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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129993	ENR	Ethan Rice	1949-09-05	UHC-54339-21	—	3615 Maple Ave, Mesa, AZ, 85231	0.36	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-111651	ENR	Sandra Q Chapman	1995-06-04	UHC-73111-95	7956197401	2754 Meadow Ln, San Antonio, TX	0.36	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127828	ENR	Ralph Y Wang	1952-06-03	UHC-12292-28	8379041449	6583 Camelback Rd, Dallas, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113575	ENR	Helen E Phillips	1969-10-04	UHC-55904-11	5747149073	1268 Church St # 703, Scottsdale, AZ	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-115615	ENR	Isabella Ramos	1944-04-02	UHC-87503-44	9066901206	6189 Lake View Rd, Phoenix, AZ, 85084	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-134778	ENR	Kevin Freeman	—	UHC-75530-98	—	7508 Oak St, Mesa, AZ, 85247	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-120057	ENR	Johnston Randy	1978-02-22	UHC-32459-34	9422433386	5415 Pine Dr, Tempe, AZ, 85297	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133904	ENR	Julie Moore	2003-01-20	UHC-75274-21	2067241656	4949 Sage Ct, Houston, TX, 77072	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121941	ENR	Therresa Mills	1992-12-12	UHC-05427-33	4834211901	1162 Elm St # 189, Sacramento, CA	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106315	ENR	Patrick N Spencer	2007-05-02	UHC-96131-84	—	1958 Park Pl # 338, Nashville, TN, 37297	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-133871	ENR	Betty E Morris	1960-12-10	UHC-99383-58	—	3269 Grand Ave, Eden Prairie, MN, 55342	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-135300	ENR	Camila E Rodriguez	1945-09-18	UHC-63430-90	—	4784 Baseline Rd, Phoenix, AZ	0.36	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-103351	ENR	Christopher Y Perry	1981-12-03	UHC-95693-07	4438076499	2218 Apache Blvd, Nashville, TN, 37233	0.36	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-138629	ENR	Timothy V Jacobs	1971-04-01	UHC-40832-18	5884176875	507 Bayshore Dr, Sacramento, CA, 95894	0.36	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-125950	ENR	Hayes Bradley	1967-08-21	UHC-37877-13	9799749640	7711 Mountain View Dr # 907, Orlando, FL, 32845	0.36	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128063	ENR	Emily Baker	1967-12-01	UHC-95533-24	3546649408	425 Jefferson Ave, Los Angeles, CA	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136124	ENR	Aisha Webb	1997-12-01	UHC-57903-45	9848755549	389 Oak St Apt 25, Mesa, AZ	0.36	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-133673	ENR	Sara E Robertson	—	UHC-65179-24	5869720474	910 Forest Ave, Phoenix, AZ, 85005	0.36	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-125307	ENR	Madison F Wheeler	1956-01-01	UHC-00040-03	7733851670	612 Oak St # 619, Jacksonville, FL	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-135102	ENR	Rebecca D Mendoza	2006-03-10	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+4 more
ENR-114316	ENR	Bradley M Jacobs	1996-07-12	UHC-41318-77	5376424572	3077 Bayshore Dr, Charlotte, NC	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-100344	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	3603387648	6472 Desert Sky Blvd Apt 5, Houston, TX	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-116528	ENR	Ryan Martin	2008-09-08	UHC-11874-06	4108143067	678 Palm Dr Apt 28, Miami, FL, 33187	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-125459	ENR	Willie F Harrison	—	UHC-17637-88	—	7270 Harbor Blvd, Dallas, TX, 75203	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-101233	ENR	John Taylor	—	UHC-19378-10	4673857651	8613 Washington St # 791, Atlanta, GA, 30374	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-123823	ENR	Donald K Weber	1977-01-24	UHC-71132-52	8047608422	4064 Indian School Rd, Minneapolis, MN	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141986	ENR	Arthur Q Oliver	1972-07-19	UHC-81066-86	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-124696	ENR	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127976	ENR	Priya Senchez	1951-01-28	UHC-79621-92	3048878331	8033 Oak St # 561, Houston, TX	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-131802	ENR	Aaorn Burke	1952-11-24	UHC-86182-95	2014394040	2109 Central Ave, Jacksonville, FL, 32203	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122314	ENR	Judith U Powell	1970-10-21	UHC-41358-51	8603008810	8553 Canyon Rd, Scottsdale, AZ	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139585	ENR	Luis L Price	1962-06-15	UHC-44223-32	8315240870	790 Willow Ct, Minneapolis, MN, 55411	0.36	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-137069	ENR	Johnny Hernandez	1992-02-23	UHC-72048-32	8115215208	3109 Sage Ct, Jacksonville, FL, 32282	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139370	ENR	Martha J Marquez	2002-07-06	UHC-95428-18	—	6570 Mesa Dr, Phoenix, AZ, 85053	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-129340	ENR	Nancy L Castor	1986-08-06	UHC-90346-97	7547601844	4187 Church St, Fresno, CA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104129	ENR	Natalie L James	1972-03-18	UHC-44696-09	—	5951 Desert Sky Blvd Apt 18, Scottsdale, AZ, 85237	0.36	Name split from “Last, First”Phone missing area code Unit split from street City re-cased+4 more
ENR-113710	ENR	Robert P Allen	1951-01-11	UHC-77201-48	7875127472	2090 Ridge Rd, Sacramento, CA, 95847	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106660	ENR	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	9431 Central Ave # 760, Eden Prairie, MN, 55329	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-131090	ENR	Fatima D Walker	1977-09-21	UHC-22421-47	6453605167	1113 Mesa Dr Apt 23, Mesa, AZ, 85266	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-101305	ENR	Teresa Carr	1996-07-04	UHC-74109-33	7252133613	1962 Palm Dr, Dallas, TX, 75236	0.36	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-121031	ENR	Justin Gray	1992-11-11	UHC-29426-60	7913068207	9262 Mesa Dr Apt 5, Columbus, OH	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-112114	ENR	Camila F Peterson	1993-05-18	UHC-03136-61	9706356329	8687 Forest Ave # 503, Atlanta, GA, 30354	0.36	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-136733	ENR	Jack Chen	1959-04-17	UHC-51556-12	9696147099	1301 Apache Blvd, Gilbert, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136809	ENR	Deborah Johnston	1963-05-04	UHC-79873-39	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127599	ENR	Joan Maldonado	1990-12-10	UHC-93987-64	9547456209	1564 Ridge Rd, Tampa, FL, 33607	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139163	ENR	Beverly Jackson	1998-09-09	—	4599324131	4804 Main St, Charlotte, NC	0.36	Street suffix standardised Address re-cased State name converted to code ZIP missing+4 more
ENR-102402	ENR	Kevin Wheeler	1980-05-15	UHC-66833-64	9222633454	4944 Elm St, San Antonio, TX, 78206	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136837	ENR	Richard Y Moreno	2000-05-08	UHC-79139-87	—	1583 Elm St, Miami, FL, 33112	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-116859	ENR	Michelle Harvey	—	UHC-86276-83	9008704949	6552 Valley View Dr, Orlando, FL, 32845	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-120643	ENR	Sharon O Stevens	1985-05-24	UHC-10278-31	7628094049	1993 Sage Ct # 947, Nashville, TN, 37250	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

4,296 rows, page 6 of 86Previous Next