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-112574	ENR	Stephanie Henderson	1999-04-19	UHC-71447-86	4776563789	2267 Sage Ct, Sacramento, CA, 95811	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-112575	ENR	Stephanie Henderson	1999-04-19	UHC-71447-86	4776563789	2267 Sage Ct, Sacramento, CA, 95811	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115608	ENR	Beverly O Sanchez	—	UHC-57625-59	3632999023	8609 Forest Ave, Chandler, AZ, 85295	0.60	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+4 more
ENR-128083	ENR	Peter R Ferguson	1948-03-25	UHC-45310-05	4004185678	1560 Central Ave, Houston, TX, 77066	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121447	ENR	Willie Li	—	UHC-81208-23	7986394227	8736 Jefferson Ave, Los Angeles, CA, 90075	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
CLM-406877	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd, Chandler, AZ, 85258	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-28519	PRV	Carol Henry	1999-11-03	UHC-64577-07	4805727690	2837 Broadway, Orlando, FL, 32847	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-142865	ENR	Catherine L Bennett	1980-01-12	UHC-58898-70	2587124462	939 Ocean Ave Apt 32, Austin, TX, 78790	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-20004	PRV	James K Hunter	1960-03-14	UHC-68519-05	9746357738	6535 Bayshore Dr, Orlando, FL	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132806	ENR	Kayla E Padilla	2008-11-26	UHC-70209-49	6276291174	7096 Lake View Rd, Gilbert, AZ, 85254	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-407529	CLM	Roger Q White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-429837	CLM	Teresa James	1987-06-15	UHC-36227-89	6208458818	5550 Jefferson Ave, Plano, TX, 75084	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-111380	ENR	Catherine H Morgan	2006-04-10	UHC-30159-88	5718480669	6975 Hillcrest Rd Apt 36, Tempe, AZ, 85237	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-143002	ENR	Marcus H Fernandez	1997-10-04	UHC-69524-07	4979829474	1095 Hillcrest Rd, Tempe, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112418	ENR	Jessica Elis	1997-03-05	UHC-51002-75	8908184992	2135 Mesa Dr Apt 21, Jacksonville, FL, 32280	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-415024	CLM	Janice Hererra	1986-09-18	UHC-91917-46	3393602176	2585 Grand Ave, Austin, TX, 78760	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421319	CLM	Michelle Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St, Miami, FL, 33116	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421320	CLM	Michelle Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St, Miami, FL, 33116	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-28131	PRV	Melissa Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct # 627, Atlanta, GA, 30381	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-431498	CLM	Dylan Carlson	1946-10-01	UHC-36771-69	9885922765	1363 Baseline Rd, Atlanta, GA, 30378	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-133291	ENR	Raymond Grant	1957-06-21	UHC-33272-26	5254095899	9859 Elm St, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-141355	ENR	Roger Reid	1961-06-04	UHC-97347-56	—	9877 Valley View Dr, Sacramento, CA, 95880	0.60	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-113207	ENR	Mateo P McCoy	1989-09-18	UHC-20963-71	8246598642	514 Spring St, Scottsdale, AZ, 85279	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140368	ENR	Austin Santos	2004-09-16	UHC-27796-57	3052768455	9199 Church St, Dallas, TX, 75207	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-405753	CLM	Janet Tran	2006-01-12	UHC-47381-71	4412058427	6574 Pine Dr, Chandler, AZ, 85268	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-108922	ENR	Samuel Murphy	1938-03-23	UHC-88511-69	6496299727	5850 Main St, San Diego, CA, 92114	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-21858	PRV	Betty Ramos	1944-01-17	UHC-55325-32	8826606445	9450 Valley View Dr, Tucson, AZ, 85774	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-100267	ENR	Kathryn J Kelly	1955-01-24	UHC-61592-30	6586513640	6310 Cedar Ln, Mesa, AZ, 85255	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140612	ENR	Bradley Perez	1988-02-23	UHC-12473-59	8529010649	3352 Oak St, Orlando, FL, 32837	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-116638	ENR	Thomas A Guzman	1998-04-26	UHC-06290-37	8538788154	6043 Apache Blvd, Tempe, AZ, 85234	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133667	ENR	Carl Pierce	1981-07-24	UHC-13973-18	5402391218	7608 Baseline Rd # 234, Orlando, FL, 32873	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-102271	ENR	Priya M Bryant	1995-09-20	UHC-21221-38	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-410583	CLM	Terry Cunningham	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-432726	CLM	Sarah Fuller	1958-03-06	UHC-44743-03	—	5274 Maple Ave, Glendale, AZ, 85334	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101567	ENR	Carl Morrison	1989-06-26	UHC-22994-76	6654491872	3084 River Rd, Denver, CO, 80236	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420440	CLM	Noah Cook	1982-04-09	UHC-47414-31	—	496 Market St, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431149	CLM	Raymond Lee	2004-11-09	UHC-27065-55	—	2487 River Rd # 708, Las Vegas, NV, 89171	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-117248	ENR	Andrea P Green	1946-07-01	UHC-80096-47	—	2561 Jefferson Ave, Chandler, AZ, 85221	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-114591	ENR	Adam Rogers	1991-02-14	UHC-08320-64	—	550 Valley View Dr, Tampa, FL, 33679	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-142603	ENR	Patricia S Richards	1965-06-27	UHC-53338-88	8175337623	2662 Main St, Chandler, AZ, 85211	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109067	ENR	Robert J Tucker	2004-07-14	UHC-10873-92	6222042561	2275 Sunset Blvd, Tempe, AZ, 85284	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-125097	ENR	Karen S Rivera	1984-05-22	UHC-62284-61	6439595537	9144 Ridge Rd, Fresno, CA, 93779	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-135605	ENR	Heather Austin	1994-10-27	UHC-79946-28	2465374210	4774 Harbor Blvd, Gilbert, AZ, 85244	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106571	ENR	Marcus Ward	1952-05-03	UHC-01655-80	8878421034	8789 Park Pl, Plano, TX, 75059	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126274	ENR	Priya J Duncan	1990-06-08	UHC-97186-66	6076146230	2247 Bayshore Dr, Austin, TX, 78724	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100481	ENR	Bruce Henry	2001-02-18	UHC-59684-25	9738491510	5877 Indian School Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416975	CLM	Benjamin Franklin	1976-05-28	UHC-88306-24	—	6093 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409879	CLM	Ruth Ownes	1988-01-27	UHC-38282-21	—	8039 Washington St, Houston, TX, 77015	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409878	CLM	Ruth Ownes	1988-01-27	UHC-38282-21	—	8039 Washington St, Houston, TX, 77015	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137552	ENR	Stephen Gordon	1988-03-22	UHC-82600-06	7244221938	5705 Meadow Ln, Seattle, WA, 98145	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more

7,723 rows, page 27 of 155Previous Next