API Calls with Python

APIs (application programming interfaces) are hosted on web servers. When you type www.google.com in your browser's address bar, your computer is actually asking the www.google.com server for a webpage, which it then returns to your browser. APIs work much the same way, except instead of your web browser asking for a webpage, your program asks for data. This data is usually returned in JSON format. To retrieve data, we make a request to a webserver. The server then replies with our data. In Python, we'll use the requests library to do this.

Python Setup

In [1]:
# interacting with websites and web-APIs
import requests # easy way to interact with web sites and services

# data manipulation
import pandas as pd # easy data manipulation

How does the request package work?

We first need to understand what information can be accessed from the API. We use an example of the PatentsView API (www.patentsview.org) to make the API call and check the information we get.

About PatentsView API

The PatentsView platform is built on data derived from the US Patent and Trademark Office (USPTO) bulk data to link inventors, their organizations, locations, and overall patenting activity. The PatentsView API provides programmatic access to longitudinal data and metadata on patents, inventors, companies, and geographic locations since 1976.

To access the API, we use the request function. In oder to tell Python what to access we need to specify the url of the API endpoint.

PatentsView has several API endpoints. An endpoint is a server route that is used to retrieve different data from the API. Examples of PatentsView API endpoints: http://www.patentsview.org/api/doc.html

Currently no key is necessary to access the PatentsView API.

Making a Request

When you ping a website or portal for information this is called making a request. That is exactly what the requests library has been designed to do.

Let's build our first query URL.

Query String Format

The query string is always a single JSON object: {<field>:<value>}, where <field> is the name of a database field and <value> is the value the field will be compared to for equality (Each API Endpoint section contains a list of the data fields that can be selected for inclusion in output datasets).

We use the following base URL for the Patents Endpoint:

Base URL: http://www.patentsview.org/api/patents/query?q={criteria}

Task example: Pull patents for Stanford University

Let's go to the Patents Endpoint (http://www.patentsview.org/api/patent.html) and find the appropriate field for the organization's name.

The variable that we need is called "assignee_organization" (organization name, if assignee is organization)

Note: Assignee: the name of the entity - company, foundation, partnership, holding company or individual - that owns the patent. In this example we are looking at universities (organization-level).

Step 1. Build the URL query

Let's build our first URL query by combining the base url with one criterion (name of the assignee_organization)

base url: http://www.patentsview.org/api/patents/query?q= + criterion: {"assignee_organization":stanford university"}

In [2]:
"""Save the URL as a variable."""

url = 'http://www.patentsview.org/api/patents/query?q={"assignee_organization":"stanford university"}'

Step 2. Get the response

Now let's get the response using the URL defined above, using the requests library.

In [3]:
"""Get response from the URL."""

r = requests.get(url)  

Step 3. Check the Response Code

Before you can do anything with a website or URL in Python, it’s a good idea to check the current status code of said portal.

The following are the response codes for the PatentsView API:

200 - the query parameters are all valid; the results will be in the body of the response

400 - the query parameters are not valid, typically either because they are not in valid JSON format, or a specified field or value is not valid; the “status reason” in the header will contain the error message

500 - there is an internal error with the processing of the query; the “status reason” in the header will contain the error message

Let's check the status of our response

In [4]:
r.status_code  # Check the status code
Out[4]:
200

We are good to go. Now let's get the content.

Step 4. Get the Content

After a web server returns a response, you can collect the content you need by converting it into a JSON format.

JSON is a way to encode data structures like lists and dictionaries to strings that ensures that they are easily readable by machines. JSON is the primary format in which data is passed back and forth to APIs, and most API servers will send their responses in JSON format.

In [5]:
json = r.json()  # Convert response to JSON format

By default, we get information on patent_id, patent_number, and patent_title. At the end of the JSON you will see how many results are returned (variable count) and the total number of patents found (variable total_patent_count).

In [6]:
json  # View JSON
Out[6]:
{'patents': [{'patent_id': '4200770',
   'patent_number': '4200770',
   'patent_title': 'Cryptographic apparatus and method'},
  {'patent_id': '4214918',
   'patent_number': '4214918',
   'patent_title': 'Method of forming polycrystalline semiconductor interconnections, resistors and contacts by applying radiation beam'},
  {'patent_id': '4233671',
   'patent_number': '4233671',
   'patent_title': 'Read only memory and integrated circuit and method of programming by laser means'},
  {'patent_id': '4234352',
   'patent_number': '4234352',
   'patent_title': 'Thermophotovoltaic converter and cell for use therein'},
  {'patent_id': '4325611',
   'patent_number': '4325611',
   'patent_title': 'Electrochromic material and electro-optical display using same'},
  {'patent_id': '4379697',
   'patent_number': '4379697',
   'patent_title': 'Stimulator array'},
  {'patent_id': '4380072',
   'patent_number': '4380072',
   'patent_title': 'XUV Laser and method'},
  {'patent_id': '4404068',
   'patent_number': '4404068',
   'patent_title': 'Solid state method for synthesis reactions'},
  {'patent_id': '4442206',
   'patent_number': '4442206',
   'patent_title': 'Method of using isotropic, porous-wall polymeric membrane, hollow-fibers for culture of microbes'},
  {'patent_id': '4471647',
   'patent_number': '4471647',
   'patent_title': 'Gas chromatography system and detector and method'},
  {'patent_id': '4491760',
   'patent_number': '4491760',
   'patent_title': 'Force sensing polymer piezoelectric transducer array'},
  {'patent_id': '4503533',
   'patent_number': '4503533',
   'patent_title': 'Local area communication network utilizing a round robin access scheme with improved channel utilization'},
  {'patent_id': '4662379',
   'patent_number': '4662379',
   'patent_title': 'Coronary artery imaging system using gated tomosynthesis'},
  {'patent_id': '4665523',
   'patent_number': '4665523',
   'patent_title': 'Method and means for error detection and correction in high speed data transmission codes'},
  {'patent_id': '4665610',
   'patent_number': '4665610',
   'patent_title': 'Method of making a semiconductor transducer having multiple level diaphragm structure'},
  {'patent_id': '4666308',
   'patent_number': '4666308',
   'patent_title': 'Method and apparatus for non-destructive testing using acoustic-optic laser probe'},
  {'patent_id': '4672319',
   'patent_number': '4672319',
   'patent_title': 'Multiple pulse excitation in NMR imaging'},
  {'patent_id': '4674824',
   'patent_number': '4674824',
   'patent_title': 'System for enhancement of optical features'},
  {'patent_id': '4681449',
   'patent_number': '4681449',
   'patent_title': 'High speed testing of electronic circuits by electro-optic sampling'},
  {'patent_id': '4699513',
   'patent_number': '4699513',
   'patent_title': 'Distributed sensor and method using coherence multiplexing of fiber-optic interferometric sensors'},
  {'patent_id': '4700150',
   'patent_number': '4700150',
   'patent_title': 'External laser frequency stabilizer'},
  {'patent_id': '4701006',
   'patent_number': '4701006',
   'patent_title': 'Optical-digital hologram recording'},
  {'patent_id': '4707136',
   'patent_number': '4707136',
   'patent_title': 'Gated fiber optic rotation sensor with linearized scale factor'},
  {'patent_id': '4718424',
   'patent_number': '4718424',
   'patent_title': 'NMR imaging of blood flow by moment variation of magnetic gradients'},
  {'patent_id': '4728192',
   'patent_number': '4728192',
   'patent_title': 'Gated fiber optic rotation sensor with extended dynamic range'}],
 'count': 25,
 'total_patent_count': 143}

There are 143 patents for Stanford University, with 25 out of 143 results returned (we will discuss how to change the number of returned results later in the notebook).

Step 5. Convert JSON to a pandas dataframe

Now let's convert the JSON into a pandas dataframe.

In [72]:
df = pd.DataFrame(json['patents'])  # Convert to pandas dataframe
df
Out[72]:
patent_id patent_number patent_title
0 10002034 10002034 System and method for detecting, collecting, a...
1 10004434 10004434 Microfluidic systems for electrochemical trans...
2 10012627 10012627 Determining stereoisomeric excess, concentrati...
3 10023551 10023551 Glutathione-cleavable prodrug and methods of u...
4 10023905 10023905 Polymerase driven NESA
5 10041048 10041048 Immortalization of epithelial cells and method...
6 10055502 10055502 System and method for detecting, collecting, a...
7 10146705 10146705 System and method for deterring malicious netw...
8 10157450 10157450 Enhancing the legibility of images using monoc...
9 10160716 10160716 Compounds and methods of use thereof for treat...
10 10162940 10162940 System and method of applying state of being t...
11 10173978 10173978 Small molecule androgen receptor inhibitors an...
12 10175238 10175238 Markers for abnormal cells
13 10221283 10221283 Amino-substituted polysiloxanes combined with ...
14 10246739 10246739 Exonuclease cycling assay
15 10266490 10266490 Radioprotector compounds
16 10331644 10331644 Process and framework for facilitating informa...
17 10342881 10342881 Manganese-oxo clusters as contrast agents for ...
18 10351913 10351913 Compositions and methods for identification of...
19 10374198 10374198 Electronic devices with organic nanoparticles
20 10376597 10376597 Targeting tumor cells with chemotherapeutic ag...
21 4005311 4005311 Diagnostic X-ray systems
22 4044261 4044261 Method and system for improving the definition...
23 4263551 4263551 Method and apparatus for identifying conductiv...
24 4271706 4271706 Ultrasonic scanner

Checkpoint 1: Pull patent data for another university

Now try pulling patent data for Georgetown University:

  • build a query URL;
  • make a request;
  • get the response in JSON format;
  • note the total number of patents;
  • convert the JSON to a pandas dataframe.
In [ ]:

Adding to the query other fields of interest

Above we were able to pull data with the default information on the patents (patent_id, patent_number, patent_title).

What if we want to know about the patent title and patent year?

Let's look for those variables in the API Endpoint (http://www.patentsview.org/api/patent.html), and add those fields to our query.

To the URL created above, we will add the fields parameter: &f=["patent_title","patent_year"]

