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import platform
from typing import List, TYPE_CHECKING
import yaml
from schema import Schema, Optional, Or
from configcrunch import YamlConfigDocument, DocReference, variable_helper
from riptide.config.document.project import Project
from riptide.config.files import riptide_main_config_file, riptide_config_dir
from riptide.plugin.loader import load_plugins
if TYPE_CHECKING:
from riptide.engine.abstract import AbstractEngine
HEADER = 'riptide'
class Config(YamlConfigDocument):
"""
System configuration. Contains basic settings
for Riptide.
After loading a :class:`riptide.config.document.project.Project`,
the project must be inserted into the ``project`` key.
"""
@classmethod
def header(cls) -> str:
return HEADER
@classmethod
def schema(cls) -> Schema:
"""
proxy
url: str
Base-URL for the proxy server. The name of projects and/or services will be appended to it.
For example `projectname.riptide.local` would route to the
project `projectname` if `riptide.local` is specified.
ports
http: int
HTTP port that the proxy server should listen on
https: Or[int,bool]
HTTPS port that the proxy server should listen on, or false to disable HTTPS
autostart: bool
Whether or not the proxy server should auto-start all services for a project
if a user enters the URL for a service.
[autostart_restrict]: List[str]
If set, only the IPv4 ip addresses specified by the netmasks in this list are allowed
to trigger the auto-start process via the proxy server. For other clients, projects
are not automatically started. Useful if you share a network with co-workers and don't
want them to start your projects.
[compression]: bool
If true, the proxy server doesn't decompress any data, and instead passes the compressed
data of the backend server (if compressed). Experimental.
engine: str
Engine to use, the Python package for the engine must be installed.
repos: List[str]
List of URLs to Git repositories containing
`Riptide Repositories </config_docs/using_repo/how_repositories.html>`_.
update_hosts_file: bool
Whether or not Riptide should automatically update the
`system's host file </user_docs/3_installing.html#resolving-hostnames-permissions-for-the-etc-hosts-file>`_.
[project]: :class:`~riptide.config.document.project.Project`
If a project is loaded, Riptide inserts the project here. Do not manually insert a project
into the actual system configuration file.
performance
Various performance optimizations that, when enabled, increase the performance
of containers, but might have some other drawbacks.
Values can be true/false/auto.
"auto" enables an optimization, if beneficial on your platform.
dont_sync_named_volumes_with_host: Or['auto',bool]
If enabled, volumes, that have a volume_name set, are not mounted to the host system
and are instead created as volumes with the volume_name. Otherwise they
are created as host path volumes only. Enabling this increases
performance on some platforms.
Please note, that Riptide does not delete named volume data for old projects.
Please consult the documentation of the engine, on how to do that.
"auto" enables this feature on Mac and Windows, when using the Docker
container backend.
Switching this setting on or off breaks existing volumes. They need to be
migrated manually.
dont_sync_unimportant_src: Or['auto', bool]
Normally all Commands and Services get access to the entire source
directory of a project as volume. If this setting is enabled,
``unimportant_paths`` that are defined in the App are not updated
on the host system when changed by the volume. This means changes
to these files are not available, but file access speeds may be
drastically increased on some platforms.
"auto" enables this feature on Mac and Windows, when using the Docker
container backend.
This feature can be safely switched on or off. Projects need to be
restarted for this to take effect.
**Example Document:**
.. code-block:: yaml
riptide:
proxy:
url: riptide.local
ports:
http: 80
https: 443
autostart: true
autostart_restrict:
- 127.0.0.1/32
engine: docker
repos:
- https://github.com/theCapypara/riptide-repo.git
update_hosts_file: true
performance:
dont_sync_named_volumes_with_host: auto
dont_sync_unimportant_src: auto
"""
return Schema(
{
'proxy': {
'url': str,
'ports': {
'http': int,
'https': Or(int, False) # False disables HTTPS
},
'autostart': bool,
Optional('autostart_restrict'): [str],
Optional('compression'): bool,
Optional('autoexit'): int # TODO: Not used, deprecated.
},
'update_hosts_file': bool,
'engine': str,
'repos': [str],
Optional('project'): DocReference(Project), # Added and overwritten by system
# Performance entries should be added by the system to the YAML file before validation if missing:
'performance': {
'dont_sync_named_volumes_with_host': Or(bool, 'auto'),
'dont_sync_unimportant_src': Or(bool, 'auto')
}
}
)
@classmethod
def subdocuments(cls):
# Can not contain references to other documents other than
# the "project" reference which is added by the system.
return []
def error_str(self) -> str:
return "System Configuration"
@variable_helper
def get_config_dir(self):
"""
Returns the path to the Riptide system configuration directory
Example usage::
something: '{{ get_config_dir() }}'
Example result::
something: '/home/thomas/.config/riptide'
"""
return riptide_config_dir()
@variable_helper
def get_plugin_flag(self, inp: str) -> any:
"""
Returns the value (usually true/false, but can also be other data) of a flag set by a Riptide plugin.
If the flag or plugin is not found, false is returned.
:param inp: plugin-name.flag-name
"""
plugin_name_and_flag_name = inp.split('.', 1)
all_plugins = load_plugins()
if plugin_name_and_flag_name[0] in all_plugins:
return load_plugins()[plugin_name_and_flag_name[0]].get_flag_value(self, plugin_name_and_flag_name[1])
return False
def upgrade(self):
"""Update the system configuration file after Riptide version upgrades. To be run before validation."""
changed = False
with self.internal_access():
if "performance" not in self.doc:
self.doc["performance"] = {}
changed = True
if "dont_sync_named_volumes_with_host" not in self.doc["performance"]:
self.doc["performance"]["dont_sync_named_volumes_with_host"] = "auto"
changed = True
if "dont_sync_unimportant_src" not in self.doc["performance"]:
self.doc["performance"]["dont_sync_unimportant_src"] = "auto"
changed = True
if changed:
with open(riptide_main_config_file(), "w") as f:
f.write(yaml.dump(self.to_dict(), default_flow_style=False, sort_keys=False))
def load_performance_options(self, engine: 'AbstractEngine'):
"""Initializes performance options set to 'auto' based on the engine used."""
for key, val in self.doc["performance"].items():
if val == 'auto':
self.doc["performance"][key] = engine.performance_value_for_auto(key, platform.system().lower()) | /riptide_lib-0.8.0b1-py3-none-any.whl/riptide/config/document/config.py | 0.751192 | 0.223621 | config.py | pypi |
import os
from typing import List, TYPE_CHECKING
from schema import Schema, Optional
from configcrunch import YamlConfigDocument, DocReference, ConfigcrunchError, variable_helper, REMOVE
from riptide.config.document.app import App
HEADER = 'project'
if TYPE_CHECKING:
from riptide.config.document.config import Config
class Project(YamlConfigDocument):
"""
A project file. Usually placed as ``riptide.yml`` inside the project directory.
Has an :class:`riptide.config.document.app.App` in it's ``app`` entry.
"""
@classmethod
def header(cls) -> str:
return HEADER
@classmethod
def schema(cls) -> Schema:
"""
name: str
Unique name of the project.
src: str
Relative path of the source code directory (relative to riptide.yml).
Services and Commands only get access to this directory.
app: :class:`~riptide.config.document.app.App`
App that this project uses.
[links]: List[str]
Links to other projects (list of project names).
Riptide will add all service containers in this project in the TCP/IP networks of all
projects specified here. This way services in your project can communicate
with services from other projects and vice-versa.
If a project in this list does not exist, Riptide will ignore it.
Please make sure, that service names are not re-used across projects that are linked this way, this could
lead to unexpected results during service host name resolution.
[default_services]: List[str]
List of services to start when running `riptide start`. If not set, all services are started. You can also
control which services to start using flags. See `riptide start --help` for more information.
[env_files]: List[str]
A list of paths to env-files, relative to the project path, that should be read-in by services and command
when starting. See the ``read_env_file`` flag at :class:`~riptide.config.document.service.Service` and
:class:`~riptide.config.document.command.Command` for more information.
Defaults to ["./.env"].
**Example Document:**
.. code-block:: yaml
project:
name: test-project
src: src
app:
$ref: apps/reference-to-app
"""
return Schema(
{
Optional('$ref'): str, # reference to other Project documents
Optional('$path'): str, # Path to the project file, added by system after loading.
'name': str,
'src': str,
'app': DocReference(App),
Optional('links'): [str],
Optional('default_services'): [str],
Optional('env_files'): [str]
}
)
@classmethod
def subdocuments(cls):
return [
("app", App)
]
def validate(self) -> bool:
r = super().validate()
if '_' in self.internal_get('name'):
raise ValueError("Project name is invalid: Must not contain underscores (_).")
return r
def _initialize_data_after_merge(self, data):
if 'links' not in data:
data['links'] = []
if 'env_files' not in data:
data['env_files'] = ["./.env"]
return data
def folder(self):
"""Returns the project folder if the special internal field "$path" if set or None otherwise"""
if self.internal_contains("$path"):
return os.path.dirname(self.internal_get("$path"))
return None
def src_folder(self):
"""Returns the absolute path to the folder specified by self['src']. Requires "$path" to be set."""
if not self.internal_contains("$path"):
return None
return os.path.join(self.folder(), self.internal_get("src"))
def error_str(self) -> str:
return f"{self.__class__.__name__}<{(self.internal_get('name') if self.internal_contains('name') else '???')}>"
@variable_helper
def parent(self) -> 'Config':
"""
Returns the system configuration document.
Example usage::
something: '{{ parent().proxy.url }}'
Example result::
something: 'riptide.local'
"""
# noinspection PyTypeChecker
return super().parent() | /riptide_lib-0.8.0b1-py3-none-any.whl/riptide/config/document/project.py | 0.766905 | 0.179818 | project.py | pypi |
import os
import shutil
from abc import ABC, abstractmethod
from typing import Tuple, Dict, Union, List, Optional
from distutils.dir_util import copy_tree
from riptide.config.files import path_in_project
from riptide.engine.results import StartStopResultStep, MultiResultQueue
RIPTIDE_HOST_HOSTNAME = "host.riptide.internal" # the engine has to make the host reachable under this hostname
class ExecError(BaseException):
pass
class ServiceStoppedException(BaseException):
pass
class AbstractEngine(ABC):
@abstractmethod
def start_project(self,
project: 'Project',
services: List[str],
quick=False,
command_group: str = "default") -> MultiResultQueue[StartStopResultStep]:
"""
Starts all services in the project.
All containers started for a project must be in the same isolated container network and service
containers must be reachable by name as hostname. In addition the services started must also be added
to the container networks of all projects within the 'links' list of the project.
The container must also have all hostnames returned by riptide.config.hosts.get_localhost_hosts()
routable to the host system.
The engine must regard the performance settings in the system configuration (project.parent().performance):
- dont_sync_named_volumes_with_host: Use named volumes instead of host path bindings
- dont_sync_unimportant_src: Do not synchronize sub-paths 'unimportant_paths' of apps with the host.
:type project: 'Project'
:param services: Names of the services to start
:param quick: If True: Skip pre_start and post_start commands.
:param command_group: The command group of all services that should be used for the started containers.
:return: MultiResultQueue[StartResult]
"""
pass
@abstractmethod
def stop_project(self, project: 'Project', services: List[str]) -> MultiResultQueue[StartStopResultStep]:
"""
Stops all services in the project
:type project: 'Project'
:param services: Names of the services to stop
:return: MultiResultQueue[StopResult]
"""
pass
@abstractmethod
def status(self, project: 'Project') -> Dict[str, bool]:
"""
Returns the status for the given project (whether services are started or not)
:param project: 'Project'
:return: Dict[str, bool]
"""
pass
@abstractmethod
def service_status(self, project: 'Project', service_name: str) -> bool:
"""
Returns the status for a single service in a given project (whether service is started or not)
:param project: 'Project'
:param service_name: str
:return: bool
"""
pass
@abstractmethod
def container_name_for(self, project: 'Project', service_name: str) -> str:
"""
Returns the container name for the given service or whatever is the equivalent.
:param project: 'Project'
:param service_name: str
:return: bool
"""
pass
@abstractmethod
def address_for(self, project: 'Project', service_name: str) -> Union[None, Tuple[str, int]]:
"""
Returns the ip address and port of the host providing the service for project.
:param project: 'Project'
:param service_name: str
:return: Tuple[str, int]
"""
pass
@abstractmethod
def cmd(self,
project: 'Project',
command_name: str,
arguments: List[str]) -> int:
"""
Execute the command identified by command_name in the project environment and
attach command to stdout/stdin/stderr.
