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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130342	ENR	Joose T Arnold	1973-03-20	UHC-02380-94	7735759385	9748 Lake View Rd, Nashville, TN, 37247	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408584	CLM	Mei N Hicks	1988-06-05	—	2482948291	8342 Lake View Rd, Chandler, AZ, 85284	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408786	CLM	Jean Burton	2005-12-17	UHC-63224-77	9776738027	8348 Bayshore Dr, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-430232	CLM	Carol N Olzon	1943-01-24	—	4044328857	541 Willow Ct Apt 38, Charlotte, NC, 28213	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112096	ENR	Juan M Murphy	1973-10-03	UHC-80089-58	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410189	CLM	Gloria M Fisher	1976-08-13	UHC-34739-06	3936137808	3183 Mesa Dr, Tampa, FL, 33644	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123150	ENR	Tim O Lewis	1971-11-25	UHC-64916-92	9272053777	9046 Pine Dr, Tucson, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25534	PRV	Marilyn Reyes	1975-10-22	—	3649536284	6140 Baseline Rd, Eden Prairie, MN, 55365	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123846	ENR	Ashley YJunk	1953-01-27	UHC-59839-26	2776098852	4201 Broadway Apt 25, Dallas, TX, 75202	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-409459	CLM	Justin Shaw	1985-07-27	UHC-22694-54	—	861 Ridge Rd, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-123686	ENR	Sophia U Butler	1987-10-25	UHC-99861-22	3664485881	8857 Washington St Apt 18, Orlando, FL, 32847	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-123045	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	—	1144 Main St, Columbus, OH, 43225	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-422827	CLM	Sharon T Garza	1952-02-28	UHC-52770-07	—	6046 Oak St # 437, Miami, FL, 33134	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-52703	TPA	Steve W Maldonado	1941-06-16	UHC-08829-69	6146437845	5247 Hillcrest Rd, Sacramento, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-20581	PRV	Omar Dixon	1973-07-09	UHC-94376-27	5108418557	636 Meadow Ln, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-123003	ENR	Christopher E Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ, 85226	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139407	ENR	Michael P Kelly	1947-10-06	UHC-06332-53	8253696341	882 Bayshore Dr, Gilbert, AZ, 85248	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135391	ENR	Lisa D Day	1967-05-26	UHC-41010-93	3842790938	263 Lake View Rd, Las Vegas, NV, 89182	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127018	ENR	Marcus Burton	1943-08-27	UHC-55090-52	5403331117	2437 Maple Ave # 190, Atlanta, GA, 30371	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-404071	CLM	Ryan Jimenez	1955-06-10	—	2765095753	2708 Forest Ave, Denver, CO, 80294	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129591	ENR	George Z Flores	1959-01-16	—	—	8251 Pine Dr, Jacksonville, FL, 32280	0.62	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+3 more
TPA-52488	TPA	Grace Singh	1980-08-17	—	5928829805	3869 Central Ave, Miami, FL, 33192	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122565	ENR	Douglas M Warren	1991-06-26	UHC-26450-16	—	3878 Ridge Rd, Fresno, CA, 93763	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59640	TPA	Kenneth Ryan	1991-07-24	—	—	2520 Sunset Blvd, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134595	ENR	Alebrt Davis	1967-03-19	UHC-04648-46	4118816471	8504 Hillcrest Rd, Denver, CO, 80265	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60368	TPA	Hannah Brooks	1959-04-20	—	8419700136	6472 Washington St, Jacksonville, FL, 32248	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119392	ENR	Badley P Romero	1985-08-13	UHC-50584-68	4967671528	4722 Harbor Blvd, Minneapolis, MN, 55495	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137077	ENR	Harold Wood	1991-04-19	UHC-31679-43	4492035714	9393 Oak St, San Diego, CA, 92167	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117343	ENR	Noah L Hawkins	1975-10-12	UHC-16115-52	—	3221 Union St, San Antonio, TX, 78286	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-123816	ENR	Zachary Allen	1976-03-16	UHC-86497-60	3985951599	6378 Willow Ct, Eden Prairie, MN, 55386	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101389	ENR	Aaron Hawkins	1970-07-25	UHC-72312-42	2492850607	6354 Harbor Blvd, Miami, FL, 33129	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100491	ENR	Patrycia X Mitchell	2008-09-01	UHC-58066-27	8837566993	513 Hillcrest Rd, Gilbert, AZ, 85298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130084	ENR	Bobby T Powell	1941-09-10	UHC-35845-09	5786488115	4683 Camelback Rd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422399	CLM	Abigail Sanders	1975-03-11	UHC-08668-77	—	9314 Baseline Rd # 669, Tucson, AZ, 85746	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410617	CLM	Ronald Sanders	1978-08-24	—	4994778591	7520 Church St, Minneapolis, MN, 55414	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113946	ENR	Adam Gonzales	1951-10-22	UHC-93372-22	3228815170	9870 Forest Ave, San Diego, CA, 92135	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407317	CLM	Elizabeth Smith	—	UHC-74794-15	3299203468	6705 Sunset Blvd, Plano, TX, 75086	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
CLM-432076	CLM	Emily Z Shaw	1992-02-13	UHC-67683-28	—	1137 Washington St # 546, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
TPA-54001	TPA	Bryan Ortiz	1965-07-06	—	—	3376 Market St, Chandler, AZ, 85230	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404730	CLM	Luis Jimenez	1980-12-13	UHC-81143-69	—	4600 Forest Ave, Tampa, FL, 33661	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403581	CLM	Frank Thompson	1992-04-06	—	4469309182	7457 Spring St Apt 10, Tucson, AZ, 85710	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25832	PRV	Kimberly W Henderson	1980-02-01	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115685	ENR	Adams Julia	1962-04-13	UHC-29398-05	6208274753	4202 Cedar Ln, Atlanta, GA, 30386	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25057	PRV	Amanda Campbell	1940-10-01	UHC-80536-94	5622652929	8762 Indian School Rd Apt 27, Orlando, FL, 32834	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406197	CLM	Ann Gonzalez	1965-09-11	UHC-64011-63	4417577701	2303 Pine Dr, Nashville, TN, 37213	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128660	ENR	Joshua Phillips	1955-12-12	UHC-93601-34	9405027434	7125 Church St, Tempe, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114889	ENR	Noah Rice	1947-02-23	UHC-93860-84	4424630031	9386 Oak St, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419874	CLM	Jessica Reid	1980-05-01	—	—	5218 Washington St, Seattle, WA, 98167	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139817	ENR	Ashley Hunter	1962-01-15	UHC-27397-79	—	4675 Mesa Dr, Columbus, OH, 43203	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417125	CLM	Jordan J Carr	1977-09-07	—	—	4252 Park Pl, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more

32,400 rows, page 96 of 648Previous Next