In [ ]:
url = 'http://www.patentsview.org/api/patents/query?q={"assignee_organization":"stanford university"}&f=["patent_title","patent_year"]'
In [187]:
r = requests.get(url)  # Get response from the URL
r.status_code  # Check the status code
Out[187]:
200
In [188]:
json = r.json()  # Convert response to JSON format
In [189]:
json  # View JSON
Out[189]:
{'inventors': [{'inventor_id': '3952833-2',
   'inventor_first_name': 'Alpheus A.',
   'inventor_last_name': 'Franklin',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3952837-1',
   'inventor_first_name': 'Lyman A.',
   'inventor_last_name': 'Rice',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3952838-1',
   'inventor_first_name': 'John H.',
   'inventor_last_name': 'Osten',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3952838-2',
   'inventor_first_name': 'Peter D.',
   'inventor_last_name': 'Ruffalo',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3952838-3',
   'inventor_first_name': 'Donald L.',
   'inventor_last_name': 'Johnson',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952839-1',
   'inventor_first_name': 'Patrick R.',
   'inventor_last_name': 'Brown',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3952846-1',
   'inventor_first_name': 'Chung Ping',
   'inventor_last_name': 'Han',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3952847-1',
   'inventor_first_name': 'Hazel H.',
   'inventor_last_name': 'Via',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3952851-1',
   'inventor_first_name': 'Guy L.',
   'inventor_last_name': 'Fougere',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3952851-2',
   'inventor_first_name': 'Dennis C.',
   'inventor_last_name': 'Jeffreys',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3952852-1',
   'inventor_first_name': 'John Charlie',
   'inventor_last_name': 'Greek, Jr.',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3952852-2',
   'inventor_first_name': 'Michael Eudell',
   'inventor_last_name': 'McBride',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3952852-3',
   'inventor_first_name': 'Howard Carl',
   'inventor_last_name': 'Tanner',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3952853-1',
   'inventor_first_name': 'Edward',
   'inventor_last_name': 'Feldman',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3952855-1',
   'inventor_first_name': 'James H.',
   'inventor_last_name': 'Rogers',
   'inventor_lastknown_state': 'KY'},
  {'inventor_id': '3952859-2',
   'inventor_first_name': 'Paul W.',
   'inventor_last_name': 'Birman, Jr.',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3952862-1',
   'inventor_first_name': 'Franklin M.',
   'inventor_last_name': 'McCorkel',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3952864-1',
   'inventor_first_name': 'William A.',
   'inventor_last_name': 'Schlagel',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3952867-1',
   'inventor_first_name': 'William F.',
   'inventor_last_name': 'McCord',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3952871-1',
   'inventor_first_name': 'Arlen J.',
   'inventor_last_name': 'Erickson',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3952872-1',
   'inventor_first_name': 'Peter A.',
   'inventor_last_name': 'Consiglio, Jr.',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3952875-1',
   'inventor_first_name': 'Virginia',
   'inventor_last_name': 'Lombardo',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3952876-1',
   'inventor_first_name': 'David D.',
   'inventor_last_name': 'Price, Jr.',
   'inventor_lastknown_state': 'OK'},
  {'inventor_id': '3952877-1',
   'inventor_first_name': 'George F.',
   'inventor_last_name': 'Kindl',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3952878-1',
   'inventor_first_name': 'Jack R.',
   'inventor_last_name': 'Gorham',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952880-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Hill',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952880-2',
   'inventor_first_name': 'Anthony J.',
   'inventor_last_name': 'Sword',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952882-1',
   'inventor_first_name': 'Edwin A.',
   'inventor_last_name': 'Molitor',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952883-1',
   'inventor_first_name': 'Stewart A.',
   'inventor_last_name': 'Phillips',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3952884-1',
   'inventor_first_name': 'Chester Thomas',
   'inventor_last_name': 'Babiarz',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3952886-1',
   'inventor_first_name': 'Edis',
   'inventor_last_name': 'Hazne',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952887-1',
   'inventor_first_name': 'David Edward',
   'inventor_last_name': 'Lutz',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3952889-1',
   'inventor_first_name': 'William C.',
   'inventor_last_name': 'Wanker',
   'inventor_lastknown_state': 'OR'},
  {'inventor_id': '3952889-2',
   'inventor_first_name': 'James G.',
   'inventor_last_name': 'Quinn, Jr.',
   'inventor_lastknown_state': 'LA'},
  {'inventor_id': '3952889-3',
   'inventor_first_name': 'Fred E.',
   'inventor_last_name': 'Kirby',
   'inventor_lastknown_state': 'OR'},
  {'inventor_id': '3952892-1',
   'inventor_first_name': 'Jack Randall',
   'inventor_last_name': 'Robinson',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952892-2',
   'inventor_first_name': 'Roger T.',
   'inventor_last_name': 'Hilton',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952893-1',
   'inventor_first_name': 'Joseph J.',
   'inventor_last_name': 'Kolesar',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3952894-1',
   'inventor_first_name': 'John',
   'inventor_last_name': 'Mendez',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952897-1',
   'inventor_first_name': 'Fred T.',
   'inventor_last_name': 'Pickerell',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3952897-2',
   'inventor_first_name': 'Dominic J.',
   'inventor_last_name': 'Brignola',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3952898-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Bayer',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952899-1',
   'inventor_first_name': 'Carl W.',
   'inventor_last_name': 'Cooke',
   'inventor_lastknown_state': 'CO'},
  {'inventor_id': '3952901-1',
   'inventor_first_name': 'Vincent N.',
   'inventor_last_name': 'Conti',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3952902-1',
   'inventor_first_name': 'Myron R.',
   'inventor_last_name': 'Prouty',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952903-1',
   'inventor_first_name': 'Ellsworth E.',
   'inventor_last_name': 'Sanders',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3952903-2',
   'inventor_first_name': 'Elsmer W.',
   'inventor_last_name': 'Kreeger',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3952905-1',
   'inventor_first_name': 'Howard J.',
   'inventor_last_name': 'Rumrill',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3952906-1',
   'inventor_first_name': 'Thomas',
   'inventor_last_name': 'Georgopulos',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3952908-1',
   'inventor_first_name': 'John Reese',
   'inventor_last_name': 'Carson',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952910-1',
   'inventor_first_name': 'Richard A.',
   'inventor_last_name': 'Wheeler',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3952912-1',
   'inventor_first_name': 'Walter Merton',
   'inventor_last_name': 'Perry',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3952914-1',
   'inventor_first_name': 'Kuno J.',
   'inventor_last_name': 'Vogt',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952916-1',
   'inventor_first_name': 'Stanley J.',
   'inventor_last_name': 'Phillips',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3952918-2',
   'inventor_first_name': 'Edwin W.',
   'inventor_last_name': 'Wlodyka',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3952919-1',
   'inventor_first_name': 'John Erik',
   'inventor_last_name': 'Hansen',
   'inventor_lastknown_state': 'CO'},
  {'inventor_id': '3952919-2',
   'inventor_first_name': 'Joseph M.',
   'inventor_last_name': 'Magrath',
   'inventor_lastknown_state': 'NE'},
  {'inventor_id': '3952919-3',
   'inventor_first_name': 'Leonard L.',
   'inventor_last_name': 'Hierath',
   'inventor_lastknown_state': 'CO'},
  {'inventor_id': '3952921-1',
   'inventor_first_name': 'Donald E.',
   'inventor_last_name': 'Tanner',
   'inventor_lastknown_state': 'KY'},
  {'inventor_id': '3952922-1',
   'inventor_first_name': 'Edwin D.',
   'inventor_last_name': 'Ditto',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3952922-2',
   'inventor_first_name': 'A. Hadi',
   'inventor_last_name': 'Akeel',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3952923-1',
   'inventor_first_name': 'Thomas P.',
   'inventor_last_name': 'Tison',
   'inventor_lastknown_state': 'LA'},
  {'inventor_id': '3952925-2',
   'inventor_first_name': 'Mihai A.',
   'inventor_last_name': 'Bulboaca',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3952927-2',
   'inventor_first_name': 'Robert K.',
   'inventor_last_name': 'Larson',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3952928-1',
   'inventor_first_name': 'Charles C.',
   'inventor_last_name': 'Gerding',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952928-2',
   'inventor_first_name': 'Louis John',
   'inventor_last_name': 'Todora',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3952929-1',
   'inventor_first_name': 'Tibor Joseph',
   'inventor_last_name': 'Horvath',
   'inventor_lastknown_state': None},
  {'inventor_id': '3952931-1',
   'inventor_first_name': 'Donald R.',
   'inventor_last_name': 'Weber',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3952934-1',
   'inventor_first_name': 'Irwin',
   'inventor_last_name': 'Zahn',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952935-1',
   'inventor_first_name': 'Kenneth B.',
   'inventor_last_name': 'ErkenBrack',
   'inventor_lastknown_state': 'VA'},
  {'inventor_id': '3952937-1',
   'inventor_first_name': 'Robert P.',
   'inventor_last_name': 'Lamons',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3952937-2',
   'inventor_first_name': 'James Byron',
   'inventor_last_name': 'Jones',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3952938-1',
   'inventor_first_name': 'John B.',
   'inventor_last_name': 'Ulam',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3952939-1',
   'inventor_first_name': 'William F.',
   'inventor_last_name': 'Schilling',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3952939-2',
   'inventor_first_name': 'Adrian M.',
   'inventor_last_name': 'Beltran',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3952939-3',
   'inventor_first_name': 'Gerald E.',
   'inventor_last_name': 'Wasielewski',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952942-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': "O'Leary",
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3952942-2',
   'inventor_first_name': 'Ralph C.',
   'inventor_last_name': 'Wicker',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3952942-3',
   'inventor_first_name': 'John Lewis',
   'inventor_last_name': 'Williams',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3952947-1',
   'inventor_first_name': 'Norman B.',
   'inventor_last_name': 'Saunders',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3952948-1',
   'inventor_first_name': 'Alfred Dwayne',
   'inventor_last_name': 'Nelson',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3952948-2',
   'inventor_first_name': 'Garold L.',
   'inventor_last_name': 'Goken',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3952949-1',
   'inventor_first_name': 'Herman K.',
   'inventor_last_name': 'Dupre',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3952953-1',
   'inventor_first_name': 'Ralph H.',
   'inventor_last_name': 'Eby',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952955-1',
   'inventor_first_name': 'William',
   'inventor_last_name': 'Clements',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3952956-1',
   'inventor_first_name': 'James R.',
   'inventor_last_name': 'Steele',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3952958-1',
   'inventor_first_name': 'Dennis E.',
   'inventor_last_name': 'Rich',
   'inventor_lastknown_state': 'UT'},
  {'inventor_id': '3952961-1',
   'inventor_first_name': 'Robert F.',
   'inventor_last_name': 'Antepenko',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3952964-1',
   'inventor_first_name': 'Frederic R.',
   'inventor_last_name': 'Arden',
   'inventor_lastknown_state': 'NH'},
  {'inventor_id': '3952965-1',
   'inventor_first_name': 'Pedro F.',
   'inventor_last_name': 'Falcon',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3952968-1',
   'inventor_first_name': 'Richard Bruce',
   'inventor_last_name': 'McKinstry',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3952969-1',
   'inventor_first_name': 'James G.',
   'inventor_last_name': 'Woodier',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3952970-1',
   'inventor_first_name': 'Casimir T.',
   'inventor_last_name': 'Orzechowski',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3952970-2',
   'inventor_first_name': 'Nat',
   'inventor_last_name': 'Seiden',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3952971-1',
   'inventor_first_name': 'Richard T.',
   'inventor_last_name': 'Whitcomb',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3952973-1',
   'inventor_first_name': 'Varnell L.',
   'inventor_last_name': 'James',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3952974-1',
   'inventor_first_name': 'John M.',
   'inventor_last_name': 'Lang',
   'inventor_lastknown_state': None},
  {'inventor_id': '3952975-1',
   'inventor_first_name': 'Louis L.',
   'inventor_last_name': 'Laske',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3952976-1',
   'inventor_first_name': 'James',
   'inventor_last_name': 'Fletcher',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952976-2',
   'inventor_first_name': 'Newton D.',
   'inventor_last_name': 'Brown',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952976-3',
   'inventor_first_name': 'Gordon L.',
   'inventor_last_name': 'Jeppesen',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952976-4',
   'inventor_first_name': 'Nicholas C.',
   'inventor_last_name': 'Costakos',
   'inventor_lastknown_state': 'LA'},
  {'inventor_id': '3952978-1',
   'inventor_first_name': 'Willard O.',
   'inventor_last_name': 'Reinitz',
   'inventor_lastknown_state': 'KY'},
  {'inventor_id': '3952979-1',
   'inventor_first_name': 'Siegfried',
   'inventor_last_name': 'Hansen',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952980-1',
   'inventor_first_name': 'George L.',
   'inventor_last_name': 'von Pragenau',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3952980-2',
   'inventor_first_name': 'Irvin T.',
   'inventor_last_name': 'Morgan, Jr.',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3952980-3',
   'inventor_first_name': 'Clifton A.',
   'inventor_last_name': 'Kirby',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3952981-1',
   'inventor_first_name': 'Arnold E.',
   'inventor_last_name': 'Acker',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952982-1',
   'inventor_first_name': 'David P.',
   'inventor_last_name': 'Lewis',
   'inventor_lastknown_state': 'WV'},
  {'inventor_id': '3952984-1',
   'inventor_first_name': 'Dracos Alexander',
   'inventor_last_name': 'Dimitry',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3952985-1',
   'inventor_first_name': 'Joseph A.',
   'inventor_last_name': 'Davenport',
   'inventor_lastknown_state': 'OR'},
  {'inventor_id': '3952986-1',
   'inventor_first_name': 'Robert G.',
   'inventor_last_name': 'Wells',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3952987-1',
   'inventor_first_name': 'Kenneth A.',
   'inventor_last_name': 'Bevington',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3952988-1',
   'inventor_first_name': 'Herbert D.',
   'inventor_last_name': 'Easterly',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3952989-1',
   'inventor_first_name': 'Constance L.',
   'inventor_last_name': 'Bannister Hatcher',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3952990-1',
   'inventor_first_name': 'Onofre S.',
   'inventor_last_name': 'Garcia',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3952992-1',
   'inventor_first_name': 'Emil',
   'inventor_last_name': 'Vyprachticky',
   'inventor_lastknown_state': 'CO'},
  {'inventor_id': '3952993-1',
   'inventor_first_name': 'David E.',
   'inventor_last_name': 'Roberts',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3952993-2',
   'inventor_first_name': 'Robert Harold',
   'inventor_last_name': 'Wind',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3952994-1',
   'inventor_first_name': 'Michael A.',
   'inventor_last_name': 'Karr, Jr.',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3952997-1',
   'inventor_first_name': 'Max D.',
   'inventor_last_name': 'Whitlock',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3952998-1',
   'inventor_first_name': 'James',
   'inventor_last_name': 'Fletcher',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952998-2',
   'inventor_first_name': 'Thomas R.',
   'inventor_last_name': 'George, Jr.',
   'inventor_lastknown_state': 'AK'},
  {'inventor_id': '3952999-1',
   'inventor_first_name': 'Charles Robert',
   'inventor_last_name': 'Keller',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3952999-2',
   'inventor_first_name': 'William D.',
   'inventor_last_name': 'Martin',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953000-1',
   'inventor_first_name': 'William R.',
   'inventor_last_name': 'Zorbaugh',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953001-1',
   'inventor_first_name': 'Frederick M.',
   'inventor_last_name': 'Gleockler',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953001-2',
   'inventor_first_name': 'Robert G.',
   'inventor_last_name': 'Gleockler',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953002-1',
   'inventor_first_name': 'Herbert C.',
   'inventor_last_name': 'England, Jr.',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3953002-2',
   'inventor_first_name': 'William C.',
   'inventor_last_name': 'Voigt, Jr.',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3953006-1',
   'inventor_first_name': 'Adam J.',
   'inventor_last_name': 'Patarcity',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953006-2',
   'inventor_first_name': 'Daniel J.',
   'inventor_last_name': 'Smith',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953009-1',
   'inventor_first_name': 'Yih-Renn',
   'inventor_last_name': 'Kan',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953011-1',
   'inventor_first_name': 'Paul M.',
   'inventor_last_name': 'Staehlin',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953011-2',
   'inventor_first_name': 'William A',
   'inventor_last_name': 'Nicholas',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953013-1',
   'inventor_first_name': 'John E.',
   'inventor_last_name': 'Griffith',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953013-2',
   'inventor_first_name': 'David D.',
   'inventor_last_name': 'Grossman',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953013-3',
   'inventor_first_name': 'Peter M.',
   'inventor_last_name': 'Will',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953014-1',
   'inventor_first_name': 'Lester W.',
   'inventor_last_name': 'Mendell, Jr.',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953015-1',
   'inventor_first_name': 'John D.',
   'inventor_last_name': 'Taylor',
   'inventor_lastknown_state': 'UT'},
  {'inventor_id': '3953015-2',
   'inventor_first_name': 'Tommy R.',
   'inventor_last_name': 'Whitmer',
   'inventor_lastknown_state': 'OK'},
  {'inventor_id': '3953016-1',
   'inventor_first_name': 'Harry C.',
   'inventor_last_name': 'Gersbacher',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953017-1',
   'inventor_first_name': 'James C.',
   'inventor_last_name': 'Wise',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953018-1',
   'inventor_first_name': 'Bernard John',
   'inventor_last_name': 'Maopolski',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953020-2',
   'inventor_first_name': 'Robert G.',
   'inventor_last_name': 'Kelley',
   'inventor_lastknown_state': 'UT'},
  {'inventor_id': '3953025-1',
   'inventor_first_name': 'Martin S.',
   'inventor_last_name': 'Mazman',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953026-1',
   'inventor_first_name': 'William R.',
   'inventor_last_name': 'Stokely',
   'inventor_lastknown_state': 'OK'},
  {'inventor_id': '3953029-1',
   'inventor_first_name': 'Charles N.',
   'inventor_last_name': 'Boyd',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953030-1',
   'inventor_first_name': 'Bruce',
   'inventor_last_name': 'Muchnick',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953031-1',
   'inventor_first_name': 'Vernon',
   'inventor_last_name': 'Kinser',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953032-1',
   'inventor_first_name': 'Sheldon John',
   'inventor_last_name': 'Moore',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953032-2',
   'inventor_first_name': 'Larry S.',
   'inventor_last_name': 'Day',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953033-1',
   'inventor_first_name': 'Norman A.',
   'inventor_last_name': 'Kelly',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953033-2',
   'inventor_first_name': 'Norris R.',
   'inventor_last_name': 'Libert',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953034-1',
   'inventor_first_name': 'Rodney L.',
   'inventor_last_name': 'Nelson',
   'inventor_lastknown_state': 'AZ'},
  {'inventor_id': '3953035-1',
   'inventor_first_name': 'John',
   'inventor_last_name': 'Beckisk',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3953037-1',
   'inventor_first_name': 'Mason C.',
   'inventor_last_name': 'Winfield, Jr.',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953038-1',
   'inventor_first_name': 'Lawrence P.',
   'inventor_last_name': 'Ludwig',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953039-1',
   'inventor_first_name': 'Robert Z.',
   'inventor_last_name': 'Hauge',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953039-2',
   'inventor_first_name': 'George J.',
   'inventor_last_name': 'Loos',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953039-3',
   'inventor_first_name': 'Matthew F.',
   'inventor_last_name': 'Marsicano',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953040-1',
   'inventor_first_name': 'Dale H.',
   'inventor_last_name': 'Unruh',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953040-2',
   'inventor_first_name': 'Jan B.',
   'inventor_last_name': 'Yates',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953041-1',
   'inventor_first_name': 'Herman',
   'inventor_last_name': 'Buss',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953042-1',
