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 “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
CLM-428599	CLM	Nancy Harvey	1994-03-19	UHC-47422-60	2437322928	4513 Palm Dr, San Diego, CA, 92169	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123197	ENR	David Z Larson	1973-08-03	UHC-00642-38	3494710651	194 Camelback Rd, Sacramento, CA, 95806	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407140	CLM	Alice N Spencer	1967-03-01	—	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-411486	CLM	Nathan Palmer	1974-01-04	UHC-78327-09	4205727983	7701 Ocean Ave Apt 18, Tampa, FL, 33669	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-406866	CLM	Alexander Davis	1979-12-27	UHC-21797-46	—	8974 Elm St, Scottsdale, AZ, 85295	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-126385	ENR	Daniel F Morrison	1967-01-20	UHC-57254-08	6179700274	2317 Baseline Rd, Phoenix, AZ, 85098	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51017	TPA	Sharon Garza	1965-03-01	—	—	6519 Union St, Denver, CO, 80247	0.66	City re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23063	PRV	Carol Hart	1945-05-28	UHC-35612-34	—	7981 Pine Dr, Austin, TX, 78789	0.66	Date of birth reformatted SSN last four extracted State name converted to code Email lower-cased+1 more
ENR-135916	ENR	Gloria W Ward	1968-09-02	UHC-82962-29	4968924413	2598 Hillcrest Rd, Miami, FL, 33166	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130213	ENR	Timothy Fields	1970-08-17	UHC-81911-86	4763369254	5534 Sunset Blvd, Houston, TX, 77042	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-58284	TPA	Stephen Alexander	1977-05-25	—	—	1435 Indian School Rd, Austin, TX, 78701	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-25258	PRV	Robert Palmer	1977-11-13	—	8903221400	2089 Ocean Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-109815	ENR	Timothy Nichols	1989-07-13	UHC-96375-54	7635111728	8409 Bayshore Dr, San Antonio, TX, 78268	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418049	CLM	Samantha X Olson	1980-08-18	UHC-70649-18	—	23 Desert Sky Blvd, Fresno, CA, 93768	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-127937	ENR	Carol F Rose	1975-01-26	UHC-39091-36	7904889698	4217 Willow Ct, Tampa, FL, 33639	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129072	ENR	Jeremy X Pena	1952-07-10	UHC-96426-62	—	2723 Indian School Rd, Orlando, FL, 32847	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
TPA-53559	TPA	Abigail Bradley	1974-05-23	—	—	3110 Church St, Mesa, AZ, 85210	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-127525	ENR	Thommas Banks	1970-05-19	UHC-86634-53	2155108126	707 Meadow Ln, San Antonio, TX, 78210	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422213	CLM	Diana Spencer	1942-08-19	UHC-15396-79	—	1835 Oak St, Denver, CO, 80219	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134441	ENR	Nancy Y Valdez	2002-06-24	UHC-34666-58	3923898239	3019 Park Pl # 455, Tucson, AZ, 85734	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
TPA-59277	TPA	Ryan Li	1963-09-10	—	—	5648 Elm St, Fresno, CA, 93735	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-125514	ENR	Rebecca O Tucker	1993-04-25	UHC-83247-80	3319960397	5279 Elm St, Los Angeles, CA, 90000	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116713	ENR	Joe Hudson	1991-09-02	UHC-41199-15	8507149732	3327 Lake View Rd, Las Vegas, NV, 89140	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113232	ENR	Bruce X Morales	1938-04-18	UHC-48238-50	6292795963	1436 Jefferson Ave, San Diego, CA, 92167	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64230	TPA	Danielle Herrera	1964-01-22	—	—	9155 Bayshore Dr, Phoenix, AZ, 85083	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-134838	ENR	Scott Robertson	2002-06-03	UHC-77048-48	2086287340	862 River Rd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-135494	ENR	Jesse R Wright	1964-05-28	UHC-52441-48	2746508253	8687 Central Ave # 584, Scottsdale, AZ, 85277	0.66	Phone reformatted Unit split from street State name converted to code Email lower-cased+1 more
CLM-400555	CLM	Frances R Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
PRV-20578	PRV	Hill Joyce	1955-12-15	—	4304080892	4645 Park Pl, Scottsdale, AZ, 85281	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-414340	CLM	Lucia Welch	1983-09-18	UHC-74680-11	5945630677	1802 Spring St, Mesa, AZ, 85213	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125797	ENR	Mariana J Arnold	1973-01-18	UHC-82201-41	6208609139	7880 Ocean Ave, Tempe, AZ, 85216	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
PRV-21474	PRV	Janice Cox	1955-09-19	UHC-66627-67	4294239462	6590 Elm St, Eden Prairie, MN, 55304	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419382	CLM	Catherine Hart	1963-09-20	—	—	7998 Desert Sky Blvd, Atlanta, GA, 30317	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
TPA-56349	TPA	Ashley Rios	1975-01-01	—	—	4034 Ridge Rd # 268, San Diego, CA, 92144	0.66	Name re-cased Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-126097	ENR	Doris Elliott	1948-06-26	UHC-77204-58	7652149371	7824 Lake View Rd, Chandler, AZ, 85222	0.66	Two-digit birth year Member ID reformatted State name converted to code Email lower-cased+1 more
ENR-123501	ENR	Roger Q Moreno	2005-01-25	UHC-14982-28	7199899165	5583 Desert Sky Blvd, Miami, FL, 33163	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62820	TPA	Denise Tran	1994-09-08	—	—	7545 Spring St, San Antonio, TX, 78264	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-421868	CLM	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416174	CLM	Samantha Jenkins	2007-01-20	UHC-20745-11	—	3267 Oak St, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-127870	ENR	Jack X Martinez	—	UHC-08920-87	8148301605	3591 Forest Ave, Tempe, AZ, 85214	0.66	Date of birth unreadable Phone reformatted State name converted to code Email lower-cased+1 more
ENR-113496	ENR	Danielle Jenkins	1949-07-28	UHC-41018-56	5528471477	3093 Lake View Rd, Plano, TX, 75078	0.66	Phone reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-143067	ENR	Zachary Obrien	1948-08-01	UHC-85761-47	2074450059	3899 Main St, Seattle, WA, 98129	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418060	CLM	Dorothy Austin	1949-11-11	UHC-48631-14	—	8657 Oak St, Los Angeles, CA, 90068	0.66	Name split from “Last, First”City re-cased State name converted to code Whitespace trimmed+1 more
TPA-62568	TPA	Tyler Meyer	1964-04-20	—	5389045416	2469 Harbor Blvd, Mesa, AZ, 85268	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111080	ENR	Doris R George	1947-01-18	UHC-99920-17	2524012565	3068 Mountain View Dr, Scottsdale, AZ, 85225	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51450	TPA	James M Espinoza	1998-01-19	—	—	5887 Central Ave, San Antonio, TX, 78268	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56502	TPA	Alice Marquez	1978-07-18	—	—	664 Oak St, Jacksonville, FL, 32229	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421581	CLM	Tyler Maldonado	1948-07-12	—	—	7191 Mesa Dr, Minneapolis, MN, 55480	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-119330	ENR	Eugene X Baker	1971-09-16	UHC-10971-56	6924903266	1833 Meadow Ln, Mesa, AZ, 85291	0.66	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
CLM-421099	CLM	Ryan Li	1963-09-10	—	—	5648 Elm St, Fresno, CA, 93735	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

9,084 rows, page 134 of 182Previous Next