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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116220	ENR	Amber S Adams	1973-09-14	UHC-14192-29	5052656345	4862 Ocean Ave # 731, Eden Prairie, MN, 55347	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420283	CLM	Evelyn Vega	1982-12-09	UHC-27495-63	—	9814 River Rd # 145, Scottsdale, AZ, 85234	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-109870	ENR	Alice L Yang	1997-02-18	UHC-22171-25	2207826753	3250 Forest Ave # 936, Sacramento, CA, 95866	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
PRV-25424	PRV	Nicole B Kim	1945-01-20	UHC-08143-43	2258863384	9473 Jefferson Ave # 868, Glendale, AZ, 85350	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-28153	PRV	Samuel Yang	1982-10-08	—	2968404254	9388 Oak St Apt 2, Los Angeles, CA, 90061	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
CLM-430960	CLM	Amber C Diaz	1955-11-26	UHC-29467-25	9489264444	5873 Central Ave Apt 16, Dallas, TX, 75273	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57660	TPA	Sofia Garcia	1962-08-12	—	4739982609	9463 Meadow Ln # 100, Jacksonville, FL, 32216	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113902	ENR	Amy Armstrong	1986-06-04	UHC-47924-78	5062396600	8116 Cedar Ln Apt 28, Atlanta, GA, 30391	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
ENR-122342	ENR	Tyler Bell	1952-04-03	UHC-15801-13	9298344689	4712 Forest Ave Apt 17, Columbus, OH, 43291	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-62424	TPA	Elijah Spencer	1968-05-13	—	—	3963 Forest Ave Apt 35, Sacramento, CA, 95892	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62425	TPA	Elijah Spencer	1968-05-13	—	—	3963 Forest Ave Apt 35, Sacramento, CA, 95892	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53436	TPA	Bradley Jacobs	1974-02-03	UHC-08105-35	4014231319	2621 River Rd Apt 39, Gilbert, AZ, 85209	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-112520	ENR	Jean Hunt	2000-11-13	UHC-31215-87	8958563700	3757 Central Ave # 557, Seattle, WA, 98175	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
CLM-422882	CLM	Hannah Ramos	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd # 492, Dallas, TX, 75207	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-419607	CLM	Isabella Wood	1988-12-17	UHC-09077-92	—	7613 Willow Ct Apt 5, Denver, CO, 80218	0.66	Unit split from street State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-22054	PRV	Mark Hunt	1984-06-14	—	7804560399	7893 Sage Ct Apt 21, Tampa, FL, 33699	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415995	CLM	Lawrence Padilla	2007-01-14	—	—	5342 Lake View Rd Apt 6, Tucson, AZ, 85749	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-427115	CLM	Jesse O Armstrong	1982-08-05	UHC-51454-66	4453022607	2532 Oak St # 979, Scottsdale, AZ	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
ENR-120836	ENR	Jeffrey Phillips	1973-01-18	UHC-32139-66	5126271688	8271 River Rd # 631, Charlotte, NC, 28211	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118374	ENR	Jimmy R Yang	1959-04-07	UHC-48398-94	3185619946	1173 Canyon Rd Apt 37, Scottsdale, AZ, 85243	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111084	ENR	Emily Gray	1950-11-21	UHC-52436-73	9163146156	9236 Baseline Rd # 281, Las Vegas, NV, 89199	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-122195	ENR	Jordan Mendez	1971-06-10	UHC-72598-96	—	7025 Baseline Rd # 503, San Antonio, TX	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-414691	CLM	Megan Burke	1980-12-16	UHC-39787-28	2963527592	7111 Ocean Ave Apt 35, Seattle, WA, 98128	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412836	CLM	Arjun Marshall	1990-03-22	—	—	8882 Meadow Ln Apt 21, Austin, TX, 78727	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-100079	ENR	Christian X Ruiz	1940-09-26	UHC-95544-56	7716475423	1131 Union St Apt 3, Columbus, OH, 43273	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102007	