   'inventor_first_name': 'Ewald D.',
   'inventor_last_name': 'Pyzel',
   'inventor_lastknown_state': 'NV'},
  {'inventor_id': '3953042-2',
   'inventor_first_name': 'Harold E.',
   'inventor_last_name': 'Codding',
   'inventor_lastknown_state': 'NV'},
  {'inventor_id': '3953044-1',
   'inventor_first_name': 'James D.',
   'inventor_last_name': 'Wilson, II',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953045-1',
   'inventor_first_name': 'Valentine G.',
   'inventor_last_name': 'Feret, Jr.',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953047-1',
   'inventor_first_name': 'Lawrence M.',
   'inventor_last_name': 'Morgan',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3953048-1',
   'inventor_first_name': 'George D.',
   'inventor_last_name': 'Vincent',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3953048-2',
   'inventor_first_name': 'Johnie W.',
   'inventor_last_name': 'Morris',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3953051-1',
   'inventor_first_name': 'Beulah B.',
   'inventor_last_name': 'Weathers',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953055-1',
   'inventor_first_name': 'Allan P.',
   'inventor_last_name': 'Stark',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953056-1',
   'inventor_first_name': 'Alvin V.',
   'inventor_last_name': 'Roberts',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953058-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Soblesky',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953059-2',
   'inventor_first_name': 'Arthur H.',
   'inventor_last_name': 'McElroy, II',
   'inventor_lastknown_state': 'OK'},
  {'inventor_id': '3953061-1',
   'inventor_first_name': 'Randall C.',
   'inventor_last_name': 'Hansen',
   'inventor_lastknown_state': 'SC'},
  {'inventor_id': '3953061-2',
   'inventor_first_name': 'Kenneth J.',
   'inventor_last_name': 'Miller',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953062-1',
   'inventor_first_name': 'John F.',
   'inventor_last_name': 'Maston',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953064-1',
   'inventor_first_name': 'Warren B.',
   'inventor_last_name': 'McHenry',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953065-1',
   'inventor_first_name': 'Edward J.',
   'inventor_last_name': 'Shannon, Jr.',
   'inventor_lastknown_state': 'LA'},
  {'inventor_id': '3953066-1',
   'inventor_first_name': 'Philip O.',
   'inventor_last_name': 'Hamilton',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953067-1',
   'inventor_first_name': 'Richard A.',
   'inventor_last_name': 'Isola',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953070-1',
   'inventor_first_name': 'Robert C.',
   'inventor_last_name': 'Fisher',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953071-1',
   'inventor_first_name': 'Kenneth H.',
   'inventor_last_name': 'Striebel',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953072-1',
   'inventor_first_name': 'Salomon',
   'inventor_last_name': 'Esquivel',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953073-1',
   'inventor_first_name': 'Wolfram H.',
   'inventor_last_name': 'Kube',
   'inventor_lastknown_state': 'CO'},
  {'inventor_id': '3953074-1',
   'inventor_first_name': 'Woodrow Wilson',
   'inventor_last_name': 'Cox',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953075-1',
   'inventor_first_name': 'Richard S.',
   'inventor_last_name': 'Bonomo',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953076-1',
   'inventor_first_name': 'Stanley E.',
   'inventor_last_name': 'Hurd',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953079-1',
   'inventor_first_name': 'Milan J.',
   'inventor_last_name': 'Sebo',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953079-2',
   'inventor_first_name': 'Roy E.',
   'inventor_last_name': 'Bartholomew',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953080-1',
   'inventor_first_name': 'Richard J.',
   'inventor_last_name': 'Bremer',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953081-1',
   'inventor_first_name': 'William Roy',
   'inventor_last_name': 'King',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953083-1',
   'inventor_first_name': 'Bruce E.',
   'inventor_last_name': 'Latvala',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953083-2',
   'inventor_first_name': 'Marc Alan',
   'inventor_last_name': 'Karon',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953084-1',
   'inventor_first_name': 'Rene E.',
   'inventor_last_name': 'Pittet, Jr.',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953084-2',
   'inventor_first_name': 'Philip J.',
   'inventor_last_name': 'Grant',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953085-1',
   'inventor_first_name': 'Victor',
   'inventor_last_name': 'Randour',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953086-1',
   'inventor_first_name': 'Frank R.',
   'inventor_last_name': 'Chaffin',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953091-1',
   'inventor_first_name': 'George D.',
   'inventor_last_name': 'Shults',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953092-1',
   'inventor_first_name': 'William J.',
   'inventor_last_name': 'Cronan',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3953092-2',
   'inventor_first_name': 'Jerry N.',
   'inventor_last_name': 'Appling',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3953094-1',
   'inventor_first_name': 'Leon Henry',
   'inventor_last_name': 'Brown, Jr.',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953096-1',
   'inventor_first_name': 'Benjamin Charles',
   'inventor_last_name': 'Williams',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953098-1',
   'inventor_first_name': 'Roger P.',
   'inventor_last_name': 'Avery',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953098-2',
   'inventor_first_name': 'William Erich',
   'inventor_last_name': 'Zerlin',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953099-1',
   'inventor_first_name': 'William Dean',
   'inventor_last_name': 'Wilson',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953100-1',
   'inventor_first_name': 'Edward K.',
   'inventor_last_name': 'Feeney',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953101-1',
   'inventor_first_name': 'Vincent J.',
   'inventor_last_name': 'Palecek',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953103-1',
   'inventor_first_name': 'Joseph D.',
   'inventor_last_name': 'Mathis',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953104-1',
   'inventor_first_name': 'Nicholas Joseph',
   'inventor_last_name': 'Roitz',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953104-2',
   'inventor_first_name': 'Harold Eugene',
   'inventor_last_name': 'Steinberg',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953105-1',
   'inventor_first_name': 'Charles C.',
   'inventor_last_name': 'Ih',
   'inventor_lastknown_state': 'DE'},
  {'inventor_id': '3953110-1',
   'inventor_first_name': 'Day',
   'inventor_last_name': 'Charoudi',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953111-1',
   'inventor_first_name': 'Ralph W.',
   'inventor_last_name': 'Fisher',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953111-2',
   'inventor_first_name': 'George',
   'inventor_last_name': 'Licis',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953111-3',
   'inventor_first_name': 'Wayne W.',
   'inventor_last_name': 'Schurter',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953113-1',
   'inventor_first_name': 'William A.',
   'inventor_last_name': 'Shull',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953114-1',
   'inventor_first_name': 'William T.',
   'inventor_last_name': 'Bidgood',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953115-1',
   'inventor_first_name': 'Hollis E.',
   'inventor_last_name': 'French',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953117-1',
   'inventor_first_name': 'Berry A.',
   'inventor_last_name': 'Cannon',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953118-1',
   'inventor_first_name': 'Anatoli',
   'inventor_last_name': 'Brushenko',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953120-1',
   'inventor_first_name': 'Frank C.',
   'inventor_last_name': 'Badalich',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953120-2',
   'inventor_first_name': 'George J.',
   'inventor_last_name': 'Pawl',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953121-1',
   'inventor_first_name': 'Louis W.',
   'inventor_last_name': 'Reichart, Jr.',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953123-1',
   'inventor_first_name': 'Alexander',
   'inventor_last_name': 'Jesensky',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953123-2',
   'inventor_first_name': 'Kenneth J.',
   'inventor_last_name': 'Fedesna',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953123-3',
   'inventor_first_name': 'Thomas V.',
   'inventor_last_name': 'DeRyke',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953125-1',
   'inventor_first_name': 'Warren J.',
   'inventor_last_name': 'Bost',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953126-1',
   'inventor_first_name': 'Dong Guen',
   'inventor_last_name': 'Kim',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953126-2',
   'inventor_first_name': 'Gary Arnold',
   'inventor_last_name': 'Dubro',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953127-1',
   'inventor_first_name': 'Norman C.',
   'inventor_last_name': 'Ahlquist',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3953127-2',
   'inventor_first_name': 'Alan P.',
   'inventor_last_name': 'Waggoner',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3953127-3',
   'inventor_first_name': 'Robert J.',
   'inventor_last_name': 'Charlson',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3953129-1',
   'inventor_first_name': 'Bernard P.',
   'inventor_last_name': 'Hildebrand',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3953132-1',
   'inventor_first_name': 'Paul F.',
   'inventor_last_name': 'Michelsen',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953134-1',
   'inventor_first_name': 'Arthur V.',
   'inventor_last_name': 'Appel',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953134-2',
   'inventor_first_name': 'Robert S.',
   'inventor_last_name': 'Hampton, Jr.',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953134-3',
   'inventor_first_name': 'Leonard A.',
   'inventor_last_name': 'Morrison',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953135-1',
   'inventor_first_name': 'Marilyn',
   'inventor_last_name': 'Levy',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953135-2',
   'inventor_first_name': 'Milan',
   'inventor_last_name': 'Schwartz',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953136-1',
   'inventor_first_name': 'Clifford C.',
   'inventor_last_name': 'Hach',
   'inventor_lastknown_state': 'CO'},
  {'inventor_id': '3953138-1',
   'inventor_first_name': 'Harrison W.',
   'inventor_last_name': 'Hine',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953138-2',
   'inventor_first_name': 'Veli A.',
   'inventor_last_name': 'Saarinen',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953141-1',
   'inventor_first_name': 'Hans W.',
   'inventor_last_name': 'Koch',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953142-1',
   'inventor_first_name': 'Connor E.',
   'inventor_last_name': 'Price',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953143-3',
   'inventor_first_name': 'Linn R.',
   'inventor_last_name': 'Andras',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953144-1',
   'inventor_first_name': 'Ogden W.',
   'inventor_last_name': 'Boden',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953145-1',
   'inventor_first_name': 'Ted L.',
   'inventor_last_name': 'Teach',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953146-1',
   'inventor_first_name': 'Brian D.',
   'inventor_last_name': 'Sowards',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953149-1',
   'inventor_first_name': 'John G.',
   'inventor_last_name': 'Henne',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953152-1',
   'inventor_first_name': 'Anatole J.',
   'inventor_last_name': 'Sipin',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953153-1',
   'inventor_first_name': 'Melvin F.',
   'inventor_last_name': 'Huber',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953153-2',
   'inventor_first_name': 'Lowell D.',
   'inventor_last_name': 'Hansen',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953154-1',
   'inventor_first_name': 'William F.',
   'inventor_last_name': 'Wanner',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3953156-1',
   'inventor_first_name': 'Thomas A.',
   'inventor_last_name': 'Smith',
   'inventor_lastknown_state': 'MS'},
  {'inventor_id': '3953158-1',
   'inventor_first_name': 'Sohan L.',
   'inventor_last_name': 'Uppal',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3953164-1',
   'inventor_first_name': 'Joseph',
   'inventor_last_name': 'Boba',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953164-2',
   'inventor_first_name': 'Robert P.',
   'inventor_last_name': 'Conger',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953165-3',
   'inventor_first_name': 'Sidney L.',
   'inventor_last_name': 'Vail',
   'inventor_lastknown_state': 'LA'},
  {'inventor_id': '3953170-1',
   'inventor_first_name': 'James O.',
   'inventor_last_name': 'Webb',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953172-1',
   'inventor_first_name': 'Stephen I.',
   'inventor_last_name': 'Shapiro',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953172-2',
   'inventor_first_name': 'Gerhard',
   'inventor_last_name': 'Ertingshausen',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953174-1',
   'inventor_first_name': 'Harold E.',
   'inventor_last_name': 'LaBelle, Jr.',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953175-1',
   'inventor_first_name': 'Richard P.',
   'inventor_last_name': 'Pulak',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953176-1',
   'inventor_first_name': 'Teuvo J.',
   'inventor_last_name': 'Santala',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953178-1',
   'inventor_first_name': 'Niels N.',
   'inventor_last_name': 'Engel',
   'inventor_lastknown_state': 'NM'},
  {'inventor_id': '3953180-1',
   'inventor_first_name': 'Franklin D.',
   'inventor_last_name': 'Hoffert',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953180-2',
   'inventor_first_name': 'Harold H.',
   'inventor_last_name': 'Stotler',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953182-1',
   'inventor_first_name': 'Thomas P.',
   'inventor_last_name': 'Roth',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3953184-1',
   'inventor_first_name': 'William F.',
   'inventor_last_name': 'Stockford',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953184-2',
   'inventor_first_name': 'Joseph M.',
   'inventor_last_name': 'Gamewell',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953186-1',
   'inventor_first_name': 'Robert E.',
   'inventor_last_name': 'Howey',
   'inventor_lastknown_state': 'HI'},
  {'inventor_id': '3953187-1',
   'inventor_first_name': 'Richard L.',
   'inventor_last_name': 'James',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953188-1',
   'inventor_first_name': 'Harry A.',
   'inventor_last_name': 'Fertik',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953190-1',
   'inventor_first_name': 'Karl H.',
   'inventor_last_name': 'Lange',
   'inventor_lastknown_state': None},
  {'inventor_id': '3953191-1',
   'inventor_first_name': 'Benny M.',
   'inventor_last_name': 'Barton',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953192-1',
   'inventor_first_name': 'Clive',
   'inventor_last_name': 'Hodgson',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953192-2',
   'inventor_first_name': 'George R.',
   'inventor_last_name': 'Hawkes',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953192-3',
   'inventor_first_name': 'Marion G.',
   'inventor_last_name': 'Reed',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953193-1',
   'inventor_first_name': 'Irwin I.',
   'inventor_last_name': 'Bessen',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953194-2',
   'inventor_first_name': 'John A.',
   'inventor_last_name': 'Campbell',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953194-3',
   'inventor_first_name': 'Theodore T.',
   'inventor_last_name': 'Magel',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953196-1',
   'inventor_first_name': 'Richard F.',
   'inventor_last_name': 'Obenchain',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953200-1',
   'inventor_first_name': 'Suk Joong',
   'inventor_last_name': 'Im',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953200-2',
   'inventor_first_name': 'James D.',
   'inventor_last_name': 'Johnston',
   'inventor_lastknown_state': 'LA'},
  {'inventor_id': '3953201-1',
   'inventor_first_name': 'John Randolph',
   'inventor_last_name': 'Wood',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953201-2',
   'inventor_first_name': 'Roger N.',
   'inventor_last_name': 'Wright',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953202-1',
   'inventor_first_name': 'Robert T.',
   'inventor_last_name': 'Rasmussen',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953203-1',
   'inventor_first_name': 'Mitchell W.',
   'inventor_last_name': 'Haller, Jr.',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953205-1',
   'inventor_first_name': 'Arthur R.',
   'inventor_last_name': 'Cox',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953205-2',
   'inventor_first_name': 'Gary K.',
   'inventor_last_name': 'Lewis',
   'inventor_lastknown_state': 'NM'},
  {'inventor_id': '3953206-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Weigl',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953207-1',
   'inventor_first_name': 'Anthony M.',
   'inventor_last_name': 'Horgan',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953208-1',
   'inventor_first_name': 'Daniel E.',
   'inventor_last_name': 'Kane',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953209-1',
   'inventor_first_name': 'Thomas L.',
   'inventor_last_name': 'Chase',
   'inventor_lastknown_state': None},
  {'inventor_id': '3953213-1',
   'inventor_first_name': 'Ralph L.',
   'inventor_last_name': 'Gasper',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953214-1',
   'inventor_first_name': 'Melvin A.',
   'inventor_last_name': 'Lipson',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953214-2',
   'inventor_first_name': 'Dale W.',
   'inventor_last_name': 'Knoth',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953217-1',
   'inventor_first_name': 'John',
   'inventor_last_name': 'Goracke',
   'inventor_lastknown_state': 'AZ'},
  {'inventor_id': '3953218-1',
   'inventor_first_name': 'Edward T.',
   'inventor_last_name': 'Pollard',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953220-1',
   'inventor_first_name': 'David M.',
   'inventor_last_name': 'Miller',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953221-1',
   'inventor_first_name': 'Frederick F.',
   'inventor_last_name': 'Lange',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953223-1',
   'inventor_first_name': 'Thomas J.',
   'inventor_last_name': 'Doran, Jr.',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953223-2',
   'inventor_first_name': 'Henry C.',
   'inventor_last_name': 'Stevens',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953225-1',
   'inventor_first_name': 'John C.',
   'inventor_last_name': 'Hovekamp',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953228-1',
   'inventor_first_name': 'Walter L.',
   'inventor_last_name': 'Roth',
   'inventor_lastknown_state': None},
  {'inventor_id': '3953228-2',
   'inventor_first_name': 'Gregory C.',
   'inventor_last_name': 'Farrington',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953234-1',
   'inventor_first_name': 'Arthur K.',
   'inventor_last_name': 'Hoffmann',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953235-1',
   'inventor_first_name': 'George E.',
   'inventor_last_name': 'Blomgren',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953235-2',
   'inventor_first_name': 'Gerald H.',
   'inventor_last_name': 'Newman',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953237-1',
   'inventor_first_name': 'Sheldon L.',
   'inventor_last_name': 'Epstein',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953237-2',
   'inventor_first_name': 'Bernard W.',
   'inventor_last_name': 'Wessling',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953239-1',
   'inventor_first_name': 'George E.',
   'inventor_last_name': 'Anderson',
   'inventor_lastknown_state': 'RI'},
  {'inventor_id': '3953241-2',
   'inventor_first_name': 'Luciano C.',
   'inventor_last_name': 'Scala',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953241-3',
   'inventor_first_name': 'Charles R.',
   'inventor_last_name': 'Ruffing',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953244-1',
   'inventor_first_name': 'Raymond D.',
   'inventor_last_name': 'Prengaman',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953245-1',
   'inventor_first_name': 'Paul L.',
   'inventor_last_name': 'Jackson',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953248-1',
   'inventor_first_name': 'Lester G.',
   'inventor_last_name': 'Coch',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953251-1',
   'inventor_first_name': 'Alexander D.',
   'inventor_last_name': 'Butherus',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953251-2',
   'inventor_first_name': 'Milton Everett',
   'inventor_last_name': 'Terry',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953252-3',
   'inventor_first_name': 'Vladimir A.',
   'inventor_last_name': 'Dmitriev',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953255-1',
   'inventor_first_name': 'Clyde',
   'inventor_last_name': 'Combs, Jr.',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953256-1',
   'inventor_first_name': 'William W.',
   'inventor_last_name': 'Schwarz',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3953256-2',
   'inventor_first_name': 'William D.',
   'inventor_last_name': 'Stephens',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953257-2',
   'inventor_first_name': 'Hiram H.',
   'inventor_last_name': 'Dykes',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3953257-3',
   'inventor_first_name': 'Bernard J.',
   'inventor_last_name': 'Alley',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3953260-3',
   'inventor_first_name': 'Howard W.',
   'inventor_last_name': 'Gerrish, Jr.',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953260-4',
   'inventor_first_name': 'Hans B.',
   'inventor_last_name': 'Jonassen',
   'inventor_lastknown_state': 'LA'},
  {'inventor_id': '3953262-3',
   'inventor_first_name': 'Pasquale',
   'inventor_last_name': 'Martignoni',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3953264-1',
   'inventor_first_name': 'Leon L.',
   'inventor_last_name': 'Wu',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953265-1',
