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

Enrollment, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106480	ENR	Andrea Berry	1949-10-18	UHC-08295-53	—	5291 Main St Apt 22, Phoenix, AZ, 85010	0.54	Name split from “Last, First”Two-digit birth year Unit split from street State code upper-cased+1 more
ENR-102666	ENR	Wayne Jimenez	1962-12-03	UHC-31574-79	—	6937 Grand Ave # 107, Las Vegas, NV, 89161	0.54	Date of birth reformatted Unit split from street ZIP+4 trimmed Gender normalised+1 more
ENR-129389	ENR	Daniel Z Black	2005-02-09	UHC-29762-38	9508577341	4370 Spring St # 194, Phoenix, AZ, 85078	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-120251	ENR	Marilyn Stephens	2008-08-13	UHC-46235-78	6505305035	7632 Camelback Rd Apt 37, Eden Prairie, MN	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-119868	ENR	Joseph Vasquez	2003-04-28	UHC-79306-78	—	7705 Willow Ct Apt 7, Miami, FL, 33171	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-119008	ENR	Vincent F Holmes	1948-03-13	UHC-50225-88	7646746103	8436 Spring St Apt 26, Mesa, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140297	ENR	Kathleen Z Fisher	1953-08-12	UHC-98423-32	9756269555	5400 Sunset Blvd Apt 8, Nashville, TN, 37219	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-124950	ENR	Peter E Harris	1953-02-27	UHC-36327-95	—	6807 Hillcrest Rd # 322, Eden Prairie, MN, 55308	0.54	Name re-cased Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-138589	ENR	Douglas X Lewis	1967-09-08	UHC-76690-56	—	560 Spring St # 509, Dallas, TX, 75254	0.54	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-140789	ENR	Peter H Banks	1991-12-21	UHC-77412-58	—	7123 Ridge Rd # 814, Orlando, FL, 32892	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-124632	ENR	Sean Dean	2007-04-28	UHC-44580-15	—	592 Bayshore Dr Apt 1, Houston, TX, 77079	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-133088	ENR	Diego O Anderson	1988-08-17	UHC-62497-77	8296617056	4945 Canyon Rd Apt 30, Houston, TX, 77012	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-128714	ENR	Terry Hawkins	1953-07-21	UHC-65368-09	9885114192	9206 Spring St Apt 28, San Antonio, TX, 78277	0.54	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-108993	ENR	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd Apt 36, Chandler, AZ, 85258	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-117859	ENR	Pauul A Bradley	2005-01-19	UHC-81814-37	8253165394	3539 Ocean Ave # 665, San Antonio, TX	0.54	SSN last four extracted Unit split from street City re-cased ZIP missing+1 more
ENR-101898	ENR	Gerald Roberts	—	UHC-67087-61	8499643728	4789 Baseline Rd # 864, Seattle, WA, 98156	0.54	Name re-cased Date of birth missing Phone reformatted Unit split from street+1 more
ENR-109157	ENR	Priya P Webb	1983-06-28	UHC-01077-32	3952917551	2650 Oak St # 165, Chandler, AZ, 85214	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-120169	ENR	Brenda Harris	1982-06-13	UHC-10906-79	8525305311	7288 Elm St Apt 21, Plano, TX, 75033	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108880	ENR	Doris Y Cooper	1969-06-21	UHC-46929-19	3228304402	4151 Valley View Dr Apt 28, Glendale, AZ, 85374	0.54	Phone reformatted Unit split from street State name converted to code Gender normalised+1 more
ENR-142723	ENR	Ruth Jordan	2005-02-16	UHC-16459-44	—	6914 Sage Ct Apt 30, Sacramento, CA, 95894	0.54	Name re-cased Two-digit birth year Unit split from street Gender normalised+1 more
ENR-136140	ENR	Brian Patel	1955-12-13	UHC-11526-69	8403111600	2765 Lincoln Way Apt 17, Charlotte, NC, 28200	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-131551	ENR	Kathryn Ross	1957-08-13	UHC-29384-14	7675614467	6403 Mesa Dr Apt 4, Dallas, TX, 75258	0.54	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+1 more
