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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129368	ENR	Kyala Coleman	1950-08-25	UHC-25788-16	4684151321	9747 Main St, Scottsdale, AZ, 85213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106186	ENR	Olivia Parker	2005-01-06	UHC-01303-02	5938096749	2862 Sage Ct, Houston, TX, 77017	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431278	CLM	Nicholas Marshall	1955-12-11	UHC-05205-98	6498532301	779 Elm St, Atlanta, GA, 30336	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-21214	PRV	Carlos Gray	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-423759	CLM	Judith F Oliver	1994-10-18	—	—	7142 Forest Ave, Tampa, FL, 33677	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-423578	CLM	Arthur Garrett	1991-02-17	UHC-98433-73	—	4997 Camelback Rd, Miami, FL, 33122	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-107578	ENR	Jennifer I Vasquez	1954-06-14	UHC-71721-93	4419304062	8150 Sunset Blvd, Houston, TX, 77099	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124682	ENR	Janice Holmes	1961-11-07	UHC-79640-77	3246797955	8847 Mesa Dr, Tucson, AZ, 85762	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140482	ENR	Andrea Harrison	1956-06-22	UHC-14709-75	4124554478	1180 Meadow Ln, Phoenix, AZ, 85054	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402992	CLM	Carl Morgan	1992-08-12	UHC-90910-90	2293914072	459 Indian School Rd, Los Angeles, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405470	CLM	Nathan Obrien	—	UHC-35857-33	—	9887 Apache Blvd, Tempe, AZ, 85200	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-420649	CLM	Ralph Nichols	1962-06-14	UHC-69144-34	—	5689 Lincoln Way, Chandler, AZ, 85269	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-135816	ENR	Alexander Obrien	1970-05-20	UHC-27163-89	4972713147	618 Sage Ct, Columbus, OH, 43236	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109202	ENR	Kathleen Li	1966-09-10	UHC-10889-86	—	3196 Sage Ct, Tampa, FL, 33654	0.52	Date of birth reformatted Phone missing area code SSN last four extracted State name converted to code+2 more
PRV-29017	PRV	Kye A Hunt	1959-07-03	—	2033574048	9635 Highland Ave, Denver, CO, 80254	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-140265	ENR	Gary M Willis	1986-05-06	UHC-32252-95	9753347724	4272 River Rd, Miami, FL, 33195	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126415	ENR	Jacqueline Evans	1967-02-19	—	—	9777 Elm St, Tucson, AZ, 85706	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135697	ENR	Greg Arnold	1972-04-17	UHC-68214-72	9362911311	8907 Washington St # 407, Columbus, OH, 43245	0.52	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code+2 more
ENR-101793	ENR	Laura M Young	—	UHC-15182-93	4115331087	7598 Meadow Ln, Gilbert, AZ, 85258	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-419612	CLM	Cynthia Banks	1996-04-05	UHC-21793-89	—	8267 Ridge Rd, Minneapolis, MN, 55489	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59777	TPA	Mark Payne	1972-10-19	—	—	3285 Desert Sky Blvd, Plano, TX, 75087	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60404	TPA	Doris Torres	—	—	—	7807 Sunset Blvd, Phoenix, AZ, 85071	0.52	Name split from “Last, First”Date of birth missing City re-cased State name converted to code+2 more
CLM-424519	CLM	Carlos Kelly	1978-01-20	UHC-55263-23	—	4048 Palm Dr, Jacksonville, FL, 32267	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-53277	TPA	Olivia Turner	1961-10-26	—	—	3240 Sunset Blvd, Eden Prairie, MN, 55314	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-51371	TPA	Sarah Crawford	1996-06-24	—	5948358126	8210 Cedar Ln, Columbus, OH	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-135468	ENR	Paul Brooks	1980-03-07	UHC-19750-77	4933946646	2313 Indian School Rd, Plano, TX, 75003	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111373	ENR	Kayla S Scott	1952-09-07	UHC-27673-03	—	4856 Willow Ct Apt 38, Chandler, AZ, 85256	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23150	PRV	Amanda Ortiz	2003-09-19	UHC-69544-44	—	7344 Baseline Rd, Seattle, WA, 98125	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142811	ENR	Ann Lewis	1960-10-11	UHC-05814-43	8159343553	7741 Mesa Dr, Tampa, FL, 33681	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53720	TPA	Cynthia Lewis	1959-05-07	—	—	9721 Apache Blvd, Gilbert, AZ, 85214	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132359	ENR	Arjun Meyer	2002-05-20	UHC-42340-66	6435950351	5146 Valley View Dr, Mesa, AZ, 85235	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116991	ENR	Karen Snyder	1983-11-04	UHC-39600-52	7569621206	8467 Camelback Rd, Scottsdale, AZ, 85237	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422620	CLM	Daniielle Lee	1975-10-25	UHC-50635-73	—	7026 Jefferson Ave Apt 14, Atlanta, GA, 30306	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421052	CLM	Frank Howard	1984-09-13	UHC-75968-98	—	4846 Elm St, Glendale, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-428981	CLM	Helen H Bishop	1992-01-16	—	—	1149 Forest Ave, Chandler, AZ, 85253	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427562	CLM	Roy Morales	1978-03-23	UHC-84648-80	7594730485	8768 Canyon Rd, San Antonio, TX, 78282	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409921	CLM	Alexis Ruiz	1973-05-05	—	—	3858 Harbor Blvd, Sacramento, CA, 95828	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427120	CLM	Lisa Graham	1956-08-06	UHC-69384-55	—	6089 Apache Blvd, Eden Prairie, MN, 55377	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129786	ENR	Mariana R Little	1994-12-11	UHC-63829-18	3898785026	1124 Ocean Ave, Seattle, WA, 98196	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125382	ENR	Sophia Bell	1946-11-12	UHC-20089-46	5486368009	1968 Hillcrest Rd, Glendale, AZ, 85392	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51927	TPA	John Morris	1958-12-27	—	—	5012 Ridge Rd, Miami, FL, 33106	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51926	TPA	John Morris	1958-12-27	—	—	5012 Ridge Rd, Miami, FL, 33106	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137730	ENR	Shirley Patel	1990-11-08	UHC-16580-02	8053178996	8596 Mountain View Dr, Fresno, CA, 93740	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24614	PRV	Jacqueline Gonzales	1997-03-13	UHC-44443-96	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-104887	ENR	Gloria Fox	1957-08-02	UHC-63442-75	5716247551	1475 Lake View Rd, Sacramento, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139205	ENR	Timothy J Tucker	1952-07-12	UHC-58261-21	9278573919	6457 Hillcrest Rd, Nashville, TN, 37266	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425660	CLM	Arthur Taylor	1957-04-05	UHC-31787-49	9552461881	7573 Baseline Rd, Atlanta, GA, 30373	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59281	TPA	Noah Cuoper	2007-08-28	—	—	3408 Grand Ave, Tempe, AZ, 85254	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-136328	ENR	Peter Y West	1975-01-06	UHC-81086-81	6986086364	9360 Elm St, Los Angeles, CA, 90076	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413525	CLM	Benjamin Peters	2006-10-23	UHC-96567-22	—	8029 Mesa Dr, Houston, TX, 77014	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 52 of 182Previous Next