   'inventor_first_name': 'Roderick Kermit',
   'inventor_last_name': 'Hood',
   'inventor_lastknown_state': 'VT'},
  {'inventor_id': '3953267-1',
   'inventor_first_name': 'Wilford',
   'inventor_last_name': 'Flynn',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953268-1',
   'inventor_first_name': 'Elmer D.',
   'inventor_last_name': 'Dillon',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953270-1',
   'inventor_first_name': 'Gary P.',
   'inventor_last_name': 'Ford',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953275-1',
   'inventor_first_name': 'David L.',
   'inventor_last_name': 'Henderson',
   'inventor_lastknown_state': 'NH'},
  {'inventor_id': '3953275-2',
   'inventor_first_name': 'Joseph R.',
   'inventor_last_name': 'Hickman',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953276-1',
   'inventor_first_name': 'Edward J.',
   'inventor_last_name': 'Glorioso',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953276-2',
   'inventor_first_name': 'Martin L.',
   'inventor_last_name': 'Lerner',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953277-1',
   'inventor_first_name': 'Richard J.',
   'inventor_last_name': 'Kuhns',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953278-2',
   'inventor_first_name': 'Walter T.',
   'inventor_last_name': 'Cockrell',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953279-1',
   'inventor_first_name': 'William A.',
   'inventor_last_name': 'Wootten',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953280-1',
   'inventor_first_name': 'Thomas G.',
   'inventor_last_name': 'Brophy',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953280-2',
   'inventor_first_name': 'Douglas H.',
   'inventor_last_name': 'Crowell',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953280-3',
   'inventor_first_name': 'John G.',
   'inventor_last_name': 'Hollick',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953281-1',
   'inventor_first_name': 'Anthony A.',
   'inventor_last_name': 'Pantusco',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953281-2',
   'inventor_first_name': 'Warren J.',
   'inventor_last_name': 'Pinckney',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953281-3',
   'inventor_first_name': 'George R.',
   'inventor_last_name': 'Santillo, Jr.',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953281-4',
   'inventor_first_name': 'Gerard Joseph',
   'inventor_last_name': 'Scharff',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953283-1',
   'inventor_first_name': 'James H.',
   'inventor_last_name': 'Wing',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953283-2',
   'inventor_first_name': 'James N.',
   'inventor_last_name': 'Stone',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953283-3',
   'inventor_first_name': 'Franklin B.',
   'inventor_last_name': 'Thomas, III',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953285-1',
   'inventor_first_name': 'Angelo J.',
   'inventor_last_name': 'Martini',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953285-2',
   'inventor_first_name': 'Bruce R.',
   'inventor_last_name': 'Gourley',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953287-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Long',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3953287-2',
   'inventor_first_name': 'Barney S.',
   'inventor_last_name': 'Flora',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3953288-1',
   'inventor_first_name': 'Edwin F.',
   'inventor_last_name': 'Johnson',
   'inventor_lastknown_state': 'NM'},
  {'inventor_id': '3953292-1',
   'inventor_first_name': 'Robert A.',
   'inventor_last_name': 'Burns',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953297-1',
   'inventor_first_name': 'E. Melvin',
   'inventor_last_name': 'Gindler',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953298-1',
   'inventor_first_name': 'Jim Smith',
   'inventor_last_name': 'Hogan',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953299-1',
   'inventor_first_name': 'John J.',
   'inventor_last_name': 'Strepelis',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953299-2',
   'inventor_first_name': 'Wayne C.',
   'inventor_last_name': 'Gensler',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953301-1',
   'inventor_first_name': 'Tomas',
   'inventor_last_name': 'Mendez',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953301-2',
   'inventor_first_name': 'Guy',
   'inventor_last_name': 'Van Cleve, Jr.',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953302-1',
   'inventor_first_name': 'Bhaskara',
   'inventor_last_name': 'Rao',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953302-2',
   'inventor_first_name': 'Carl R.',
   'inventor_last_name': 'Schlaikjer',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953304-1',
   'inventor_first_name': 'John L.',
   'inventor_last_name': 'Allan',
   'inventor_lastknown_state': 'SC'},
  {'inventor_id': '3953304-2',
   'inventor_first_name': 'Kollengode V.',
   'inventor_last_name': 'Srinivasan',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953304-3',
   'inventor_first_name': 'Philip D.',
   'inventor_last_name': 'Readio',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953304-4',
   'inventor_first_name': 'Judit',
   'inventor_last_name': 'Cestero',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953305-1',
   'inventor_first_name': 'John F.',
   'inventor_last_name': 'Connolly',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953306-1',
   'inventor_first_name': 'Leslie Emery',
   'inventor_last_name': 'Lancy',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953309-1',
   'inventor_first_name': 'Michael N.',
   'inventor_last_name': 'Gilano',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953309-2',
   'inventor_first_name': 'Richard E.',
   'inventor_last_name': 'Beaupre',
   'inventor_lastknown_state': 'RI'},
  {'inventor_id': '3953311-1',
   'inventor_first_name': 'Loerwood C.',
   'inventor_last_name': 'Wasson',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3953314-1',
   'inventor_first_name': 'Albert E.',
   'inventor_last_name': 'Spaller, Jr.',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3953316-1',
   'inventor_first_name': 'Joseph E.',
   'inventor_last_name': 'Baker',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953317-1',
   'inventor_first_name': 'Elman B.',
   'inventor_last_name': 'Myers',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953317-2',
   'inventor_first_name': 'by Marian M.',
   'inventor_last_name': 'Myers',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953319-2',
   'inventor_first_name': 'Howard J.',
   'inventor_last_name': 'Platte',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953319-3',
   'inventor_first_name': 'Edward C.',
   'inventor_last_name': 'Brink, Jr.',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953320-1',
   'inventor_first_name': 'Reese A.',
   'inventor_last_name': 'Peck',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953320-2',
   'inventor_first_name': 'Li C.',
   'inventor_last_name': 'Mih',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953320-3',
   'inventor_first_name': 'John T.',
   'inventor_last_name': 'Brandenburg',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953321-1',
   'inventor_first_name': 'Charles A.',
   'inventor_last_name': 'Ganster',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953321-2',
   'inventor_first_name': 'Mary E.',
   'inventor_last_name': 'Callaghan',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953321-3',
   'inventor_first_name': 'Lee K.',
   'inventor_last_name': 'Gilmer',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953321-4',
   'inventor_first_name': 'Gerald V.',
   'inventor_last_name': 'Nelson',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953321-5',
   'inventor_first_name': 'Kenneth D.',
   'inventor_last_name': 'Miller',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953322-1',
   'inventor_first_name': 'John T.',
   'inventor_last_name': 'Nolan, Jr.',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953322-2',
   'inventor_first_name': 'Raymond F.',
   'inventor_last_name': 'Wilson',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953324-1',
   'inventor_first_name': 'Carl H.',
   'inventor_last_name': 'Deal',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953325-1',
   'inventor_first_name': 'Douglas G.',
   'inventor_last_name': 'Nelson',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953327-1',
   'inventor_first_name': 'Denny S.',
   'inventor_last_name': 'Parker',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953329-1',
   'inventor_first_name': 'Stuart J.',
   'inventor_last_name': 'Updike',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3953330-1',
   'inventor_first_name': 'Richard G.',
   'inventor_last_name': 'Tonkyn',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953330-2',
   'inventor_first_name': 'Norman',
   'inventor_last_name': 'Vorchheimer',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953330-3',
   'inventor_first_name': 'William J.',
   'inventor_last_name': 'Fowler, Jr.',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953330-4',
   'inventor_first_name': 'Richard A.',
   'inventor_last_name': 'Heberle',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953333-1',
   'inventor_first_name': 'Gene',
   'inventor_last_name': 'Hirs',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953335-1',
   'inventor_first_name': 'Jack M.',
   'inventor_last_name': 'Jackson',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953336-1',
   'inventor_first_name': 'Armand E.',
   'inventor_last_name': 'Daigle',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953337-1',
   'inventor_first_name': 'Clarence O.',
   'inventor_last_name': 'Walker',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953337-2',
   'inventor_first_name': 'Thad O.',
   'inventor_last_name': 'Walker',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953337-3',
   'inventor_first_name': 'Jack H.',
   'inventor_last_name': 'Douglass',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953339-1',
   'inventor_first_name': 'James E.',
   'inventor_last_name': 'Obetz',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953339-2',
   'inventor_first_name': 'Albert R.',
   'inventor_last_name': 'Tarini',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953340-3',
   'inventor_first_name': 'Edwin A.',
   'inventor_last_name': 'Richardson',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953343-1',
   'inventor_first_name': 'Harold E.',
   'inventor_last_name': 'Sliney',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953347-1',
   'inventor_first_name': 'Emile Najib',
   'inventor_last_name': 'Habiby',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953353-1',
   'inventor_first_name': 'John H.',
   'inventor_last_name': 'Barrett, Jr.',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953353-2',
   'inventor_first_name': 'Brian P.',
   'inventor_last_name': 'Flynn',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953354-1',
   'inventor_first_name': 'John P.',
   'inventor_last_name': 'Faust',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953355-1',
   'inventor_first_name': 'Ralph A.',
   'inventor_last_name': 'Potter',
   'inventor_lastknown_state': 'VA'},
  {'inventor_id': '3953355-2',
   'inventor_first_name': 'Victor J.',
   'inventor_last_name': 'Tennery',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953357-2',
   'inventor_first_name': 'John C.',
   'inventor_last_name': 'Davidtz',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953362-1',
   'inventor_first_name': 'Ellwood L.',
   'inventor_last_name': 'Lines, Jr.',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953362-2',
   'inventor_first_name': 'John A.',
   'inventor_last_name': 'Herbst',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953362-3',
   'inventor_first_name': 'Robert J.',
   'inventor_last_name': 'Fairbrother',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953364-1',
   'inventor_first_name': 'Joseph',
   'inventor_last_name': 'Jaffe',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953364-2',
   'inventor_first_name': 'James R.',
   'inventor_last_name': 'Kittrell',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953365-1',
   'inventor_first_name': 'Masayoshi',
   'inventor_last_name': 'Oishi',
   'inventor_lastknown_state': 'DE'},
  {'inventor_id': '3953367-3',
   'inventor_first_name': 'Darrell L.',
   'inventor_last_name': 'Werges',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953374-1',
   'inventor_first_name': 'Robert H.',
   'inventor_last_name': 'Windhager',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953379-1',
   'inventor_first_name': 'Francis R.',
   'inventor_last_name': 'Cala',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953380-1',
   'inventor_first_name': 'Bjorn',
   'inventor_last_name': 'Sundby',
   'inventor_lastknown_state': None},
  {'inventor_id': '3953382-1',
   'inventor_first_name': 'Roger E.',
   'inventor_last_name': 'Nelson',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953385-1',
   'inventor_first_name': 'Robert D.',
   'inventor_last_name': 'Dworkin',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953385-2',
   'inventor_first_name': 'Adam J.',
   'inventor_last_name': 'Ejk',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953386-2',
   'inventor_first_name': 'David William',
   'inventor_last_name': 'Zunker',
   'inventor_lastknown_state': 'DE'},
  {'inventor_id': '3953388-1',
   'inventor_first_name': 'Frank N.',
   'inventor_last_name': 'Liberti',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953389-2',
   'inventor_first_name': 'John D.',
   'inventor_last_name': 'Norris',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953391-2',
   'inventor_first_name': 'Wen-Hsuan',
   'inventor_last_name': 'Chang',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953394-1',
   'inventor_first_name': 'Daniel W.',
   'inventor_last_name': 'Fox',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953395-1',
   'inventor_first_name': 'Eugene Richard',
   'inventor_last_name': 'Farone',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953400-1',
   'inventor_first_name': 'Klaus J.',
   'inventor_last_name': 'Dahl',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953404-1',
   'inventor_first_name': 'Willem H.',
   'inventor_last_name': 'Borman',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953406-1',
   'inventor_first_name': 'Harold E.',
   'inventor_last_name': 'Marsh, Jr.',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953413-1',
   'inventor_first_name': 'Yu-Tang',
   'inventor_last_name': 'Hwang',
   'inventor_lastknown_state': 'IA'},
  {'inventor_id': '3953413-2',
   'inventor_first_name': 'Howard L.',
   'inventor_last_name': 'Grimmett',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953416-3',
   'inventor_first_name': 'Jaw-Kang',
   'inventor_last_name': 'Chang',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953421-1',
   'inventor_first_name': 'Gregor',
   'inventor_last_name': 'Berstein',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953422-1',
   'inventor_first_name': 'Francis R.',
   'inventor_last_name': 'Pfeiffer',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953426-1',
   'inventor_first_name': 'Earl Dan',
   'inventor_last_name': 'Flickinger',
   'inventor_lastknown_state': 'KS'},
  {'inventor_id': '3953426-2',
   'inventor_first_name': 'Charles Merlyn',
   'inventor_last_name': 'Buess',
   'inventor_lastknown_state': 'KS'},
  {'inventor_id': '3953432-1',
   'inventor_first_name': 'Herbert L.',
   'inventor_last_name': 'Wehrmeister',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953438-1',
   'inventor_first_name': 'Gary A.',
   'inventor_last_name': 'Koppel',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953439-1',
   'inventor_first_name': 'John',
   'inventor_last_name': 'Gleason',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953440-1',
   'inventor_first_name': 'Lowell D.',
   'inventor_last_name': 'Hatfield',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953444-1',
   'inventor_first_name': 'Prithipal',
   'inventor_last_name': 'Singh',
   'inventor_lastknown_state': None},
  {'inventor_id': '3953444-2',
   'inventor_first_name': 'Edwin F.',
   'inventor_last_name': 'Ullman',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953457-1',
   'inventor_first_name': 'Barry A.',
   'inventor_last_name': 'Dreikorn',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953457-2',
   'inventor_first_name': 'Kenneth E.',
   'inventor_last_name': 'Kramer',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953462-1',
   'inventor_first_name': 'Robert J.',
   'inventor_last_name': 'Gruber',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953462-2',
   'inventor_first_name': 'Nicholas J.',
   'inventor_last_name': 'Germano',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953465-1',
   'inventor_first_name': 'William A.',
   'inventor_last_name': 'Bolhofer',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953466-2',
   'inventor_first_name': 'Leonard J.',
   'inventor_last_name': 'Czuba',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953468-1',
   'inventor_first_name': 'William J.',
   'inventor_last_name': 'Wechter',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953468-2',
   'inventor_first_name': 'John B.',
   'inventor_last_name': 'Wright',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953473-1',
   'inventor_first_name': 'Verlan H.',
   'inventor_last_name': 'VanRheenen',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953477-2',
   'inventor_first_name': 'Francis H.',
   'inventor_last_name': 'Walker',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953477-3',
   'inventor_first_name': 'Peter E.',
   'inventor_last_name': 'Letchworth',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953481-2',
   'inventor_first_name': 'Fausto',
   'inventor_last_name': 'Ramirez',
   'inventor_lastknown_state': 'VA'},
  {'inventor_id': '3953484-1',
   'inventor_first_name': 'Leonard L.',
   'inventor_last_name': 'Sutker',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953488-1',
   'inventor_first_name': 'Peter H.',
   'inventor_last_name': 'Scott',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953492-1',
   'inventor_first_name': 'Helmut H.',
   'inventor_last_name': 'Mrozik',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953493-1',
   'inventor_first_name': 'William J.',
   'inventor_last_name': 'Vanden Heuvel',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953497-1',
   'inventor_first_name': 'Philip E.',
   'inventor_last_name': 'Wiegert',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953498-1',
   'inventor_first_name': 'Robert J.',
   'inventor_last_name': 'Hartle',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953506-1',
   'inventor_first_name': 'Larry Dean',
   'inventor_last_name': 'Spicer',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953506-2',
   'inventor_first_name': 'Joseph Michael',
   'inventor_last_name': 'Pensack',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953506-3',
   'inventor_first_name': 'Robert Daniel',
   'inventor_last_name': 'Wilbur',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953506-4',
   'inventor_first_name': 'Gary Michael',
   'inventor_last_name': 'Demkovich',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953510-1',
   'inventor_first_name': 'Curtis P.',
   'inventor_last_name': 'Smith',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953520-3',
   'inventor_first_name': 'Newton L.',
   'inventor_last_name': 'Abramson',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953532-1',
   'inventor_first_name': 'Richard J.',
   'inventor_last_name': 'Anderson',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953537-1',
   'inventor_first_name': 'Frank J.',
   'inventor_last_name': 'Chloupek',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953537-3',
   'inventor_first_name': 'Laszlo',
   'inventor_last_name': 'Pollak',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953537-4',
   'inventor_first_name': 'Ronald A.',
   'inventor_last_name': 'Kmecak',
   'inventor_lastknown_state': 'KY'},
  {'inventor_id': '3953538-1',
   'inventor_first_name': 'William G.',
   'inventor_last_name': 'Boney',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953543-2',
   'inventor_first_name': 'Thomas Chester',
   'inventor_last_name': 'Bouton',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953544-3',
   'inventor_first_name': 'Robert W.',
   'inventor_last_name': 'Vaughan',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953549-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Moulds',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953551-1',
   'inventor_first_name': 'Arthur G.',
   'inventor_last_name': 'Dorall',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953553-1',
   'inventor_first_name': 'Paul M.',
   'inventor_last_name': 'Thayer',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3953554-1',
   'inventor_first_name': 'Edward T.',
   'inventor_last_name': 'Loughridge',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953555-1',
   'inventor_first_name': 'Paul R.',
   'inventor_last_name': 'Gley',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953556-1',
   'inventor_first_name': 'Harley A.',
   'inventor_last_name': 'Wilhelm',
   'inventor_lastknown_state': 'IA'},
  {'inventor_id': '3953556-2',
   'inventor_first_name': 'James K.',
   'inventor_last_name': 'McClusky',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953557-1',
   'inventor_first_name': 'Harri J.',
   'inventor_last_name': 'Brax',
   'inventor_lastknown_state': 'SC'},
  {'inventor_id': '3953557-2',
   'inventor_first_name': 'Joseph F.',
   'inventor_last_name': 'Porinchak',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953557-3',
   'inventor_first_name': 'Alan S.',
   'inventor_last_name': 'Weinberg',
   'inventor_lastknown_state': 'SC'},
  {'inventor_id': '3953561-1',
   'inventor_first_name': 'Hyunkook',
   'inventor_last_name': 'Shin',
   'inventor_lastknown_state': 'DE'},
  {'inventor_id': '3953562-1',
   'inventor_first_name': 'Gerald F.',
   'inventor_last_name': 'Hait',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953562-2',
   'inventor_first_name': 'Robert W.',
   'inventor_last_name': 'Nufer',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953564-1',
   'inventor_first_name': 'Elvin M.',
   'inventor_last_name': 'Weidman',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953566-1',
   'inventor_first_name': 'Robert W.',
   'inventor_last_name': 'Gore',
   'inventor_lastknown_state': 'DE'},
  {'inventor_id': '3953567-1',
   'inventor_first_name': 'Patrick M.',
   'inventor_last_name': 'Grant',
   'inventor_lastknown_state': 'NM'},
  {'inventor_id': '3953567-2',
   'inventor_first_name': 'Bruce R.',
   'inventor_last_name': 'Erdal',
   'inventor_lastknown_state': 'NM'},