Returns when the command is finished. Returns the command exit code.
All containers started for a project must be in the same isolated container network and service
containers must be reachable by name as hostname. In addition the command started must also be added
to the container networks of all projects within the 'links' list of the project.
The container must also have all hostnames returned by riptide.config.hosts.get_localhost_hosts()
routable to the host system.
The command must be a "normal" command. "In service" commands may be run with
cmd_in_service.
The engine must regard the performance settings in the system configuration (project.parent().performance).
:param project: 'Project'
:param command_name: str
:param arguments: List of arguments
:return: exit code
"""
@abstractmethod
def cmd_in_service(self,
project: 'Project',
command_name: str,
service_name: str,
arguments: List[str]) -> int:
"""
Execute the command identified by command_name in the service container identified
by service_name and attach command to stdout/stdin/stderr.
Returns when the command is finished. Returns the command exit code.
Accepts normal and "in service" style commands and does not validate the defined
service of the command.
:param project: 'Project'
:param command_name: str
:param service_name: str
:param arguments: List of arguments
:return: exit code
:raises: ServiceStoppedException: If the service is not running.
"""
@abstractmethod
def service_fg(self,
project: 'Project',
service_name: str,
arguments: List[str],
command_group: str = "default"
) -> None:
"""
Execute a service and attach output to stdout/stdin/stderr.
Returns when the service container is finished.
Following service options are ignored:
* logging.stdout (is false)
* logging.stderr (is false)
* pre_start (is empty)
* post_start (is empty)
* roles.src (is set)
* working_directory (is set to current working directory)
The engine must regard the performance settings in the system configuration (project.parent().performance).
:param project: 'Project'
:param service_name: str
:param arguments: List of arguments
:param command_group: The command group of all services that should be used for the fg service container
:return:
"""
@abstractmethod
def cmd_detached(self, project: 'Project', command: 'Command', run_as_root=False) -> (int, str):
"""
Execute the command in the project environment and
return the exit code (int), stdout/stderr of the command (str).
Src/Current working directory is not mounted.
Returns when finished.
All containers started for a project must be in the same isolated container network and service
containers must be reachable by name as hostname. In addition the command started must also be added
to the container networks of all projects within the 'links' list of the project.
The container must also have all hostnames returned by riptide.config.hosts.get_localhost_hosts()
routable to the host system.
:param run_as_root: Force execution of the command container with the highest possible permissions
:param project: 'Project'
:param command: Command Command to run. May not be part of the passed project object but must be treated as such.
:return:
"""
@abstractmethod
def exec(self, project: 'Project', service_name: str, cols=None, lines=None, root=False) -> None:
"""
Open an interactive shell into service_name and attach stdout/stdin/stderr.
Returns when the shell is exited.
:param root: If true, run as root user instead of current shell user
:param lines: Number of lines in the terminal, optional
:param cols: Number of columns in the terminal, optional
:param project: 'Project'
:param service_name: str
:return:
"""
pass
@abstractmethod
def exec_custom(self, project: 'Project', service_name: str, command: str, cols=None, lines=None, root=False) -> None:
"""
Run a custom command in service service_name and attach stdout/stdin/stderr.
Returns when the command is exited.
Commands in the server container are execute using a sh shell.
:param root: If true, run as root user instead of current shell user
:param command: The command string to execute.
:param lines: Number of lines in the terminal, optional
:param cols: Number of columns in the terminal, optional
:param project: 'Project'
:param service_name: str
:return:
"""
pass
@abstractmethod
def pull_images(self, project: 'Project', line_reset='\n', update_func=lambda msg: None) -> None:
"""
Pull new versions of images for commands and services described in project.
Not fining an image should NOT raise an error and instead print a warning as status report.
:param project: The project to pull all images for. Applies to all commands and services in project.
:param line_reset: Characters that represent a line reset for the current terminal.
:param update_func: Function to send status updates to.
Resetting the line via the provided parameter is allowed.
Calling it does NOT add new lines (\\n).
End result should be looking like this::
[service/service1] Pulling 'image/name':
Status report... Can use carriage return here.
[service/service2] Pulling 'image/name':
Status report... Can use carriage return here.
[command/command1] Pulling 'image/name':
Warning: Image not found in repository.
Done.
"""
pass
def path_rm(self, path, project: 'Project'):
"""
Delete a path. Default is using python builtin functions.
PATH MUST BE WITHIN PROJECT.
path was created using an engine service or command.
If paths created with this engine may not be writable with the user calling riptide,
override this method to remove the folder using elevated rights (eg. running a Docker container as root).
Returns without an exception if the path was moved (or didn't exist).
"""
if not path_in_project(path, project):
raise PermissionError(f"Tried to delete a file/directory that is not within the project: {path}")
if os.path.isfile(path):
os.remove(path)
else:
shutil.rmtree(path)
def path_copy(self, fromm, to, project: 'Project'):
"""
Copy a path. Default is using python builtin functions. 'to' may not exist already.
TO PATH MUST BE WITHIN PROJECT.
See notes at path_rm
Returns without an exception if the path was copied.
"""
if not path_in_project(to, project):
raise PermissionError(f"Tried to copy into a path that is not within the project: {fromm} -> {to}")
if os.path.isfile(fromm):
shutil.copy2(fromm, to)
else:
copy_tree(fromm, to)
@abstractmethod
def performance_value_for_auto(self, key: str, platform: str) -> bool:
"""
Whether or not performance optimization for the provided key
should be activated for the provided platform, because they
drastically increase performance.
:param key: Optimization key, as found in the Config schema's "performance" entry.
:param platform: windows/darwin/linux or something else (return value of platform.system() in lower case).
"""
pass
@abstractmethod
def list_named_volumes(self) -> List[str]:
"""
List all named volumes created by the engine.
The returned list contains the names of the volumes without any internal prefixes/suffixes (as defined
in the 'name' field of service or command 'additional_volumes'.
These volumes may be originally created by the engine, because of the 'dont_sync_named_volumes_with_host'
performance option, but they may also be created for different reasons.
Named volumes refers to the Docker concept. For other engines it refers to something equivalent.
"""
pass
@abstractmethod
def delete_named_volume(self, name: str) -> None:
"""
Deletes the named volume with the name 'name'. The name parameter does not include internal engine prefixes
or suffixes for volume names.
If the volume does not exist, silently does nothing.
Named volumes refers to the Docker concept. For other engines it refers to something equivalent.
"""
pass
@abstractmethod
def exists_named_volume(self, name: str) -> bool:
"""
Returns whether or not a name volume with the name 'name' exists.
The name parameter does not include internal engine prefixes
or suffixes for volume names.
Named volumes refers to the Docker concept. For other engines it refers to something equivalent.
"""
pass
@abstractmethod
def copy_named_volume(self, from_name: str, target_name: str) -> None:
"""
Copy all contents from the named volume 'from_name' to a new named volume named 'target_name'.
Names do not include internal engine prefixes or suffixes for volume names.
Named volumes refers to the Docker concept. For other engines it refers to something equivalent.
:raises: FileExistsError: If 'target_name' already exists.
"""
pass
@abstractmethod
def create_named_volume(self, name: str) -> None:
"""
Create the new database environment 'name'.
Names do not include internal engine prefixes or suffixes for volume names.
Named volumes refers to the Docker concept. For other engines it refers to something equivalent.
:raises: FileExistsError: If 'name' already exists.
"""
pass
@abstractmethod
def get_service_or_command_image_labels(self, obj: Tuple['Service', 'Command']) -> Optional[Dict[str, str]]:
"""
Returns the labels for the images assigned to the provided service or object as a dict.
Returns None if the service or command does not have an image or the image was not pulled yet.
"""
pass | /riptide_lib-0.8.0b1-py3-none-any.whl/riptide/engine/abstract.py | 0.837188 | 0.269563 | abstract.py | pypi |
import asyncio
import traceback
import janus
from typing import Dict, NamedTuple, Union, TypeVar, Generic
class StartStopResultStep(NamedTuple):
steps: Union[int, None]
current_step: int
text: str
class EndResultQueue(Exception):
"""
Marks the end of a ResultQueue.
"""
pass
class ResultError(EndResultQueue):
"""
Marks the end of a ResultQueue and signals an error.
Is raised if a result queue was ended with an error.
"""
def __init__(self, message: str, details: str = None, cause: Exception = None, *args: object, **kwargs: object) -> None:
self.message = message
self.details = details
self.cause = cause
self.traceback_string = "Unknown reason."
if cause:
self.traceback_string = "".join(traceback.format_exception(type(cause), value=cause, tb=cause.__traceback__))
super().__init__(*args, **kwargs)
def __str__(self):
if self.cause:
stri = f"{self.message} : {self.cause.__class__.__name__}({str(self.cause)})"
else:
stri = self.message
if self.details:
stri += "\n" + self.details
return stri
class ResultPoisoned(InterruptedError, ResultError):
pass
T = TypeVar('T')
class ResultQueue(Generic[T]):
"""
Class implementing a basic message queue via a asyncio.Queue.
Writing:
Synchronously (using a different thread/executor)
acts like a regular Queue, but can be "ended"/"closed" by
calling the end method, which marks the end of reading and writing.
Reading:
Asynchronously (asyncio).
Can be read by (async.) iterating over it or by using get().
All ResultQueues can be poisoned by calling poison(). After calling this
class method reading and writing for all existing and future queues will cause
an ResultPoisoned to be raised.
This is meant for system shutdowns operations.
Queue can be ended with an error (ResultError), which will be raised when reading over it.
"""
__opened_instances = []
poisoned = False
def __init__(self):
self.queue = janus.Queue()
self.was_ended_put = False
self.was_ended_get = False
self.__class__.__opened_instances.append(self)
def put(self, obj):
if self.was_ended_put:
raise EOFError("ResultQueue was already ended.")
if self.__class__.poisoned:
raise ResultPoisoned("Process was interrupted.")
self.queue.sync_q.put(obj)
def end(self):
self.was_ended_put = True
self.queue.sync_q.put(EndResultQueue())
self.__class__.__opened_instances.remove(self)
def end_with_error(self, error: ResultError):
self.was_ended_put = True
self.queue.sync_q.put(error)
@classmethod
def poison(cls):
cls.poisoned = True
for instance in cls.__opened_instances:
instance.end_with_error(ResultPoisoned("Process was interrupted."))
async def get(self):
"""
Returns the next element, or raises it, if is is an instance of
EndResultQueue. If it is, the queue is also marked as ended,
prohibiting calling get again.
If a raised EndResultQueue is an instance of ResultError,
then the queue was ended with an error.
"""
if self.was_ended_get:
raise EOFError("ResultQueue was already ended.")
if self.__class__.poisoned:
raise ResultPoisoned("Process was interrupted.")
top = await self.queue.async_q.get()
if isinstance(top, EndResultQueue):
self.was_ended_get = True
raise top
return top
def __aiter__(self):
return self
async def __anext__(self):
if self.was_ended_get:
raise StopAsyncIteration
try:
top = await self.get()
except EndResultQueue as end:
if isinstance(end, ResultError):
raise end
raise StopAsyncIteration
return top
pass
class MultiResultQueue(Generic[T]):
"""
Class bundling multiple ResultQueues into one class for easier reading.
Provides following values while (async.) iterating:
When a result queue returned a value:
(id_of_queue, value_put_into_queue, False)
When a result queue was ended without an error:
(id_of_queue, None, True)
When a result queue was ended with an error:
(id_of_queue, result_error_object, True)
The end of iteration is reached when all ResultQueues are ended.
Can only be iterated once / by one object at the same time.
A list of ids and ResultQueues in it can also be manually retrieved.
"""
def __init__(self, dict_of_queues: Dict[ResultQueue, str]):
"""
Creates the multi queue.
:param dict_of_queues: The parameter has to contain the result queues in a dict. Key is the queue and value a string
identifier for this queue.
