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-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
CLM-406566	CLM	Anthony Rios	1984-09-02	UHC-38512-88	—	5354 Camelback Rd # 268, Gilbert, AZ, 85246	0.54	Unit split from street State code upper-cased ZIP+4 trimmed Gender normalised+1 more
CLM-431582	CLM	Aaron Morris	1945-05-07	—	—	6297 Lake View Rd # 445, Scottsdale, AZ, 85276	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
TPA-54368	TPA	Nicole Hayes	1939-04-16	UHC-32516-68	—	695 Apache Blvd Apt 28, Plano, TX, 75090	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420102	CLM	Luis Cooper	—	UHC-43368-79	—	3847 Maple Ave # 829, San Diego, CA, 92139	0.54	Date of birth unreadable Unit split from street City re-cased State name converted to code+1 more
CLM-421814	CLM	Abigail Allen	1999-01-07	UHC-78813-14	—	2171 Oak St # 361, Tampa, FL, 33683	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+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
TPA-53891	TPA	Fatima Vargas	2006-12-02	UHC-86574-22	—	4236 Sage Ct Apt 28, Tampa, FL	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432461	CLM	Martha Z Williamson	1995-08-06	UHC-86118-06	—	364 Broadway # 411, Plano, TX, 75094	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more
CLM-412548	CLM	Rachel D Coleman	1949-10-19	—	—	935 Meadow Ln Apt 14, Atlanta, GA, 30376	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62758	TPA	Diane George	1994-09-26	—	—	6546 Spring St Apt 8, Houston, TX, 77077	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-119745	ENR	Bobby Bowman	1956-08-05	UHC-05130-58	2445047058	362 Indian School Rd Apt 32, Las Vegas, NV, 89191	0.54	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+1 more
ENR-125488	ENR	Marc Murray	2007-03-02	UHC-72241-88	—	2029 Mountain View Dr # 686, Columbus, OH, 43220	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419592	CLM	Jess Lane	1971-09-20	UHC-38571-56	7589210613	7112 Grand Ave # 411, Phoenix, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128766	ENR	Jenny Jensen	2001-10-28	UHC-53962-93	2922800161	512 Main St Apt 36, Houston, TX, 77030	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
TPA-55265	TPA	Heather Graham	1970-05-06	—	—	7236 Elm St Apt 7, Orlando, FL, 32835	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61861	TPA	Carl Dominguez	—	UHC-67933-51	—	1514 Baseline Rd # 279, Gilbert, AZ, 85224	0.56	Date of birth unreadable Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-142096	ENR	Jack A Yang	1992-01-27	UHC-07057-61	4359854255	1847 Central Ave # 632, Gilbert, AZ, 85209	0.56	Name split from “Last, First”Unit split from street City re-cased State name converted to code
CLM-406874	CLM	Jonathan Ferguson	1945-06-13	UHC-93124-89	—	8474 River Rd # 349, San Diego, CA, 92190	0.56	Phone missing area code Unit split from street Street suffix standardised Address re-cased
PRV-26829	PRV	Alice L Marquez	1997-08-26	—	7535676148	2926 Jefferson Ave # 615, Denver, CO	0.56	Unit split from street ZIP missing Gender normalised Placeholder values cleared
ENR-119476	ENR	Johnny Henry	1944-01-19	UHC-67530-07	8532614998	9524 Desert Sky Blvd Apt 10, Atlanta, GA, 30391	0.56	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised
CLM-412075	CLM	Russell Williamson	1947-11-06	UHC-57475-82	—	1151 Maple Ave # 756, Miami, FL, 33120	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
ENR-136395	ENR	Ruth S Ortiz	1991-01-22	UHC-29847-48	5865804051	8190 Grand Ave # 315, Los Angeles, CA, 90068	0.56	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code
PRV-20053	PRV	Camila Jimenez	2008-07-04	UHC-95243-62	3492342575	4881 Sunset Blvd Apt 40, Orlando, FL, 32835	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
ENR-108535	ENR	Lawrence E Mitchell	1940-07-19	UHC-30433-13	6425815350	5724 Hillcrest Rd Apt 11, Columbus, OH, 43221	0.56	Middle initial moved out of first name Unit split from street City re-cased State name converted to code
ENR-124504	ENR	Bruce S Gray	1997-05-17	UHC-70709-95	3182063982	3961 Baseline Rd # 971, Minneapolis, MN, 55410	0.56	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code
