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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405375	CLM	Sara M Ray	1970-06-23	—	5504800879	2228 Jefferson Ave, Las Vegas, NV, 89120	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118369	ENR	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	1014 Hillcrest Rd, San Diego, CA, 92124	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107845	ENR	Victoria Luna	1947-05-10	UHC-75189-78	—	7581 Willow Ct, Mesa, AZ, 85298	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-136215	ENR	Amber N Lee	2004-04-08	UHC-32742-91	5362651559	8105 Desert Sky Blvd, San Diego, CA, 92184	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-59003	TPA	Frank Munoz	1968-01-24	—	4466169201	2100 Indian School Rd, San Diego, CA	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113239	ENR	Joan Y Clark	1967-11-09	UHC-92120-58	2364835610	3163 Grand Ave, Atlanta, GA, 30308	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-122585	ENR	Jacob Reyes	1998-07-28	UHC-39351-80	6537723905	2180 River Rd, Tucson, AZ, 85764	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-58495	TPA	Alice Gordon	1961-02-17	—	—	9363 Lincoln Way, Seattle, WA, 98122	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100963	ENR	Albert Harrison	1944-03-24	UHC-16381-51	5139965012	5207 Valley View Dr, Scottsdale, AZ, 85231	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114297	ENR	Wei X Rios	1953-05-08	UHC-03294-76	—	9157 Bayshore Dr, Chandler, AZ, 85248	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-58572	TPA	Kelly Hernandez	1968-02-05	—	3644454295	5878 Lake View Rd, Atlanta, GA, 30356	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400383	CLM	Ethan Burton	1962-07-06	UHC-46365-98	7365372560	1411 Desert Sky Blvd, Phoenix, AZ, 85065	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101239	ENR	Brandon Gonzeles	1966-05-07	UHC-09464-72	7926031562	1764 Ocean Ave, Plano, TX, 75060	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139853	ENR	Mariana Garrett	2003-11-15	UHC-39140-72	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417213	CLM	Omar Adams	1972-10-03	UHC-62737-71	6619210110	8093 Canyon Rd, San Antonio, TX, 78234	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104628	ENR	Marilyn Z Elliott	2008-05-15	UHC-08946-09	2128783719	1704 Union St, Atlanta, GA, 30342	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20111	PRV	Shirley Watson	1997-06-09	—	7332586650	7724 Canyon Rd, Minneapolis, MN, 55499	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105180	ENR	Albert V Meyer	1986-10-17	UHC-06373-47	2633590486	7078 Cedar Ln, Orlando, FL, 32856	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407468	CLM	Christian Reynoolds	1969-04-15	—	—	836 Bayshore Dr, Plano, TX, 75001	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-100887	ENR	Paul Z Jimenez	1977-10-17	UHC-80721-02	7525558763	1194 Pine Dr Apt 28, Tempe, AZ, 85257	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118232	ENR	Nicholas Jacobs	1982-08-08	UHC-67353-83	—	9067 Meadow Ln Apt 7, Nashville, TN, 37265	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-411752	CLM	Emily Thompson	1964-02-27	UHC-60492-22	8583560260	7291 Mesa Dr Apt 35, Charlotte, NC, 28216	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-411751	CLM	Emily Thompson	1964-02-27	UHC-60492-22	8583560260	7291 Mesa Dr Apt 35, Charlotte, NC, 28216	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-109987	ENR	Mateo L Rivera	1958-11-09	UHC-49017-44	8138082222	3705 Spring St, Atlanta, GA, 30307	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115491	ENR	Albert N Guzman	1968-01-08	UHC-34549-49	4009229853	2821 Highland Ave, Glendale, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133876	ENR	Samantha Murphy	1977-09-03	UHC-20022-73	7003472354	2756 Hillcrest Rd # 384, Las Vegas, NV, 89195	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-64148	TPA	Bobyb Bailey	1943-08-01	—	—	2275 Baseline Rd Apt 37, Plano, TX, 75032	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-20512	PRV	King Carl	1958-02-06	UHC-56378-01	2633404744	6441 Mesa Dr, Houston, TX, 77050	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132086	ENR	Douglas Grant	2005-04-15	UHC-69967-87	7452703908	4836 Spring St, Gilbert, AZ, 85268	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411037	CLM	Heather H Lynch	1996-05-02	UHC-37423-63	6293745670	695 Highland Ave, Plano, TX	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131463	ENR	Patricia C Lane	1953-09-16	UHC-02304-16	6766895026	7476 Main St, Eden Prairie, MN, 55332	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-109320	ENR	Linda Torres	1990-08-06	UHC-86330-69	—	6469 Palm Dr, Dallas, TX, 75200	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-128424	ENR	Janet V Marquez	1965-01-24	UHC-22058-15	4593465238	6561 Maple Ave # 836, Tampa, FL, 33675	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-60639	TPA	Judy X Reed	1995-10-25	UHC-47525-60	—	7590 Grand Ave, Atlanta, GA, 30378	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-121423	ENR	Linda Berry	1952-07-22	UHC-94854-16	9085651714	5051 Sunset Blvd, Minneapolis, MN, 55413	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-413581	CLM	Stephen Hansen	1985-08-18	UHC-90531-96	5194457155	3118 Sunset Blvd, Nashville, TN	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-28265	PRV	Rebecca Campbell	1938-06-11	—	5877750928	7151 Church St, Austin, TX, 78776	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-430179	CLM	Carolyn I Li	1943-09-13	UHC-24165-93	5094447690	2737 Lake View Rd, Minneapolis, MN	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-419905	CLM	Christine K Hawkins	1963-02-21	—	4713214089	1463 Palm Dr, Miami, FL, 33138	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402892	CLM	Grace Hawkins	1938-07-27	UHC-70840-06	5889732840	1559 Willow Ct, Fresno, CA, 93701	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-109549	ENR	Sophia Edwards	1955-10-02	UHC-28031-99	5245514839	4035 Spring St Apt 39, Los Angeles, CA, 90009	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-420290	CLM	Sarah Adams	2006-06-09	UHC-57106-30	—	2699 Canyon Rd # 140, Fresno, CA, 93784	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-108317	ENR	Megan U Baker	1994-01-06	UHC-45792-28	5964708007	5007 Bayshore Dr, Nashville, TN, 37261	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
TPA-55063	TPA	Lucia Bailey	1938-08-26	—	—	5146 Meadow Ln, Plano, TX, 75054	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
TPA-59329	TPA	Steven R Price	1939-01-16	—	8064048558	2043 Grand Ave, Houston, TX, 77062	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406181	CLM	Arjun Wang	1953-11-17	—	3453024263	8871 Lincoln Way, Las Vegas, NV, 89161	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411371	CLM	Olivia J Padilla	1995-03-16	UHC-81861-12	6108492831	8451 Camelback Rd, Austin, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-53474	TPA	Jennifer Moore	1994-12-06	—	4163901772	3483 Church St, San Diego, CA, 92152	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103410	ENR	Danieelle Mendez	1958-05-25	UHC-12593-59	5943795180	9769 Palm Dr, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140863	ENR	Philip H Bradley	1947-05-21	UHC-22562-15	9412965648	8709 Palm Dr, Jacksonville, FL, 32210	0.48	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more

16,828 rows, page 43 of 337Previous Next