  {'inventor_id': '3953567-3',
   'inventor_first_name': 'Harold A.',
   'inventor_last_name': "O'Brien, Jr.",
   'inventor_lastknown_state': 'NM'},
  {'inventor_id': '3953572-2',
   'inventor_first_name': 'John Wallace',
   'inventor_last_name': 'Gwynn',
   'inventor_lastknown_state': 'UT'},
  {'inventor_id': '3953572-3',
   'inventor_first_name': 'Stephen H.',
   'inventor_last_name': 'Hall, Sr.',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3953573-1',
   'inventor_first_name': 'Edward O.',
   'inventor_last_name': 'Kazimir',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953573-2',
   'inventor_first_name': 'Donald J.',
   'inventor_last_name': 'Weintritt, Jr.',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953574-1',
   'inventor_first_name': 'Robert D.',
   'inventor_last_name': 'Toomey',
   'inventor_lastknown_state': 'UT'},
  {'inventor_id': '3953575-1',
   'inventor_first_name': 'Dimitri',
   'inventor_last_name': 'Gidaspow',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953575-2',
   'inventor_first_name': 'Linus',
   'inventor_last_name': 'Leung',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953576-1',
   'inventor_first_name': 'Garbis H.',
   'inventor_last_name': 'Meguerian',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953579-1',
   'inventor_first_name': 'Robert B.',
   'inventor_last_name': 'Herchenroeder',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953582-1',
   'inventor_first_name': 'Peter J.',
   'inventor_last_name': 'Astrauskas',
   'inventor_lastknown_state': 'AZ'},
  {'inventor_id': '3953583-1',
   'inventor_first_name': 'Eulas W.',
   'inventor_last_name': 'Henderson',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953585-1',
   'inventor_first_name': 'Bernard F.',
   'inventor_last_name': 'Sukornick',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953587-1',
   'inventor_first_name': 'Hanju',
   'inventor_last_name': 'Lee',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953587-2',
   'inventor_first_name': 'Chang Whan',
   'inventor_last_name': 'Chi',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953589-1',
   'inventor_first_name': 'Paul L.',
   'inventor_last_name': 'Warner, Jr.',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953590-1',
   'inventor_first_name': 'Miriam L.',
   'inventor_last_name': 'Douglass',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953590-2',
   'inventor_first_name': 'Salvatore Joseph',
   'inventor_last_name': 'DeSalva',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953591-1',
   'inventor_first_name': 'William E.',
   'inventor_last_name': 'Snyder',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953596-1',
   'inventor_first_name': 'Alfred D.',
   'inventor_last_name': 'Miller',
   'inventor_lastknown_state': 'DE'},
  {'inventor_id': '3953597-1',
   'inventor_first_name': 'Emil P.',
   'inventor_last_name': 'Lira',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953597-2',
   'inventor_first_name': 'Walter M.',
   'inventor_last_name': 'Barker',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953597-3',
   'inventor_first_name': 'Robert C.',
   'inventor_last_name': 'McCrae',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953598-1',
   'inventor_first_name': 'Charles M.',
   'inventor_last_name': 'Hall',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953599-1',
   'inventor_first_name': 'Francis Kilmer',
   'inventor_last_name': 'MacMillan',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953599-2',
   'inventor_first_name': 'Warren Irl',
   'inventor_last_name': 'Lyness',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953605-1',
   'inventor_first_name': 'Robert',
   'inventor_last_name': 'Bauman',
   'inventor_lastknown_state': None},
  {'inventor_id': '3953609-1',
   'inventor_first_name': 'Stewart M.',
   'inventor_last_name': 'Farr',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953610-1',
   'inventor_first_name': 'Lawrence L.',
   'inventor_last_name': 'Little',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953611-1',
   'inventor_first_name': 'Rudolph William',
   'inventor_last_name': 'Youngquist',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953612-1',
   'inventor_first_name': 'Myron J.',
   'inventor_last_name': 'Coplan',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953612-2',
   'inventor_first_name': 'Robert Bernard',
   'inventor_last_name': 'Davis',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953612-3',
   'inventor_first_name': 'Daniel Kenneth',
   'inventor_last_name': 'Schiffer',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953614-4',
   'inventor_first_name': 'Leslie',
   'inventor_last_name': 'Blau',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953615-1',
   'inventor_first_name': 'Ashis S.',
   'inventor_last_name': 'Gupta',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953615-2',
   'inventor_first_name': 'Clifford A.',
   'inventor_last_name': 'Shillinglaw',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953616-1',
   'inventor_first_name': 'Paul D.',
   'inventor_last_name': 'Thomas',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953617-1',
   'inventor_first_name': 'Warren H.',
   'inventor_last_name': 'Smith',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953617-2',
   'inventor_first_name': 'William L.',
   'inventor_last_name': 'Taylor',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953617-3',
   'inventor_first_name': 'Harold L.',
   'inventor_last_name': 'Turner',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953618-1',
   'inventor_first_name': 'Eric P.',
   'inventor_last_name': 'Muntz',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953620-1',
   'inventor_first_name': 'Edwin',
   'inventor_last_name': 'Chandross',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953620-2',
   'inventor_first_name': 'Coralie Anne',
   'inventor_last_name': 'Pryde',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953620-3',
   'inventor_first_name': 'Walter J.',
   'inventor_last_name': 'Tomlinson, III',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953621-1',
   'inventor_first_name': 'Robert L.',
   'inventor_last_name': 'Donofrio',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953622-2',
   'inventor_first_name': 'Earl E.',
   'inventor_last_name': 'Parker',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953624-1',
   'inventor_first_name': 'Anthony F.',
   'inventor_last_name': 'Arnold',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953625-1',
   'inventor_first_name': 'Harold J.',
   'inventor_last_name': 'Quaintance',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953625-2',
   'inventor_first_name': 'Eugene',
   'inventor_last_name': 'Wainer',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953627-1',
   'inventor_first_name': 'Roy G.',
   'inventor_last_name': 'Turnbo',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953627-2',
   'inventor_first_name': 'David G.',
   'inventor_last_name': 'Walker',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953627-3',
   'inventor_first_name': 'Marvin',
   'inventor_last_name': 'Rosen',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953628-1',
   'inventor_first_name': 'Charles R.',
   'inventor_last_name': 'Gannon',
   'inventor_lastknown_state': 'KY'},
  {'inventor_id': '3953630-2',
   'inventor_first_name': 'Robert A.',
   'inventor_last_name': 'Burns',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953631-1',
   'inventor_first_name': 'David Edward',
   'inventor_last_name': 'Gordon',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953632-1',
   'inventor_first_name': 'Leonard W.',
   'inventor_last_name': 'Robinson',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953633-1',
   'inventor_first_name': 'Walter F.',
   'inventor_last_name': 'Noonan',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953636-1',
   'inventor_first_name': 'Henry P.',
   'inventor_last_name': 'Kirchner',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953637-1',
   'inventor_first_name': 'Donald F.',
   'inventor_last_name': 'Phillips',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953638-1',
   'inventor_first_name': 'Clifford B.',
   'inventor_last_name': 'Kemp',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953639-1',
   'inventor_first_name': 'Walter J.',
   'inventor_last_name': 'Lewicki, Jr.',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953642-1',
   'inventor_first_name': 'Dennis L.',
   'inventor_last_name': 'Forbess',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3953642-2',
   'inventor_first_name': 'John E.',
   'inventor_last_name': 'Hanby',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3953643-1',
   'inventor_first_name': 'Mo-Fung',
   'inventor_last_name': 'Cheung',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953643-2',
   'inventor_first_name': 'Ray A.',
   'inventor_last_name': 'Dickie',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953644-2',
   'inventor_first_name': 'Arend D.',
   'inventor_last_name': 'Vos',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953645-1',
   'inventor_first_name': 'Ernest K.',
   'inventor_last_name': 'Moss',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953646-1',
   'inventor_first_name': 'James',
   'inventor_last_name': 'Fletcher',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953646-2',
   'inventor_first_name': 'Alexander',
   'inventor_last_name': 'Pechman',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953646-3',
   'inventor_first_name': 'Robert M.',
   'inventor_last_name': 'Beasley',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953647-1',
   'inventor_first_name': 'John J.',
   'inventor_last_name': 'Brennan',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953647-2',
   'inventor_first_name': 'Norman S.',
   'inventor_last_name': 'Bornstein',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953652-1',
   'inventor_first_name': 'Richard Robert',
   'inventor_last_name': 'Addiss, Jr.',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953652-2',
   'inventor_first_name': 'Nedo P.',
   'inventor_last_name': 'Albertinetti',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953655-1',
   'inventor_first_name': 'Robert A.',
   'inventor_last_name': 'Steinkamp',
   'inventor_lastknown_state': 'LA'},
  {'inventor_id': '3953655-2',
   'inventor_first_name': 'Thomas J.',
   'inventor_last_name': 'Grail',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953659-1',
   'inventor_first_name': 'James K.',
   'inventor_last_name': 'Truitt',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953661-1',
   'inventor_first_name': 'Willard Q.',
   'inventor_last_name': 'Gulley',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3953663-1',
   'inventor_first_name': 'William G.',
   'inventor_last_name': 'Kelhm, Jr.',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953666-1',
   'inventor_first_name': 'James H.',
   'inventor_last_name': 'Justice',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953667-1',
   'inventor_first_name': 'Allen C.',
   'inventor_last_name': 'Layton',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953667-2',
   'inventor_first_name': 'Werner G.',
   'inventor_last_name': 'Zinn, Jr.',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953667-3',
   'inventor_first_name': 'Antonio J.',
   'inventor_last_name': 'Mendez',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953667-4',
   'inventor_first_name': 'Robert E.',
   'inventor_last_name': 'Howle',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953667-5',
   'inventor_first_name': 'Thomas E.',
   'inventor_last_name': 'Bayston',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953670-1',
   'inventor_first_name': 'Paul R.',
   'inventor_last_name': 'Prince',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953674-1',
   'inventor_first_name': 'James',
   'inventor_last_name': 'Fletcher',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953674-2',
   'inventor_first_name': 'Carroll T.',
   'inventor_last_name': 'Pardoe',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953675-1',
   'inventor_first_name': 'Burton A.',
   'inventor_last_name': 'Babb',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953679-1',
   'inventor_first_name': 'Neal J.',
   'inventor_last_name': 'Buglewicz',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953682-1',
   'inventor_first_name': 'Douglas Lee',
   'inventor_last_name': 'Daniels',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953682-2',
   'inventor_first_name': 'Garrold W.',
   'inventor_last_name': 'Ochs',
   'inventor_lastknown_state': 'VA'},
  {'inventor_id': '3953683-1',
   'inventor_first_name': 'Bruce C.',
   'inventor_last_name': 'Gabrielson',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953685-1',
   'inventor_first_name': 'Fred C.',
   'inventor_last_name': 'Bolick, Jr.',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953687-1',
   'inventor_first_name': 'Gordon S.',
   'inventor_last_name': 'Carbonneau',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953688-1',
   'inventor_first_name': 'Dominica R.',
   'inventor_last_name': 'Rocha',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953689-1',
   'inventor_first_name': 'Louis',
   'inventor_last_name': 'Marrero',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953693-1',
   'inventor_first_name': 'Herbert M.',
   'inventor_last_name': 'Pflanz',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953697-1',
   'inventor_first_name': 'Allen L.',
   'inventor_last_name': 'Teichert',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953700-1',
   'inventor_first_name': 'Melvin R.',
   'inventor_last_name': 'Sindt',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3953701-1',
   'inventor_first_name': 'Joshua G.',
   'inventor_last_name': 'Manwaring',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953702-1',
   'inventor_first_name': 'Samuel H.',
   'inventor_last_name': 'Bickel',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953703-1',
   'inventor_first_name': 'Steven D.',
   'inventor_last_name': 'Hurwitt',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953705-1',
   'inventor_first_name': 'James H.',
   'inventor_last_name': 'Painter',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953706-1',
   'inventor_first_name': 'Charles W.',
   'inventor_last_name': 'Harris',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953707-1',
   'inventor_first_name': 'Peter G.',
   'inventor_last_name': 'Tanis',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3953708-1',
   'inventor_first_name': 'David D.',
   'inventor_last_name': 'Thornburg',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953709-1',
   'inventor_first_name': 'John F.',
   'inventor_last_name': 'Elter',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953722-1',
   'inventor_first_name': 'Gerald A.',
   'inventor_last_name': 'Stick',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953725-1',
   'inventor_first_name': 'Albert E.',
   'inventor_last_name': 'Ketler',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953725-2',
   'inventor_first_name': 'Ronald H.',
   'inventor_last_name': 'Campbell',
   'inventor_lastknown_state': 'UT'},
  {'inventor_id': '3953725-3',
   'inventor_first_name': 'George',
   'inventor_last_name': 'Shacreaw',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953726-1',
   'inventor_first_name': 'Frank M.',
   'inventor_last_name': 'Scarritt, Sr.',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953731-1',
   'inventor_first_name': 'Harold K.',
   'inventor_last_name': 'Forsen',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3953739-1',
   'inventor_first_name': 'Edward A.',
   'inventor_last_name': 'Colombo',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953739-2',
   'inventor_first_name': 'James T.',
   'inventor_last_name': 'Tsai',
   'inventor_lastknown_state': None},
  {'inventor_id': '3953740-1',
   'inventor_first_name': 'Charles J.',
   'inventor_last_name': 'Seiter, Jr.',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953742-1',
   'inventor_first_name': 'Edward P.',
   'inventor_last_name': 'Anderson',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3953742-2',
   'inventor_first_name': 'Mark',
   'inventor_last_name': 'Harris',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953743-1',
   'inventor_first_name': 'Richard J.',
   'inventor_last_name': 'Hollingsworth',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953745-1',
   'inventor_first_name': 'Walter H.',
   'inventor_last_name': 'Bailey',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3953750-1',
   'inventor_first_name': 'James R.',
   'inventor_last_name': 'Hendershot, Jr.',
   'inventor_lastknown_state': 'KY'},
  {'inventor_id': '3953752-1',
   'inventor_first_name': 'Albert C.',
   'inventor_last_name': 'Bannon',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953753-1',
   'inventor_first_name': 'Edward L.',
   'inventor_last_name': 'Barrett',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953757-1',
   'inventor_first_name': 'Robert Johan',
   'inventor_last_name': 'Ney',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953759-1',
   'inventor_first_name': 'George K.',
   'inventor_last_name': 'Farney',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953759-2',
   'inventor_first_name': 'Andrew S.',
   'inventor_last_name': 'Wilczek',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953759-3',
   'inventor_first_name': 'Roger A.',
   'inventor_last_name': 'LaPlante',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953761-1',
   'inventor_first_name': 'Thomas Lo',
   'inventor_last_name': 'Giudice',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953763-1',
   'inventor_first_name': 'Phillip R.',
   'inventor_last_name': 'Herrick',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953764-1',
   'inventor_first_name': 'Edward',
   'inventor_last_name': 'Miller',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953764-2',
   'inventor_first_name': 'Anthony P.',
   'inventor_last_name': 'Latella',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953766-2',
   'inventor_first_name': 'Donald L.',
   'inventor_last_name': 'Watrous',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953766-3',
   'inventor_first_name': 'Robert G.',
   'inventor_last_name': 'Hodgins',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953768-1',
   'inventor_first_name': 'Ronald D.',
   'inventor_last_name': 'Meredith',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953768-2',
   'inventor_first_name': 'John T.',
   'inventor_last_name': 'Shoberg',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953769-1',
   'inventor_first_name': 'Riley M.',
   'inventor_last_name': 'Sopko',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953772-1',
   'inventor_first_name': 'Robert E.',
   'inventor_last_name': 'Zimmer',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953775-1',
   'inventor_first_name': 'Aaron D.',
   'inventor_last_name': 'Friend',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953775-2',
   'inventor_first_name': 'Hilmer C.',
   'inventor_last_name': 'Lindahl',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953779-1',
   'inventor_first_name': 'Francisc C.',
   'inventor_last_name': 'Schwarz',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953780-1',
   'inventor_first_name': 'Thomas E.',
   'inventor_last_name': 'Anderson',
   'inventor_lastknown_state': 'WA'},
  {'inventor_id': '3953780-2',
   'inventor_first_name': 'John P.',
   'inventor_last_name': 'Walden',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953782-1',
   'inventor_first_name': 'William A.',
   'inventor_last_name': 'Means',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953785-1',
   'inventor_first_name': 'William Sherman',
   'inventor_last_name': 'Bell, Jr.',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953786-1',
   'inventor_first_name': 'Hsiao J.',
   'inventor_last_name': 'Ma',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953786-2',
   'inventor_first_name': 'George H.',
   'inventor_last_name': 'Studtmann',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953788-1',
   'inventor_first_name': 'Fausto V.',
   'inventor_last_name': 'Taddeo',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953788-2',
   'inventor_first_name': 'Raymond W.',
   'inventor_last_name': 'Pauly',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953789-2',
   'inventor_first_name': 'Costantino S.',
   'inventor_last_name': 'Yannoni',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953790-1',
   'inventor_first_name': 'Wendell V.',
   'inventor_last_name': 'Ebling',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953790-2',
   'inventor_first_name': 'Herbert',
   'inventor_last_name': 'Goldsmith',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953792-1',
   'inventor_first_name': 'James',
   'inventor_last_name': 'Fletcher',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953792-2',
   'inventor_first_name': 'Jimmie J.',
   'inventor_last_name': 'Wortman',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953792-3',
   'inventor_first_name': 'Robert P.',
   'inventor_last_name': 'Donovan',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953792-4',
   'inventor_first_name': 'Arthur D.',
   'inventor_last_name': 'Brooks',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953792-5',
   'inventor_first_name': 'Larry K.',
   'inventor_last_name': 'Monteith',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953792-6',
   'inventor_first_name': 'William H.',
   'inventor_last_name': 'Kinard',
   'inventor_lastknown_state': 'VA'},
  {'inventor_id': '3953792-7',
   'inventor_first_name': 'Robert L.',
   'inventor_last_name': "O'Neil",
   'inventor_lastknown_state': 'VA'},
  {'inventor_id': '3953794-1',
   'inventor_first_name': 'Phillip M.',
   'inventor_last_name': 'Moore',
   'inventor_lastknown_state': 'AZ'},
  {'inventor_id': '3953799-1',
   'inventor_first_name': 'Thomas K.',
   'inventor_last_name': 'Albee',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953800-3',
   'inventor_first_name': 'John A.',
   'inventor_last_name': 'Marchetti',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953801-1',
   'inventor_first_name': 'Robert R.',
   'inventor_last_name': 'Podowski',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953802-1',
   'inventor_first_name': 'George F.',
   'inventor_last_name': 'Morris',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953802-2',
   'inventor_first_name': 'David L.',
   'inventor_last_name': 'Babcock',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953802-3',
   'inventor_first_name': 'Eugene A.',
   'inventor_last_name': 'Peterson',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953805-1',
   'inventor_first_name': 'James Benedict',
   'inventor_last_name': 'Couvillon',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953806-1',
