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
ENR-127520	ENR	Joran Robinson	1979-06-15	UHC-00837-84	—	1116 Washington St, Tucson, AZ, 85785	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
TPA-61796	TPA	Mills Sophia	1991-10-20	—	—	1708 Union St, Los Angeles, CA, 90085	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63043	TPA	—Junk	1975-03-16	—	—	4120 River Rd, Jacksonville, FL	0.52	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+2 more
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-427915	CLM	Sarah Perkins	1949-06-25	—	—	2882 Indian School Rd, Sacramento, CA, 95822	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-109153	ENR	Ethan Garza	1967-07-06	UHC-36481-22	7388993155	2460 Lincoln Way, Tempe, AZ, 85206	0.52	Name split from “Last, First”City re-cased State name converted to code Gender normalised+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-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-137458	ENR	Jacqueline F Salazar	1945-04-25	UHC-37624-77	5147655952	7958 Bayshore Dr # 730, San Antonio, TX, 78239	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-55394	TPA	Kathleen Hill	1999-03-18	—	—	8010 Oak St, Fresno, CA, 93746	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23348	PRV	Valentina Ortiz	1958-09-28	UHC-23200-97	—	2148 Willow Ct, Columbus, OH	0.52	Name split from “Last, First”State code upper-cased ZIP missing Gender normalised+2 more
TPA-58762	TPA	Julie Maldonado	—	UHC-32095-94	3676613460	2499 Cedar Ln # 572, Tampa, FL, 33655	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60761	TPA	Roy Gilbert	1957-01-25	—	—	5220 Market St, San Antonio, TX, 78221	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24926	PRV	Debra C Robertsson	1983-01-04	UHC-55599-52	7105004908	4220 Canyon Rd, Seattle, WA, 98134	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59061	TPA	Aisha Nichols	1996-07-14	—	—	9422 Baseline Rd, Orlando, FL, 32826	0.52	Name split from “Last, First”Date of birth reformatted 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
CLM-418941	CLM	Helen O Jhnson	1977-05-18	UHC-28850-11	—	9802 Bayshore Dr, Los Angeles, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-51249	TPA	Grace V Salazar	1946-06-19	—	6559964275	6117 Mountain View Dr, Glendale, AZ, 85394	0.52	Phone reformatted 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
TPA-50829	TPA	Cloe Stephanie	1997-09-22	—	—	4353 Ocean Ave # 180, Houston, TX, 77031	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+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
PRV-22311	PRV	Elizabeth Stevens	1993-01-09	UHC-16032-76	—	5198 Union St, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+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
PRV-23255	PRV	Omar Thomas	1983-02-04	—	—	3899 Union St Apt 32, Eden Prairie, MN, 55354	0.52	Name split from “Last, First”Unit split from street City re-cased State name converted to code+2 more
ENR-102513	ENR	James E Montgomery	1987-04-13	UHC-66712-65	7677909699	2804 Central Ave, Charlotte, NC, 28298	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27949	PRV	Brittany M Watson	1971-04-25	—	—	3073 Market St, Sacramento, CA, 95874	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+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
ENR-123749	ENR	Santiago Martinez	1959-06-09	UHC-34421-47	—	225 Harbor Blvd, Minneapolis, MN	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-26111	PRV	EJunk	2000-05-06	UHC-64732-99	7679426234	7447 Central Ave, Miami, FL, 33171	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410268	CLM	Mike Evans	2006-09-04	—	—	8354 Maple Ave Apt 7, Orlando, FL, 32856	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57264	TPA	Janet X Henderson	1976-07-16	—	9843086993	7039 Mountain View Dr Apt 28, Houston, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101975	ENR	Amy R Hawkins	1994-05-13	UHC-63576-09	8703173142	6772 Hillcrest Rd Apt 11, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425675	CLM	Bryan Ray	1958-11-20	UHC-15231-85	—	9671 Indian School Rd, Tucson, AZ, 85765	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431574	CLM	Catherine Q Wright	1952-12-03	UHC-46069-48	—	4260 Lake View Rd, Jacksonville, FL, 32256	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431452	CLM	Jose S Jensen	1953-01-13	UHC-42670-96	4252744181	2719 Ocean Ave, Nashville, TN, 37260	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431453	CLM	Jose S Jensen	1953-01-13	UHC-42670-96	4252744181	2719 Ocean Ave, Nashville, TN, 37260	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52057	TPA	Ronald Broooks	1990-04-28	—	—	7486 Union St, Glendale, AZ, 85382	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401779	CLM	Ann Reyes	—	UHC-80982-32	—	5760 Oak St # 231, Gilbert, AZ, 85281	0.52	Date of birth missing Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428284	CLM	Richard Bailey	—	UHC-89724-56	—	735 Jefferson Ave, Miami, FL, 33100	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52306	TPA	Dylan Hill	1962-01-21	UHC-19089-37	—	5307 Valley View Dr, Charlotte, NC, 28251	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-423669	CLM	Santiago Prike	—	—	—	8949 Mesa Dr, Houston, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
TPA-55780	TPA	Diana Dixon	1963-04-18	—	5818824163	5701 Union St, Nashville, TN	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-64272	TPA	Benjamin Walker	1995-12-12	—	—	4431 Union St Apt 10, Jacksonville, FL	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-101874	ENR	Keelly Williamson	2002-09-08	UHC-46667-30	7472615600	9407 Union St, Chandler, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

71,257 rows, page 129 of 1,426Previous Next