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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119971	ENR	Jack X Robinson	1984-07-02	UHC-95924-51	—	3371 Pine Dr, Glendale, AZ, 85385	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-54100	TPA	Teresa Graene	1966-10-05	—	—	6237 Oak St # 186, San Diego, CA	0.36	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+4 more
PRV-25883	PRV	Adam T Dixon	1974-07-03	UHC-43173-48	3246179309	1990 Mesa Dr, Tempe, AZ, 85257	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-104129	ENR	Natalie L James	1972-03-18	UHC-44696-09	—	5951 Desert Sky Blvd Apt 18, Scottsdale, AZ, 85237	0.36	Name split from “Last, First”Phone missing area code Unit split from street City re-cased+4 more
ENR-133903	ENR	Emma Roberts	1991-08-21	UHC-03591-23	5354566351	5631 Mesa Dr Apt 22, Fresno, CA, 93740	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-134169	ENR	Camila Chavez	2004-10-04	UHC-76557-54	6766893366	7817 Willow Ct Apt 28, Seattle, WA, 98192	0.36	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-132407	ENR	Jacob F Kennedy	1989-10-26	UHC-53943-88	4225021386	5274 Desert Sky Blvd, Houston, TX, 77096	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131090	ENR	Fatima D Walker	1977-09-21	UHC-22421-47	6453605167	1113 Mesa Dr Apt 23, Mesa, AZ, 85266	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-406578	CLM	Abigail Hayes	1945-12-15	—	—	2400 Sage Ct, Denver, CO	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-112114	ENR	Camila F Peterson	1993-05-18	UHC-03136-61	9706356329	8687 Forest Ave # 503, Atlanta, GA, 30354	0.36	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-124260	ENR	Wayne Z Mils	1997-11-07	UHC-99004-23	9037062779	5085 Lincoln Way, Charlotte, NC	0.36	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139163	ENR	Beverly Jackson	1998-09-09	—	4599324131	4804 Main St, Charlotte, NC	0.36	Street suffix standardised Address re-cased State name converted to code ZIP missing+4 more
ENR-102402	ENR	Kevin Wheeler	1980-05-15	UHC-66833-64	9222633454	4944 Elm St, San Antonio, TX, 78206	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136837	ENR	Richard Y Moreno	2000-05-08	UHC-79139-87	—	1583 Elm St, Miami, FL, 33112	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-116859	ENR	Michelle Harvey	—	UHC-86276-83	9008704949	6552 Valley View Dr, Orlando, FL, 32845	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-141729	ENR	Betty Guerrero	—	UHC-76613-16	3522630401	8596 Valley View Dr, San Antonio, TX, 78239	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137782	ENR	Douglas C Stewart	1987-03-07	UHC-98736-64	7734107976	4478 Cedar Ln Apt 31, Dallas, TX	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138530	ENR	Janet H Weaver	1995-02-05	UHC-30144-81	3307818681	9551 Lake View Rd, Atlanta, GA, 30307	0.38	Name split from “Last, First”Middle initial moved out of first name ZIP+4 trimmed Email lower-cased+3 more
ENR-142090	ENR	Priya C Hanson	1940-05-01	UHC-32350-15	2124906575	3596 Bayshore Dr, Glendale, AZ, 85375	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133918	ENR	Stephanie F Martinez	1978-06-25	UHC-10286-63	3042425372	4964 Church St, Sacramento, CA	0.38	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+3 more
ENR-139333	ENR	Paaul I Hernandez	1972-07-11	UHC-62047-51	6918692696	3778 Sage Ct Apt 14, Chandler, AZ, 85286	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115621	ENR	Christina D Carroll	1990-07-10	UHC-18251-33	—	1480 Main St, Eden Prairie, MN, 55331	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-109193	ENR	Sims Joseph	2001-03-26	UHC-26661-07	5009738066	8402 Baseline Rd, Sacramento, CA, 95827	0.38	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