"""
self.dict_of_queues = dict_of_queues
self.ended = False
def ids(self):
return list(self.dict_of_queues.values())
def __aiter__(self):
# pending_in_iteration is a dict that maps the asyncio tasks created from the queue.get methods to the
# queue objects, so that when a get task finishes the queue that the task belongs to can be found
self.pending_in_iteration = {}
self.done_list = []
if len(self.dict_of_queues.keys()) == 0:
# Empty MultiResultQueue. End immediately
self.ended = True
for queue in self.dict_of_queues.keys():
task = asyncio.ensure_future(queue.get())
self.pending_in_iteration[task] = queue
return self
async def __anext__(self):
if self.ended:
raise StopAsyncIteration
# Check if we still have done elements to process, if not, get next ones.
if len(self.done_list) > 0:
done = self.done_list.pop()
else:
done_set, _ = await asyncio.wait(self.pending_in_iteration.keys(), return_when=asyncio.FIRST_COMPLETED)
self.done_list = list(done_set)
done = self.done_list.pop()
# Delete from pending list and get the queue for this done task.
queue = self.pending_in_iteration[done]
del self.pending_in_iteration[done]
if done.exception():
# Deal with exceptions (=> done was ended)
if isinstance(done.exception(), ResultError):
# Provide error for queue
result = (self.dict_of_queues[queue], done.exception(), True)
elif isinstance(done.exception(), EndResultQueue):
# Provide end value for queue
result = (self.dict_of_queues[queue], None, True)
else:
raise done.exception()
else:
# Provide value from queue
result = (self.dict_of_queues[queue], done.result(), False)
# Add next get call to list of pending tasks.
new_task = asyncio.ensure_future(queue.get())
self.pending_in_iteration[new_task] = queue
# If nothing is pending, then all queues were ended.
if len(self.pending_in_iteration) <= 0:
self.ended = True
return result | /riptide_lib-0.8.0b1-py3-none-any.whl/riptide/engine/results.py | 0.841826 | 0.179782 | results.py | pypi |
from abc import ABC, abstractmethod
from typing import Dict
from riptide.engine.abstract import AbstractEngine
class DbValidationError(Exception):
pass
class DbImportExport(Exception):
pass
class AbstractDbDriver(ABC):
def __init__(self, service: 'Service'):
self.service = service
@abstractmethod
def validate_service(self) -> bool:
"""
Validate custom constraints the services must met to use this driver.
May return true or throw DbValidationError.
"""
pass
@abstractmethod
def importt(self, engine: AbstractEngine, absolute_path_to_import_object):
"""Import a directory/file into the database."""
pass
@abstractmethod
def export(self, engine: AbstractEngine, absolute_path_to_export_target):
"""Export a directory/file representing the database data from the database. Must be importable with importt."""
pass
@abstractmethod
def collect_volumes(self):
"""Return volumes to add for services with this db driver. For format :see: Service.collect_volumes"""
pass
@abstractmethod
def collect_additional_ports(self):
"""
Return additional port mappings to add for services with this db driver.
Format is the same has Service Documents 'additional_ports' object. See schema of Service.
"""
pass
@abstractmethod
def collect_environment(self):
"""
Return environment variables to pass to service containers
For format :see: Service.collect_environment
"""
pass
@abstractmethod
def ask_for_import_file(self):
"""
Return a prompt to show the user in an CLI/GUI that prompts them to enter
the path to the import file/directory.
:return:
"""
@abstractmethod
def collect_info(self) -> Dict[str, str]:
"""
Collect information about accessing the database.
Returned dict is a map of descriptions.
"""
pass | /riptide_lib-0.8.0b1-py3-none-any.whl/riptide/db/driver/abstract.py | 0.885619 | 0.202423 | abstract.py | pypi |
# RIPTiDe
**R**eaction **I**nclusion by **P**arsimony and **T**ranscript **D**istribution
v3.4.81
Transcriptomic analyses of bacteria have become instrumental to our understanding of their responses to changes in their environment. While traditional analyses have been informative, leveraging these datasets within genome-scale metabolic network reconstructions (GENREs) can provide greatly improved context for shifts in pathway utilization and downstream/upstream ramifications for changes in metabolic regulation. Many previous techniques for GENRE transcript integration have focused on creating maximum consensus with input datasets, but these approaches have been shown to generate less accurate metabolic predictions than a transcript-agnostic method of flux minimization (pFBA), which identifies the most efficient/economic patterns of metabolism given certain growth constraints. Despite this success, growth conditions are not always easily quantifiable and highlights the need for novel platforms that build from these findings. This method, known as RIPTiDe, combines these concepts and utilizes overall minimization of flux weighted by transcriptomic analysis to identify the most energy efficient pathways to achieve growth that include more highly transcribed enzymes, without previous insight into extracellular conditions. This platform could be important for revealing context-specific bacterial phenotypes in line with governing principles of adaptive evolution, that drive disease manifestation or interactions between microbes.
Please cite when using:
```
Jenior ML, Moutinho Jr TJ, Dougherty BV, & Papin JA. (2020). Transcriptome-guided parsimonious flux analysis improves predictions with metabolic networks in complex environments. PLOS Comp Biol. https://doi.org/10.1371/journal.pcbi.1007099.
```
## Dependencies
```
>=python-3.6.4
>=cobra-0.15.3
>=pandas-0.24.1
>=symengine-0.4.0
>=scipy-1.3.0
```
## Installation
Installation is:
```
$ pip install riptide
```
### Arguments for core RIPTiDe functions:
**riptide.read_transcription_file() - Generates dictionary of transcriptomic abundances from a file**
```
REQUIRED
file : string
User-provided file name which contains gene IDs as rows and associated transcription values as columns per replicate
OPTIONAL
header : boolean
Defines if read abundance file has a header that needs to be ignored
Default is no header
sep: string
Defines what character separates entries on each line
Defaults to tab (.tsv)
rarefy : bool
Rarefies rounded transcript abundances to 90% of the smallest replicate
Default is False
level : int
Level by which to rarefy samples
Default is 100000
binning : boolean
Perform discrete binning of transcript abundances into quantiles
OPTIONAL, not advised
Default is False
quant_max : float
Largest quantile to consider
Default is 0.9
quant_min : float
Smallest quantile to consider
Default is 0.5
step : float
Step size for parsing quantiles
Default is 0.125
norm : bool
Normalize transcript abundances using RPM calculation
Performed by default
factor : numeric
Denominator for read normalization calculation
Default is 1e6 (RPM)
silent : bool
Silences std out
Default is False
```
**riptide.maxfit() - Create context-specific model based on transcript distribution with maximum fit of flux distribution to input transctiptome**
```
REQUIRED
model : cobra.Model
The model to be contextualized
transcriptome : dictionary
Dictionary of transcript abundances, output of read_transcription_file()
OPTIONAL
frac_min : float
Lower bound for range of minimal fractions to test
Default is 0.25
frac_max : float
Upper bound for range of minimal fractions to test
Default is 0.85
frac_step : float
Starting interval size within fraction range
Default is 0.1
prune : bool
Perform pruning step
Default is True
samples : int
Number of flux samples to collect
Default is 500
silent : bool
Silences std out
Default is False
minimum : float
Minimum linear coefficient allowed during weight calculation for pFBA
Default is False
conservative : bool
Conservatively remove inactive reactions based on GPR rules (all member reactions must be inactive to prune)
Default is False
objective : bool
Sets previous objective function as a constraint with minimum flux equal to user input fraction
Default is True
additive : bool
Pool transcription abundances for reactions with multiple contributing gene products
Default is False
direct : bool
Assigns both minimization and maximization step coefficents directly, instead of relying on abundance distribution
Default is False
set_bounds : bool
Uses flux variability analysis results from constrained model to set new bounds for all reactions
Default is True
tasks : list
List of gene or reaction ID strings for forced inclusion in final model (metabolic tasks or essential genes)
task_lb : float
Minimum flux bound for metabolic task reactions during pruning
Default is equal to threshold var
exclude : list
List of reaction ID strings for forced exclusion from final model
gpr : bool
Determines if GPR rules will be considered during coefficient assignment
Default is False
threshold : float
Minimum flux a reaction must acheive in order to avoid pruning during flux sum minimization step
Default is 1e-8
defined : False or list
User defined range of linear coeffients, needs to be defined in a list like [1, 0.5, 0.1, 0.01, 0.001]
Works best paired with binned abundance catagories from riptide.read_transcription_file()
Default is False
```
**riptide.contextualize() - Create context-specific model based on transcript distribution with user-defined objective flux minimum**
```
REQUIRED
model : cobra.Model
The model to be contextualized
OPTIONAL
transcriptome : dictionary
Dictionary of transcript abundances, output of read_transcription_file()
With default, an artifical transcriptome is generated where all abundances equal 1.0
fraction : float
Minimum objective fraction used during single run setting
Default is 0.8
* Other arguments from iterative implementation are carried over (excluding frac_min and frac_max)
```
**riptide.save_output() - Writes RIPTiDe results to files in a new directory**
```
REQUIRED
riptide_obj : RIPTiDe object
Class object creared by riptide.contextualize()
OPTIONAL
path : str
New directory to write output files
file_type : str
Type of output file for RIPTiDe model
Accepts either sbml or json
Default is JSON
silent : bool
Silences std out
Default is False
```
## Usage
**Comments before starting:**
- Make sure that genes in the transcriptome file matches those that are in your model.
- Check the example files for proper data formatting
- Binning genes into discrete thresholds for coefficient assignment is available in riptide.read_transcription_file() (not recommended)
- Opening the majority of exchange reactions (bounds = +/- 1000) may yeild better prediction when extracellular conditions are unknown
- The resulting RIPTiDe object has multiple properties including the context-specific model and flux analyses, accessing each is described below
```python
import riptide
my_model = cobra.io.read_sbml_model('tests/genre.sbml')
transcript_abundances_1 = riptide.read_transcription_file('tests/transcriptome1.tsv')
transcript_abundances_2 = riptide.read_transcription_file('tests/transcriptome2.tsv') # has replicates
riptide_object_1_a = riptide.contextualize(model=my_model, transcriptome=transcript_abundances_1)
riptide_object_1_b = riptide.contextualize(model=my_model, transcriptome=transcript_abundances_1, tasks=['rxn1'], exclude=['rxn2','rxn3'])
riptide.save_output(riptide_obj=riptide_object_1_a, path='~/Desktop/example_riptide_output')
```
### Example riptide.contextualize() stdout report:
```
Initializing model and integrating transcriptomic data...
Pruning zero flux subnetworks...
Analyzing context-specific flux distributions...
Running max fit RIPTiDe for objective fraction range: 0.65 to 0.85
Progress: 100%
Testing local fractions to 0.3...
Progress: 100%
Context-specific metabolism fit with 0.35 of optimal objective flux
Reactions pruned to 285 from 1129 (74.76% change)
Metabolites pruned to 285 from 1132 (74.82% change)
Flux through the objective DECREASED to ~54.71 from ~65.43 (16.38% change)
Context-specific metabolism correlates with transcriptome (r=0.149, p=0.011 *)
Max fit RIPTiDe completed in, 4 minutes and 33 seconds
```
In the final step, RIPTiDe assesses the fit of transcriptomic data for the calculated network activity through correlation of transcript abundance and median flux value for each corresponding reaction. The Spearman correlation coefficient and associated p-value are the reported following the fraction of network topology that is pruned during the flux minimization step.
Max fit RIPTiDe tests all minimum objective flux fractions over the provided range and returns only the model with the best Spearman correlation between context-specific flux for reactions and the associated transcriptomic values. Note, terminating search if a subsequent iteration has a lower correlation coefficient than the last could result from a local maxima and must be considered if an exhaustive analysis is preferred.
### Resulting RIPTiDe object (class) properties:
The resulting object is a container for the following data structures.
- **model** - Contextualized genome-scale metabolic network reconstruction
- **transcriptome** - Transcriptomic replicate abundances provided by user
- **percent_of_mapping** - Percent of genes in mapping file found in input GENRE
- **minimization_coefficients** - Linear coefficients used during flux sum minimization (based on transcriptome replicates)
- **maximization_coefficients** - Linear coefficients for each reaction based used during flux sampling
- **pruned** - Dictionary containing the IDs of genes, reactions, and metabolites pruned by RIPTiDe
- **flux_samples** - Flux samples from constrained model
- **flux_variability** - Flux variability analysis from constrained model
- **fraction_of_optimum** - Minimum specified percentage of optimal objective flux during contextualization
- **metabolic_tasks** - User defined reactions whose activity is saved from pruning
- **concordance** - Spearman correlation results between linear coefficients and median fluxes from sampling
- **gpr_integration** - Whether GPR rules were considered during assignment of linear coefficients
- **defined_coefficients** - Range of linear coefficients RIPTiDe is allowed to utilize provided as a list
- **included_important** - Reactions or Genes included in the final model which the user defined as important
- **additional_parameters** - Dictionary of additional parameters RIPTiDe uses
- **fraction_bounds** - Minimum and maximum values for the range of objective flux minimum fractions tested
- **maxfit_iters** - Objective flux and fit to transcriptome for each minimum flux fraction tested
**Examples of accessing components of RIPTiDe output:**
```python
context_specific_GENRE = riptide_object.model
context_specific_FVA = riptide_object.flux_variability
context_specific_flux_samples = riptide_object.flux_samples
```
## Additional Information
Thank you for your interest in RIPTiDe!