   'inventor_first_name': 'Joseph L.',
   'inventor_last_name': 'Veranth',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953808-1',
   'inventor_first_name': 'Charles W.',
   'inventor_last_name': 'Clark',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953808-2',
   'inventor_first_name': 'Edwin G.',
   'inventor_last_name': 'Morton',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953808-3',
   'inventor_first_name': 'Robert L.',
   'inventor_last_name': 'Voss',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953809-2',
   'inventor_first_name': 'David Joseph',
   'inventor_last_name': 'Miller, III',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953812-1',
   'inventor_first_name': 'Eldon B.',
   'inventor_last_name': 'Heft',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953812-2',
   'inventor_first_name': 'Joseph Francis',
   'inventor_last_name': 'Johnson',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953817-1',
   'inventor_first_name': 'James P.',
   'inventor_last_name': 'Covert',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953818-1',
   'inventor_first_name': 'Vance B.',
   'inventor_last_name': 'Martin',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3953818-2',
   'inventor_first_name': 'George D.',
   'inventor_last_name': 'Allen',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953818-3',
   'inventor_first_name': 'Harold D.',
   'inventor_last_name': 'Haubein',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953818-4',
   'inventor_first_name': 'Melvin B.',
   'inventor_last_name': 'Goe, Jr.',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953818-5',
   'inventor_first_name': 'Kenneth A.',
   'inventor_last_name': 'Toeniskoetter',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953821-2',
   'inventor_first_name': 'Ronald L.',
   'inventor_last_name': 'Stuckey',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953821-3',
   'inventor_first_name': 'Arthur L.',
   'inventor_last_name': 'Rozema',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953822-1',
   'inventor_first_name': 'David Raphael',
   'inventor_last_name': 'Vilkomerson',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953824-1',
   'inventor_first_name': 'Leonard Y.',
   'inventor_last_name': 'Dean, IV',
   'inventor_lastknown_state': 'AL'},
  {'inventor_id': '3953825-3',
   'inventor_first_name': 'James F.',
   'inventor_last_name': 'Havlice',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953828-1',
   'inventor_first_name': 'Rufus Lee',
   'inventor_last_name': 'Cook',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953829-1',
   'inventor_first_name': 'Charles F.',
   'inventor_last_name': 'Boyle',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953830-1',
   'inventor_first_name': 'Don W.',
   'inventor_last_name': 'Williams',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953831-1',
   'inventor_first_name': 'Richard J.',
   'inventor_last_name': 'Estrada',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953833-1',
   'inventor_first_name': 'Allen L.',
   'inventor_last_name': 'Shapiro',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953834-1',
   'inventor_first_name': 'Bobby G.',
   'inventor_last_name': 'Burkett',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953835-1',
   'inventor_first_name': 'Allen J.',
   'inventor_last_name': 'Cuccio',
   'inventor_lastknown_state': 'CO'},
  {'inventor_id': '3953835-2',
   'inventor_first_name': 'John P.',
   'inventor_last_name': 'Stafford',
   'inventor_lastknown_state': 'NH'},
  {'inventor_id': '3953838-1',
   'inventor_first_name': 'Robert C.',
   'inventor_last_name': 'Gilberg',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953838-2',
   'inventor_first_name': 'Frank Chung-Yai',
   'inventor_last_name': 'Young',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953839-1',
   'inventor_first_name': 'Richard Thomas',
   'inventor_last_name': 'Dennison',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953839-2',
   'inventor_first_name': 'David B.',
   'inventor_last_name': 'Eardley',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953840-1',
   'inventor_first_name': 'Leonard S.',
   'inventor_last_name': 'Cutler',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953840-2',
   'inventor_first_name': 'Richard A.',
   'inventor_last_name': 'Baugh',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953842-1',
   'inventor_first_name': 'Hung Liang',
   'inventor_last_name': 'Hu',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953842-2',
   'inventor_first_name': 'William Albert',
   'inventor_last_name': 'Reynolds, Jr.',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953842-3',
   'inventor_first_name': 'Laurence Lee',
   'inventor_last_name': 'Rosier',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953843-1',
   'inventor_first_name': 'Jorge G.',
   'inventor_last_name': 'Codina',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953844-1',
   'inventor_first_name': 'Laurence Gibson',
   'inventor_last_name': 'Barr',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953844-3',
   'inventor_first_name': 'James Fredrick',
   'inventor_last_name': 'Harkee',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953845-1',
   'inventor_first_name': 'Leonard',
   'inventor_last_name': 'Kress',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953846-1',
   'inventor_first_name': 'Thomas C.',
   'inventor_last_name': 'Ekeland',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953848-1',
   'inventor_first_name': 'Richard F.',
   'inventor_last_name': 'Dillman',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953848-2',
   'inventor_first_name': 'James L.',
   'inventor_last_name': 'Larsen',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953848-3',
   'inventor_first_name': 'Alfred M.',
   'inventor_last_name': 'Nardizzi',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953852-1',
   'inventor_first_name': 'Wallace E.',
   'inventor_last_name': 'Anderson',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953852-2',
   'inventor_first_name': 'Albert D.',
   'inventor_last_name': 'Krall',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953852-3',
   'inventor_first_name': 'Albert M.',
   'inventor_last_name': 'Syeles',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953852-4',
   'inventor_first_name': 'Oscar J.',
   'inventor_last_name': 'Van Sant',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953853-1',
   'inventor_first_name': 'John L.',
   'inventor_last_name': 'Carter',
   'inventor_lastknown_state': 'OR'},
  {'inventor_id': '3953853-2',
   'inventor_first_name': 'Joseph W.',
   'inventor_last_name': 'McGowan',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953855-1',
   'inventor_first_name': 'Brian E.',
   'inventor_last_name': 'Hollands',
   'inventor_lastknown_state': 'VA'},
  {'inventor_id': '3953856-1',
   'inventor_first_name': 'Calvin Miles',
   'inventor_last_name': 'Hammack',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953857-1',
   'inventor_first_name': 'Frederic A.',
   'inventor_last_name': 'Jenks',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953858-1',
   'inventor_first_name': 'Edward Allen',
   'inventor_last_name': 'Ohm',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953859-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Locke',
   'inventor_lastknown_state': 'AZ'},
  {'inventor_id': '3953869-1',
   'inventor_first_name': 'Allen K.',
   'inventor_last_name': 'Wah Lo',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953869-2',
   'inventor_first_name': 'Jerry Curtis',
   'inventor_last_name': 'Nims',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953870-1',
   'inventor_first_name': 'David Owen',
   'inventor_last_name': 'Stolper',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953871-1',
   'inventor_first_name': 'David C.',
   'inventor_last_name': 'Borchard',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953871-2',
   'inventor_first_name': 'Robert E.',
   'inventor_last_name': 'Chan',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953871-3',
   'inventor_first_name': 'Neil F.',
   'inventor_last_name': 'Ratzel',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953872-3',
   'inventor_first_name': 'Nicholas S.',
   'inventor_last_name': 'Hadzekyriakides',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953873-1',
   'inventor_first_name': 'John H.',
   'inventor_last_name': 'Tholen',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3953873-2',
   'inventor_first_name': 'John C.',
   'inventor_last_name': 'Winters',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3953874-1',
   'inventor_first_name': 'Ari',
   'inventor_last_name': 'Aviram',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953874-2',
   'inventor_first_name': 'Marvin Joseph',
   'inventor_last_name': 'Freiser',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953874-3',
   'inventor_first_name': 'Philip Edward',
   'inventor_last_name': 'Seiden',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953874-4',
   'inventor_first_name': 'William Robert',
   'inventor_last_name': 'Young',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953875-1',
   'inventor_first_name': 'David L.',
   'inventor_last_name': 'Cave',
   'inventor_lastknown_state': 'AZ'},
  {'inventor_id': '3953875-2',
   'inventor_first_name': 'Walter R.',
   'inventor_last_name': 'Davis',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953876-2',
   'inventor_first_name': 'Cedric G.',
   'inventor_last_name': 'Currin',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953878-1',
   'inventor_first_name': 'Daniel D.',
   'inventor_last_name': 'Mawhinney',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953878-2',
   'inventor_first_name': 'Thomas Edward',
   'inventor_last_name': 'Walsh',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953879-2',
   'inventor_first_name': 'Clifton G.',
   'inventor_last_name': 'Fonstad, Jr.',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953887-1',
   'inventor_first_name': 'Lawrence P.',
   'inventor_last_name': 'Kobylarz',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953887-2',
   'inventor_first_name': 'Ronald H.',
   'inventor_last_name': 'Mack',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953889-1',
   'inventor_first_name': 'James L.',
   'inventor_last_name': 'Scieszinski',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953889-2',
   'inventor_first_name': 'Ericsen M.',
   'inventor_last_name': 'Dunstan',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953889-3',
   'inventor_first_name': 'Sidney T.',
   'inventor_last_name': 'Schell',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953890-1',
   'inventor_first_name': 'Donald J.',
   'inventor_last_name': 'Wanek',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3953890-2',
   'inventor_first_name': 'Gordon W.',
   'inventor_last_name': 'Westphal',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3953891-1',
   'inventor_first_name': 'Terry L.',
   'inventor_last_name': 'Wilmoth',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953892-1',
   'inventor_first_name': 'James R.',
   'inventor_last_name': 'Kennedy',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953892-2',
   'inventor_first_name': 'Carole Joy',
   'inventor_last_name': 'Kennedy',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953893-1',
   'inventor_first_name': 'Robert M.',
   'inventor_last_name': 'Byrnes, Sr.',
   'inventor_lastknown_state': 'NE'},
  {'inventor_id': '3953894-1',
   'inventor_first_name': 'Richard M.',
   'inventor_last_name': 'Aron',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953896-1',
   'inventor_first_name': 'James T.',
   'inventor_last_name': 'Treace',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3953898-1',
   'inventor_first_name': 'Eric',
   'inventor_last_name': 'Bloch',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953901-1',
   'inventor_first_name': 'Clarence E.',
   'inventor_last_name': 'Poister',
   'inventor_lastknown_state': 'KS'},
  {'inventor_id': '3953901-2',
   'inventor_first_name': 'Philip A.',
   'inventor_last_name': 'Tyrrell',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953901-3',
   'inventor_first_name': 'Walter D.',
   'inventor_last_name': 'Hodge',
   'inventor_lastknown_state': 'KS'},
  {'inventor_id': '3953903-1',
   'inventor_first_name': 'James Rogers',
   'inventor_last_name': 'Lawrence',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953903-2',
   'inventor_first_name': 'Chester R.',
   'inventor_last_name': 'Yates',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3953905-1',
   'inventor_first_name': 'John Lloyd',
   'inventor_last_name': 'Paitson',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953906-1',
   'inventor_first_name': 'Clarence K.',
   'inventor_last_name': 'Brown',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953907-1',
   'inventor_first_name': 'Camille Henri',
   'inventor_last_name': 'Froidevaux',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3953908-1',
   'inventor_first_name': 'Lawrence R.',
   'inventor_last_name': 'Loskill',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953910-1',
   'inventor_first_name': 'Arthur',
   'inventor_last_name': 'Farb',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953911-1',
   'inventor_first_name': 'Walter W.',
   'inventor_last_name': 'Fishack',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953913-1',
   'inventor_first_name': 'Perry H.',
   'inventor_last_name': 'Brown',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953913-2',
   'inventor_first_name': 'Maurice H.',
   'inventor_last_name': 'Tremblay',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953914-1',
   'inventor_first_name': 'Joseph B.',
   'inventor_last_name': 'Huber',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953914-2',
   'inventor_first_name': 'Thomas A.',
   'inventor_last_name': 'Brown',
   'inventor_lastknown_state': 'IA'},
  {'inventor_id': '3953917-1',
   'inventor_first_name': 'David T.',
   'inventor_last_name': 'Stebbins',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3953918-1',
   'inventor_first_name': 'Kendall F.',
   'inventor_last_name': 'Bone',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953918-2',
   'inventor_first_name': 'Oskar Reinhold',
   'inventor_last_name': 'Johansson',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953920-1',
   'inventor_first_name': 'Teruyuki',
   'inventor_last_name': 'Endo',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953922-1',
   'inventor_first_name': 'Joseph R.',
   'inventor_last_name': 'Heim',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953923-1',
   'inventor_first_name': 'H. Eugene',
   'inventor_last_name': 'Rygmyr',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3953924-1',
   'inventor_first_name': 'Clyde L.',
   'inventor_last_name': 'Zachry',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953924-2',
   'inventor_first_name': 'Andrew J.',
   'inventor_last_name': 'Niedzwiecke',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953925-1',
   'inventor_first_name': 'Robert Everett',
   'inventor_last_name': 'Wilson',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953926-1',
   'inventor_first_name': 'James D.',
   'inventor_last_name': 'Kallikounis',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953928-1',
   'inventor_first_name': 'Anton R.',
   'inventor_last_name': 'Novy',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3953932-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Graves',
   'inventor_lastknown_state': 'AZ'},
  {'inventor_id': '3953933-1',
   'inventor_first_name': 'Edwin W.',
   'inventor_last_name': 'Goldstein',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953934-1',
   'inventor_first_name': 'Melvin J.',
   'inventor_last_name': 'Visser',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953936-1',
   'inventor_first_name': 'Thomas H.',
   'inventor_last_name': 'Ennis',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953937-1',
   'inventor_first_name': 'Lee J.',
   'inventor_last_name': 'Pfeilsticker',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3953938-1',
   'inventor_first_name': 'Jerry W.',
   'inventor_last_name': 'Kilgore',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953940-1',
   'inventor_first_name': 'Joseph',
   'inventor_last_name': 'Zaslow',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953944-1',
   'inventor_first_name': 'Edwin R.',
   'inventor_last_name': 'Olson',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953945-1',
   'inventor_first_name': 'Richard A.',
   'inventor_last_name': 'Dahlin',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3953946-1',
   'inventor_first_name': 'Robert M.',
   'inventor_last_name': 'Peters',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953946-2',
   'inventor_first_name': 'Kenneth E.',
   'inventor_last_name': 'Nowicki',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953947-1',
   'inventor_first_name': 'John H.',
   'inventor_last_name': 'Hendrich',
   'inventor_lastknown_state': 'VA'},
  {'inventor_id': '3953950-1',
   'inventor_first_name': 'John R.',
   'inventor_last_name': 'Sudyk',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953951-1',
   'inventor_first_name': 'Harold R.',
   'inventor_last_name': 'Bushee',
   'inventor_lastknown_state': 'NM'},
  {'inventor_id': '3953955-1',
   'inventor_first_name': 'Carl F.',
   'inventor_last_name': 'Huddle',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953956-1',
   'inventor_first_name': 'Burl A.',
   'inventor_last_name': 'Massman',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3953957-2',
   'inventor_first_name': 'Edwin D.',
   'inventor_last_name': 'Stewart',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953958-1',
   'inventor_first_name': 'Bud A.',
   'inventor_last_name': 'Beaston',
   'inventor_lastknown_state': 'OK'},
  {'inventor_id': '3953960-1',
   'inventor_first_name': 'William E.',
   'inventor_last_name': 'Craven',
   'inventor_lastknown_state': 'MS'},
  {'inventor_id': '3953962-2',
   'inventor_first_name': 'by Richard',
   'inventor_last_name': 'Breen',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953962-3',
   'inventor_first_name': 'Herbert G.',
   'inventor_last_name': 'Lauterbach',
   'inventor_lastknown_state': 'DE'},
  {'inventor_id': '3953964-1',
   'inventor_first_name': 'Paul',
   'inventor_last_name': 'Suppa',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953964-2',
   'inventor_first_name': 'Alan E.',
   'inventor_last_name': 'Willis',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3953966-2',
   'inventor_first_name': 'Richard J.',
   'inventor_last_name': 'Plotnick',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953970-1',
   'inventor_first_name': 'Reece R.',
   'inventor_last_name': 'Fuehrer',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953970-2',
   'inventor_first_name': 'James F.',
   'inventor_last_name': 'Hartz',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3953972-1',
   'inventor_first_name': 'Leon',
   'inventor_last_name': 'Awerbuch',
   'inventor_lastknown_state': None},
  {'inventor_id': '3953973-1',
   'inventor_first_name': 'Chen-Yen',
   'inventor_last_name': 'Cheng',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3953973-2',
   'inventor_first_name': 'Sing-Wang',
   'inventor_last_name': 'Cheng',
   'inventor_lastknown_state': 'NM'},
  {'inventor_id': '3953975-1',
   'inventor_first_name': 'William R.',
   'inventor_last_name': 'Busler',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953975-2',
   'inventor_first_name': 'Donald G.',
   'inventor_last_name': 'Robinson, Jr.',
   'inventor_lastknown_state': 'WV'},
  {'inventor_id': '3953976-1',
   'inventor_first_name': 'George J.',
   'inventor_last_name': 'Morren',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953976-2',
   'inventor_first_name': 'Neil R.',
   'inventor_last_name': 'Berndt',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953978-1',
   'inventor_first_name': 'Hosea J.',
   'inventor_last_name': 'Soileau',
   'inventor_lastknown_state': 'LA'},
  {'inventor_id': '3953980-1',
   'inventor_first_name': 'Gerald B.',
   'inventor_last_name': 'Bennett',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953984-1',
   'inventor_first_name': 'Richard E.',
   'inventor_last_name': 'Widdowson',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3953986-1',
   'inventor_first_name': 'Michael M.',
   'inventor_last_name': 'Calistrat',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3953987-1',
   'inventor_first_name': 'Richard N.',
   'inventor_last_name': 'Strasburg',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953987-2',
   'inventor_first_name': 'Ezra F.',
   'inventor_last_name': 'Critchlow',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3953990-1',
   'inventor_first_name': 'Alice R.',
   'inventor_last_name': 'Nagel',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3953991-1',
   'inventor_first_name': 'Paul M.',
   'inventor_last_name': 'Grossman',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3953992-1',
   'inventor_first_name': 'Morris',
   'inventor_last_name': 'Toppel',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3953994-1',
   'inventor_first_name': 'William H.',
   'inventor_last_name': 'Brawner',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953994-2',
   'inventor_first_name': 'Claude A.',
   'inventor_last_name': 'Gunsalus',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953994-3',
   'inventor_first_name': 'Lowell K.',
   'inventor_last_name': 'Rockwell',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3953995-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Haswell',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3953995-2',
   'inventor_first_name': 'Stanley A.',
   'inventor_last_name': 'Haswell',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3953996-1',
   'inventor_first_name': 'Stephen Peter',
   'inventor_last_name': 'Chernock',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3954000-1',
   'inventor_first_name': 'Orel Billy',
   'inventor_last_name': 'Foust',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3954003-1',
   'inventor_first_name': 'Walter James',
   'inventor_last_name': 'Dobbins',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954004-1',
   'inventor_first_name': 'Harry',
   'inventor_last_name': 'Orner',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954006-2',
   'inventor_first_name': 'James J.',
   'inventor_last_name': 'Smolen',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3954007-1',
   'inventor_first_name': 'Roy M.',
   'inventor_last_name': 'Harrigan',
   'inventor_lastknown_state': 'VT'},
  {'inventor_id': '3954009-1',
   'inventor_first_name': 'Louis F.',
   'inventor_last_name': 'Lederer',
   'inventor_lastknown_state': 'NE'},
  {'inventor_id': '3954010-1',
   'inventor_first_name': 'Richard W.',
