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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141985	ENR	Arthur Oliver	1972-07-19	UHC-81066-86	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133815	ENR	Rogeer Gordon	1945-04-10	UHC-28110-84	6068032271	3536 Grand Ave, Denver, CO, 80260	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-102845	ENR	Debra Duncan	1968-04-18	UHC-01762-08	6753275374	259 Apache Blvd, Mesa, AZ, 85225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142682	ENR	Joe L Stevens	1952-07-16	UHC-90246-63	5785875708	6977 Apache Blvd, Seattle, WA, 98174	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111009	ENR	Stephen Reyes	1960-07-03	—	6667724835	3796 Oak St, Scottsdale, AZ, 85243	0.74	Name re-cased Phone reformatted City re-cased Email lower-cased+3 more
ENR-126391	ENR	Mei R Barnes	1960-11-03	UHC-96173-27	9202742273	2888 Mountain View Dr, Nashville, TN, 37277	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136057	ENR	Beverly G Satos	1984-03-21	UHC-19689-95	7458275991	7505 Ocean Ave, Fresno, CA, 93736	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-134017	ENR	Donna Q Ramirez	1978-07-06	UHC-71663-58	3333590613	7362 Valley View Dr, Nashville, TN, 37254	0.74	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-105885	ENR	Sandra Porter	1942-10-01	UHC-18433-35	—	2639 Church St, Los Angeles, CA, 90016	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102485	ENR	Gary Hughes	1977-05-24	UHC-90567-68	4929519669	1898 Pine Dr, Los Angeles, CA, 90000	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138404	ENR	Amanda Q Day	2003-05-12	UHC-12979-32	9577072595	16 Indian School Rd, Miami, FL, 33165	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137474	ENR	Henry F Hunter	1946-09-13	UHC-98712-70	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-140515	ENR	Jerry Banks	1945-09-20	UHC-69891-94	6254404110	249 Oak St, Columbus, OH, 43202	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-130019	ENR	Joyce Walker	1988-01-22	UHC-44827-85	6146151787	7085 Park Pl, Seattle, WA, 98166	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130020	ENR	Joyce Walker	1988-01-22	UHC-44827-85	6146151787	7085 Park Pl, Seattle, WA, 98166	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139159	ENR	Jeffrey H Cox	1998-05-27	UHC-10954-72	6416094877	2169 Desert Sky Blvd, Sacramento, CA, 95842	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-123019	ENR	William H Patterson	1974-02-18	UHC-70673-52	9662483732	5907 Ocean Ave, Los Angeles, CA, 90015	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-115474	ENR	Tyler V Welch	1965-03-01	UHC-94529-67	3354203089	2593 Spring St, Gilbert, AZ, 85256	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-133022	ENR	Don S Reid	1944-07-01	UHC-92124-07	9357649967	—	0.76	Date of birth reformatted Email lower-cased Gender normalised Plan code upper-cased+2 more
ENR-137230	ENR	Roy C McCoy	1947-11-12	UHC-81798-84	5895381300	4969 Central Ave, Jacksonville, FL, 32285	0.76	Name re-cased Phone reformatted State name converted to code Plan code upper-cased+2 more
ENR-107746	ENR	Ana P Flores	1978-12-08	UHC-51173-16	3929729011	6351 Mountain View Dr, Orlando, FL, 32847	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117065	ENR	Gabriel Q Perry	1957-04-25	UHC-42198-20	6486338621	2064 Baseline Rd, Denver, CO, 80297	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-134435	ENR	Christina I Schmidt	1954-10-13	UHC-05466-06	8705755451	2225 Highland Ave, Gilbert, AZ, 85253	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-104933	ENR	Frances E Jacobs	1986-09-08	UHC-30857-34	4924269107	2317 Central Ave, Jacksonville, FL, 32268	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122797	ENR	Anthony Burke	2000-11-19	UHC-16206-89	7187124998	5830 Harbor Blvd, Scottsdale, AZ, 85265	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125867	ENR	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-115327	ENR	Kyla L Ramos	1946-06-04	UHC-52631-69	4414144068	7515 Market St, Charlotte, NC, 28233	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-131692	ENR	Barbara V Parker	1957-11-19	UHC-31913-58	3704420740	5518 Sunset Blvd, Minneapolis, MN	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-113147	ENR	Peter Wong	1965-05-19	UHC-38466-49	3798657689	1640 Ocean Ave, Seattle, WA, 98130	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140472	ENR	Doris H Duncan	1953-10-23	UHC-99139-53	3474022805	5659 Park Pl, Minneapolis, MN, 55444	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-105120	ENR	Ryan K Harvey	1963-03-19	UHC-57985-21	3785115349	3813 Elm St, Fresno, CA, 93774	0.76	Phone reformatted State code upper-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-109346	ENR	Samantha Roberts	1980-10-12	UHC-44286-72	—	4083 Baseline Rd, San Diego, CA, 92160	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138860	ENR	Austin Ellis	2006-06-21	UHC-48436-96	8722561817	1226 Maple Ave, Orlando, FL, 32851	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-105452	ENR	McDonald Terry	1959-02-10	UHC-28067-04	4875077765	1939 Ridge Rd, Houston, TX, 77071	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107128	ENR	Linda Pena	1943-11-16	UHC-95877-97	4545565707	6796 Ocean Ave, Nashville, TN, 37281	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
ENR-115351	ENR	Julie Johnson	1971-12-09	UHC-66669-36	8043858243	4699 Sunset Blvd, Houston, TX, 77023	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-106590	ENR	Jeremy K Stephens	1976-06-25	UHC-19456-06	2869869925	20 River Rd, Las Vegas, NV, 89129	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106591	ENR	Jeremy K Stephens	1976-06-25	UHC-19456-06	2869869925	20 River Rd, Las Vegas, NV, 89129	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110597	ENR	Melissa E Ellis	2008-04-05	UHC-92087-18	5767140166	2708 Elm St, Houston, TX, 77066	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120246	ENR	Samantha Clark	1944-06-24	UHC-89552-08	6052837949	9047 Sunset Blvd, Scottsdale, AZ, 85234	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-110567	ENR	Carolyn Kelley	1991-02-21	UHC-16333-75	8787864914	4456 Jefferson Ave, Tampa, FL, 33609	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121126	ENR	Brenda A Harper	1940-05-15	UHC-10195-16	—	7291 Ocean Ave, Mesa, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111700	ENR	Eugnee King	1977-12-14	UHC-68491-61	5913784107	5527 Lincoln Way, Tampa, FL, 33676	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-140788	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-140787	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-115967	ENR	Jeffrey G Gonzalez	1980-02-24	UHC-50032-35	4225263923	4581 Meadow Ln, Austin, TX, 78744	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106690	ENR	Denise Elliott	1986-11-13	UHC-46501-36	2338501801	3350 Camelback Rd, Denver, CO, 80238	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108794	ENR	Kelly B Richards	1995-06-22	UHC-61615-48	—	7406 Pine Dr, Orlando, FL, 32830	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129553	ENR	Andrew Burton	1970-08-05	UHC-88406-12	4742145016	4315 Camelback Rd, Tampa, FL, 33642	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141041	ENR	Charlotte Ferguson	1982-06-01	UHC-06552-12	—	1240 Mesa Dr, Gilbert, AZ, 85240	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more

2,126 rows, page 24 of 43Previous Next