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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107483	ENR	Ruth Z Hanson	1985-06-06	UHC-73022-03	8265345553	3317 Church St # 997, Tempe, AZ, 85236	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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
ENR-126011	ENR	Douglas Rice	1968-09-12	UHC-71875-98	8242225479	6348 Pine Dr, Chandler, AZ, 85274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
ENR-141984	ENR	Amber Garrett	1965-02-08	UHC-76042-07	3824190602	7536 Park Pl, Atlanta, GA, 30344	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100906	ENR	Melissa H Espinoza	1953-11-24	—	6583065744	7482 Mesa Dr, Glendale, AZ, 85307	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-104646	ENR	Dennis H Larson	1965-09-05	UHC-54035-72	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-124389	ENR	Virginia Hudson	—	UHC-37938-14	2086577829	5068 Ocean Ave, Dallas, TX, 75218	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118638	ENR	Danielle V Adrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-118637	ENR	Danielle V Adrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+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
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
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-109869	ENR	Carlos James	1965-03-09	UHC-97252-40	—	9833 Sunset Blvd, Charlotte, NC	0.62	Name re-cased Street suffix standardised Address re-cased City 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-108177	ENR	Frank Armstrong	1977-11-07	UHC-73728-14	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.62	Name split from “Last, First”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
ENR-129886	ENR	Yuki F Butler	1940-05-28	UHC-90674-99	4089536301	8684 Jefferson Ave, San Diego, CA, 92133	0.62	Name split from “Last, First”Phone reformatted Member ID 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
ENR-133579	ENR	Alexis Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120702	ENR	Bradley Guerrero	1986-06-12	UHC-50760-89	9515949156	7868 Park Pl, Denver, CO, 80273	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118525	ENR	Christine D Santiago	1966-11-12	UHC-68644-80	8286939932	3894 Highland Ave, Orlando, FL, 32899	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103752	ENR	Abigail Delgado	1982-01-21	UHC-12714-29	7006675049	3553 Willow Ct, Gilbert, AZ, 85200	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-135667	ENR	Kevin Wilson	1960-09-02	UHC-38865-86	3382769328	2872 Willow Ct, Phoenix, AZ	0.62	Phone reformatted Member ID 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
ENR-133289	ENR	Judy K Snyder	2001-04-21	UHC-49523-70	9553458882	4775 Baseline Rd, Austin, TX, 78741	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113659	ENR	Jacqueline V Olson	1977-12-11	UHC-32704-29	6016536648	908 Forest Ave, Denver, CO	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131429	ENR	Virginia J Alvarado	1940-03-20	UHC-84785-86	4643659626	6123 Desert Sky Blvd, Los Angeles, CA, 90081	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130002	ENR	Anthony Hunter	2003-02-28	UHC-08886-47	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-103871	ENR	Gregory Lee	1972-11-13	UHC-72345-25	7274827948	3487 Ocean Ave, Atlanta, GA	0.62	Name re-cased 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
ENR-114864	ENR	James Contreras	1986-01-04	UHC-81579-21	5537684103	8536 Grand Ave, Denver, CO, 80283	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109195	ENR	Charles E Cunningham	1960-01-21	UHC-96805-50	4812390161	6946 Maple Ave, Scottsdale, AZ, 85248	0.62	Name re-cased Phone 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
ENR-139782	ENR	Laura G Warren	2001-07-17	UHC-80409-15	2382379361	3061 Cedar Ln, Chandler, AZ, 85214	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136986	ENR	Tim L Walkar	—	UHC-34814-20	5833028834	5513 Baseline Rd, Denver, CO, 80252	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-142919	ENR	Masno Ward	1993-02-17	UHC-71648-92	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118128	ENR	Vincent N Berry	1966-04-10	UHC-61036-70	3575393670	8119 Market St, Miami, FL, 33187	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110175	ENR	Kelly P Soctt	1976-02-12	UHC-34031-04	—	3517 River Rd, Columbus, OH, 43232	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-136307	ENR	Mei O Simmons	1958-08-08	UHC-04938-96	—	3325 River Rd, Minneapolis, MN, 55419	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-137461	ENR	Yuki Robinson	2000-03-09	UHC-42724-58	—	5021 River Rd # 716, Fresno, CA, 93707	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-106523	ENR	Keith D Ruiz	1948-05-02	UHC-75807-16	6564962285	5718 Mesa Dr # 484, Charlotte, NC, 28202	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

26,564 rows, page 131 of 532Previous Next