   'inventor_last_name': 'Hilblom',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954011-1',
   'inventor_first_name': 'Wendell J.',
   'inventor_last_name': 'Manske',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3954012-2',
   'inventor_first_name': 'Raymond Ernest',
   'inventor_last_name': 'Pecsar',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954012-3',
   'inventor_first_name': 'Brent Earl',
   'inventor_last_name': 'Wadsworth',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954013-1',
   'inventor_first_name': 'Clinton L.',
   'inventor_last_name': 'West',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954014-1',
   'inventor_first_name': 'John H.',
   'inventor_last_name': 'Andrews, Jr.',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3954014-2',
   'inventor_first_name': 'Stephen Jeffrey',
   'inventor_last_name': 'Ehrlich',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3954014-3',
   'inventor_first_name': 'Rudolfo R.',
   'inventor_last_name': 'Rodriguez',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3954015-1',
   'inventor_first_name': 'Joseph F.',
   'inventor_last_name': 'Zalesak',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3954015-2',
   'inventor_first_name': 'Peter H.',
   'inventor_last_name': 'Rogers',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3954016-1',
   'inventor_first_name': 'Edmund F.',
   'inventor_last_name': 'Sarosy',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3954016-2',
   'inventor_first_name': 'Bert R.',
   'inventor_last_name': 'Wanlass',
   'inventor_lastknown_state': 'UT'},
  {'inventor_id': '3954017-1',
   'inventor_first_name': 'Earl E.',
   'inventor_last_name': 'Musgrove',
   'inventor_lastknown_state': 'AZ'},
  {'inventor_id': '3954018-1',
   'inventor_first_name': 'Gerald N.',
   'inventor_last_name': "O'Berto",
   'inventor_lastknown_state': 'CO'},
  {'inventor_id': '3954019-1',
   'inventor_first_name': 'Geroge R.',
   'inventor_last_name': 'Ferguson',
   'inventor_lastknown_state': 'SC'},
  {'inventor_id': '3954020-1',
   'inventor_first_name': 'John D.',
   'inventor_last_name': 'West',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954024-1',
   'inventor_first_name': 'Robert C.',
   'inventor_last_name': 'Staats',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3954025-1',
   'inventor_first_name': 'Donald M.',
   'inventor_last_name': 'Schnear',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954028-1',
   'inventor_first_name': 'Willis E.',
   'inventor_last_name': 'Windish',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954030-1',
   'inventor_first_name': 'Albert Eugene',
   'inventor_last_name': 'Newton',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3954031-1',
   'inventor_first_name': 'Mark E.',
   'inventor_last_name': 'Tull',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954031-2',
   'inventor_first_name': 'John H.',
   'inventor_last_name': 'Freis',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954033-1',
   'inventor_first_name': 'Harold W.',
   'inventor_last_name': 'Tipton',
   'inventor_lastknown_state': 'VA'},
  {'inventor_id': '3954033-2',
   'inventor_first_name': 'John I.',
   'inventor_last_name': 'Peterson',
   'inventor_lastknown_state': 'VA'},
  {'inventor_id': '3954034-1',
   'inventor_first_name': 'Frank William',
   'inventor_last_name': 'Broderick',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3954038-1',
   'inventor_first_name': 'Roman A.',
   'inventor_last_name': 'Adams',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954039-1',
   'inventor_first_name': 'James S.',
   'inventor_last_name': 'Southard',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3954040-1',
   'inventor_first_name': 'Arthur R.',
   'inventor_last_name': 'Schmoyer',
   'inventor_lastknown_state': 'DC'},
  {'inventor_id': '3954044-1',
   'inventor_first_name': 'William F.',
   'inventor_last_name': 'Ridgway',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954045-1',
   'inventor_first_name': 'Roland J.',
   'inventor_last_name': 'Barlow',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3954047-1',
   'inventor_first_name': 'Jack K.',
   'inventor_last_name': 'Miniere',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3954048-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Houser',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3954049-1',
   'inventor_first_name': 'Bernard F.',
   'inventor_last_name': 'Brieske',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954050-1',
   'inventor_first_name': 'William',
   'inventor_last_name': 'Grobman',
   'inventor_lastknown_state': 'PA'},
  {'inventor_id': '3954052-1',
   'inventor_first_name': 'Elmer S.',
   'inventor_last_name': 'Vegh',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3954052-2',
   'inventor_first_name': 'Donald F.',
   'inventor_last_name': 'Klier',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3954054-1',
   'inventor_first_name': 'Richard E.',
   'inventor_last_name': 'Busch',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954056-1',
   'inventor_first_name': 'William P.',
   'inventor_last_name': 'Barbour',
   'inventor_lastknown_state': 'VA'},
  {'inventor_id': '3954058-1',
   'inventor_first_name': 'Barney',
   'inventor_last_name': 'Sanders',
   'inventor_lastknown_state': 'WV'},
  {'inventor_id': '3954058-2',
   'inventor_first_name': 'Wetzel R.',
   'inventor_last_name': 'Sanders',
   'inventor_lastknown_state': 'WV'},
  {'inventor_id': '3954059-1',
   'inventor_first_name': 'James D.',
   'inventor_last_name': 'Langseth',
   'inventor_lastknown_state': 'ND'},
  {'inventor_id': '3954060-2',
   'inventor_first_name': 'John',
   'inventor_last_name': 'Metz, Jr.',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3954060-3',
   'inventor_first_name': 'John J.',
   'inventor_last_name': 'Voda',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3954063-2',
   'inventor_first_name': 'Bernard',
   'inventor_last_name': 'Wasserman',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954064-1',
   'inventor_first_name': 'Michael A.',
   'inventor_last_name': 'Minovitch',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954066-1',
   'inventor_first_name': 'James C.',
   'inventor_last_name': 'Heap',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3954067-1',
   'inventor_first_name': 'Ray P.',
   'inventor_last_name': 'Miles',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3954068-1',
   'inventor_first_name': 'Donald Lester',
   'inventor_last_name': 'Roberts',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954068-2',
   'inventor_first_name': 'Sadie',
   'inventor_last_name': 'Roberts',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954068-3',
   'inventor_first_name': 'Brenda Jo',
   'inventor_last_name': 'Roberts',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954068-4',
   'inventor_first_name': 'Deborah Ann',
   'inventor_last_name': 'Roberts',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954076-1',
   'inventor_first_name': 'Edward P.',
   'inventor_last_name': 'Fracker',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3954078-1',
   'inventor_first_name': 'Emilio C.',
   'inventor_last_name': 'Garcia',
   'inventor_lastknown_state': 'LA'},
  {'inventor_id': '3954079-1',
   'inventor_first_name': 'Mohammed S.',
   'inventor_last_name': 'Gof',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3954080-1',
   'inventor_first_name': 'Lester C.',
   'inventor_last_name': 'Weaver',
   'inventor_lastknown_state': 'AR'},
  {'inventor_id': '3954081-1',
   'inventor_first_name': 'Charles H.',
   'inventor_last_name': 'Blake',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954082-1',
   'inventor_first_name': 'William G.',
   'inventor_last_name': 'Roller',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3954082-2',
   'inventor_first_name': 'Emery L.',
   'inventor_last_name': 'West',
   'inventor_lastknown_state': 'OK'},
  {'inventor_id': '3954083-1',
   'inventor_first_name': 'James K.',
   'inventor_last_name': 'Frostrom',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3954084-1',
   'inventor_first_name': 'Francis J.',
   'inventor_last_name': 'Cronin',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3954085-1',
   'inventor_first_name': 'Ernie George',
   'inventor_last_name': 'Nassimbene',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954086-1',
   'inventor_first_name': 'Fred',
   'inventor_last_name': 'Maness',
   'inventor_lastknown_state': 'KS'},
  {'inventor_id': '3954087-1',
   'inventor_first_name': 'William D.',
   'inventor_last_name': 'Stevens',
   'inventor_lastknown_state': None},
  {'inventor_id': '3954087-2',
   'inventor_first_name': 'Walter P.',
   'inventor_last_name': 'Gorzegno',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3954089-1',
   'inventor_first_name': 'Lee Roy',
   'inventor_last_name': 'Hardesty',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3954089-2',
   'inventor_first_name': 'James Alfred',
   'inventor_last_name': 'Sharpsteen',
   'inventor_lastknown_state': 'IA'},
  {'inventor_id': '3954092-1',
   'inventor_first_name': 'Mardy',
   'inventor_last_name': 'Polaner',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3954093-1',
   'inventor_first_name': 'James C.',
   'inventor_last_name': 'Hughes, Jr.',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954094-1',
   'inventor_first_name': 'Charles H.',
   'inventor_last_name': 'Huebner',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3954094-2',
   'inventor_first_name': 'Allen G.',
   'inventor_last_name': 'Schroeder',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3954095-1',
   'inventor_first_name': 'Kenneth Don',
   'inventor_last_name': 'Lewis',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3954097-1',
   'inventor_first_name': 'Leon T.',
   'inventor_last_name': 'Wilson, Jr.',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3954098-1',
   'inventor_first_name': 'Donald E.',
   'inventor_last_name': 'Dick',
   'inventor_lastknown_state': 'CO'},
  {'inventor_id': '3954098-2',
   'inventor_first_name': 'Daniel',
   'inventor_last_name': 'Cooper',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954098-3',
   'inventor_first_name': 'Ronald E.',
   'inventor_last_name': 'Hileman',
   'inventor_lastknown_state': 'NC'},
  {'inventor_id': '3954099-1',
   'inventor_first_name': 'Jan',
   'inventor_last_name': 'Raczkowski',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3954099-2',
   'inventor_first_name': 'Stefania',
   'inventor_last_name': 'Raczkowski',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3954101-1',
   'inventor_first_name': 'How F.',
   'inventor_last_name': 'Wachspress',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954102-1',
   'inventor_first_name': 'Robert E.',
   'inventor_last_name': 'Buuck',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3954104-2',
   'inventor_first_name': 'Mohamed W.',
   'inventor_last_name': 'Hammad',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3954105-1',
   'inventor_first_name': 'Harvey M.',
   'inventor_last_name': 'Nordby',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954105-3',
   'inventor_first_name': 'Bremen I.',
   'inventor_last_name': 'Johnson',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954107-1',
   'inventor_first_name': 'Sheldon R.',
   'inventor_last_name': 'Chesky',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954107-2',
   'inventor_first_name': 'Donald',
   'inventor_last_name': 'Patience',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954108-1',
   'inventor_first_name': 'Hugh J.',
   'inventor_last_name': 'Davis',
   'inventor_lastknown_state': 'MD'},
  {'inventor_id': '3954109-1',
   'inventor_first_name': 'Harish A.',
   'inventor_last_name': 'Patel',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3954110-1',
   'inventor_first_name': 'Ernest L.',
   'inventor_last_name': 'Hutchison',
   'inventor_lastknown_state': 'AR'},
  {'inventor_id': '3954113-1',
   'inventor_first_name': 'James Calvin',
   'inventor_last_name': 'Bohrer',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3954114-2',
   'inventor_first_name': 'William G.',
   'inventor_last_name': 'Crowle',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954116-2',
   'inventor_first_name': 'Donald S.',
   'inventor_last_name': 'Cushing',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3954117-1',
   'inventor_first_name': 'William E.',
   'inventor_last_name': 'Wallace',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3954118-1',
   'inventor_first_name': 'Stewart',
   'inventor_last_name': 'Wilcox',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954121-1',
   'inventor_first_name': 'George W.',
   'inventor_last_name': 'Kardos',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3954123-1',
   'inventor_first_name': 'Milton Donald',
   'inventor_last_name': 'Duckworth, Jr.',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3954124-1',
   'inventor_first_name': 'Richard E.',
   'inventor_last_name': 'Self',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954125-1',
   'inventor_first_name': 'Horst F.',
   'inventor_last_name': 'Wentzek',
   'inventor_lastknown_state': 'WI'},
  {'inventor_id': '3954127-1',
   'inventor_first_name': 'William E.',
   'inventor_last_name': 'Doxon',
   'inventor_lastknown_state': 'KS'},
  {'inventor_id': '3954128-1',
   'inventor_first_name': 'James L.',
   'inventor_last_name': 'Rushing',
   'inventor_lastknown_state': 'OK'},
  {'inventor_id': '3954128-2',
   'inventor_first_name': 'Linda S.',
   'inventor_last_name': 'Rushing',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954129-1',
   'inventor_first_name': 'David C.',
   'inventor_last_name': 'Rudell',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3954129-2',
   'inventor_first_name': 'Jerry C.',
   'inventor_last_name': 'Storms',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3954135-1',
   'inventor_first_name': 'Robert W.',
   'inventor_last_name': 'Hewlitt',
   'inventor_lastknown_state': 'IA'},
  {'inventor_id': '3954139-1',
   'inventor_first_name': 'Joseph C.',
   'inventor_last_name': 'Allen',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3954140-1',
   'inventor_first_name': 'Robert P.',
   'inventor_last_name': 'Hendrick',
   'inventor_lastknown_state': 'OK'},
  {'inventor_id': '3954141-2',
   'inventor_first_name': 'Charles D.',
   'inventor_last_name': 'Woodward',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3954142-1',
   'inventor_first_name': 'Gene C.',
   'inventor_last_name': 'Broaddus',
   'inventor_lastknown_state': 'OK'},
  {'inventor_id': '3954142-2',
   'inventor_first_name': 'Sherman E.',
   'inventor_last_name': 'Fredrickson',
   'inventor_lastknown_state': 'OK'},
  {'inventor_id': '3954144-1',
   'inventor_first_name': 'Calvin B.',
   'inventor_last_name': 'Blair',
   'inventor_lastknown_state': 'KS'},
  {'inventor_id': '3954145-1',
   'inventor_first_name': 'Glenn S.',
   'inventor_last_name': 'Nesbit',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954146-1',
   'inventor_first_name': 'Alfred S.',
   'inventor_last_name': 'Smemo',
   'inventor_lastknown_state': 'IA'},
  {'inventor_id': '3954147-1',
   'inventor_first_name': 'Jesse R.',
   'inventor_last_name': 'Hollins',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3954150-1',
   'inventor_first_name': 'Carroll R.',
   'inventor_last_name': 'Cole',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954150-2',
   'inventor_first_name': 'Warren L.',
   'inventor_last_name': 'Ferriell',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954150-4',
   'inventor_first_name': 'Frederick C.',
   'inventor_last_name': "O'Neill",
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954151-1',
   'inventor_first_name': 'Tadeusz',
   'inventor_last_name': 'Budzich',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3954152-1',
   'inventor_first_name': 'Ralph M.',
   'inventor_last_name': 'Duttarer',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3954152-2',
   'inventor_first_name': 'Richard R.',
   'inventor_last_name': 'Hushower',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3954154-1',
   'inventor_first_name': 'John A.',
   'inventor_last_name': 'Kruppenbach',
   'inventor_lastknown_state': 'AK'},
  {'inventor_id': '3954154-2',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Bedenbender',
   'inventor_lastknown_state': 'OK'},
  {'inventor_id': '3954155-1',
   'inventor_first_name': 'Orlando',
   'inventor_last_name': 'Guidara',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3954160-1',
   'inventor_first_name': 'Scott Hamilton',
   'inventor_last_name': 'Carr',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954163-1',
   'inventor_first_name': 'Andrew',
   'inventor_last_name': 'Gabor',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954165-1',
   'inventor_first_name': 'Clarence A.',
   'inventor_last_name': 'Snyder',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954167-1',
   'inventor_first_name': 'Raymond E.',
   'inventor_last_name': 'Kranz',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954167-2',
   'inventor_first_name': 'Benjamin M.',
   'inventor_last_name': 'Starr',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954169-1',
   'inventor_first_name': 'LaVerne W.',
   'inventor_last_name': 'Clark',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3954170-1',
   'inventor_first_name': 'Thomas L.',
   'inventor_last_name': 'Schlough',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3954171-1',
   'inventor_first_name': 'Robert K.',
   'inventor_last_name': 'Chick',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3954171-2',
   'inventor_first_name': 'Ernest L.',
   'inventor_last_name': 'Edwards',
   'inventor_lastknown_state': 'CT'},
  {'inventor_id': '3954172-1',
   'inventor_first_name': 'Anthony J.',
   'inventor_last_name': 'Rinella',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954173-1',
   'inventor_first_name': 'William E.',
   'inventor_last_name': 'Eaton',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3954174-1',
   'inventor_first_name': 'Robert G.',
   'inventor_last_name': 'Kraus',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3954175-1',
   'inventor_first_name': 'Richard Storrs',
   'inventor_last_name': 'Mason',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954179-1',
   'inventor_first_name': 'John G.',
   'inventor_last_name': 'Warmath',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3954181-1',
   'inventor_first_name': 'Timothy J.',
   'inventor_last_name': 'Fries',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3954182-1',
   'inventor_first_name': 'Wilber C.',
   'inventor_last_name': 'McEvers',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3954184-1',
   'inventor_first_name': 'Walter M.',
   'inventor_last_name': 'Mendenhall',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3954186-1',
   'inventor_first_name': 'Robert X.',
   'inventor_last_name': 'Hafele',
   'inventor_lastknown_state': 'LA'},
  {'inventor_id': '3954188-1',
   'inventor_first_name': 'Robert F.',
   'inventor_last_name': 'Boyle',
   'inventor_lastknown_state': 'MI'},
  {'inventor_id': '3954189-1',
   'inventor_first_name': 'Gail',
   'inventor_last_name': 'Sherritt',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3954190-1',
   'inventor_first_name': 'Richard W.',
   'inventor_last_name': 'Howard',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3954190-2',
   'inventor_first_name': 'Roman J.',
   'inventor_last_name': 'Weier',
   'inventor_lastknown_state': 'MN'},
  {'inventor_id': '3954191-1',
   'inventor_first_name': 'Andrew B.',
   'inventor_last_name': 'Wittkower',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3954191-2',
   'inventor_first_name': 'Geoffrey',
   'inventor_last_name': 'Ryding',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3954192-1',
   'inventor_first_name': 'Max Welton',
   'inventor_last_name': 'Watts',
   'inventor_lastknown_state': 'GA'},
  {'inventor_id': '3954193-1',
   'inventor_first_name': 'Reginald P.',
   'inventor_last_name': 'Whittingham',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954196-1',
   'inventor_first_name': 'John W.',
   'inventor_last_name': 'Gano',
   'inventor_lastknown_state': 'OH'},
  {'inventor_id': '3954197-1',
   'inventor_first_name': 'Charles W.',
   'inventor_last_name': 'Dean',
   'inventor_lastknown_state': 'FL'},
  {'inventor_id': '3954199-1',
   'inventor_first_name': 'Russell E.',
   'inventor_last_name': 'Grove',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954200-1',
   'inventor_first_name': 'Wilburn C.',
   'inventor_last_name': 'Willis',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3954201-2',
   'inventor_first_name': 'Anthony F.',
   'inventor_last_name': 'Schepis',
   'inventor_lastknown_state': 'NY'},
  {'inventor_id': '3954202-1',
   'inventor_first_name': 'Russell E.',
   'inventor_last_name': 'Petrick',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954205-1',
   'inventor_first_name': 'Shelly R.',
   'inventor_last_name': 'Williams',
   'inventor_lastknown_state': 'TN'},
  {'inventor_id': '3954207-1',
   'inventor_first_name': 'Paul W.',
   'inventor_last_name': 'Gerding',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3954207-2',
   'inventor_first_name': 'Donald E.',
   'inventor_last_name': 'Head',
   'inventor_lastknown_state': 'IN'},
  {'inventor_id': '3954208-1',
   'inventor_first_name': 'Roy N.',
   'inventor_last_name': 'Brill',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954210-1',
   'inventor_first_name': 'Randal',
   'inventor_last_name': 'Luscombe',
   'inventor_lastknown_state': 'MO'},
  {'inventor_id': '3954213-1',
   'inventor_first_name': 'Egil A.',
   'inventor_last_name': 'Andersen',
   'inventor_lastknown_state': 'MA'},
  {'inventor_id': '3954217-1',
   'inventor_first_name': 'Michael C.',
   'inventor_last_name': 'Smith',
   'inventor_lastknown_state': 'TX'},
  {'inventor_id': '3954219-1',
   'inventor_first_name': 'Daniel J.',
   'inventor_last_name': 'Mangini',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3954219-2',
   'inventor_first_name': 'William J.',
   'inventor_last_name': 'Mauthe',
   'inventor_lastknown_state': 'NJ'},
  {'inventor_id': '3954220-1',
   'inventor_first_name': 'John Paul',
   'inventor_last_name': 'Foster',
   'inventor_lastknown_state': 'IL'},
  {'inventor_id': '3954221-1',
   'inventor_first_name': 'Prentice W.',
   'inventor_last_name': 'Johnson',
   'inventor_lastknown_state': 'SC'},
  {'inventor_id': '3954223-1',
   'inventor_first_name': 'William J.',
   'inventor_last_name': 'Wichman',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954223-2',
   'inventor_first_name': 'Richard A.',
   'inventor_last_name': 'Vander Ploeg',
   'inventor_lastknown_state': 'CA'},
  {'inventor_id': '3954224-1',
   'inventor_first_name': 'Ross W.',
   'inventor_last_name': 'Colebrook',
   'inventor_lastknown_state': 'WA'},
  ...],
 'count': 10000,
 'total_inventor_count': 100000}

