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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120927	ENR	Bryan C Stewart	2002-05-17	UHC-14457-34	8425378749	2293 Jefferson Ave, Fresno, CA, 93731	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115130	ENR	Jordan Bowman	1977-09-10	UHC-13738-33	3897491542	732 Bayshore Dr, Jacksonville, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125361	ENR	Vincent Reyes	2006-10-23	UHC-96719-08	6833492357	8555 Park Pl, Plano, TX, 75016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121369	ENR	Christine B Wells	1940-04-05	UHC-72085-61	5778278856	8511 Camelback Rd, Nashville, TN, 37221	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129958	ENR	Bradley A Rodriguez	1956-08-20	UHC-54839-19	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113506	ENR	Michael B Evans	2006-09-04	UHC-53781-65	9145837414	8354 Maple Ave, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125085	ENR	Judith Garrett	1976-09-23	UHC-24819-78	4544524190	7882 Lake View Rd, Phoenix, AZ, 85063	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122169	ENR	Isabella T Weaver	1948-01-03	UHC-66908-85	5325548845	511 Lake View Rd, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109001	ENR	Emily S Carlson	1981-03-26	UHC-28564-35	6585376021	5795 River Rd, Houston, TX, 77013	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109415	ENR	Jeffrey Green	1988-05-13	UHC-23901-54	5662782770	4405 Camelback Rd, Orlando, FL, 32885	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138426	ENR	Joseph I Riley	1974-11-28	UHC-21875-34	5145502294	6915 Hillcrest Rd, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126622	ENR	Laura Q Armstrong	2002-02-16	UHC-03309-66	2103468265	6203 Indian School Rd, Dallas, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126437	ENR	Daniel Webb	1951-10-12	—	3948521162	4456 Harbor Blvd, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103012	ENR	Frances I Porter	1949-01-13	UHC-23993-16	6076977962	173 Broadway # 318, Tempe, AZ	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-115630	ENR	Judy U Gibson	1959-07-16	UHC-34364-53	5864063625	8631 Oak St, Gilbert, AZ, 85275	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-106564	ENR	Roger Harris	1940-05-08	UHC-88515-80	3418116884	5796 Lake View Rd, San Diego, CA, 92170	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125338	ENR	Arjun Hill	1987-10-13	UHC-61760-65	7608273828	3066 Maple Ave, Eden Prairie, MN, 55318	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133567	ENR	Arthur Taylor	1957-04-05	UHC-31787-49	9552461881	7573 Baseline Rd, Atlanta, GA, 30373	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109851	ENR	Lawrence Maldonado	—	UHC-97544-20	8132980919	7498 Main St, Glendale, AZ, 85367	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-130256	ENR	Barbara Reed	1968-01-07	UHC-47110-21	4662319638	3533 Ridge Rd Apt 34, Miami, FL, 33180	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-136879	ENR	Joseph Murray	1968-12-08	UHC-30365-32	7858637017	6592 Park Pl, Phoenix, AZ, 85023	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-120363	ENR	Gebriel F Patel	1995-03-20	UHC-43384-72	3755843495	2367 Valley View Dr, Houston, TX, 77012	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121248	ENR	Heather P Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130588	ENR	Grace B Davis	1944-10-19	UHC-06537-09	5339720897	7504 Ridge Rd, Austin, TX, 78794	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108784	ENR	Douglas Fernandez	1942-01-01	UHC-20086-55	6053563787	3013 Spring St, Austin, TX, 78736	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108591	ENR	Michael Jordan	2000-11-24	UHC-94325-83	2125125878	1678 Oak St Apt 21, San Antonio, TX, 78293	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111074	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111075	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-110382	ENR	Jennifer A Moore	1994-12-06	UHC-97321-05	4163901772	3483 Church St, San Diego, CA, 92152	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129502	ENR	Alice Bishop	—	UHC-10447-33	6753509647	3124 Main St, Nashville, TN, 37225	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129503	ENR	Alice Bishop	—	UHC-10447-33	6753509647	3124 Main St, Nashville, TN, 37225	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130646	ENR	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102209	ENR	William N Stevens	1945-01-06	UHC-98045-07	7155647102	6848 Forest Ave, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120511	ENR	Ryan Y Pena	2001-06-09	UHC-20316-03	7308569872	4274 Washington St, Los Angeles, CA, 90057	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137066	ENR	Catheirne T Taylor	1942-11-26	UHC-40952-61	9615333401	7794 Park Pl, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141648	ENR	Ray Patterson	—	UHC-64680-98	3667059695	839 Washington St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-123487	ENR	Kimberly R Ortega	2000-05-19	UHC-66789-55	6494069936	7148 Sage Ct, Jacksonville, FL, 32297	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132967	ENR	Soia P Guerrero	1958-11-24	UHC-77814-77	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-132968	ENR	Soia P Guerrero	1958-11-24	UHC-77814-77	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-103241	ENR	Bruce Myers	1997-07-10	UHC-71481-08	6239787690	162 Ridge Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133792	ENR	Peterson Laura	1998-11-12	UHC-01699-49	6325444363	7718 Main St, Tempe, AZ, 85243	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-113521	ENR	Diego Franklin	1973-06-07	UHC-04742-73	2998711494	800 Oak St, Columbus, OH, 43271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129142	ENR	Greene M Mateo	1952-09-22	UHC-95568-64	2404649446	6079 Mesa Dr, Orlando, FL, 32887	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-127349	ENR	Mendoza V Laura	2001-04-10	UHC-72770-86	9358509932	5539 Ocean Ave, Mesa, AZ, 85297	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114601	ENR	Nicole B Hansen	1981-10-08	UHC-45002-08	4084089284	8866 Baseline Rd, Minneapolis, MN, 55463	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-123927	ENR	Diane Jimenez	1947-04-06	UHC-02910-16	9835052316	7314 Bayshore Dr Apt 28, Las Vegas, NV, 89181	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117514	ENR	Joshua Y Hawkins	1942-02-02	UHC-04131-49	3495662578	4435 Union St, San Antonio, TX, 78204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139425	ENR	Laura G Thomposn	1974-11-15	UHC-51193-39	2049200384	2287 Church St, Orlando, FL, 32816	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142966	ENR	Andrew Obrien	2006-06-17	UHC-28831-78	4375354610	5723 Park Pl, Jacksonville, FL, 32283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111374	ENR	James Nguyen	1966-02-04	UHC-49719-49	7718574072	9889 Hillcrest Rd Apt 16, Columbus, OH, 43254	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

28,181 rows, page 112 of 564Previous Next