CLM-418227	CLM	Terry Medina	1965-02-08	UHC-89474-97	5184330047	9633 Sage Ct Apt 4, Eden Prairie, MN, 55316	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117957	ENR	Karen Luna	1909-04-10	UHC-61000-68	2092799432	4710 Sage Ct # 101, Los Angeles, CA, 90031	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107067	ENR	Zachary J Berry	1973-01-01	UHC-88160-93	6592567839	9420 Spring St, Houston, TX, 77094	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-108126	ENR	Mason Harris	2004-01-22	UHC-66482-78	3637256262	838 River Rd, Tampa, FL	0.38	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-126798	ENR	Patrick L Chavez	1957-09-23	UHC-06289-61	4146813859	6009 Baseline Rd, Denver, CO, 80283	0.38	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-123306	ENR	Sophia B Martinez	1950-04-27	UHC-22861-85	—	9261 Lake View Rd # 553, Mesa, AZ, 85258	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126730	ENR	Isabella Garza	1975-04-25	UHC-80809-16	—	1755 Mesa Dr, San Antonio, TX	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-105123	ENR	Sofia H Oliver	1982-08-21	UHC-82300-20	—	3300 Meadow Ln Apt 23, Las Vegas, NV, 89149	0.38	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-123094	ENR	Juan S Holmes	1993-11-20	UHC-53444-10	9037574085	9861 Willow Ct, Tucson, AZ, 85797	0.38	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-115279	ENR	Noah K Burton	1952-04-05	UHC-87151-33	3238278936	7202 Apache Blvd, San Diego, CA, 92129	0.38	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more
CLM-425179	CLM	AmyJunk	1968-11-16	UHC-55275-97	—	9165 Maple Ave, Chandler, AZ, 85267	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-126461	ENR	Janet Harris	1998-10-06	UHC-03351-82	—	1529 Highland Ave Apt 31, Tempe, AZ, 85248	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59194	TPA	Janice Sandoval	—	UHC-66768-58	—	8538 Highland Ave # 767, Orlando, FL, 32852	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107939	ENR	Dorothy X Hanson	—	UHC-22734-24	7614392927	7142 Sage Ct, Eden Prairie, MN, 55313	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-138480	ENR	Roger Henry	1957-05-03	—	7065122546	9587 Harbor Blvd, Eden Prairie, MN	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410904	CLM	Charles Dunn	1993-10-24	UHC-26801-85	—	4956 Meadow Ln, Columbus, OH, 43288	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103570	ENR	Maria T Nelson	1995-08-18	UHC-81446-60	9748400941	3563 Highland Ave, Atlanta, GA, 30324	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139819	ENR	Helen Y Murphy	1940-04-15	UHC-97173-05	—	8562 Apache Blvd, Jacksonville, FL, 32206	0.38	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136475	ENR	Andrea Y Armstrong	1958-04-28	UHC-90391-35	2928019801	1343 Willow Ct Apt 10, Tampa, FL, 33602	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141656	ENR	Megan Wells	—	UHC-42115-34	4203850093	1527 Canyon Rd, Tucson, AZ, 85700	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-136338	ENR	Johnston Grace	—	UHC-06724-33	3084562016	5768 Jefferson Ave # 562, Fresno, CA	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-140528	ENR	Arthur T Reid	—	UHC-82158-14	4499742444	4854 Church St, Miami, FL, 33163	0.38	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134733	ENR	Bryan Matthews	1988-07-28	UHC-23750-61	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132234	ENR	Andrew Vargas	1941-06-24	UHC-46683-84	—	8072 Mountain View Dr # 982, San Diego, CA, 92104	0.38	Name split from “Last, First”Date of birth reformatted SSN last four extracted Unit split from street+3 more
CLM-413403	CLM	Sarah Hunt	1998-07-09	UHC-87592-42	3808439490	3523 Market St, Houston, TX, 77046	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118274	ENR	Emma A Rios	1960-01-12	UHC-40743-44	—	1383 Willow Ct, Denver, CO, 80297	0.38	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104799	ENR	Bradley W Hart	1967-02-21	UHC-04020-53	2396698415	1900 Sunset Blvd Apt 4, Las Vegas, NV, 89125	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more

11,635 rows, page 5 of 233Previous Next