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 “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-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
PRV-21600	PRV	Larry W Spencer	—	UHC-16960-57	—	5830 Lake View Rd # 488, Miami, FL, 33139	0.54	Date of birth unreadable Phone missing area code Unit split from street Whitespace trimmed+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
TPA-59688	TPA	Alexander Turner	1965-08-27	—	—	429 Pine Dr # 222, Sacramento, CA, 95897	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+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
CLM-402720	CLM	Stephen Harvey	2002-05-23	—	—	3008 Mountain View Dr # 740, Fresno, CA, 93794	0.54	Unit split from street State name converted to code Gender normalised Whitespace trimmed+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
TPA-50814	TPA	Gary Walker	1999-02-04	—	7853045209	6703 Cedar Ln Apt 19, San Diego, CA, 92189	0.54	Phone reformatted Unit split from street State name converted to code Gender normalised+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
PRV-20324	PRV	Kelly Larson	1965-12-05	—	8229095647	3092 Washington St # 572, Chandler, AZ, 85221	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22142	PRV	Deborah Y Jackson	1951-07-21	UHC-89997-70	6517170507	8786 Jefferson Ave Apt 11, Las Vegas, NV	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+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
CLM-405133	CLM	Richhard Silva	2000-07-04	—	—	1302 Meadow Ln Apt 23, San Diego, CA, 92143	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more
CLM-410846	CLM	Laura Powell	1969-05-21	—	—	3187 Harbor Blvd Apt 27, Eden Prairie, MN	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416897	CLM	Carl Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd # 229, Phoenix, AZ, 85018	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+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
CLM-431190	CLM	Terry Williams	1939-10-17	UHC-02175-32	8036281479	9227 Cedar Ln # 376, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
PRV-24364	PRV	Ryan M Daniels	1949-03-16	UHC-67026-83	2908682003	2759 Bayshore Dr Apt 13, Glendale, AZ, 85331	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+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
CLM-400268	CLM	Donald Ruiz	1956-07-18	UHC-28641-21	—	7520 Cedar Ln Apt 1, Tempe, AZ, 85246	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+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
PRV-21529	PRV	Carolyn Barnes	—	UHC-31715-59	3452563870	8801 Broadway # 849, Plano, TX, 75034	0.54	Date of birth unreadable Phone reformatted Unit split from street Gender normalised+1 more
CLM-400608	CLM	Kenneth Dunn	1950-03-15	—	—	345 Harbor Blvd # 650, Atlanta, GA, 30390	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63133	TPA	Timothy Simmons	—	—	—	4725 Ocean Ave # 843, Orlando, FL, 32872	0.54	Date of birth unreadable 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
PRV-22275	PRV	Valentina Price	2004-04-24	—	—	9812 Meadow Ln # 599, Phoenix, AZ, 85032	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405464	CLM	Ethan Hill	1966-05-05	UHC-93821-06	—	9861 Bayshore Dr Apt 14, Mesa, AZ, 85232	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
PRV-24569	PRV	Jacob Greene	—	UHC-35926-22	3149657945	9893 Meadow Ln # 312, Jacksonville, FL, 32211	0.54	Date of birth unreadable Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-21995	PRV	Alex Hunt	2003-02-22	—	—	2344 Church St Apt 9, Miami, FL, 33166	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-408650	CLM	Jerry I Price	1995-10-18	—	—	7498 Forest Ave Apt 3, San Antonio, TX, 78292	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+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
CLM-429854	CLM	Amanda Phillips	1950-10-15	—	2229000513	3745 Canyon Rd # 260, Mesa, AZ, 85202	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63443	TPA	Brittany Ferguson	1944-05-18	UHC-92938-61	—	6556 Ocean Ave # 772, San Diego, CA, 92127	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more

6,994 rows, page 52 of 140Previous Next