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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106351	ENR	Angela G Gordon	1989-03-20	UHC-91021-02	—	4781 Pine Dr, Miami, FL, 33108	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-424361	CLM	Pamela Hayes	1967-07-20	—	—	3336 Valley View Dr, Atlanta, GA, 30325	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113412	ENR	Christina Burton	1943-07-17	UHC-38322-16	5853474604	7991 Mesa Dr, Miami, FL, 33194	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104913	ENR	Heather T Walsh	1942-10-11	UHC-45163-98	9213022278	6927 Oak St, Eden Prairie, MN, 55365	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108928	ENR	Randy L Sandoval	1951-11-13	UHC-38306-80	9443515197	5598 Canyon Rd, Denver, CO, 80235	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141531	ENR	Kayla Rojas	1944-07-13	UHC-54092-53	—	6042 Church St, Tucson, AZ, 85785	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-125032	ENR	Kathy W Perry	1973-08-28	UHC-08328-12	8977080143	6377 Park Pl, Nashville, TN	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23174	PRV	Laura Daniels	1978-04-28	—	7165895063	2172 Lincoln Way, Chandler, AZ	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-108654	ENR	Brenda Bradley	1954-10-17	UHC-06264-52	6167524312	5192 Meadow Ln, Jacksonville, FL, 32242	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114012	ENR	Joshua D Rogers	1964-01-23	UHC-33304-48	7892493354	7625 Maple Ave, San Diego, CA, 92187	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23364	PRV	Julie Johnson	1971-12-09	—	—	4699 Sunset Blvd, Houston, TX, 77023	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23365	PRV	Julie Johnson	1971-12-09	—	—	4699 Sunset Blvd, Houston, TX, 77023	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432499	CLM	Omar Bryant	1987-03-17	UHC-89172-02	—	3274 Willow Ct, Chandler, AZ, 85207	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-101719	ENR	Raymond U Foster	1973-06-17	UHC-62692-55	2869869404	9571 Sunset Blvd, Jacksonville, FL	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-416191	CLM	Steven Brooks	1991-05-11	UHC-72425-74	—	6614 Camelback Rd # 960, Tampa, FL, 33699	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428624	CLM	Amber Wheeler	2008-03-05	UHC-82210-35	—	638 Forest Ave, Mesa, AZ, 85250	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-405825	CLM	Emma Hall	1991-06-23	UHC-83120-16	7968874555	3419 Indian School Rd, Minneapolis, MN	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142778	ENR	Samantha Johnston	1973-06-25	UHC-14942-21	—	6942 Valley View Dr, Eden Prairie, MN	0.52	Two-digit birth year State name converted to code ZIP missing Email lower-cased+2 more
ENR-101492	ENR	Soifa Lewis	1968-03-02	UHC-63635-58	9627927290	9224 Bayshore Dr, Mesa, AZ, 85214	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-136446	ENR	Sophia A Nguen	1979-10-14	UHC-35591-59	—	1745 Highland Ave, Miami, FL, 33119	0.52	Name re-cased Two-digit birth year Phone missing area code Email lower-cased+2 more
ENR-120835	ENR	Gabriel Hawkins	1949-12-22	UHC-32513-52	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100508	ENR	Ana Morales	1955-09-19	UHC-77060-06	7784196274	1236 Valley View Dr, Scottsdale, AZ, 85247	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22485	PRV	Janice Diaz	1987-06-13	UHC-88057-73	—	2994 Indian School Rd, Chandler, AZ, 85267	0.52	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+2 more
CLM-405065	CLM	Sandra Adams	1983-12-04	UHC-23338-39	—	589 Pine Dr, Dallas, TX, 75290	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407453	CLM	Jose Reyes	1982-09-22	—	—	3037 Willow Ct, Phoenix, AZ, 85074	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-130684	ENR	Kevin X Guerrero	1985-05-16	UHC-46668-36	3487841390	2840 Apache Blvd, Dallas, TX	0.52	Two-digit birth year Phone reformatted ZIP missing Gender normalised+2 more
CLM-400348	CLM	—Junk	1950-12-14	UHC-83429-95	7564972007	8824 Ocean Ave, Charlotte, NC, 28294	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405944	CLM	Zachary Harris	1972-03-02	UHC-04428-62	7524419031	6872 Sage Ct # 826, Miami, FL, 33103	0.52	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
ENR-112438	ENR	Sandra Spencer	1981-03-07	UHC-91154-11	6327231292	2833 Willow Ct Apt 16, Chandler, AZ, 85292	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403572	CLM	Timothy Reynolds	1961-07-01	UHC-76724-37	—	8333 Forest Ave, Miami, FL	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-414794	CLM	Scott Ward	1943-10-21	—	—	468 Pine Dr, Jacksonville, FL, 32251	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
TPA-56322	TPA	Heather Nelson	1950-11-11	—	3584197871	7856 Jefferson Ave, Houston, TX, 77033	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54497	TPA	Mark F Owens	1946-08-06	—	—	6488 Cedar Ln, Fresno, CA, 93780	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406225	CLM	Arthur M Thompson	1941-09-20	UHC-87768-94	7646388935	4865 Elm St, Atlanta, GA, 30373	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53986	TPA	Jacqueline E Truner	2000-11-12	UHC-69964-16	—	898 Lincoln Way, Austin, TX, 78789	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25756	PRV	Olivia Franklin	2003-08-18	—	2308304907	2718 Palm Dr, Seattle, WA, 98101	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22589	PRV	Brenda Alvarado	1980-06-28	UHC-41851-99	—	6602 Oak St, Jacksonville, FL, 32243	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50034	TPA	Christian W Contreras	1983-07-26	—	—	5376 Desert Sky Blvd, Miami, FL, 33172	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101279	ENR	Sean Hunter	1944-01-18	UHC-33259-01	6185124174	5604 Pine Dr, Austin, TX, 78795	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-128049	ENR	Stephen K Jimenez	2006-09-27	UHC-39923-61	—	3249 Bayshore Dr, Denver, CO, 80254	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-408793	CLM	Nancy Simpson	1956-04-01	—	2059585506	5617 Jefferson Ave # 110, Sacramento, CA, 95828	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28387	PRV	Megan Morgan	1997-09-07	—	—	9294 Lake View Rd, Tempe, AZ, 85252	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116653	ENR	Greg Sanders	1978-01-20	UHC-11903-39	7708126755	2084 Sage Ct, Sacramento, CA, 95826	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51379	TPA	Jacob Wong	1982-10-02	—	—	5567 Palm Dr, Houston, TX, 77049	0.52	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised+2 more
CLM-422630	CLM	Heenry Espinoza	1955-08-15	UHC-50850-98	—	1526 Spring St, Tucson, AZ	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-54069	TPA	Zachary Perkins	2003-04-25	—	—	9138 Grand Ave, Tucson, AZ, 85730	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-418412	CLM	Judy D Soto	1981-01-26	—	—	9496 Ridge Rd, Glendale, AZ, 85322	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109808	ENR	Ronald V Sandoval	1996-04-08	UHC-16953-93	—	6996 Mountain View Dr, Chandler, AZ, 85299	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-108000	ENR	Brandon Hill	1984-07-26	UHC-22856-42	2154126435	9744 Maple Ave, Scottsdale, AZ	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-133197	ENR	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more

6,661 rows, page 38 of 134Previous Next