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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134332	ENR	Dorothy F Collins	1942-04-11	UHC-66552-94	4869286027	8752 Broadway, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+4 more
ENR-138076	ENR	Stephen E Fuller	1966-02-27	UHC-14276-03	5912434363	3178 Valley View Dr, San Antonio, TX, 78223	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-116060	ENR	Larry V Morgan	1952-06-04	UHC-19275-79	7059729318	5623 Market St, Sacramento, CA, 95874	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-110232	ENR	Sophia J Bowman	1983-01-26	UHC-12484-24	7946108740	1910 Forest Ave, San Diego, CA, 92167	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-24932	PRV	Charlotte White	—	UHC-56376-07	—	4157 Mountain View Dr, Miami, FL, 33198	0.60	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
PRV-22160	PRV	Seven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL, 32826	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-21375	PRV	Lisa Jimenez	1985-04-16	UHC-89522-53	4492953475	8398 Indian School Rd, Los Angeles, CA, 90009	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-109514	ENR	Julia George	1959-01-27	UHC-91645-03	4694981212	2430 Valley View Dr, Charlotte, NC, 28221	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-136068	ENR	Lauren R Murphy	1969-08-21	UHC-46397-91	9237297088	2578 Lake View Rd # 376, Orlando, FL, 32845	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-130285	ENR	Sean G Cooper	1974-10-22	UHC-87922-42	8649372471	567 Bayshore Dr, San Antonio, TX, 78291	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109240	ENR	Virginia C Weber	1973-10-18	UHC-27686-59	4492257728	3723 Ocean Ave, Seattle, WA, 98103	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404691	CLM	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110277	ENR	Judy X Little	2002-04-17	UHC-61353-44	3639432651	1140 Cedar Ln, Columbus, OH	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-114483	ENR	Heather H Lynch	1996-05-02	UHC-37423-63	6293745670	695 Highland Ave, Plano, TX	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409121	CLM	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-56551	TPA	Randy B Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-431026	CLM	Ronald Castro	1958-12-04	UHC-33034-68	—	2663 Meadow Ln, Seattle, WA, 98156	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121321	ENR	Carol N Dunn	—	UHC-98857-51	9644550797	5140 Apache Blvd, Fresno, CA, 93731	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-400012	CLM	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400011	CLM	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26432	PRV	Teresa D Simpson	1957-04-18	UHC-58968-10	5189591430	1259 Mountain View Dr, Orlando, FL, 32820	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112421	ENR	Emily Stewart	2005-11-05	UHC-09336-70	7276010399	4286 Forest Ave # 201, Atlanta, GA, 30366	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141885	ENR	Arthur S Kennedy	1983-12-05	UHC-39550-85	6153030100	1114 River Rd # 901, Scottsdale, AZ, 85215	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-135449	ENR	Wayne Boyd	1966-06-01	UHC-37084-54	4284496491	3787 Apache Blvd, Miami, FL, 33191	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27703	PRV	Patricia Thompson	1945-12-24	UHC-18570-72	6438668849	2201 Desert Sky Blvd, Jacksonville, FL, 32245	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128407	ENR	Albert K Gonzalez	1968-09-15	UHC-36932-95	4519368884	9216 Indian School Rd Apt 38, Mesa, AZ, 85200	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-128406	ENR	Albert K Gonzalez	1968-09-15	UHC-36932-95	4519368884	9216 Indian School Rd Apt 38, Mesa, AZ, 85200	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-416208	CLM	Maria Meyer	1957-11-25	UHC-73025-52	7899410388	7272 Mesa Dr, Dallas, TX, 75247	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-401483	CLM	Bryan C McDonald	1943-01-28	UHC-55577-57	4758629058	5985 Grand Ave, Atlanta, GA, 30348	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-123529	ENR	Elizabeth O Wells	1985-09-11	UHC-74329-89	4477961760	8340 Baseline Rd, Dallas, TX, 75282	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121985	ENR	Charles J Watson	1952-06-16	UHC-58095-79	7102090425	2196 Spring St Apt 37, Tempe, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-432229	CLM	Lisa Graham	1951-12-26	UHC-27955-94	2176652716	4093 Ridge Rd, Tampa, FL, 33671	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400734	CLM	Emma Henry	1980-04-13	UHC-50050-99	—	9496 Cedar Ln, Plano, TX, 75032	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404805	CLM	Emma A Simpson	1966-03-13	UHC-49747-10	—	2298 Lake View Rd # 746, Charlotte, NC, 28232	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-123034	ENR	Alice W Bryant	1967-08-03	UHC-87888-26	3116580398	7231 Palm Dr, Chandler, AZ, 85265	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-134692	ENR	Dennis Warren	1969-11-23	UHC-83107-26	8718928053	3986 Mountain View Dr, Miami, FL, 33178	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405412	CLM	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124048	ENR	Larry S Morgan	1970-12-27	UHC-28354-94	6455726478	6551 Lincoln Way, San Diego, CA, 92134	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138196	ENR	Barndon Santos	1965-05-10	UHC-60608-39	7203435308	1113 Broadway, Houston, TX, 77091	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-142535	ENR	Stephen Valdez	1975-03-18	UHC-30831-40	7747303736	3115 Park Pl Apt 17, Denver, CO, 80251	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-114600	ENR	Michael R Davis	1954-08-05	UHC-14997-20	9064631628	9821 Hillcrest Rd, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133011	ENR	Tyler V Mills	1994-07-04	UHC-15931-61	4192515318	9120 Market St, Columbus, OH, 43272	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426432	CLM	Abigail W Baks	1942-09-20	UHC-27644-46	—	9274 Oak St, Tempe, AZ, 85200	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-116845	ENR	Judy X Ryan	2006-04-20	UHC-02874-79	8629133049	4017 Ocean Ave # 262, Plano, TX, 75088	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-115583	ENR	Jordan Perkins	1951-03-03	UHC-84504-72	9474822634	9661 Mesa Dr, Charlotte, NC, 28231	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133577	ENR	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-133578	ENR	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130248	ENR	Christine James	2004-08-08	UHC-20756-55	4473361752	264 Lake View Rd, Charlotte, NC	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112889	ENR	Cheryl Welch	1938-01-06	UHC-07157-28	4148287096	6366 Hillcrest Rd Apt 27, Miami, FL, 33154	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-405471	CLM	Raplh G Kim	1997-02-20	UHC-75355-51	—	4191 Valley View Dr, Scottsdale, AZ, 85290	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more

7,723 rows, page 30 of 155Previous Next