ENR-138747	ENR	Pamela J Welch	1946-05-25	UHC-09702-11	—	6696 Lake View Rd # 376, Tempe, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112332	ENR	Alexis Z Armstrong	1959-01-26	UHC-76727-59	—	8444 Ridge Rd # 344, Fresno, CA, 93723	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104554	ENR	Angela H Cooper	1989-03-23	UHC-93181-59	2496975163	1514 Valley View Dr # 369, Houston, TX, 77057	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111150	ENR	Zachary Z Anderson	1946-11-23	UHC-40167-32	5077621452	650 Mountain View Dr Apt 30, Los Angeles, CA, 90069	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103063	ENR	Carl O Morles	1979-12-15	UHC-86655-79	6095466523	5098 Market St # 847, Orlando, FL, 32800	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101428	ENR	Martha T Padilla	1940-01-26	UHC-51567-53	3902255298	3228 River Rd # 710, Tempe, AZ, 85202	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-119558	ENR	Kenneth Fernandez	1973-10-01	UHC-00016-47	9124894432	4810 Ridge Rd # 491, Mesa, AZ, 85286	0.54	Two-digit birth year Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-138187	ENR	Ralph Howard	1940-12-26	UHC-26532-61	2154523917	9125 Apache Blvd Apt 31, Gilbert, AZ, 85250	0.54	Name re-cased Two-digit birth year SSN last four extracted Unit split from street+1 more
ENR-101500	ENR	Santiago L Freeman	1970-08-14	UHC-18981-37	6992151506	8797 Desert Sky Blvd # 706, Houston, TX, 77054	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-141927	ENR	Diane Gonzalez	1939-04-13	UHC-47195-70	6669987737	1437 River Rd Apt 1, Miami, FL, 33156	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111616	ENR	James Park	2008-04-11	UHC-67554-44	8294995123	5255 Church St Apt 20, Seattle, WA, 98113	0.54	Unit split from street State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-105844	ENR	McDonald M Brittany	1983-12-04	UHC-98964-05	9199003356	9355 Willow Ct # 382, Atlanta, GA	0.54	Middle initial moved out of first name Date of birth reformatted Unit split from street ZIP missing+1 more
ENR-133930	ENR	Gregory Weber	1974-08-25	UHC-50200-63	5018030549	4286 Church St # 935, Dallas, TX, 75272	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102050	ENR	Vincent D Goerge	1946-11-07	UHC-32875-15	5577878361	2954 Lincoln Way # 206, Phoenix, AZ, 85029	0.54	Phone reformatted Unit split from street State name converted to code Gender normalised+1 more
ENR-135730	ENR	Catherine R Payne	1963-09-07	UHC-51686-10	6718456954	1795 Central Ave Apt 40, San Antonio, TX, 78229	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-135587	ENR	Judith A Jenkins	1971-08-10	UHC-83319-71	8803860100	253 Highland Ave Apt 9, Phoenix, AZ, 85035	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115396	ENR	Randy Z Maldonado	1999-08-04	UHC-32441-24	9193952834	5269 Church St # 762, Tucson, AZ, 85782	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141993	ENR	Billy P Contreras	1958-07-26	UHC-74899-95	3096847475	556 Mountain View Dr Apt 19, Miami, FL, 33124	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-117870	ENR	Bobby Watson	1949-06-19	UHC-95185-49	5296779979	1172 Main St # 977, Denver, CO, 80204	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-119545	ENR	Gloriia D Ramirez	2008-09-21	UHC-49725-20	6735669244	6554 Highland Ave # 803, Seattle, WA, 98133	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134740	ENR	Jennifer Williamson	1977-01-02	UHC-04711-37	9404144531	5587 Apache Blvd Apt 18, Denver, CO, 80290	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108797	ENR	Ana F Rojas	1971-07-05	UHC-82015-88	—	2168 Meadow Ln Apt 31, Mesa, AZ, 85214	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-110524	ENR	Ashey O Fernandez	2003-03-19	UHC-00933-59	3776850003	6961 Lake View Rd Apt 31, Fresno, CA, 93793	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-137999	ENR	Walter Payne	1960-04-08	UHC-73011-94	—	1587 Camelback Rd Apt 33, Tempe, AZ, 85229	0.54	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-104840	ENR	Diane Y Robinson	1940-05-24	UHC-27610-05	—	6707 Spring St # 180, Orlando, FL, 32806	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118134	ENR	Linda Z Vargas	1986-06-11	UHC-27818-16	9188099494	9669 Mountain View Dr # 288, Scottsdale, AZ, 85205	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141571	ENR	Sophia Jacobs	1941-04-15	UHC-74205-24	—	8862 Bayshore Dr Apt 26, Mesa, AZ, 85209	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101397	ENR	Jon Castillo	1960-04-13	UHC-72136-56	9236956235	53 Apache Blvd # 443, Seattle, WA, 98111	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

3,345 rows, page 26 of 67Previous Next