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-117510	ENR	Lauren Barnes	1972-07-01	UHC-99671-08	7519611613	2367 Grand Ave # 928, San Diego, CA, 92129	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-20638	PRV	Bryan Payne	1956-12-24	—	—	5689 Jefferson Ave, Seattle, WA, 98150	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
CLM-401260	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
ENR-105689	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105690	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-56487	TPA	Keith Santos	1994-12-12	—	9236565752	153 Ridge Rd, Chandler, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-409469	CLM	Laura S Dunn	1976-02-22	UHC-44881-02	6166557095	8838 Park Pl # 812, Mesa, AZ	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-402743	CLM	Harold T Welch	1941-11-24	UHC-33123-36	2585733297	3308 Desert Sky Blvd, Chandler, AZ, 85289	0.34	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+5 more
ENR-133391	ENR	Cynthia H Santiago	2006-03-09	UHC-06856-30	—	5327 Maple Ave, Las Vegas, NV, 89111	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
CLM-401133	CLM	Diana Daan	2003-02-25	—	7933379623	9896 Sage Ct # 654, Dallas, TX, 75271	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-112522	ENR	Abigail Montgomery	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN, 55448	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23965	PRV	Joshua M Yang	2005-08-04	UHC-41387-41	5506881599	463 Palm Dr # 848, Plano, TX, 75040	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-118904	ENR	Diane Weaver	1964-05-12	UHC-06730-84	6523849284	2791 Maple Ave Apt 3, Atlanta, GA, 30319	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-420341	CLM	Hannah Roberts	1971-11-23	UHC-68689-28	—	8378 Bayshore Dr Apt 39, Tempe, AZ, 85209	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-126120	ENR	Mei Y White	1958-08-20	UHC-19755-67	—	3997 Central Ave Apt 39, Eden Prairie, MN, 55329	0.34	Middle initial moved out of first name Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-400155	CLM	Justin Espinoza	1972-09-14	UHC-99989-03	—	2598 Elm St Apt 32, Eden Prairie, MN, 55317	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-130259	ENR	Scott Shaw	1980-08-26	UHC-01070-50	9047442603	6262 Highland Ave # 769, Atlanta, GA	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-26087	PRV	Bradley Foster	1992-10-12	—	3692183356	8231 Grand Ave, Tempe, AZ, 85290	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-142333	ENR	Hiroshi P Medina	1940-07-01	UHC-21576-77	3124413758	8974 Main St, San Antonio, TX, 78298	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-61812	TPA	Virginia Cox	1964-12-25	—	—	6875 Camelback Rd # 275, Houston, TX	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-21361	PRV	Mary G Holmes	1997-06-25	—	—	3467 Sunset Blvd, Las Vegas, NV	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
CLM-417999	CLM	Joan Robertson	2002-07-11	—	—	9644 Forest Ave, Houston, TX, 77009	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-407199	CLM	Henry Miller	1963-04-22	—	3947673552	5024 Valley View Dr, Los Angeles, CA, 90043	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-28723	PRV	Kayla Guerrero	1974-04-05	—	3034634451	9734 Desert Sky Blvd, Nashville, TN, 37237	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-401669	CLM	Frank Li	1974-10-04	UHC-11541-03	3346189898	365 Highland Ave, Mesa, AZ, 85209	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22885	PRV	Christine George	2006-08-21	UHC-97886-80	5859503220	2631 Highland Ave, Austin, TX	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-136468	ENR	Sophhia Ryan	1966-08-03	UHC-48990-31	5818771242	8766 Spring St, Seattle, WA	0.34	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-142738	ENR	Charles J Wang	1970-06-14	UHC-77837-25	—	8724 Camelback Rd, Charlotte, NC	0.34	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Street suffix standardised+5 more
ENR-113503	ENR	Shirley E Phillips	1962-01-13	UHC-09624-69	4425085432	994 Jefferson Ave, Charlotte, NC	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113502	ENR	Shirley E Phillips	1962-01-13	UHC-09624-69	4425085432	994 Jefferson Ave, Charlotte, NC	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104668	ENR	Dennis Powell	1977-07-24	UHC-83526-34	9316250254	8141 Main St, Tucson, AZ, 85765	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-418138	CLM	Chris Diaz	1975-08-24	UHC-64030-78	9432688743	5277 Mountain View Dr # 572, Los Angeles, CA, 90040	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-402606	CLM	Albert Myers	1959-03-01	—	7528889110	2650 Mountain View Dr Apt 20, Denver, CO, 80224	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-64212	TPA	Alxis Hicks	1950-12-06	—	—	7538 Market St Apt 10, Seattle, WA	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-142071	ENR	Randy M Gonzalez	1951-05-02	UHC-84958-95	7466478219	7743 Meadow Ln Apt 16, Denver, CO, 80213	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-124240	ENR	Frances I Romero	1943-02-01	UHC-62187-84	3247173625	867 Forest Ave # 184, Chandler, AZ	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
TPA-56047	TPA	Melissa Yang	1968-05-01	—	—	6901 Hillcrest Rd, Plano, TX, 75036	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-140680	ENR	Richard T Wells	1947-06-08	UHC-81803-04	3956808131	6092 Camelback Rd, Fresno, CA	0.34	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-28178	PRV	Mary Herrera	1973-03-20	—	8299189312	7943 Palm Dr, Houston, TX, 77040	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113583	ENR	Deborah Z Morrison	1975-03-18	UHC-27089-19	5276998981	8651 Central Ave # 503, Tempe, AZ, 85298	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-113810	ENR	Sarah Y Austin	1939-07-22	UHC-41524-15	7647098002	6125 Harbor Blvd Apt 29, Houston, TX	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-128664	ENR	Henry Jackson	1989-12-05	UHC-36524-58	—	6758 Forest Ave, Eden Prairie, MN, 55323	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-128663	ENR	Henry Jackson	1989-12-05	UHC-36524-58	—	6758 Forest Ave, Eden Prairie, MN, 55323	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-124672	ENR	Gloria Banks	1950-07-06	UHC-84655-02	—	5506 Park Pl, Jacksonville, FL	0.34	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
TPA-63562	TPA	Alexander Le	2005-11-18	UHC-62633-54	9329506105	5252 Lake View Rd, Plano, TX, 75032	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419511	CLM	Katherine Black	1963-12-18	UHC-81943-57	—	6907 Elm St, Eden Prairie, MN	0.34	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-124607	ENR	Ashley F Davis	1939-01-14	UHC-48670-60	7038992279	1452 Church St Apt 23, Orlando, FL	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-130072	ENR	Paul E Freeman	1956-09-05	UHC-91815-17	—	4516 Elm St Apt 37, Jacksonville, FL	0.34	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-106277	ENR	Zachary G Martin	1995-08-22	UHC-34627-10	2603394512	8900 River Rd # 376, Minneapolis, MN	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-127964	ENR	Gerald Hansen	1948-09-21	UHC-73980-75	6723413545	4824 Maple Ave Apt 29, Denver, CO, 80266	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more

32,400 rows, page 4 of 648Previous Next