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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414902	CLM	Gloia A Nguyen	1948-12-13	UHC-36381-18	—	242 Desert Sky Blvd, Denver, CO, 80223	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-414753	CLM	Andrea Davis	1979-07-08	UHC-58349-43	—	5797 Spring St, Denver, CO, 80205	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+3 more
ENR-138662	ENR	Steven C Tucker	1981-11-25	UHC-06585-82	8319356904	8277 Highland Ave, Phoenix, AZ, 85056	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61805	TPA	Bobby Ferguson	1975-12-21	—	6909679502	4853 Lake View Rd, Chandler, AZ, 85273	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426184	CLM	Jessica B Pierce	1960-03-20	—	—	1226 Jefferson Ave, Los Angeles, CA, 90020	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-101245	ENR	Douglas J Hughes	1942-02-13	UHC-77466-69	3112311066	9585 Union St, Atlanta, GA, 30383	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139816	ENR	Brenda P Guerrero	1989-08-12	UHC-76710-72	2902383631	2456 Maple Ave, Sacramento, CA, 95828	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128396	ENR	Carlos Sullivan	1948-05-15	UHC-14063-41	5736598305	4850 Mountain View Dr, Denver, CO, 80260	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-21476	PRV	William Dominguez	1971-05-26	UHC-78896-13	4583567555	7833 Baseline Rd, Columbus, OH, 43213	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21390	PRV	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-26602	PRV	Jeffrey Yang	1953-08-11	—	6374470197	3040 Cedar Ln, Seattle, WA, 98108	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432219	CLM	Doris S Salazar	1956-03-05	UHC-06432-67	8562577470	8525 Main St, Los Angeles, CA, 90051	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118336	ENR	Bradley Freeman	1999-01-11	UHC-36302-01	5472081684	8611 Main St, Plano, TX, 75087	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120927	ENR	Bryan C Stewart	2002-05-17	UHC-14457-34	8425378749	2293 Jefferson Ave, Fresno, CA, 93731	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62627	TPA	Brittany Fuller	1965-12-07	—	—	799 Elm St, Las Vegas, NV, 89109	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121369	ENR	Christine B Wells	1940-04-05	UHC-72085-61	5778278856	8511 Camelback Rd, Nashville, TN, 37221	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129958	ENR	Bradley A Rodriguez	1956-08-20	UHC-54839-19	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52958	TPA	Samantha Russell	1943-11-13	—	6672390638	1842 Indian School Rd, Nashville, TN, 37230	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26307	PRV	Nathan Martin	1993-02-17	UHC-79747-51	3632210883	3231 Central Ave, Las Vegas, NV, 89120	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-125085	ENR	Judith Garrett	1976-09-23	UHC-24819-78	4544524190	7882 Lake View Rd, Phoenix, AZ, 85063	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53848	TPA	Andrea Bell	2007-01-24	—	2234572865	4106 Baseline Rd, Austin, TX, 78713	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416973	CLM	Jose Williamson	1947-04-24	—	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416972	CLM	Jose Williamson	1947-04-24	—	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138426	ENR	Joseph I Riley	1974-11-28	UHC-21875-34	5145502294	6915 Hillcrest Rd, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55290	TPA	Brittany Diaz	1974-03-08	—	3276912675	4481 Ocean Ave, San Antonio, TX, 78234	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-120164	ENR	Mary X Obrien	1954-01-26	UHC-23190-75	3846257917	1949 Main St, Tucson, AZ, 85756	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120363	ENR	Gebriel F Patel	1995-03-20	UHC-43384-72	3755843495	2367 Valley View Dr, Houston, TX, 77012	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121248	ENR	Heather P Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130588	ENR	Grace B Davis	1944-10-19	UHC-06537-09	5339720897	7504 Ridge Rd, Austin, TX, 78794	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108784	ENR	Douglas Fernandez	1942-01-01	UHC-20086-55	6053563787	3013 Spring St, Austin, TX, 78736	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61102	TPA	Andrea Delgado	1950-09-04	—	4048713326	9789 Washington St, Houston, TX, 77017	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111074	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111075	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-427580	CLM	Ralph Peterson	1995-08-04	—	—	1958 Market St, Sacramento, CA, 95883	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-130646	ENR	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21261	PRV	Alice Moris	1995-06-09	UHC-55977-01	6809602952	9349 Ocean Ave, Chandler, AZ, 85264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428197	CLM	Gary Jenkins	1988-12-04	UHC-39155-95	6827150949	9616 Desert Sky Blvd, Los Angeles, CA, 90006	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428996	CLM	Justin Rice	1948-06-02	UHC-64295-91	—	2262 Union St, Jacksonville, FL, 32254	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113521	ENR	Diego Franklin	1973-06-07	UHC-04742-73	2998711494	800 Oak St, Columbus, OH, 43271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22209	PRV	Henry Z Hoffmaan	1945-04-24	UHC-24303-37	9004649957	8962 Hillcrest Rd, Orlando, FL, 32845	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127349	ENR	Mendoza V Laura	2001-04-10	UHC-72770-86	9358509932	5539 Ocean Ave, Mesa, AZ, 85297	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113355	ENR	Sameul Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ, 85224	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-422848	CLM	Ana Gilert	1979-03-17	UHC-96425-46	—	3101 Ridge Rd, Houston, TX, 77068	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422847	CLM	Ana Gilert	1979-03-17	UHC-96425-46	—	3101 Ridge Rd, Houston, TX, 77068	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402815	CLM	Victoria Weber	1939-05-02	—	9633693451	6370 Mountain View Dr, Mesa, AZ, 85271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404708	CLM	Yuki Espinoza	1950-06-16	UHC-32418-96	2243679502	387 Harbor Blvd, Charlotte, NC, 28206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113833	ENR	Heather Daz	1945-03-08	UHC-41818-71	7719731873	2988 Baseline Rd, Austin, TX, 78701	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107813	ENR	Peter X Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way, Fresno, CA, 93748	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
PRV-22230	PRV	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave, San Diego, CA, 92151	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126615	ENR	William K Delgado	1971-03-06	UHC-61903-22	4556056951	6558 Cedar Ln, Los Angeles, CA, 90055	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

16,828 rows, page 132 of 337Previous Next