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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116476	ENR	Arthur V Santiago	1957-01-17	UHC-93303-99	4239085680	8326 Main St, Tempe, AZ, 85260	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108165	ENR	Kathryn Ramirez	—	UHC-00624-02	8616212548	9294 Park Pl, Gilbert, AZ, 85281	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114138	ENR	Lauren Perry	—	UHC-79257-94	9664326969	1166 Camelback Rd, Eden Prairie, MN, 55300	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-62413	TPA	William Hughes	1978-01-02	—	8224563791	9230 Canyon Rd, Minneapolis, MN	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-128852	ENR	Douglas Q Perry	1979-03-18	UHC-12328-71	3826546399	1326 Apache Blvd Apt 37, Austin, TX, 78772	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-412112	CLM	Benjamin Shaw	1992-05-24	UHC-42535-60	6359194924	4124 Bayshore Dr, San Antonio, TX, 78298	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58816	TPA	Jeeremy Robertts	1994-12-02	—	5318715301	9863 Sage Ct # 320, Columbus, OH, 43260	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-428863	CLM	Arthur Johnson	1954-04-15	UHC-46807-70	8954334474	58 Spring St, Houston, TX, 77035	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-124461	ENR	Debra Y Ortega	1998-11-09	UHC-53202-94	2993726462	3452 Meadow Ln, Orlando, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21243	PRV	Marilyn Wyllis	1997-06-15	UHC-30752-12	8272927043	8924 Grand Ave, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417875	CLM	Madison Stephens	1951-08-04	—	—	1893 Washington St, Chandler, AZ, 85243	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-123936	ENR	Dylan C Reed	2005-08-19	UHC-39800-75	3157449919	4465 Desert Sky Blvd # 550, Austin, TX, 78735	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-27056	PRV	Lisa Wnog	1966-09-13	UHC-10089-20	5915578825	6788 Oak St, Tucson, AZ, 85722	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54950	TPA	Jerry Greene	1968-01-26	—	3499293563	6098 Sunset Blvd, Tempe, AZ, 85202	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-114204	ENR	Benjamin Turner	1949-04-08	UHC-47719-18	3579393116	3818 Canyon Rd # 799, Tempe, AZ, 85282	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-107721	ENR	Ralph R Williamson	1987-07-26	—	4805300172	1667 Palm Dr # 816, Scottsdale, AZ, 85254	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-105038	ENR	Timothy P Reed	1952-01-06	UHC-12264-39	—	6718 Lincoln Way, Miami, FL, 33103	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
CLM-406161	CLM	Noah Bryant	1967-08-07	—	3669318406	5278 Mountain View Dr # 784, Columbus, OH, 43256	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103739	ENR	Elizabeth Mendez	1941-01-06	UHC-68235-58	8786261987	6053 Church St, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412875	CLM	Donna F Le	1965-02-06	UHC-38557-93	3839133452	6110 Valley View Dr Apt 10, Chandler, AZ, 85262	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-102759	ENR	Cynthia L George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA, 90033	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-130538	ENR	Jon Petersun	1958-09-11	UHC-98787-15	3702107906	8169 Sunset Blvd, Houston, TX, 77071	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138872	ENR	Richard Carpenter	1973-01-14	UHC-63811-16	7212280784	1751 Elm St, Fresno, CA	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418818	CLM	Joseph Evans	1996-07-02	UHC-53901-47	9574916916	7198 Oak St, Tempe, AZ, 85236	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-62272	TPA	Austin Gibson	1985-01-01	—	—	8410 Sage Ct, Seattle, WA, 98137	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-114555	ENR	Mei N Gibson	1976-07-16	UHC-57095-09	5373260077	8772 Union St, Seattle, WA, 98121	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422814	CLM	Natalie Ferguson	1942-05-16	UHC-75951-23	5516753146	8350 Hillcrest Rd, Tempe, AZ, 85206	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-418946	CLM	Pat Ford	1991-01-12	—	9043307144	6567 Mountain View Dr, Mesa, AZ, 85235	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-111204	ENR	Gregory Martinez	1950-05-21	UHC-78137-30	8033377345	4284 Jefferson Ave, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102177	ENR	Grace M Valdez	2002-08-14	UHC-35478-16	9686821189	2005 Elm St, Jacksonville, FL, 32298	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-136206	ENR	Margaret Ryan	1961-09-12	UHC-30630-78	2418857734	3627 Mountain View Dr, Nashville, TN, 37229	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-27837	PRV	Ralph Kelley	1975-09-22	UHC-28952-82	8395879904	1320 Pine Dr, Tempe, AZ	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-141777	ENR	Mason I Mason	1956-07-17	UHC-59847-77	9004442189	682 Main St, Columbus, OH, 43245	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-421146	CLM	Maria Hoffman	2000-05-27	UHC-58570-09	—	6203 Indian School Rd, Tampa, FL, 33658	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-52083	TPA	Helen Cruz	1988-11-02	—	2427366336	756 Central Ave, Orlando, FL	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-405109	CLM	Terry Peterson	1964-12-22	—	5813042921	298 Desert Sky Blvd, Glendale, AZ, 85393	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-404879	CLM	Gary P Burton	1988-01-22	UHC-41264-81	—	4869 Church St, Gilbert, AZ	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-423199	CLM	Sara Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd Apt 25, Minneapolis, MN, 55471	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-52483	TPA	Joyce Lewis	1998-12-24	—	—	908 River Rd, Tempe, AZ, 85266	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-102246	ENR	Christian S Roobinson	1950-02-06	UHC-15823-84	9075772501	4202 Grand Ave, Denver, CO, 80293	0.48	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-56134	TPA	Madison Henderson	1973-06-23	—	—	7189 Lake View Rd Apt 17, Plano, TX, 75015	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-25996	PRV	Melissa I Gibson	1965-07-09	—	2982110885	9252 Mesa Dr, Mesa, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24354	PRV	George M Bell	—	—	—	3580 Spring St, Seattle, WA, 98150	0.48	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+4 more
ENR-101466	ENR	Christopher U Montgomery	2002-04-21	UHC-85412-78	—	3292 Apache Blvd, Tampa, FL, 33623	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-53681	TPA	Arjun Chavez	1958-07-21	—	7752777863	3309 Elm St # 945, Charlotte, NC, 28276	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-408820	CLM	Zachary Hudson	1945-08-22	—	2367128579	4326 Palm Dr, Houston, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51422	TPA	Omar W Rios	—	—	—	5383 Union St Apt 40, Plano, TX, 75043	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+4 more
TPA-51709	TPA	Bobby Cooper	1998-12-01	—	4882831996	379 Church St, Chandler, AZ, 85278	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129487	ENR	Judy Z Foster	2002-03-24	UHC-43426-86	3396578993	638 Harbor Blvd, Minneapolis, MN	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
CLM-432509	CLM	Kevin Johnston	1956-06-01	—	3885379182	8262 Maple Ave # 382, Fresno, CA, 93752	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more

71,257 rows, page 43 of 1,426Previous Next