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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124136	ENR	Justin Coleman	1971-12-12	UHC-68642-60	5369949753	3927 Valley View Dr, Mesa, AZ, 85279	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-139599	ENR	Alice I Lopez	1993-01-01	UHC-78452-10	8373380794	7408 Mesa Dr, Jacksonville, FL, 32248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124342	ENR	Justin P Li	1939-12-07	UHC-25803-73	—	540 Palm Dr, Austin, TX, 78799	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-113830	ENR	Adam Bailey	2000-08-10	UHC-61330-54	6804042855	6587 Jefferson Ave Apt 5, Scottsdale, AZ, 85222	0.52	Name re-cased Unit split from street City re-cased State code upper-cased+2 more
TPA-56485	TPA	Tyler Jones	1946-04-21	—	—	4500 Indian School Rd, Phoenix, AZ, 85069	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424429	CLM	Daniel Dean	1952-03-07	—	—	497 Camelback Rd, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102678	ENR	Natalie W Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-61097	TPA	Amber Lawson	1989-08-18	—	—	6226 Indian School Rd, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-58059	TPA	Evelyn Evans	1988-03-04	—	—	549 Grand Ave, Gilbert, AZ, 85249	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118984	ENR	Eevlyn Munoz	1971-10-06	UHC-08992-37	7896126352	6463 Ocean Ave, Glendale, AZ, 85333	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139291	ENR	Rachel M Fowler	1983-05-20	UHC-83408-02	2438832716	8542 Forest Ave Apt 39, Minneapolis, MN, 55405	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-112369	ENR	Brenda M Phillips	1945-10-26	UHC-36458-25	5117760774	5189 Grand Ave, Orlando, FL, 32884	0.52	Middle initial moved out of first name Name re-cased Phone reformatted ZIP+4 trimmed+2 more
PRV-25981	PRV	Jose Griffin	1973-12-16	UHC-35738-01	9404860601	4251 Mountain View Dr, Atlanta, GA, 30303	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-112937	ENR	Matthew E Jones	2002-04-11	UHC-71563-08	—	9898 Valley View Dr, Los Angeles, CA, 90044	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111683	ENR	Marilyn T Richads	1995-06-26	UHC-52260-31	9079841631	2627 Church St, Denver, CO, 80240	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-57171	TPA	Valentina Harvey	1979-04-11	—	—	3650 River Rd, Austin, TX, 78759	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130254	ENR	Samantha Dean	2004-11-26	UHC-17723-18	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418506	CLM	Emma Parker	1938-04-22	—	6326364147	3226 Spring St, Tucson, AZ, 85718	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425732	CLM	Amber Jordan	1985-02-17	UHC-29175-45	—	1088 Sunset Blvd, Seattle, WA, 98186	0.52	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-133295	ENR	Karen Q Clark	2007-12-06	UHC-47593-45	5647392600	1136 Baseline Rd, Los Angeles, CA, 90084	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105592	ENR	Santiago Herrera	1965-05-20	UHC-36829-74	2975336713	9406 Washington St, Mesa, AZ, 85267	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116179	ENR	Jacob L Evans	1966-12-02	UHC-47768-24	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-25862	PRV	Judy Schmidt	2002-02-05	—	6373923645	4339 Park Pl Apt 12, Tempe, AZ, 85233	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
CLM-423458	CLM	Patricia Cooper	1938-05-02	—	5189299334	3209 Baseline Rd, Fresno, CA, 93792	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412688	CLM	Isabella P Wilson	2003-04-02	UHC-32664-98	2785996102	8501 Spring St, San Diego, CA, 92113	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127425	ENR	Donna Cook	1978-02-12	UHC-07640-06	8798708298	6772 Desert Sky Blvd, Nashville, TN, 37276	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25229	PRV	Matthew P Riec	1999-03-22	—	8689471631	6058 Apache Blvd, Houston, TX, 77066	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132095	ENR	Jacob Peterson	1947-11-04	UHC-66053-39	2757434217	1241 Washington St Apt 40, Tucson, AZ, 85764	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134581	ENR	Linda L Washington	—	UHC-77668-48	2757623820	5949 Sage Ct, Houston, TX, 77073	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406482	CLM	Logan Powell	1961-06-22	—	—	9821 Cedar Ln, Sacramento, CA, 95845	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131774	ENR	Mendoza Frank	1981-10-06	UHC-46190-14	9387076634	9694 Oak St, Charlotte, NC, 28225	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425953	CLM	Kathleen A Gonzalez	1977-04-13	UHC-75427-62	—	5316 Spring St, Charlotte, NC, 28291	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27378	PRV	Mary Simpson	1957-08-17	—	—	9133 River Rd, Jacksonville, FL, 32221	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22171	PRV	Dorothy Medina	1967-10-19	UHC-55197-73	—	1837 Pine Dr, Houston, TX, 77041	0.52	Name re-cased Phone missing area code State name converted to code ZIP+4 trimmed+2 more
CLM-423652	CLM	David A Long	1966-04-07	UHC-02750-47	—	5155 Maple Ave, Chandler, AZ, 85240	0.52	Middle initial moved out of first name Two-digit birth year ZIP+4 trimmed Email lower-cased+2 more
ENR-129306	ENR	Aron E Vazquez	1969-01-16	UHC-12265-62	3916780884	3443 River Rd, Sacramento, CA, 95803	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130188	ENR	Beverly X Valdez	1989-10-24	UHC-20571-96	2017033754	9115 Canyon Rd, Charlotte, NC, 28227	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412822	CLM	Brandon Payne	1981-10-08	—	—	3345 Apache Blvd, Seattle, WA, 98108	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413975	CLM	Mary Knight	1939-11-27	UHC-60578-16	—	6718 Valley View Dr, Atlanta, GA, 30382	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111678	ENR	Ahmed Vasquez	1956-06-02	UHC-88338-81	7462383231	6948 Camelback Rd, Gilbert, AZ, 85282	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406545	CLM	Brian Y Nunez	1966-01-09	—	—	8089 Sunset Blvd, Las Vegas, NV, 89166	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-416572	CLM	Jake Hall	2001-06-06	UHC-90583-09	—	2618 Ridge Rd # 477, Phoenix, AZ, 85094	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-121552	ENR	Jeremy O Bizhop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-138146	ENR	Catherine T Harrison	—	UHC-57587-41	7015702116	8631 Bayshore Dr, Plano, TX, 75031	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-51163	TPA	Carl George	1959-08-09	—	—	2222 Oak St, Tucson, AZ, 85739	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141753	ENR	Bruce Sandoval	1945-12-02	UHC-23741-56	—	2479 Mesa Dr, Mesa, AZ, 85282	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22216	PRV	Donna Ford	1941-04-09	—	2505944418	6615 Canyon Rd Apt 31, Las Vegas, NV, 89157	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400742	CLM	Carolyn Hanson	2008-08-09	UHC-95340-58	5937236006	300 Indian School Rd, Houston, TX, 77016	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-58356	TPA	Bradley Soto	1989-06-17	—	—	4949 Lake View Rd, Los Angeles, CA, 90093	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423004	CLM	Julia Schmidt	1983-02-09	—	—	3498 Valley View Dr, Charlotte, NC, 28276	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more

8,263 rows, page 43 of 166Previous Next