If you encounter any problems, please [file an issue](https://github.com/mjenior/riptide/issues) along with a detailed description.
Distributed under the terms of the [MIT](http://opensource.org/licenses/MIT) license, "riptide" is free and open source software
| /riptide-3.4.81.tar.gz/riptide-3.4.81/README.md | 0.840652 | 0.92617 | README.md | pypi |
from __future__ import division
import numpy as np
from enum import Enum
from . import rir
class mtype(Enum):
"""Microphone type."""
bidirectional = b"b"
b = b"b"
cardioid = b"c"
c = b"c"
subcardioid = b"s"
s = b"s"
hypercardioid = b"h"
h = b"h"
omnidirectional = b"o"
o = b"o"
def generate(
c,
fs,
r,
s,
L,
beta=None,
reverberation_time=None,
nsample=None,
mtype=mtype.omnidirectional,
order=-1,
dim=3,
orientation=None,
hp_filter=True,
):
"""Generate room impulse response.
Parameters
----------
c : float
Sound velocity in m/s. Usually between 340 and 350.
fs : float
Sampling frequency in Hz.
r : array_like
1D or 2D array of floats, specifying the :code:`(x, y, z)` coordinates of the receiver(s)
in m. Must be of shape :code:`(3,)` or :code:`(x, 3)` where :code:`x`
is the number of receivers.
s : array_like
1D array of floats specifying the :code:`(x, y, z)` coordinates of the source in m.
L : array_like
1D array of floats specifying the room dimensions :code:`(x, y, z)` in m.
beta : array_like, optional
1D array of floats specifying the reflection coefficients
.. code-block::
[beta_x1, beta_x2, beta_y1, beta_y2, beta_z1, beta_z2]
or
.. code-block::
[(beta_x1, beta_x2), (beta_y1, beta_y2), (beta_z1, beta_z2)]
Must be of shape :code:`(6,)` or :code:`(3, 2)`.
You must define **exactly one** of :attr:`beta` or
:attr:`reverberation_time`.
reverberation_time : float, optional
Reverberation time (T_60) in seconds.
You must define **exactly one** of :attr:`beta` or
:attr:`reverberation_time`.
nsample : int, optional
number of samples to calculate, default is :code:`T_60 * fs`.
mtype : mtype, optional
Microphone type, one of :class:`mtype`.
Defaults to :class:`mtype.omnidirectional`.
order : int, optional
Reflection order, default is :code:`-1`, i.e. maximum order.
dim : int, optional
Room dimension (:code:`2` or :code:`3`), default is :code:`3`.
orientation : array_like, optional
1D array direction in which the microphones are pointed, specified
using azimuth and elevation angles (in radians), default is
:code:`[0, 0]`.
hp_filter : boolean, optional
Enable high-pass filter, the high-pass filter is enabled by default.
Returns
-------
h : array_like
The room impulse response, shaped `(nsample, len(r))`
Example
-------
>>> import rir_generator
>>> h = rir_generator.generate(
... c=340,
... fs=16000,
... r=[
... [2, 1.5, 2],
... [2, 1.5, 3]
... ],
... s=[2, 3.5, 2],
... L=[5, 4, 6],
... reverberation_time=0.4,
... nsample=4096,
... mtype=rir_generator.mtype.omnidirectional,
... )
"""
r = np.atleast_2d(np.asarray(r, dtype=np.double)).T.copy()
assert r.shape[0] == 3
L = np.asarray(L, dtype=np.double)
assert L.shape == (3,)
s = np.asarray(s, dtype=np.double)
assert s.shape == (3,)
if beta is not None:
beta = np.asarray(beta, dtype=np.double)
assert beta.shape == (6,) or beta.shape == (3, 2)
beta = beta.reshape(3, 2)
if (r > L[:, None]).any() or (r < 0).any():
raise ValueError("r is outside the room")
if (s > L).any() or (s < 0).any():
raise ValueError("s is outside the room")
# Make sure orientation is a 2-element array, even if passed a single value
if orientation is None:
orientation = np.zeros(2, dtype=np.double)
orientation = np.atleast_1d(np.asarray(orientation, dtype=np.double))
if orientation.shape == (1,):
orientation = np.pad(orientation, (0, 1), "constant")
assert orientation.shape == (2,)
assert order >= -1
assert dim in (2, 3)
# Volume of room
V = np.prod(L)
# Surface area of walls
A = L[::-1] * np.roll(L[::-1], 1)
if beta is not None:
alpha = np.sum(np.sum(1 - beta**2, axis=1) * np.sum(A))
reverberation_time = max(
24 * np.log(10.0) * V / (c * alpha),
0.128,
)
elif reverberation_time is not None:
if reverberation_time != 0:
S = 2 * np.sum(A)
alpha = 24 * np.log(10.0) * V / (c * S * reverberation_time)
if alpha > 1:
raise ValueError(
"Error: The reflection coefficients cannot be "
"calculated using the current room parameters, "
"i.e. room size and reverberation time. Please "
"specify the reflection coefficients or change the "
"room parameters."
)
beta = np.full((3, 2), fill_value=np.sqrt(1 - alpha), dtype=np.double)
else:
beta = np.zeros((3, 2), dtype=np.double)
else:
raise ValueError(
"Error: Specify either RT60 (ex: reverberation_time=0.4) or "
"reflection coefficients (beta=[0.3,0.2,0.5,0.1,0.1,0.1])"
)
if nsample is None:
nsample = int(reverberation_time * fs)
if dim == 2:
beta[-1, :] = 0
numMics = r.shape[1]
imp = np.zeros((nsample, numMics), dtype=np.double)
p_imp = rir.ffi.cast("double*", rir.ffi.from_buffer(imp))
p_r = rir.ffi.cast("double*", rir.ffi.from_buffer(r))
p_s = rir.ffi.cast("double*", rir.ffi.from_buffer(s))
p_L = rir.ffi.cast("double*", rir.ffi.from_buffer(L))
p_beta = rir.ffi.cast("double*", rir.ffi.from_buffer(beta))
p_orientation = rir.ffi.cast("double*", rir.ffi.from_buffer(orientation))
rir.lib.computeRIR(
p_imp,
float(c),
float(fs),
p_r,
numMics,
nsample,
p_s,
p_L,
p_beta,
mtype.value,
order,
p_orientation,
1 if hp_filter else 0,
)
return imp | /rir-generator-0.2.0.tar.gz/rir-generator-0.2.0/rir_generator/__init__.py | 0.924407 | 0.459258 | __init__.py | pypi |
<div align="center">
[](https://pypi.org/project/RISCgen)
[](https://badge.fury.io/py/risc)
[](https://pepy.tech/project/risc)
[](https://pepy.tech/project/risc)
[](https://github.com/GRAAL-Research/risc/actions/workflows/formatting.yml)
[](https://github.com/GRAAL-Research/risc/actions/workflows/linting.yml)
[](https://github.com/GRAAL-Research/risc/actions/workflows/tests.yml)
[](https://codecov.io/gh/GRAAL-Research/risc)
[](https://www.codacy.com/gh/GRAAL-Research/risc/dashboard?utm_source=github.com&utm_medium=referral&utm_content=GRAAL-Research/risc&utm_campaign=Badge_Grade)
<a href="https://github.com/psf/black"><img alt="Code style: black" src="https://img.shields.io/badge/code%20style-black-000000.svg"></a>
[](https://img.shields.io/badge/PR-Welcome-%23FF8300.svg?)
[](http://www.gnu.org/licenses/lgpl-3.0)
</div>
## Here is RISC.
RISC is an open-source Python package data generator. It generates look-alike automobile insurance contracts based on
the Quebec regulatory insurance form in French and English.
Use RISC to generate look-a-like Quebec Car insurance forms (FPQ1) both in French and English. RISC simulation is
deterministic; thus, it can generate an aligned insurance contract (i.e. same driver data) using an initial seed.
RISC uses a pretrained TVAE model on a private dataset to generate look-a-like car protections.
See our [article here](https://arxiv.org/abs/2304.04212) for more detail about RISC implementation and generated the
[RSICBAC](https://huggingface.co/datasets/davebulaval/RISCBAC) dataset specification.
RISC was written in Python 3.9 and is compatible with the __latest version of PyTorch__ and __Python >= 3.8__ (**SciPy
seems difficult to build on Python 3.11. Thus, we don't support Python 3.11 for now**).
## Getting Started:
```python
from risc_generator import TVAEFPQ1ContractFaker
seed = 42
n = 10
# Let's sample 10 insurance English insurance contracts (default configuration).
en_fpq1_synthetic_dataset = TVAEFPQ1ContractFaker(seed=seed).sample_contracts(number_sample=n)
# Now, let's do it for French contracts.
fr_fpq1_synthetic_dataset = TVAEFPQ1ContractFaker(language="fr", seed=seed).sample_contracts(number_sample=n)
# Since we have used the same seed, both datasets share the same insuree information.
# Use our own TVAE model:
fpq1_synthetic_dataset = TVAEFPQ1ContractFaker(tvae_synthetic_data_faker_model_path="a_path_to_a_tvae_.pkl",
language="fr", seed=seed).sample_contracts(number_sample=n)
# You can also create a new FPQ1ContractFaker using another type of model using our interface.
from risc_generator import FPQ1ContractFaker, ProtectionsFaker
class RuleBaseFPQ1ContractFaker(FPQ1ContractFaker):
def __init__(self, language: str = "en", seed: int = 42):
protection_faker = ProtectionsFaker(
model=ARuleBaseProtectionFaker()
)
super().__init__(protection_faker, language, seed=seed)
```
------------------
## Installation
Before installing RISC, you must have your environment's latest version of [PyTorch](https://pytorch.org/).
- **Install the stable version of RISC:**
```sh
pip install risc_generator
```
- **Install the latest development version of RISC:**
```sh
pip install -U git+https://github.com/GRAAL-Research/risc.git@dev
```
------------------
## Cite
Use the following for the article or dataset;
```
@misc{beaucheminrisc,
title={{RISC: Generating Realistic Synthetic Bilingual Insurance
Contract}},
author={David Beauchemin and Richard Khoury},
year={2023},
eprint={2304.04212},
archivePrefix={arXiv}
}
```
and this one for the package;
```
@misc{risc,
author = {David Beauchemin},
title = {{RISC: an open-source Python package data generator to generate look-alike automobile insurance contracts based on the Quebec regulatory insurance form in French and English}},
year = {2023},
note = {\url{https://github.com/GRAAL-Research/risc}}
}
```
------------------
## Contributing to RISC
We welcome user input, whether it regards bugs found in the library or feature propositions! Make sure to have a
look at our [contributing guidelines](https://github.com/GRAAL-Research/risc/blob/main/.github/CONTRIBUTING.md)
for more details on this matter.
## License
RISC is LGPLv3 licensed, as found in
the [LICENSE file](https://github.com/GRAAL-Research/risc/blob/main/LICENSE).
------------------
| /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/README.md | 0.747616 | 0.951953 | README.md | pypi |
import re
from datetime import datetime, timedelta
from typing import Union
from babel.dates import format_date
from dateutil.relativedelta import relativedelta
from faker import Faker
from .premium import Premium
from ..content import fr, en
from ..domain.insuree import Insuree
from ..domain.protections import Protections
from ..domain.vehicle import Vehicle
class FPQ1Contract:
def __init__(
self,
client_number: str,
contract_start_date: datetime.date,
insuree: Insuree,
vehicle: Vehicle,
payment_method: str,
protections: Protections,
premium: Premium,
financing: Union[None, str],
locale: str,
):
"""
A FPQ1 contract.
client_number (str): A unique client number.
start_date (datetime.date): Date the contract start (the coverage).
header_contract_date (datetime.date): Date the contract was printed.
insuree (Insuree): Insuree of the contract.
vehicle (Vehicle): The vehicle details.
payment_method (str): The type of payment method. Either 'pre-authorize' or 'bill'.
protections (Protections): The protections.
premium (Premium): A premium base on the protections and the insuree of the contract.
locale (str): The locale language setting to use for simulation. Can either be `'fr_CA'` or `'en_CA'`.