ENR-141096	ENR	Mei P Bishop	1982-09-12	UHC-14148-92	3023198981	8239 Park Pl Apt 5, Plano, TX, 75021	0.56	Two-digit birth year Unit split from street Street suffix standardised Address re-cased
ENR-110733	ENR	Paul R Kelley	1970-01-07	UHC-52485-37	8606716045	3925 Hillcrest Rd # 518, Jacksonville, FL	0.56	Two-digit birth year Phone reformatted Unit split from street ZIP missing
CLM-404181	CLM	Christina Austin	1968-05-12	UHC-18686-11	—	1879 Forest Ave # 652, Orlando, FL, 32880	0.56	Name split from “Last, First”Unit split from street Gender normalised Placeholder values cleared
ENR-102820	ENR	Gloria K Romero	1963-12-16	UHC-06754-11	—	6990 Sunset Blvd Apt 29, Dallas, TX	0.56	Unit split from street State name converted to code ZIP missing Placeholder values cleared
ENR-114533	ENR	Brenda Z Reed	1998-12-09	UHC-48758-61	5087030370	4270 Valley View Dr Apt 33, San Antonio, TX, 78221	0.56	Two-digit birth year Unit split from street Street suffix standardised Address re-cased
ENR-131697	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised
ENR-131696	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised
PRV-21242	PRV	Matthew Diaz	—	UHC-83536-21	—	2988 Market St # 894, Scottsdale, AZ, 85271	0.56	Date of birth missing Unit split from street State name converted to code Placeholder values cleared
ENR-127969	ENR	Kathryn P Banks	2002-05-26	UHC-81761-65	7375091969	7242 Maple Ave Apt 35, Phoenix, AZ, 85016	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
ENR-123837	ENR	—Junk	1996-12-25	UHC-68253-14	—	6487 Sunset Blvd # 848, Orlando, FL, 32866	0.56	Date of birth reformatted Phone missing area code Unit split from street No usable name (quarantined)
ENR-101465	ENR	Adm Z Torres	1994-02-07	UHC-94361-64	2337449903	7693 Forest Ave # 677, San Antonio, TX, 78240	0.56	Date of birth reformatted Unit split from street State name converted to code ZIP+4 trimmed
ENR-135001	ENR	Matthew D Reyas	1955-11-13	UHC-49750-83	—	8544 Central Ave Apt 16, Austin, TX, 78742	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
CLM-432616	CLM	Ann Lewis	1960-10-11	UHC-05814-43	—	7741 Mesa Dr Apt 10, Tampa, FL, 33681	0.56	Name split from “Last, First”Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-101570	ENR	Mateo Snyder	1984-08-13	UHC-26840-16	7647397988	7355 Pine Dr # 524, Dallas, TX, 75240	0.56	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-108547	ENR	Joan Estrada	1989-09-22	UHC-34172-38	7264451391	5173 Highland Ave # 435, Nashville, TN, 37298	0.56	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised
ENR-103346	ENR	Paul E Lopez	1947-02-01	UHC-63875-61	6913634751	5959 Sage Ct # 730, Tampa, FL, 33674	0.56	Unit split from street Street suffix standardised Address re-cased Gender normalised
ENR-133631	ENR	Nancy U Peterson	1982-01-24	UHC-74186-80	6675051234	4126 Highland Ave # 214, Los Angeles, CA, 90052	0.56	SSN last four extracted Unit split from street Street suffix standardised Address re-cased
ENR-132328	ENR	Paul Harper	1964-03-14	UHC-17112-43	—	7744 Ridge Rd # 529, Scottsdale, AZ, 85209	0.56	Two-digit birth year Phone missing area code Member ID reformatted Unit split from street
ENR-130813	ENR	Jason H Flores	1986-04-25	UHC-47912-69	7102945551	8992 Central Ave Apt 12, Orlando, FL, 32828	0.56	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-135871	ENR	Laura Simpson	1948-01-26	UHC-59203-29	8532744790	7788 Sunset Blvd Apt 16, Chandler, AZ, 85271	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-130822	ENR	Sean Davis	1949-06-01	UHC-58231-30	7534079181	1123 Indian School Rd # 277, Dallas, TX, 75292	0.56	Name split from “Last, First”Unit split from street Gender normalised Whitespace trimmed
PRV-26795	PRV	Arthur Soto	1963-03-10	UHC-76728-29	5419202237	487 Maple Ave # 383, Austin, TX, 78796	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
PRV-27214	PRV	Elijah Payne	1957-04-18	—	—	7432 Oak St Apt 11, Miami, FL, 33160	0.56	Phone missing area code Unit split from street Street suffix standardised Address re-cased
TPA-50405	TPA	Joan Lane	1949-03-16	UHC-13637-61	—	573 Willow Ct # 618, Plano, TX, 75001	0.56	Two-digit birth year Unit split from street State name converted to code Placeholder values cleared

6,994 rows, page 53 of 140Previous Next