Checkpoint 2: Add other fields

Try adding other fields of interest. Go to the Patents Endpoint (http://www.patentsview.org/api/patent.html) and pick other 2 fields of interest to add to the query and get the results.

In [ ]:

Customize the number of results

As you have noticed, by default, only 25 results are returned. To change the number of results returned (for example, 50 results), add the option parameter to the query URL: &o={"per_page":50}

In [100]:
url = 'http://www.patentsview.org/api/patents/query?q={"assignee_organization":"stanford university"}&f=["patent_title","patent_year"]&o={"per_page":50}'
In [102]:
json = r.json()  # Convert response to JSON format

Now the JSON shows 50 results (as noted in the variable count at the bottom of the JSON)

In [103]:
json
Out[103]:
{'patents': [{'patent_title': 'Cryptographic apparatus and method',
   'patent_year': '1980'},
  {'patent_title': 'Method of forming polycrystalline semiconductor interconnections, resistors and contacts by applying radiation beam',
   'patent_year': '1980'},
  {'patent_title': 'Read only memory and integrated circuit and method of programming by laser means',
   'patent_year': '1980'},
  {'patent_title': 'Thermophotovoltaic converter and cell for use therein',
   'patent_year': '1980'},
  {'patent_title': 'Electrochromic material and electro-optical display using same',
   'patent_year': '1982'},
  {'patent_title': 'Stimulator array', 'patent_year': '1983'},
  {'patent_title': 'XUV Laser and method', 'patent_year': '1983'},
  {'patent_title': 'Solid state method for synthesis reactions',
   'patent_year': '1983'},
  {'patent_title': 'Method of using isotropic, porous-wall polymeric membrane, hollow-fibers for culture of microbes',
   'patent_year': '1984'},
  {'patent_title': 'Gas chromatography system and detector and method',
   'patent_year': '1984'},
  {'patent_title': 'Force sensing polymer piezoelectric transducer array',
   'patent_year': '1985'},
  {'patent_title': 'Local area communication network utilizing a round robin access scheme with improved channel utilization',
   'patent_year': '1985'},
  {'patent_title': 'Coronary artery imaging system using gated tomosynthesis',
   'patent_year': '1987'},
  {'patent_title': 'Method and means for error detection and correction in high speed data transmission codes',
   'patent_year': '1987'},
  {'patent_title': 'Method of making a semiconductor transducer having multiple level diaphragm structure',
   'patent_year': '1987'},
  {'patent_title': 'Method and apparatus for non-destructive testing using acoustic-optic laser probe',
   'patent_year': '1987'},
  {'patent_title': 'Multiple pulse excitation in NMR imaging',
   'patent_year': '1987'},
  {'patent_title': 'System for enhancement of optical features',
   'patent_year': '1987'},
  {'patent_title': 'High speed testing of electronic circuits by electro-optic sampling',
   'patent_year': '1987'},
  {'patent_title': 'Distributed sensor and method using coherence multiplexing of fiber-optic interferometric sensors',
   'patent_year': '1987'},
  {'patent_title': 'External laser frequency stabilizer',
   'patent_year': '1987'},
  {'patent_title': 'Optical-digital hologram recording',
   'patent_year': '1987'},
  {'patent_title': 'Gated fiber optic rotation sensor with linearized scale factor',
   'patent_year': '1987'},
  {'patent_title': 'NMR imaging of blood flow by moment variation of magnetic gradients',
   'patent_year': '1988'},
  {'patent_title': 'Gated fiber optic rotation sensor with extended dynamic range',
   'patent_year': '1988'},
  {'patent_title': 'Rapid NMR imaging system', 'patent_year': '1988'},
  {'patent_title': 'Method for estimating signal source locations and signal parameters using an array of signal sensor pairs',
   'patent_year': '1988'},
  {'patent_title': 'Method and means for detecting optically transmitted signals and establishing optical interference pattern between electrodes',
   'patent_year': '1988'},
  {'patent_title': 'Switched capacitor function generator',
   'patent_year': '1988'},
  {'patent_title': 'Method and means for optical detection of charge density modulation in a semiconductor',
   'patent_year': '1988'},
  {'patent_title': 'Variable rate magnetic resonance selective excitation for reducing rf power and specific absorption rate',
   'patent_year': '1988'},
  {'patent_title': 'Filtered ultrasonic wave method and apparatus for detecting diseased tissue',
   'patent_year': '1988'},
  {'patent_title': 'Method of treating tumors using selective application of heat and radiation',
   'patent_year': '1988'},
  {'patent_title': 'Diode pumped low doped Nd .sub.3+ glass laser',
   'patent_year': '1988'},
  {'patent_title': 'Endless wire saw having material recovery capability',
   'patent_year': '1988'},
  {'patent_title': 'Catheter for treatment of tumors', 'patent_year': '1988'},
  {'patent_title': 'NMR angiography system and method with immunity to inhomogeneity',
   'patent_year': '1988'},
  {'patent_title': 'Programmable complementary transistors',
   'patent_year': '1988'},
  {'patent_title': 'Method of welding thermocouples to silicon wafers for temperature monitoring in rapid thermal processing',
   'patent_year': '1988'},
  {'patent_title': 'Double heterojunction inversion base transistor',
   'patent_year': '1989'},
  {'patent_title': 'Error-minimizing noise-reduction system',
   'patent_year': '1989'},
  {'patent_title': 'NMR imaging of moving material using variable spatially selected excitation',
   'patent_year': '1989'},
  {'patent_title': 'Electrical cable having improved signal transmission characteristics',
   'patent_year': '1989'},
  {'patent_title': 'Reduced noise NMR localization system',
   'patent_year': '1989'},
  {'patent_title': 'Self-referencing magnetic resonance spectroscopy system',
   'patent_year': '1989'},
  {'patent_title': 'Method of making an integrated scanning tunneling microscope',
   'patent_year': '1990'},
  {'patent_title': 'Integrated, microminiature electric to fluidic valve and pressure/flow regulator',
   'patent_year': '1990'},
  {'patent_title': 'Millimeter-wave active probe', 'patent_year': '1991'},
  {'patent_title': 'Apparatus and method for multidimensional characterization of objects in real time',
   'patent_year': '1991'},
  {'patent_title': 'Bone/tissue analyzer and method', 'patent_year': '1991'}],
 'count': 50,
 'total_patent_count': 143}

Checkpoint 3: Customize the number of results

Try customizing the number of returned results using the options parameter.

Note: limit the number of results to no more than 100 during the in-class session, to avoid a heavy simultaneous use of the API (so the queries can run faster).

In [ ]:

Optional

Please feel free to explore and practice all available options in the API Query Language section of the PatentsView website (http://www.patentsview.org/api/query-language.html).