"""
super().__init__()
self.locale = locale
if self.locale == "fr_CA":
self.ownership_rental = "Location"
self.ownership_purchase = "Achat"
else:
self.ownership_rental = "Rental"
self.ownership_purchase = "Purchase"
self.client_number = client_number
self.contract_start_date = contract_start_date
# Date the paperwork is printed:
# A contract cannot be legally dated more than 90 days before the start of the contract.
# Thus, the paperwork with the contract cannot be date more than 90 days before the contract start date.
# To do so, we cannot use self.date_faker.date_between(start_date=-90d) since it will create a start date
# 90 days before today (the time the Python script is run) rather than 90 days before the contract start date.
# The following code was taken from the date_between date_parsing function.
# Namely, this code does a timedelta of minus 90 days init with a dict plus the contract_start_date.
# Thus, it will randomly select a date of at most 90 days before the start of the contract.
contract_paperwork_date = contract_start_date + timedelta(**{"days": -90})
date_faker = Faker(locale=self.locale)
header_contract_date = date_faker.date_between(start_date=contract_paperwork_date, end_date=contract_start_date)
self.header_contract_date = header_contract_date
self.contract_end_date = contract_start_date + relativedelta(years=1)
self.insuree = insuree
self.vehicle = vehicle
self.payment_method = payment_method
self.protections = protections
self.premium = premium
self.financing = financing
self.policy = "001" # We set it to 1 since we assume (for now) only new clients
self.policy_number = f"{self.client_number}-{self.policy}"
self._dynamic_import_text_generation_method()
self._dynamic_import_method_endorsement_text_generation()
def formatted_text_date(self) -> str:
"""
Method to format the date in a text format in the locale language
Return:
The date in a text format.
"""
prefix = ""
if "fr" in self.locale:
prefix = "Le "
return prefix + format_date(self.header_contract_date, format='long', locale=self.locale)
def car_ownership(self) -> str:
"""
Method to get the car ownership type (rental or purchase) in the locale language.
Return:
The car ownership.
"""
if self.protections.is_protected("FAQ5ACoverage"):
# The car is a rental one since this endorsement is use for rented car
car_ownership = self.ownership_rental
else:
# The car was purchase (with or without a creditor)
car_ownership = self.ownership_purchase
return car_ownership
def car_with_financing(self) -> Union[None, str]:
"""
Method to evaluate if the car is financed with a creditor (e.g. protections include a FAQ23a coverage)
or a lessor (e.g. protections include a FAQ5a coverage).
Return:
A none if no financing or a string of the financing type (e.g. `'creditor'` or `'lessor'`).
"""
if self.protections.is_protected("FAQ23ACoverage"):
return_value = 'creditor'
elif self.protections.is_protected("FAQ5ACoverage"):
return_value = 'lessor'
else:
return_value = None
return return_value
def __str__(self):
return f"FPQ1 contract with the following protections:\n{str(self.protections)}"
__repr__ = __str__
def _dynamic_import_text_generation_method(self) -> None:
# pylint: disable=too-many-branches
"""
Method to dynamically handle the selection of the proper function to generate text in a specific language.
"""
# Add header_template method
if "fr" in self.locale:
header_import = fr.header.generate_header_text
else:
header_import = en.header.generate_header_text
setattr(FPQ1Contract, "generate_header_text", header_import)
# Add important instructions method
if "fr" in self.locale:
important_instructions_import = fr.important_instructions.generate_important_instructions_text
else:
important_instructions_import = en.important_instructions.generate_important_instructions_text
setattr(FPQ1Contract, "generate_important_instructions_text", important_instructions_import)
# Add declaration method
if "fr" in self.locale:
declaration_import = fr.declaration.generate_declaration_text
else:
declaration_import = en.declaration.generate_declaration_text
setattr(FPQ1Contract, "generate_declaration_text", declaration_import)
# Add cancellation of policy method
if "fr" in self.locale:
cancellation_of_policy_import = fr.cancellation_of_policy.generate_cancellation_of_policy_text
else:
cancellation_of_policy_import = en.cancellation_of_policy.generate_cancellation_of_policy_text
setattr(FPQ1Contract, "generate_cancellation_of_policy_text", cancellation_of_policy_import)
# Add certificates method
if "fr" in self.locale:
certificates_import = fr.certificates.generate_certificates_text
else:
certificates_import = en.certificates.generate_certificates_text
setattr(FPQ1Contract, "generate_certificates_text", certificates_import)
# Add bill method
if "fr" in self.locale:
bill_import = fr.bill.generate_bill_text
else:
bill_import = en.bill.generate_bill_text
setattr(FPQ1Contract, "generate_bill_text", bill_import)
# Add client advantages method
if "fr" in self.locale:
client_advantages_import = fr.client_advantages.generate_client_advantages_text
else:
client_advantages_import = en.client_advantages.generate_client_advantages_text
setattr(FPQ1Contract, "generate_client_advantages_text", client_advantages_import)
# Add FPQ1 method
if "fr" in self.locale:
fpq1_method = fr.fpq_1.generate_fpq1_text
else:
fpq1_method = en.fpq_1.generate_fpq1_text
setattr(FPQ1Contract, "generate_fpq1_text", fpq1_method)
def _dynamic_import_method_endorsement_text_generation(self) -> None:
# pylint: disable=too-many-locals, too-many-statements
"""
Dynamically import all the method for the endorsement text generation
"""
if "fr" in self.locale:
faq_2_import = fr.endorsements.generate_faq2_endorsement_text
faq_3_import = fr.endorsements.generate_faq3_endorsement_text
faq_5a_import = fr.endorsements.generate_faq5a_endorsement_text
faq_8_import = fr.endorsements.generate_faq8_endorsement_text
faq_9_import = fr.endorsements.generate_faq9_endorsement_text
faq_13_import = fr.endorsements.generate_faq13_endorsement_text
faq_16_import = fr.endorsements.generate_faq16_endorsement_text
faq_19_import = fr.endorsements.generate_faq19_endorsement_text
faq_20_import = fr.endorsements.generate_faq20_endorsement_text
faq_20a_import = fr.endorsements.generate_faq20a_endorsement_text
faq_23a_import = fr.endorsements.generate_faq23a_endorsement_text
faq_25_import = fr.endorsements.generate_faq25_endorsement_text
faq_27_import = fr.endorsements.generate_faq27_endorsement_text
faq_27a_import = fr.endorsements.generate_faq27a_endorsement_text
faq_28_import = fr.endorsements.generate_faq28_endorsement_text
faq_30_import = fr.endorsements.generate_faq30_endorsement_text
faq_31_import = fr.endorsements.generate_faq31_endorsement_text
faq_32_import = fr.endorsements.generate_faq32_endorsement_text
faq_33_import = fr.endorsements.generate_faq33_endorsement_text
faq_34_import = fr.endorsements.generate_faq34_endorsement_text
faq_34ab_import = fr.endorsements.generate_faq34ab_endorsement_text
faq_37ab_import = fr.endorsements.generate_faq37ab_endorsement_text
faq_40_import = fr.endorsements.generate_faq40_endorsement_text
faq_41_import = fr.endorsements.generate_faq41_endorsement_text
faq_43_import = fr.endorsements.generate_faq43_endorsement_text
else:
faq_2_import = en.endorsements.generate_faq2_endorsement_text
faq_3_import = en.endorsements.generate_faq3_endorsement_text
faq_5a_import = en.endorsements.generate_faq5a_endorsement_text
faq_8_import = en.endorsements.generate_faq8_endorsement_text
faq_9_import = en.endorsements.generate_faq9_endorsement_text
faq_13_import = en.endorsements.generate_faq13_endorsement_text
faq_16_import = en.endorsements.generate_faq16_endorsement_text
faq_19_import = en.endorsements.generate_faq19_endorsement_text
faq_20_import = en.endorsements.generate_faq20_endorsement_text
faq_20a_import = en.endorsements.generate_faq20a_endorsement_text
faq_23a_import = en.endorsements.generate_faq23a_endorsement_text
faq_25_import = en.endorsements.generate_faq25_endorsement_text
faq_27_import = en.endorsements.generate_faq27_endorsement_text
faq_27a_import = en.endorsements.generate_faq27a_endorsement_text
faq_28_import = en.endorsements.generate_faq28_endorsement_text
faq_30_import = en.endorsements.generate_faq30_endorsement_text
faq_31_import = en.endorsements.generate_faq31_endorsement_text
faq_32_import = en.endorsements.generate_faq32_endorsement_text
faq_33_import = en.endorsements.generate_faq33_endorsement_text
faq_34_import = en.endorsements.generate_faq34_endorsement_text
faq_34ab_import = en.endorsements.generate_faq34ab_endorsement_text
faq_37ab_import = en.endorsements.generate_faq37ab_endorsement_text
faq_40_import = en.endorsements.generate_faq40_endorsement_text
faq_41_import = en.endorsements.generate_faq41_endorsement_text
faq_43_import = en.endorsements.generate_faq43_endorsement_text
setattr(FPQ1Contract, "generate_faq2_endorsement_text", faq_2_import)
setattr(FPQ1Contract, "generate_faq3_endorsement_text", faq_3_import)
setattr(FPQ1Contract, "generate_faq5a_endorsement_text", faq_5a_import)
setattr(FPQ1Contract, "generate_faq8_endorsement_text", faq_8_import)
setattr(FPQ1Contract, "generate_faq9_endorsement_text", faq_9_import)
setattr(FPQ1Contract, "generate_faq13_endorsement_text", faq_13_import)
setattr(FPQ1Contract, "generate_faq16_endorsement_text", faq_16_import)
setattr(FPQ1Contract, "generate_faq19_endorsement_text", faq_19_import)
setattr(FPQ1Contract, "generate_faq20_endorsement_text", faq_20_import)
setattr(FPQ1Contract, "generate_faq20a_endorsement_text", faq_20a_import)
setattr(FPQ1Contract, "generate_faq23a_endorsement_text", faq_23a_import)
setattr(FPQ1Contract, "generate_faq25_endorsement_text", faq_25_import)
setattr(FPQ1Contract, "generate_faq27_endorsement_text", faq_27_import)
setattr(FPQ1Contract, "generate_faq27a_endorsement_text", faq_27a_import)
setattr(FPQ1Contract, "generate_faq28_endorsement_text", faq_28_import)
setattr(FPQ1Contract, "generate_faq30_endorsement_text", faq_30_import)
setattr(FPQ1Contract, "generate_faq31_endorsement_text", faq_31_import)
setattr(FPQ1Contract, "generate_faq32_endorsement_text", faq_32_import)
setattr(FPQ1Contract, "generate_faq33_endorsement_text", faq_33_import)
setattr(FPQ1Contract, "generate_faq34_endorsement_text", faq_34_import)
setattr(FPQ1Contract, "generate_faq34ab_endorsement_text", faq_34ab_import)
setattr(FPQ1Contract, "generate_faq37a_endorsement_text", faq_37ab_import) # Same as 37 AB
setattr(FPQ1Contract, "generate_faq37ab_endorsement_text", faq_37ab_import)
setattr(FPQ1Contract, "generate_faq40_endorsement_text", faq_40_import)
setattr(FPQ1Contract, "generate_faq41_endorsement_text", faq_41_import)
setattr(FPQ1Contract, "generate_faq43_endorsement_text", faq_43_import)
def generate_contract_text(self) -> str:
"""
Generate contract text.
Return:
The contract text.
"""
header_text = self.generate_header_text()
important_instructions = self.generate_important_instructions_text()
declarations = self.generate_declaration_text()
cancellation_of_policy = self.generate_cancellation_of_policy_text()
bill = self.generate_bill_text()
certificates = self.generate_certificates_text()
client_advantages = self.generate_client_advantages_text()
fpq1_amf_text = self.generate_fpq1_text()
endorsements = self.generate_endorsements_text()
contract_text = (
header_text
+ important_instructions
+ declarations
+ cancellation_of_policy
+ bill
+ certificates
+ client_advantages
+ fpq1_amf_text
+ endorsements
)
return contract_text
def generate_endorsements_text(self) -> str:
"""
Method to generate the endorsements of the protections.
Return:
The endorsement text.
