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
ENR-121209	ENR	Chaarles Hunt	1970-07-25	UHC-19975-87	2439283590	3754 Union St Apt 40, Orlando, FL, 32869	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-419117	CLM	Cynthia B Turner	1951-09-10	UHC-24518-02	2889418563	8782 Hillcrest Rd, Miami, FL, 33107	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127981	ENR	Camila G Jaackson	1961-05-15	UHC-96379-79	3078514175	9839 Lincoln Way, Chandler, AZ, 85221	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130789	ENR	Matt Roberts	1981-08-12	UHC-34127-65	9213863935	5944 Bayshore Dr, Las Vegas, NV, 89188	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426967	CLM	Christine Delgado	1940-08-24	UHC-79906-78	2328145633	6770 Baseline Rd, Minneapolis, MN, 55425	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122318	ENR	Alice Bailey	1960-05-04	UHC-91287-15	7244840697	1607 Union St, Phoenix, AZ, 85029	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26004	PRV	Amber Wells	1939-12-20	UHC-53150-30	—	7373 Jefferson Ave, Chandler, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-127587	ENR	Debra L Garza	1984-04-28	UHC-51147-76	7983785945	6588 Ocean Ave, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-136386	ENR	Deborah O Perkins	2002-08-22	UHC-87285-05	5297969848	2868 Mesa Dr, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-432741	CLM	Barbara Marquez	2002-02-02	UHC-40992-91	4175518662	9446 Hillcrest Rd, San Diego, CA, 92193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121148	ENR	Gary G Diaz	1989-06-16	UHC-46839-16	4233148081	4178 Baseline Rd, Chandler, AZ, 85225	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139467	ENR	Hannah Howell	1938-12-24	UHC-33142-04	9762549223	550 Palm Dr, Plano, TX, 75033	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-412753	CLM	Priya Spencer	2007-01-27	UHC-46670-64	9653775496	252 Apache Blvd, Houston, TX, 77015	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-109258	ENR	Jeremy K Mitchell	2003-04-22	UHC-39524-30	2295039534	7007 Camelback Rd, Nashville, TN, 37206	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-141527	ENR	Lauren Ramirez	1948-08-16	UHC-84759-98	3914486285	3078 Lincoln Way # 726, San Antonio, TX, 78217	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-402513	CLM	Melissa Fuller	1986-09-12	UHC-18904-06	3022226373	9543 Cedar Ln, Houston, TX, 77051	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142155	ENR	Jerry Nelson	1988-01-17	UHC-37494-37	3914462333	1568 Highland Ave, Charlotte, NC, 28216	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63922	TPA	Melissa Dominguez	1955-10-15	—	9855304738	1059 Indian School Rd Apt 36, Austin, TX, 78745	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-109734	ENR	Vincent M Meyer	2005-07-25	UHC-00737-86	7215726749	7588 Camelback Rd, Dallas, TX, 75251	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408146	CLM	Yuki Wagner	1980-05-17	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN, 37205	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139453	ENR	Frank V Morales	1976-04-05	UHC-96271-47	4853542454	5658 Lincoln Way, Eden Prairie, MN	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-118915	ENR	Alice Morris	1990-01-24	UHC-76598-76	5165131138	1934 Indian School Rd, Mesa, AZ, 85252	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131921	ENR	Dorothy Harvey	—	UHC-41546-10	—	4150 Apache Blvd, Glendale, AZ, 85322	0.48	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
PRV-20452	PRV	Amanda Barnes	1968-07-20	UHC-91250-79	2445523968	1270 Bayshore Dr, Denver, CO, 80210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416269	CLM	Maria E Chen	2006-10-09	UHC-06607-37	—	5649 Elm St, Eden Prairie, MN, 55345	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101485	ENR	Maria Berry	1946-06-20	UHC-38529-44	2722344177	6589 Camelback Rd, Atlanta, GA, 30314	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136919	ENR	Chris Roberts	—	UHC-44960-88	6243264161	4330 Mesa Dr, Los Angeles, CA, 90089	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-409333	CLM	Lauren Sullivan	1986-10-09	UHC-92701-44	8836385689	381 Park Pl, Tampa, FL, 33697	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-136420	ENR	Rodriguez L Ray	1942-10-26	UHC-95659-03	2328558689	7779 Ridge Rd, Phoenix, AZ, 85003	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420752	CLM	Mariana I Arnold	1967-07-07	—	—	495 Meadow Ln, Austin, TX, 78761	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21192	PRV	Ruth McDonald	1968-03-04	UHC-22060-18	—	9368 Market St, Sacramento, CA, 95876	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24792	PRV	Heather Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139776	ENR	Martinez Andrea	1941-05-17	UHC-02997-04	—	5480 Baseline Rd, Los Angeles, CA, 90047	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-402556	CLM	Bryan Carpenter	1953-01-10	UHC-20454-32	2549436670	3793 Harbor Blvd, Los Angeles, CA, 90075	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417678	CLM	Janice Marquez	1938-09-08	UHC-17144-80	6509737372	8672 Cedar Ln, Chandler, AZ, 85253	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62654	TPA	Martha Davis	1983-01-03	—	—	1368 Harbor Blvd, San Antonio, TX, 78271	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-127538	ENR	Keith B Burke	1994-12-20	UHC-65252-24	4846619037	4190 Spring St, Austin, TX, 78711	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117095	ENR	Kayyla L Reid	2003-09-12	UHC-98078-99	—	2115 Market St, Sacramento, CA, 95845	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-419268	CLM	Bradley Powell	1958-08-26	—	5098478846	1114 Highland Ave, Gilbert, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-407539	CLM	Virginia G Yang	1988-08-28	UHC-41415-62	—	200 Jefferson Ave, Mesa, AZ, 85287	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-52582	TPA	Madison Foster	1955-03-28	—	—	8828 Spring St, Atlanta, GA, 30393	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104340	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116350	ENR	Ethan Torres	1965-03-17	UHC-32591-84	—	7779 Maple Ave, Columbus, OH, 43224	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-115551	ENR	Peter George	1970-12-27	UHC-53360-70	6559252604	7796 Oak St, San Antonio, TX, 78214	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-431586	CLM	Marilyn G Dominguez	1991-04-14	UHC-83227-42	—	6157 Camelback Rd, Fresno, CA, 93745	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-20841	PRV	Karen White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL, 32285	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137251	ENR	Aaron Gonzalez	1962-11-03	UHC-18772-45	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-403944	CLM	Sean Carter	1949-03-08	UHC-65097-42	7396785895	7966 Grand Ave, Tucson, AZ, 85719	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-120778	ENR	Melissa E James	2004-12-15	UHC-20496-59	—	5275 Church St, Los Angeles, CA, 90086	0.48	SSN last four extracted Street suffix standardised Address re-cased City re-cased+4 more
TPA-57294	TPA	Zachary Baker	1988-07-16	—	—	6101 Desert Sky Blvd, Orlando, FL, 32814	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

16,828 rows, page 33 of 337Previous Next