ, 85299	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51792	TPA	Camila D Alvarado	—	—	5385579046	2575 Park Pl, Charlotte, NC, 28201	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-404938	CLM	Ann B Ryan	2003-08-24	—	8399494266	423 Oak St, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-417757	CLM	Carlos B Gibson	1939-07-05	—	3233165820	8326 Cedar Ln, Tucson, AZ, 85772	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427181	CLM	Jacob J Patterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave # 570, Dallas, TX, 75278	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419195	CLM	Bruce Santos	1996-02-23	—	3602362372	4163 Ocean Ave, Miami, FL, 33122	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115609	ENR	John Y Sanders	1999-07-08	UHC-07416-24	2016376492	7846 Mountain View Dr, Plano, TX, 75075	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102472	ENR	Pamela Ruiz	—	UHC-56632-98	8947061618	2604 Baseline Rd, Gilbert, AZ, 85256	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-426518	CLM	Clark Peetr	1938-10-16	—	—	3744 Sunset Blvd, Eden Prairie, MN, 55375	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53408	TPA	Ronald Harrison	2004-05-22	UHC-33242-35	—	8077 Maple Ave, Denver, CO, 80267	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29285	PRV	Logan W Clark	1996-08-06	UHC-45189-88	3415687063	3642 Meadow Ln, Las Vegas, NV	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
PRV-29284	PRV	Logan W Clark	1996-08-06	UHC-45189-88	3415687063	3642 Meadow Ln, Las Vegas, NV	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-113031	ENR	Elijah Hanson	2003-03-04	UHC-11708-39	2764045252	119 Indian School Rd Apt 8, Jacksonville, FL, 32200	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28728	PRV	Alexis Singh	2007-12-05	—	8995932629	6744 Desert Sky Blvd, Las Vegas, NV, 89152	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419359	CLM	Samantha Burns	1993-07-27	—	4936707621	9661 Main St, Nashville, TN, 37248	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404862	CLM	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	6035 Oak St, Fresno, CA, 93723	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422411	CLM	Joseph Carter	—	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-112254	ENR	Dennis J Medina	1967-07-25	UHC-69245-14	3388039639	7642 Mesa Dr # 472, Jacksonville, FL, 32238	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
ENR-104405	ENR	Mei U Guzman	1948-06-07	UHC-54129-77	4847578175	5967 Grand Ave, Mesa, AZ, 85206	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-50669	TPA	Donna Myers	1972-10-07	—	—	6906 Desert Sky Blvd, Houston, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-50273	TPA	Jacqueline Lawwrence	2007-06-11	—	5248002302	8326 Desert Sky Blvd, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53687	TPA	Doris George	1947-01-18	—	—	9649 Canyon Rd, Plano, TX, 75096	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432250	CLM	Catherine Romero	1952-02-09	—	—	9615 Camelback Rd, Tempe, AZ, 85263	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22113	PRV	Christine Marshall	1978-11-02	—	5307815623	3165 Elm St, Houston, TX, 77095	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26959	PRV	Larry Cox	1983-06-01	—	9553706658	4973 Grand Ave # 668, Tampa, FL	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27092	PRV	Ralph Espinoza	1938-09-14	UHC-65631-51	—	2235 Highland Ave Apt 26, Tempe, AZ, 85211	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426346	CLM	Carolyn Wilson	1964-04-24	UHC-81583-75	4756896287	2570 Valley View Dr Apt 30, Jacksonville, FL, 32243	0.50	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more

71,257 rows, page 73 of 1,426Previous Next