"""
text = ""
for endorsement in self.protections.endorsement_protections():
endorsement_name = re.findall(r'FAQ[0-9]+[AB]*', endorsement)[0].lower()
endorsement_text = getattr(self, f"generate_{endorsement_name}_endorsement_text")()
text += endorsement_text + "\n"
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/domain/contract.py | 0.72594 | 0.212947 | contract.py | pypi |
from typing import Dict, List, Union
from .tools import change_to_snake_case, change_to_camel_case
INCLUDE = "include"
EXCLUDE = "exclude"
class Protections:
def __init__(self, protections: Dict) -> None:
for key, value in protections.items():
# We save attribute in snake case format and use the same function in a getter method
# to get the proper attribute using the CamelCase coverage format.
self.__setattr__(change_to_snake_case(key), value)
def __str__(self) -> str:
chapter_a_text = f"Chapter A: {self.get('LiabilityCoverage')}$\n"
chapter_b_text = "Chapter B: \n"
# Not in include or exclude since we want the case with the franchise amount
b1 = self.get("PropertyDamageB1Coverage")
if b1 is not None and b1 not in (INCLUDE, EXCLUDE):
chapter_b_text += f"All risk protected with {b1}$ franchise\n"
b2 = self.get("PropertyDamageB2Coverage")
if b2 is not None and b2 not in (INCLUDE, EXCLUDE):
chapter_b_text += f"Collision protected with {b2}$ franchise\n"
b3 = self.get("PropertyDamageB3Coverage")
if b3 is not None and b3 not in (INCLUDE, EXCLUDE):
chapter_b_text += f"Other non collision protected with {b3}$ franchise\n"
b4 = self.get("PropertyDamageB4Coverage")
if b4 is not None and b4 not in (INCLUDE, EXCLUDE):
chapter_b_text += f"Designated protected with {b4}$ franchise\n"
return chapter_a_text + chapter_b_text.strip("\n")
__repr__ = __str__
def is_protected(self, protection_name: str) -> bool:
"""
Method to validate if a set of protection include a specific protection.
protection_name (str): Name of the protection to validate if it includes in the protection set.
Return:
A bool.
"""
protection_status = self.get(protection_name)
is_protected = False
if protection_status is None:
# We use the default is_protected = False
pass
elif isinstance(protection_status, str):
if protection_status == "include":
is_protected = True
elif isinstance(protection_status, (int, float)):
# > 0 since when protected the value is the deductible
if protection_status > 0:
is_protected = True
return is_protected
def property_damage_protections(self) -> List:
"""
Method to extract the property damage with a protection (with a deductible). E.g. protection that are
not by default include under another protection. For example, if a protection is a B1, than B2, B3 and B4
are include. Thus, this method will return only the B1 protection.
Return:
A list of the property damage protection with a deductible.
"""
property_damage_protections = []
b1 = self.get("PropertyDamageB1Coverage")
if b1 is not None and b1 not in (INCLUDE, EXCLUDE):
property_damage_protections.append("PropertyDamageB1Coverage")
b2 = self.get("PropertyDamageB2Coverage")
if b2 is not None and b2 not in (INCLUDE, EXCLUDE):
property_damage_protections.append("PropertyDamageB2Coverage")
b3 = self.get("PropertyDamageB3Coverage")
if b3 is not None and b3 not in (INCLUDE, EXCLUDE):
property_damage_protections.append("PropertyDamageB3Coverage")
b4 = self.get("PropertyDamageB4Coverage")
if b4 is not None and b4 not in (INCLUDE, EXCLUDE):
property_damage_protections.append("PropertyDamageB4Coverage")
return property_damage_protections
def endorsement_protections(self) -> List:
"""
Method to get a list of all the endorsement protections in CamelCase.
Return:
A list of the endorsement.
"""
return [change_to_camel_case(key) for key, _ in self.__dict__.items() if "f_a_q" in key]
def get(self, item: str) -> Union[int, None]:
"""
Method to get a deductible amount for a specific protection (item).
item (str): Item (the protection) we want the deductible amount.
Return:
A int of the deductible amount or a None if not covered.
"""
try:
# Attribute are saved in snake case format.
return getattr(self, change_to_snake_case(item))
except AttributeError:
return None | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/domain/protections.py | 0.858051 | 0.333775 | protections.py | pypi |
from typing import Union
class Vehicle:
def __init__(
self, year: int, make: str, model: str, vin: str, purchase_condition: str, electric_vehicle: bool
) -> None:
"""
A vehicle.
year (int): The car year (e.g. 2020).
make (str): The car maker (e.g. Honda).
model (str): The model of the car (e.g. Civic).
vin (str): The vin number of the car.
purchase_condition (str): The purchase condition of the car in the locale language (e.g. 'used').
electric_vehicle (bool): Either or not the car is an electric one.
"""
self.year = year
self.make = make
self.model = model
self.vin = vin
self.purchase_condition = purchase_condition
self.electric_vehicle = electric_vehicle
def __str__(self) -> str:
return (
f"{self.make.capitalize()} {self.model.capitalize()} "
f"{str(self.year).capitalize()} VIN: {self.vin.capitalize()}"
)
def is_electric(self) -> bool:
"""
Method to get if vehicle is an electric one.
"""
return self.electric_vehicle
def format_vehicle_complete_details(self, with_text: Union[None, str] = None) -> str:
"""
Method to format the vehicle complete details.
with_text (Union[None, str]): Either or not to include wrapping details with the vehicle complete details. If
`with_text=None`, the vehicle details will be formatted as the following:
`'vehicle_make vehicle_model vehicle_year vehicle_vin'`. If `with_text='Text'`, the vehicle details will be
formatted as the following: `'vehicle_make - vehicle_model - vehicle_year - "Text" vehicle_vin'`.
By default, None.
Return:
The formatted details text.
"""
if with_text is not None:
text = [" - ", " - ", f" - {with_text} "]
else:
text = [" "] * 3
return f"{self.make}{text[0]}{self.model}{text[1]}{str(self.year)}{text[2]}{self.vin}"
def format_vehicle_make_year_details(self) -> str:
"""
Method to format the make and year vehicle details.
Return:
The formatted make and year details.
"""
return f"{self.make} - {str(self.year)}"
def format_vehicle_make_model_year_details(self) -> str:
"""
Method to format the make, model and year vehicle details.
Return:
The formatted make, model and year details.
"""
return f"{self.make} {self.model} {str(self.year)}" | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/domain/vehicle.py | 0.94119 | 0.620219 | vehicle.py | pypi |
from typing import Dict
from ...faker.protections_faker.protections_amount_faker import (
b1_deductible_faker,
b2_deductible_faker,
b3_deductible_faker,
b4_deductible_faker,
)
INCLUDE = "include"
EXCLUDE = "exclude"
def property_coverage_faker(
include_b1_coverage: bool,
include_b2_coverage: bool,
include_b3_coverage: bool,
include_b4_coverage: bool,
) -> Dict:
"""
Property coverage faker function of the deductible amount protection and logical of what is included and excluded
base on the property coverage.
include_b*_coverage (bool): Either or not a specific chapter coverage (B) is included or not.
Return:
A dict of the property coverage where the keys are the coverage and the values are the protections deductible,
protection amount or, 'include' or 'exclude' coverage.
"""
car_damage_coverage = {
"PropertyDamageB1Coverage": INCLUDE,
"PropertyDamageB2Coverage": INCLUDE,
"PropertyDamageB3Coverage": INCLUDE,
"PropertyDamageB4Coverage": INCLUDE,
}
# Cases:
# B1 -> B2, B3 and B4 are 'include' since it is an all coverage
# B2 only -> all others are 'exclude'
# B3 only -> B1 and B2 are 'exclude' but B4 is 'include'
# B4 only -> all others are 'exclude'
# B2 and B3 -> B1 and B4 are 'include' since B2 and B3 is almost equivalent
# B2 and B4 -> B1 et B3 are 'exclude'
# PropertyDamageB1Coverage is B1 (or protection 1): All risk coverage
# PropertyDamageB2Coverage is B2 (or protection 2): Collision coverage
# PropertyDamageB3Coverage is B3 (or protection 3): Not collision coverage (fire, glass, etc.)
# PropertyDamageB4Coverage is B4 (or protection 4): A list of designated risk (e.g. glass, fire, etc.).
if include_b1_coverage and not include_b2_coverage and not include_b3_coverage and not include_b4_coverage:
deductible = b1_deductible_faker()
car_damage_coverage.update({"PropertyDamageB1Coverage": deductible})
elif include_b2_coverage and not include_b1_coverage and not include_b3_coverage and not include_b4_coverage:
deductible = b2_deductible_faker()
car_damage_coverage.update({"PropertyDamageB2Coverage": deductible})
car_damage_coverage.update({"PropertyDamageB1Coverage": EXCLUDE})
car_damage_coverage.update({"PropertyDamageB3Coverage": EXCLUDE})
car_damage_coverage.update({"PropertyDamageB4Coverage": EXCLUDE})
elif include_b3_coverage and not include_b1_coverage and not include_b2_coverage and not include_b4_coverage:
deductible = b3_deductible_faker()
car_damage_coverage.update({"PropertyDamageB3Coverage": deductible})
car_damage_coverage.update({"PropertyDamageB1Coverage": EXCLUDE})
car_damage_coverage.update({"PropertyDamageB2Coverage": EXCLUDE})
elif include_b4_coverage and not include_b1_coverage and not include_b2_coverage and not include_b3_coverage:
deductible = b4_deductible_faker()
car_damage_coverage.update({"PropertyDamageB4Coverage": deductible})
car_damage_coverage.update({"PropertyDamageB1Coverage": EXCLUDE})
car_damage_coverage.update({"PropertyDamageB2Coverage": EXCLUDE})
car_damage_coverage.update({"PropertyDamageB3Coverage": EXCLUDE})
elif include_b2_coverage and include_b3_coverage and not include_b1_coverage and not include_b4_coverage:
deductible = b2_deductible_faker()
car_damage_coverage.update({"PropertyDamageB2Coverage": deductible})
deductible = b3_deductible_faker()
car_damage_coverage.update({"PropertyDamageB3Coverage": deductible})
elif include_b2_coverage and include_b4_coverage and not include_b1_coverage and not include_b3_coverage:
deductible = b2_deductible_faker()
car_damage_coverage.update({"PropertyDamageB2Coverage": deductible})
deductible = b4_deductible_faker()
car_damage_coverage.update({"PropertyDamageB4Coverage": deductible})
car_damage_coverage.update({"PropertyDamageB1Coverage": EXCLUDE})
car_damage_coverage.update({"PropertyDamageB3Coverage": EXCLUDE})
return car_damage_coverage | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/faker/protections_faker/property_coverage_faker.py | 0.810516 | 0.440349 | property_coverage_faker.py | pypi |
import random
from faker import Faker
from ...domain.protections import Protections
from ...faker.protections_faker.liability_coverage_faker import (
liability_coverage_faker,
)
from ...faker.protections_faker.property_coverage_faker import (
property_coverage_faker,
)
from ...faker.protections_faker.tools.endorsement_coverage_parsing import (
endorsement_coverage_parsing,
)
from ...faker.protections_faker.tools.protections_faker_validation_tools import (
is_valid_protections,
is_only_liability_coverage,
include_b1_coverage,
include_b2_coverage,
include_b3_coverage,
include_b4_coverage,
)
from ...model.synthetic_protections_model import SyntheticProtectionsModel
class ProtectionsFaker(Faker):
def __init__(self, model: SyntheticProtectionsModel) -> None:
"""
model (model): A model to generate fake protections.
"""
super().__init__()
self.model = model
def protections(self, can_have_faq_41: bool) -> Protections:
"""
can_have_faq_41 (bool): Either or not the protections can include the endorsement FAQ41 in the protections.
Return:
A set of protections.
"""
data_invalid = True
synthetic_coverage = None
while data_invalid:
synthetic_coverage = self.model.sample(num_sample=1)
if is_valid_protections(synthetic_coverage, can_have_faq_41=can_have_faq_41):
data_invalid = False
protections = {}
liability_coverage = liability_coverage_faker(
is_only_liability_coverage=is_only_liability_coverage(synthetic_coverage)
)
protections.update(liability_coverage)
property_coverage = property_coverage_faker(
include_b1_coverage=include_b1_coverage(synthetic_coverage),
include_b2_coverage=include_b2_coverage(synthetic_coverage),
include_b3_coverage=include_b3_coverage(synthetic_coverage),
include_b4_coverage=include_b4_coverage(synthetic_coverage),
)
protections.update(property_coverage)
endorsement_protection = endorsement_coverage_parsing(synthetic_coverage)
protections.update(**endorsement_protection)
return Protections(protections=protections)
def seed_instance(self, seed=42) -> None:
"""
seed (int): The seed value to use for the generation seed. By default, 42.