ENR	Maria P Peterson	1984-06-19	UHC-70195-31	8104349538	9048 Lake View Rd Apt 2, Tempe, AZ, 85271	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418296	CLM	Nicole Kim	1945-01-20	—	2258863384	9473 Jefferson Ave # 832, Glendale, AZ, 85350	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-400367	CLM	Grace Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave # 552, Columbus, OH, 43279	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411538	CLM	Linda L Burns	1949-04-04	—	4928863686	982 Forest Ave Apt 19, Glendale, AZ, 85301	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-125430	ENR	Brittany D Fuller	1964-06-05	UHC-60596-72	3943958941	7598 Grand Ave # 554, Orlando, FL, 32817	0.66	Name re-cased Unit split from street Email lower-cased Gender normalised+1 more
ENR-116189	ENR	Theresa Larson	1967-11-03	UHC-75355-53	6266425939	5031 Church St # 149, Dallas, TX, 75296	0.66	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+1 more
CLM-409534	CLM	Virginia Medina	1989-10-20	—	—	6473 Bayshore Dr # 655, Austin, TX, 78700	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418922	CLM	Mary Miller	1940-11-17	—	4866259318	9265 Sunset Blvd # 750, Minneapolis, MN, 55476	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-414727	CLM	Judy Castro	1984-02-12	UHC-14119-09	2538618240	8470 Church St Apt 13, Plano, TX, 75003	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
ENR-140888	ENR	Julia Chavez	1958-02-19	UHC-90166-60	—	6840 Willow Ct Apt 8, Atlanta, GA, 30300	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138042	ENR	Justin Sms	1938-10-22	UHC-97386-84	6139832805	5124 Highland Ave Apt 36, Fresno, CA, 93787	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-404328	CLM	Ana R Banks	1968-10-12	—	5547536159	5264 Elm St # 832, Minneapolis, MN, 55474	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113832	ENR	Janet S Wood	1942-01-24	UHC-90445-01	4788274782	230 Ocean Ave # 800, Phoenix, AZ, 85070	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424213	CLM	Roy Campbell	1965-02-19	—	8022947510	4888 Union St Apt 1, Phoenix, AZ, 85060	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401841	CLM	Betty T Peters	1940-12-28	UHC-02149-74	9106580553	7521 Camelback Rd # 169, Sacramento, CA	0.66	Member ID reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-105243	ENR	Noah A Ross	2000-02-10	UHC-85850-73	5739479009	7804 Maple Ave Apt 9, Los Angeles, CA, 90050	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-111822	ENR	Mei Harris	1954-02-09	UHC-30286-59	3758029813	9423 Ridge Rd Apt 19, Mesa, AZ, 85223	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-115348	ENR	Megan Bishop	1955-01-24	UHC-44146-84	2045376570	9082 Spring St # 860, Orlando, FL, 32854	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60990	TPA	Diane F Flores	1957-03-20	—	9679281052	563 Market St # 928, Plano, TX, 75041	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61682	TPA	Dennis Patterson	1969-03-28	—	—	3295 Market St # 470, Eden Prairie, MN, 55374	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129769	ENR	Willie Q Delgado	1965-09-16	UHC-47830-16	7688920673	2592 Sunset Blvd Apt 32, Charlotte, NC, 28257	0.66	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed+1 more
ENR-119484	ENR	Denise Q Harrison	1977-01-12	UHC-02609-73	—	1036 Union St # 837, Sacramento, CA, 95818	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-400866	CLM	Zachary George	1999-07-23	UHC-99695-66	—	4326 Sage Ct Apt 16, Austin, TX, 78784	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101895	ENR	Ethan Olson	1973-05-03	UHC-70689-35	—	7683 Meadow Ln # 423, Nashville, TN, 37218	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-101894	ENR	Ethan Olson	1973-05-03	UHC-70689-35	—	7683 Meadow Ln # 423, Nashville, TN, 37218	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more

6,994 rows, page 96 of 140Previous Next