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

Third-party administrator, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63182	TPA	Lauren Sullivan	1938-07-08	—	—	1058 Spring St # 265, Miami, FL, 33158	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-56744	TPA	Sfoia Y Wilson	2004-06-18	—	—	3482 River Rd, San Diego, CA, 92138	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-64286	TPA	Brandon Martin	2003-01-17	—	—	2141 Willow Ct, Eden Prairie, MN, 55362	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52815	TPA	Alexis Welch	1950-05-21	—	8957778417	2207 Meadow Ln, Fresno, CA, 93725	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-57202	TPA	Rebecca Armstrong	1941-01-17	—	—	4269 Jefferson Ave, San Diego, CA, 92152	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-51570	TPA	Edward N Porter	1999-07-28	—	—	226 Broadway, Houston, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-59461	TPA	Alice D Silva	1958-02-20	UHC-48217-20	—	3033 Valley View Dr, Tampa, FL, 33625	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53358	TPA	Edward Rojas	2001-02-15	—	—	1525 Apache Blvd, Chandler, AZ, 85235	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-59466	TPA	Danielle H Weaver	1975-04-25	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-62626	TPA	Gerald Johnston	1938-05-21	—	3935165250	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-55536	TPA	Lori Varags	1997-12-18	—	—	7352 River Rd Apt 20, Houston, TX, 77015	0.84	Date of birth reformatted Unit split from street
TPA-60754	TPA	Dorothy Harvey	2002-08-24	UHC-41546-10	3136040690	4150 Apache Blvd, Glendale, AZ, 85322	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-50832	TPA	Jean Contreras	1943-05-24	—	6796195090	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-54020	TPA	Arjun Elliott	1997-06-07	UHC-67426-37	5797593513	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-52410	TPA	Roger Porter	1992-03-10	UHC-61167-62	3457276244	5095 Ridge Rd, Chandler, AZ, 85256	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-52970	TPA	Kimberly Salazar	1972-04-19	—	6567188969	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-55292	TPA	Lisa O Walker	1961-01-24	—	4962548510	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-51480	TPA	Vicky Hughes	1949-09-21	UHC-95800-59	—	267 Willow Ct, Minneapolis, MN, 55444	0.88	Date of birth reformatted City re-cased State code upper-cased Email lower-cased+2 more
TPA-63818	TPA	Hannah Ramos	1952-09-18	UHC-51097-46	—	8140 Broadway, Tempe, AZ, 85258	0.88	Name re-cased Date of birth reformatted Address re-cased City re-cased+2 more
TPA-51803	TPA	Maria X Allen	1963-12-08	—	8012015427	4502 Hillcrest Rd, Phoenix, AZ, 85052	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-58965	TPA	Sara Z Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-58966	TPA	Sara Z Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-59748	TPA	Luis P Freeman	1990-03-27	—	—	3146 Canyon Rd, Gilbert, AZ, 85274	0.88	Name re-cased Date of birth reformatted City re-cased State code upper-cased+2 more
TPA-51870	TPA	Charlotte Dunn	1987-10-01	UHC-00603-18	5874341669	6874 Broadway, Denver, CO, 80250	0.88	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
TPA-60290	TPA	Jacob Cruz	1964-06-27	—	9732991035	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-60589	TPA	Mason Schultz	1953-01-26	—	4609188267	8463 Willow Ct, Chandler, AZ, 85202	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-57305	TPA	Noah Turner	1949-03-28	—	9412898050	441 Palm Dr, Chandler, AZ, 85287	0.88	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
TPA-54826	TPA	Paul Howell	1968-11-17	—	3039472238	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-53836	TPA	Jacob F Cruz	1988-07-09	—	—	7937 Lincoln Way, San Diego, CA, 92162	0.88	Name re-cased Date of birth reformatted City re-cased Email lower-cased+2 more
TPA-57537	TPA	Camila Hamilton	1959-08-25	—	8039367556	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-51365	TPA	Virginia Nichols	1988-12-07	UHC-98941-14	2417139080	5032 Canyon Rd, Eden Prairie, MN, 55380	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-57217	TPA	Ruth Peterson	1959-09-25	—	—	2019 River Rd, Denver, CO, 80270	0.88	Name re-cased Date of birth reformatted City re-cased State code upper-cased+2 more
TPA-50779	TPA	Ross Edward	1956-02-20	—	2218702828	784 Ocean Ave, Las Vegas, NV, 89100	0.88	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
TPA-51923	TPA	Gregory Jensen	2005-08-16	—	6088586740	3096 Pine Dr, Scottsdale, AZ, 85285	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-52054	TPA	Jesse Walker	1941-05-04	—	—	5667 Camelback Rd, Columbus, OH, 43286	0.88	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+2 more
TPA-52634	TPA	Kenneth Turner	1956-10-21	—	9362225452	2587 Main St, Glendale, AZ, 85309	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-51878	TPA	Camila Dalgado	1975-06-05	—	8896251986	4527 Desert Sky Blvd, Glendale, AZ, 85301	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-55270	TPA	Pamela U Ortega	1956-08-27	UHC-81594-20	7037460429	871 Baseline Rd, Seattle, WA, 98157	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
TPA-54903	TPA	Bryan Garrett	1986-03-15	—	—	8805 Broadway, Charlotte, NC, 28207	0.88	Name re-cased Date of birth reformatted Address re-cased City re-cased+2 more
TPA-59788	TPA	Judith Palmer	1997-02-02	—	5892722807	4983 Pine Dr, Orlando, FL, 32891	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-52242	TPA	Brenda Elliott	1951-12-23	—	7898000132	8417 Central Ave, Sacramento, CA, 95835	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
TPA-58759	TPA	Lucia G Jenkins	1962-08-09	—	2517636966	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-51504	TPA	Martha Morales	2002-08-01	—	6807303089	4587 Cedar Ln, Gilbert, AZ, 85233	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
TPA-55477	TPA	Alexis Yang	1997-10-17	—	3073795334	5797 Elm St, Scottsdale, AZ, 85278	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-50005	TPA	Becky V Guerrero	1994-08-12	UHC-73120-26	—	9512 Broadway, San Antonio, TX, 78221	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
TPA-52201	TPA	Kathleen Stewart	1938-10-13	—	7186347441	317 Mountain View Dr, Charlotte, NC, 28240	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-51730	TPA	Jeremy Wagner	1995-05-10	—	3948288733	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-58756	TPA	Sandra Lewis	2005-01-08	—	6793563349	7524 Pine Dr, Dallas, TX, 75290	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-60911	TPA	Mariana Murray	1947-11-27	UHC-91822-92	2753357369	4122 Elm St, Las Vegas, NV, 89119	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-53370	TPA	Valentina Pricce	2004-04-24	—	6477209931	9812 Meadow Ln, Phoenix, AZ, 85032	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

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