"""
super().seed_instance(seed)
random.seed(seed) | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/faker/protections_faker/protections_faker.py | 0.677261 | 0.268878 | protections_faker.py | pypi |
from faker import Faker
from ...domain.insuree import Insuree
from ...faker.insuree_faker.association_rebate_faker import (
association_rebate_faker,
)
from ...faker.insuree_faker.claims_faker import ClaimsFaker
from ...faker.insuree_faker.driver_license_suspension_faker import (
DriverLicenseSuspensionFaker,
)
from ...faker.insuree_faker.sex_faker import SexFaker
class InsureeFaker:
def __init__(self, locale: str) -> None:
"""
locale (str): The locale language setting to use for simulation. Can either be `'fr_CA'` or `'en_CA'`.
"""
self.sex_faker = SexFaker(locale=locale)
self.name_faker = Faker(locale=locale)
self.date_of_birth_faker = Faker(locale=locale)
self.address_faker = Faker(locale=locale)
self.suspension_faker = DriverLicenseSuspensionFaker()
self.claims_faker = ClaimsFaker()
self.association_rebate_group_faker = association_rebate_faker
def insuree(self) -> Insuree:
"""
Method to fake an insuree.
Return:
An insuree in the locale language.
"""
sex = self.sex_faker.gender()
if sex == self.sex_faker.gender_1:
# Gender 1 is either 'male' or 'homme' depending on the locale.
name = self.name_faker.name_male()
else:
name = self.name_faker.name_female()
date_of_birth = self.date_of_birth_faker.date_of_birth(minimum_age=16, maximum_age=95)
address = self.address_faker.address()
suspension = self.suspension_faker.suspension()
number_of_claims_past_five_years = self.claims_faker.claims(number_of_years=5)
association_rebate = self.association_rebate_group_faker()
return Insuree(
sex=sex,
name=name,
birth_date=date_of_birth,
address=address,
suspension=suspension,
number_of_claims_past_years=number_of_claims_past_five_years,
association_rebate=association_rebate,
) | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/faker/insuree_faker/insuree_faker.py | 0.812421 | 0.310551 | insuree_faker.py | pypi |
import random
from typing import List
import numpy as np
import torch
from faker import Faker
from tqdm import tqdm
from .premium_faker import QuebecPremiumFaker
from ... import Premium
from ...domain.contract import FPQ1Contract
from ...domain.insuree import Insuree
from ...domain.protections import Protections
from ...domain.vehicle import Vehicle
from ...faker.contract_faker.financing_faker import FinancingFaker
from ...faker.contract_faker.payment_method_faker import PaymentMethodFaker
from ...faker.contract_faker.tools import generate_a_client_number
from ...faker.insuree_faker.insuree_faker import InsureeFaker
from ...faker.protections_faker.protections_faker import ProtectionsFaker
from ...faker.vehicule_faker.vehicle_faker import QuebecVehicleFaker
class FPQ1ContractFaker:
def __init__(self, protections_faker: ProtectionsFaker, language: str, seed: int = 42):
"""
protections_faker (ProtectionsFaker): A protection faker to generate fake protections.
language (str): Either `'french'` (or `'fr'`) or `'english'` (or `'en'`).
seed (int): The seed value to use for the generation seed. By default, 42.
"""
if language in ("french", "fr"):
self.locale = "fr_CA"
elif language in ("english", "en"):
self.locale = "en_CA"
else:
raise ValueError("The language can either be 'french' or 'english'.")
self.protections_faker = protections_faker
self.insuree_faker = InsureeFaker(locale=self.locale)
self.vehicle_faker = QuebecVehicleFaker(locale=self.locale)
self.date_faker = Faker(locale=self.locale)
self.payment_method_faker = PaymentMethodFaker(locale=self.locale)
self.premium_faker = QuebecPremiumFaker()
self.financing_faker = FinancingFaker(locale=self.locale)
self._set_seed(seed=seed)
self.clients_number = set()
def contract(self) -> FPQ1Contract:
"""
Method to fake a contract.
clients_number (set): A set of already generate clients number to generate unique client numbers.
Return:
A FPQ1Contract in the contract faker language.
"""
client_number = self._generate_unique_client_number()
insuree: Insuree = self.insuree_faker.insuree()
# Date the coverage start
contract_start_date = self.date_faker.date_between(start_date="-1y", end_date="today")
contract_year = contract_start_date.year
protections: Protections = self.protections_faker.protections(can_have_faq_41=insuree.can_have_faq_41())
premium: Premium = self.premium_faker.premium(protections=protections, insuree=insuree)
include_faq_43: bool = protections.is_protected("FAQ43Coverage")
include_faq_5a: bool = protections.is_protected("FAQ5aCoverage")
vehicle: Vehicle = self.vehicle_faker.vehicle(
faq_43=include_faq_43, faq_5a=include_faq_5a, contract_year=contract_year
)
payment_method = self.payment_method_faker.payment_method()
if protections.is_protected("FAQ23ACoverage") or protections.is_protected("FAQ5ACoverage"):
# Car are either finance with a financing (e.g. FAQ23A) or a lessor (i.e. rented) (e.g. FAQ5A).
financing = self.financing_faker.financing()
else:
financing = None
return FPQ1Contract(
client_number=client_number,
contract_start_date=contract_start_date,
insuree=insuree,
vehicle=vehicle,
payment_method=payment_method,
protections=protections,
premium=premium,
financing=financing,
locale=self.locale,
)
def sample_contracts(self, number_sample: int) -> List:
"""
Method to generate a sample of `number_sample` of contracts.
number_sample (int): The number of sample to generate.
Return:
The list of synthetic contract.
"""
fpq1_synthetic_data = []
for _ in tqdm(range(0, number_sample)):
fpq1_synthetic_data.append(self.contract())
return fpq1_synthetic_data
def _generate_unique_client_number(self) -> str:
"""
Function to generate a unique client number base on randomly generated number.
It uses a list of client number to validate if the new client number is not already in the client list.
clients_number (list): A list of the already generated clients number.
Return:
A unique client ID (str).
"""
unique = False
while not unique:
client_number = generate_a_client_number()
if client_number not in self.clients_number:
# Since client_number is a string (thus an iterable), the update add
# all the 6 numbers of the client_number. So we use a list to add the
# whole number.
self.clients_number.update([client_number])
unique = True
return client_number
def _set_seed(self, seed):
Faker.seed(seed)
random.seed(seed)
np.random.seed(seed)
torch.manual_seed(seed)
self.protections_faker.seed_instance(seed)
self.date_faker.seed_instance(seed)
self.payment_method_faker.seed_instance(seed)
self.premium_faker.seed_instance(seed)
self.vehicle_faker.seed_instance(seed) | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/faker/contract_faker/contract_faker.py | 0.815673 | 0.247783 | contract_faker.py | pypi |
import random
import numpy as np
import torch
from faker import Faker
from ... import Insuree, Protections, Premium, change_to_snake_case
class QuebecPremiumFaker(Faker):
def __init__(self) -> None:
"""
The values of the mu uses are base on the 2021 GAA statistics
(https://gaa.qc.ca/fr/statistiques/cout-de-l-assurance-automobile/cout-de-l-assurance-
pour-les-voitures-de-tourisme/).
The 2 millions mu bonus is base on our overall experience of the premium base increase (~2$/month usually).
The value of the sigma, 0.5, is selected so the concentration the distribution around the mu value.
"""
super().__init__()
self.liability_mu = 351
self.liability_mu_increase = 48
self.sigma = 0.5
self.property_damage_b2_coverage_mu = 328
self.property_damage_b3_coverage_mu = 174
self.property_damage_b1_coverage_mu = self.property_damage_b2_coverage_mu + self.property_damage_b3_coverage_mu
self.property_damage_b4_coverage_mu = round(174 * 0.99) # This protection is a little less that B3
self.endorsement_20_mu = 50
self.endorsement_33_mu = 40
self.endorsement_34_mu = 10
self.endorsement_43_mu = 250
def premium(self, protections: Protections, insuree: Insuree) -> Premium:
# pylint: disable=too-many-branches
"""
Faker to generate a premium base on an insuree risk. By default, it uses Quebec province premium statistic.
protections (Protections): Protection to generate the premium.
insuree (Insuree): Insuree to base the risk factor on.
About the probabilistic distribution parameters:
Mu risk factors:
- Age and Sex: Base on the 2021 GAA Report
(https://gaa.qc.ca/fr/statistiques/criteres-de-tarification/selon-l-age-et-le-sexe/)
equally averaged (for simplification).
- Suspension: We arbitrarily set the multiplication factors to two (2), which reflect our overall
experience of the premium multiplication factor in such case.
- number of claims: We arbitrarily set the multiplication factors as the following:
- if 1 claim: 8% more (base factor).
- if 2 claim: two time the base factor.
- if 3 claims or more: three time the base factor.
It reflects our overall experience of the claims effect on the premium but greatly simplified since
it does not take into account the claim type and amount.
Return:
A premium for the protections that generate an increase in the premium.
"""
liability_mu = self.liability_mu
if protections.get("LiabilityCoverage") == 2000000:
# Increase liability mu if 2 million protection amount
liability_mu += self.liability_mu_increase
mu_risk_factor = 1
if insuree.sex in ("male", "homme"):
mu_risk_factor *= 1.1597
if insuree.suspension:
mu_risk_factor *= 2
if insuree.number_of_claims_past_years == 1:
mu_risk_factor *= 1.08
elif insuree.number_of_claims_past_years == 2:
mu_risk_factor *= 1.16
elif insuree.number_of_claims_past_years >= 3:
mu_risk_factor *= 1.32
protections_premiums = {}
liability_coverage_premium = round(random.gauss(mu=liability_mu * mu_risk_factor, sigma=self.sigma))
protections_premiums.update({"LiabilityCoveragePremium": liability_coverage_premium})
property_damage_protections = protections.property_damage_protections()
for key in property_damage_protections:
mu = getattr(self, f"{change_to_snake_case(key)}_mu")
premium = round(random.gauss(mu=mu * mu_risk_factor, sigma=self.sigma))
protections_premiums.update({f"{key}Premium": premium})
if protections.is_protected("FAQ20Coverage"):
premium = round(random.gauss(mu=self.endorsement_20_mu * mu_risk_factor, sigma=self.sigma))
protections_premiums.update({"FAQ20CoveragePremium": premium})
if protections.is_protected("FAQ20ACoverage"):
premium = round(random.gauss(mu=self.endorsement_20_mu * mu_risk_factor, sigma=self.sigma))
protections_premiums.update({"FAQ20ACoveragePremium": premium})
if protections.is_protected("FAQ33Coverage"):
premium = round(random.gauss(mu=self.endorsement_33_mu * mu_risk_factor, sigma=self.sigma))
protections_premiums.update({"FAQ33CoveragePremium": premium})
if protections.is_protected("FAQ34Coverage"):
premium = round(random.gauss(mu=self.endorsement_34_mu * mu_risk_factor, sigma=self.sigma))
protections_premiums.update({"FAQ34CoveragePremium": premium})
if protections.is_protected("FAQ34ABCoverage"):
premium = round(random.gauss(mu=self.endorsement_34_mu * mu_risk_factor, sigma=self.sigma))
protections_premiums.update({"FAQ34ABCoveragePremium": premium})
if protections.is_protected("FAQ43Coverage"):
premium = round(random.gauss(mu=self.endorsement_43_mu * mu_risk_factor, sigma=self.sigma))
protections_premiums.update({"FAQ43CoveragePremium": premium})
return Premium(**protections_premiums)
def seed_instance(self, seed=42) -> None:
"""
seed (int): The seed value to use for the generation seed. By default, 42.
"""
super().seed_instance(seed)
random.seed(seed)
np.random.seed(seed)
torch.manual_seed(seed) | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/faker/contract_faker/premium_faker.py | 0.783036 | 0.593344 | premium_faker.py | pypi |
import random
from statistics import mean
from faker import Faker
class QuebecPurchaseConditionFaker(Faker):
def __init__(self, locale: str) -> None:
"""
Fake the purchase condition by using the average ratio of Quebec new cars
over the total number of car base on the Statistic Canada and the 2021 SAAQ statistics.
Statistic Canada: https://www150.statcan.gc.ca/n1/pub/71-607-x/71-607-x2021019-fra.htm
SAAQ: https://saaq.gouv.qc.ca/saaq/documentation/bilan-routier/
locale (str): The locale language setting to use for simulation. Can either be `'fr_CA'` or `'en_CA'`.
