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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419309	CLM	Rebecca Munoz	2001-02-01	—	7662838843	7527 Maple Ave Apt 20, Scottsdale, AZ, 85219	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121546	ENR	Vincent U Ruiz	1948-10-12	UHC-27931-26	3665850381	3608 Cedar Ln, Atlanta, GA, 30342	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103145	ENR	Sandra Smith	1967-08-12	UHC-43199-80	8493845123	2812 Maple Ave, Denver, CO, 80280	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27603	PRV	Ana H Williams	1985-11-05	UHC-92716-76	3408108516	3549 Meadow Ln, Columbus, OH, 43231	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114335	ENR	Lisa Robinson	1997-06-07	UHC-55537-54	9765281885	6365 Sage Ct, Jacksonville, FL, 32255	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119250	ENR	Kathy V Garrett	1959-05-02	UHC-55711-88	6927725384	9748 Market St, Fresno, CA, 93748	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25419	PRV	Ryan M Soto	1994-04-04	—	5052710280	3892 Hillcrest Rd, Seattle, WA, 98158	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141045	ENR	Andrew Z Lopez	2007-07-26	UHC-05043-11	8035186699	6398 Spring St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
ENR-101267	ENR	Barbara G Fernandez	1968-01-04	UHC-76507-85	8202102452	8766 Oak St, Chandler, AZ	0.62	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+3 more
TPA-53128	TPA	—Junk	1969-11-13	—	—	1139 Willow Ct # 661, Mesa, AZ, 85254	0.62	Unit split from street City re-cased State code upper-cased Email lower-cased+3 more
CLM-428775	CLM	Michael Duncan	2004-05-22	UHC-46296-78	—	1692 Central Ave, Charlotte, NC, 28285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-112030	ENR	Albert Wilson	1948-09-04	UHC-98937-02	2526421147	143 Meadow Ln, Fresno, CA, 93764	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420795	CLM	Aaron Y Pierce	1942-09-19	—	3482852030	7423 Park Pl, Houston, TX, 77063	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115541	ENR	Roger T Castillo	1982-10-01	UHC-76530-02	4923914992	9224 River Rd, Seattle, WA, 98170	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422113	CLM	Gloria Brooks	—	—	3253953961	9448 Cedar Ln, Orlando, FL, 32813	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-28430	PRV	Walter Tucker	1976-12-11	—	8879136632	7362 Desert Sky Blvd, Jacksonville, FL, 32253	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133406	ENR	Sentiago D Thompson	1944-03-06	UHC-36654-74	4194192567	6836 Canyon Rd, Plano, TX, 75060	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101521	ENR	Jean R Sims	1975-09-27	UHC-38336-47	5675210132	2734 Mountain View Dr, Sacramento, CA, 95876	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138059	ENR	Aaron D Howell	1979-08-15	UHC-17844-07	—	347 Hillcrest Rd, Tampa, FL, 33611	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-125266	ENR	Sofia B Weber	1987-11-14	UHC-90595-76	7655354496	9275 Union St, Sacramento, CA, 95899	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402491	CLM	Barb C McDonald	1983-01-14	UHC-32514-51	—	2086 Washington St, Charlotte, NC, 28227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403136	CLM	Hannah M Aguilar	1973-09-23	—	—	5872 Harbor Blvd, Minneapolis, MN, 55402	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-115198	ENR	Gabriel Nguyen	1949-04-25	—	4199368046	5009 Jefferson Ave, Chandler, AZ, 85212	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-116114	ENR	Jean X Nichols	1970-06-08	UHC-07740-54	—	6773 Harbor Blvd, Austin, TX, 78789	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-136761	ENR	Kayla Perkins	1982-05-07	UHC-03779-64	2044920233	8440 Central Ave, Scottsdale, AZ, 85264	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109470	ENR	Aisha Patel	1993-11-06	UHC-68868-81	9345881712	6912 Main St # 945, Jacksonville, FL, 32218	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-423937	CLM	Gerald Foster	1993-02-26	—	—	8689 Jefferson Ave, Tucson, AZ, 85762	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-105122	ENR	Logan Y Holmes	1957-04-27	UHC-80073-60	7244005798	276 Sage Ct, Dallas, TX	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
CLM-425295	CLM	Richard F Cruz	2008-02-16	UHC-30512-30	—	9194 Mesa Dr, Houston, TX, 77008	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55188	TPA	Ethan Kennedy	2000-09-12	—	3559499214	2663 Hillcrest Rd, Mesa, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106712	ENR	Amanda Morris	1961-07-06	UHC-46284-07	7639627925	3977 Highland Ave Apt 18, Austin, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-427693	CLM	Amy Fernandez	1948-03-16	—	2897204760	3078 Lake View Rd # 495, Los Angeles, CA, 90029	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125741	ENR	Joshua Salazar	1997-05-24	UHC-80367-13	2683699941	8806 Central Ave, Houston, TX, 77087	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-407184	CLM	Helen N Kelley	1996-05-12	UHC-08411-81	—	9444 Valley View Dr, Columbus, OH, 43248	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-126862	ENR	Christian H Cruz	1992-06-03	UHC-81334-28	3976202117	5974 Central Ave, Tampa, FL, 33637	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-125187	ENR	Zachary E Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137257	ENR	Heather Castillo	1970-03-18	UHC-37392-76	3729536856	6411 Main St, Scottsdale, AZ, 85255	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28986	PRV	Rachel Wagner	1981-04-09	—	4245238136	8428 Indian School Rd # 972, Austin, TX, 78749	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-28774	PRV	Lucia Oliver	1978-03-13	—	7869940438	1236 Cedar Ln, Mesa, AZ, 85219	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411669	CLM	Cynthia Montgomery	1950-08-16	UHC-56890-57	—	8486 Maple Ave, Los Angeles, CA, 90029	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-119124	ENR	Michael K Young	1954-12-19	UHC-00382-28	6003447974	2952 Palm Dr, Mesa, AZ, 85236	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-139189	ENR	Sandra S Rios	2006-03-11	UHC-43703-75	7086074594	8800 Pine Dr Apt 32, Sacramento, CA, 95874	0.62	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
PRV-28032	PRV	Roger Davis	1994-04-28	UHC-30457-09	2114195514	4491 Elm St # 863, Miami, FL, 33168	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-27615	PRV	Grace Ortiz	1939-09-27	—	4186879812	7871 Spring St, Orlando, FL, 32872	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-119408	ENR	Nancy Lynch	1968-04-17	UHC-28387-21	6423217506	6292 Ocean Ave, Glendale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25315	PRV	Ann Ford	1943-01-09	UHC-08240-81	—	3659 Ridge Rd, Houston, TX, 77081	0.62	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+3 more
PRV-28704	PRV	Betty Burke	1966-02-08	—	3842806656	4250 Mountain View Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113798	ENR	Mariana Porter	1999-10-22	UHC-32514-31	2315598610	8211 Grand Ave, Chandler, AZ, 85261	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422204	CLM	Aaron Coleman	1950-11-02	—	4684716438	5871 Forest Ave, Las Vegas, NV, 89192	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-100552	ENR	Helen S Ross	1947-12-15	UHC-24200-16	7619693583	6394 Park Pl, Sacramento, CA, 95878	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 96 of 357Previous Next