"""
super().__init__(locale=locale)
new_car_2017 = 474263
total_car_2017 = 4758010
ratio_2017 = new_car_2017 / total_car_2017
new_car_2018 = 464208
total_car_2018 = 4779332
ratio_2018 = new_car_2018 / total_car_2018
new_car_2019 = 458195
total_car_2019 = 4836544
ratio_2019 = new_car_2019 / total_car_2019
new_car_2020 = 383256
total_car_2020 = 4936202
ratio_2020 = new_car_2020 / total_car_2020
self.average_ratio = mean([ratio_2017, ratio_2018, ratio_2019, ratio_2020])
if locale == "fr_CA":
self.used_condition = "usagé"
self.new_condition = "neuf"
elif locale == "en_CA":
self.used_condition = "used"
self.new_condition = "new"
else:
raise ValueError(f"The locale {locale} is not supporter. It can either be 'fr_CA' or 'en_CA'.")
def purchase_condition(self) -> str:
"""
Method to fake a purchase condition.
Return:
A purchase condition in the locale language.
"""
purchase_condition = self.used_condition
u = random.uniform(0, 1)
if u <= self.average_ratio:
purchase_condition = self.new_condition
return purchase_condition
def new_purchase_condition(self) -> str:
"""
Method to return a new purchase condition in the locale language.
Return:
A new purchase condition.
"""
return self.new_condition
def seed_instance(self, seed=42) -> None:
"""
seed (int): The seed value to use for the generation seed. By default, 42.
"""
super().seed_instance(seed)
random.seed(seed) | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/faker/vehicule_faker/purchase_condition_faker.py | 0.787523 | 0.279406 | purchase_condition_faker.py | pypi |
"""
Modification are:
- removal of Category
- add new field: Electric_Vehicle
- add new EV cars
"""
vehicles = [
{"Year": 2020, "Make": "Tesla", "Model": "Model X Long Range Plus", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Tesla", "Model": "Model X Long Range", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Tesla", "Model": "Model S Standard Range", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Tesla", "Model": "Model S Long Range Plus", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Tesla", "Model": "Model S Long Range", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Tesla", "Model": "Model 3 Mid Range Plus", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Tesla", "Model": "Model 3 Mid Range", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Tesla", "Model": "Model 3 Long Range AWD", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Tesla", "Model": "Model 3 Long Range", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Nissans", "Model": "LEAF S PLUS", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Nissan", "Model": "LEAF", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Mitsubishi", "Model": "Outlander PHEV AWD", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Kia", "Model": "Soul EV", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Kia", "Model": "Optima Plug-In Hybrid", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Kia", "Model": "NIRO Plug-In Hybrid", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Kia", "Model": "NIRO EV", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Jaguar", "Model": "I-PACE", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Hyundai", "Model": "Kona electric", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Hyundai", "Model": "IONIQ plug-in hybrid", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Hyundai", "Model": "IONIQ electric", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Honda", "Model": "Clarity Plug-in Hybrid", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Ford", "Model": "Fusion Plug-In Hybrid", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Ford", "Model": "Escape SE Plug-In Hybrid", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Chrysler", "Model": "Pacifica Hybrid", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Chevrolet", "Model": "Bolt EV", "Electric_Vehicle": True},
{"Year": 2020, "Make": "BMW", "Model": "X5 xDrive45e", "Electric_Vehicle": True},
{"Year": 2020, "Make": "BMW", "Model": "X3 xDrive30e", "Electric_Vehicle": True},
{"Year": 2020, "Make": "BMW", "Model": "i8 Roadster", "Electric_Vehicle": True},
{"Year": 2020, "Make": "BMW", "Model": "i8 Coupe", "Electric_Vehicle": True},
{"Year": 2020, "Make": "BMW", "Model": "i3s (120 Ah)", "Electric_Vehicle": True},
{"Year": 2020, "Make": "BMW", "Model": "i3 REX (120 Ah)", "Electric_Vehicle": True},
{"Year": 2020, "Make": "BMW", "Model": "i3 (120 Ah)", "Electric_Vehicle": True},
{"Year": 2020, "Make": "BMW", "Model": "745Le xDrive", "Electric_Vehicle": True},
{"Year": 2020, "Make": "BMW", "Model": "530e xDrive", "Electric_Vehicle": True},
{"Year": 2020, "Make": "BMW", "Model": "530e", "Electric_Vehicle": True},
{"Year": 2020, "Make": "BMW", "Model": "330e", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Audi", "Model": "Q5 TFSI e", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Audi", "Model": "e-tron sportback", "Electric_Vehicle": True},
{"Year": 2020, "Make": "Audi", "Model": "Q3", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Acura", "Model": "RLX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chrysler", "Model": "Pacifica", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Acura", "Model": "TLX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Buick", "Model": "Envision", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Audi", "Model": "SQ5", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Audi", "Model": "R8", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "INFINITI", "Model": "QX80", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Buick", "Model": "Encore", "Electric_Vehicle": False},
{"Year": 2020, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Cadillac", "Model": "XT6", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Cadillac", "Model": "XT5", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Cadillac", "Model": "XT4", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ford", "Model": "EcoSport", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Kona Electric", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2020, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Jeep", "Model": "Gladiator", "Electric_Vehicle": False},
{"Year": 2020, "Make": "BMW", "Model": "X7", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Cadillac", "Model": "CT6-V", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Audi", "Model": "A7", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Suburban", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chrysler", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Honda", "Model": "Accord Hybrid", "Electric_Vehicle": False},
{"Year": 2020, "Make": "GMC", "Model": "Terrain", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Spark", "Electric_Vehicle": False},
{"Year": 2020, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "NEXO", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Veloster", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Genesis", "Model": "G70", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Cadillac", "Model": "CT5", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Elantra GT", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "GMC", "Model": "Yukon XL", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ford", "Model": "Ranger SuperCab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ford", "Model": "Expedition MAX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Kona", "Electric_Vehicle": False},
{"Year": 2020, "Make": "INFINITI", "Model": "QX50", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2020, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Palisade", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Bolt EV", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Honda", "Model": "Passport", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2020, "Make": "INFINITI", "Model": "QX60", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Venue", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2020, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2020, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2020, "Make": "INFINITI", "Model": "Q60", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ford", "Model": "Ranger SuperCrew", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Chevrolet", "Model": "Trax", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Ioniq Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Jaguar", "Model": "E-PACE", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Honda", "Model": "HR-V", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Jaguar", "Model": "I-PACE", "Electric_Vehicle": False},
{"Year": 2020, "Make": "INFINITI", "Model": "Q50", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Genesis", "Model": "G80", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Jaguar", "Model": "F-PACE", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Jeep", "Model": "Renegade", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Jaguar", "Model": "F-TYPE", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Land Rover", "Model": "Discovery Sport", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Kia", "Model": "Optima Hybrid", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Kia", "Model": "Optima Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Land Rover", "Model": "Range Rover Evoque", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Kia", "Model": "Telluride", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Kia", "Model": "Forte", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Jeep", "Model": "Wrangler Unlimited", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Kia", "Model": "Soul", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Kia", "Model": "Stinger", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Land Rover", "Model": "Range Rover Velar", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lexus", "Model": "LC", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lexus", "Model": "RC", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lexus", "Model": "UX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mercedes-Benz", "Model": "GLS", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mercedes-Benz", "Model": "CLA", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mitsubishi", "Model": "Outlander Sport", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lincoln", "Model": "Aviator", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lexus", "Model": "NX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "MAZDA", "Model": "CX-30", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mitsubishi", "Model": "Eclipse Cross", "Electric_Vehicle": False},
{"Year": 2020, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mitsubishi", "Model": "Mirage G4", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2020, "Make": "MAZDA", "Model": "CX-5", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lincoln", "Model": "Corsair", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lincoln", "Model": "Nautilus", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "Kicks", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2020, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "NV3500 HD Passenger", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mercedes-Benz", "Model": "GLA", "Electric_Vehicle": False},
{"Year": 2020, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "NV1500 Cargo", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2020, "Make": "MINI", "Model": "Countryman", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mercedes-Benz", "Model": "GLE", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mercedes-Benz", "Model": "GLC", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Mitsubishi", "Model": "Outlander PHEV", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "NV3500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Porsche", "Model": "Panamera", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Porsche", "Model": "Taycan", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "NV200", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "Rogue Sport", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Porsche", "Model": "Macan", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Porsche", "Model": "Cayenne Coupe", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "NV2500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ram", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ram", "Model": "1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Subaru", "Model": "BRZ", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Subaru", "Model": "WRX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Subaru", "Model": "Ascent", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Corolla Hatchback", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Subaru", "Model": "Crosstrek", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "86", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Avalon Hybrid", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Ram", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "C-HR", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Camry Hybrid", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Corolla Hybrid", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "GR Supra", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Prius Prime", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "RAV4 Hybrid", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Highlander Hybrid", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Toyota", "Model": "Yaris Hatchback", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Acura", "Model": "MDX Sport Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Acura", "Model": "RLX Sport Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Volvo", "Model": "XC40", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "Q8", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "RS 5", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "A7", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Alfa Romeo", "Model": "4C Spider", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Volvo", "Model": "XC60", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "4 Series", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Acura", "Model": "TLX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Acura", "Model": "ILX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "2 Series", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "A4 allroad", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "e-tron", "Electric_Vehicle": False},
{"Year": 2020, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "Q3", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "RS 3", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Alfa Romeo", "Model": "Stelvio", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Alfa Romeo", "Model": "Giulia", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "A5", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Acura", "Model": "RLX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "S3", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "SQ5", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "i8", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "8 Series", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "i3", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "M4", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Buick", "Model": "Regal Sportback", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "X6 M", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "X2", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Cadillac", "Model": "CTS-V", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "X1", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "X4", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Cadillac", "Model": "CT6", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Buick", "Model": "Regal TourX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Bolt EV", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Cadillac", "Model": "CT6-V", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "M2", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "X7", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Buick", "Model": "Envision", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Buick", "Model": "Cascada", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Cadillac", "Model": "XT5", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Cadillac", "Model": "XT4", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Buick", "Model": "Encore", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Cruze", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2019, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Cadillac", "Model": "XTS", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Cadillac", "Model": "ATS-V", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Cadillac", "Model": "ATS", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Silverado 2500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Silverado 1500 LD Double Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Silverado 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Sonic", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Spark", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chrysler", "Model": "Pacifica Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Suburban", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Trax", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "EcoSport", "Electric_Vehicle": False},
{"Year": 2019, "Make": "FIAT", "Model": "500L", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Volt", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chrysler", "Model": "Pacifica", "Electric_Vehicle": False},
{"Year": 2019, "Make": "FIAT", "Model": "500e", "Electric_Vehicle": False},
{"Year": 2019, "Make": "FIAT", "Model": "500", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Dodge", "Model": "Journey", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Suburban 3500HD", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2019, "Make": "FIAT", "Model": "500c", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Expedition MAX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2019, "Make": "FIAT", "Model": "500 Abarth", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2019, "Make": "FIAT", "Model": "124 Spider", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "FIAT", "Model": "500X", "Electric_Vehicle": False},
{"Year": 2019, "Make": "FIAT", "Model": "500c Abarth", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Fiesta", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Ranger SuperCab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Flex", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Transit 150 Van", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Genesis", "Model": "G90", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Fusion Energi", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Transit Connect Cargo", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Transit 150 Wagon", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Transit 350 Van", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Ranger SuperCrew", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Sierra 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Transit 250 Van", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Transit 350 Wagon", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Transit Connect Passenger", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Freightliner", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Sierra 1500 Limited Double Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Yukon XL", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Genesis", "Model": "G80", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Clarity Electric", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Sierra 2500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Genesis", "Model": "G70", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Civic Type R", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Terrain", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2019, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Accord Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Clarity Fuel Cell", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "HR-V", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Clarity Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Passport", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Ioniq Electric", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Sonata Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Ioniq Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "INFINITI", "Model": "Q60", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "NEXO", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Kona", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Kona Electric", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Elantra GT", "Electric_Vehicle": False},
{"Year": 2019, "Make": "INFINITI", "Model": "Q50", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Ioniq Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Sonata Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2019, "Make": "INFINITI", "Model": "Q70", "Electric_Vehicle": False},
{"Year": 2019, "Make": "INFINITI", "Model": "QX60", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Veloster", "Electric_Vehicle": False},
{"Year": 2019, "Make": "INFINITI", "Model": "QX80", "Electric_Vehicle": False},
{"Year": 2019, "Make": "INFINITI", "Model": "QX50", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jaguar", "Model": "I-PACE", "Electric_Vehicle": False},
{"Year": 2019, "Make": "INFINITI", "Model": "QX30", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jaguar", "Model": "XE", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Niro", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jaguar", "Model": "E-PACE", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jeep", "Model": "Renegade", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jaguar", "Model": "F-PACE", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jaguar", "Model": "XF", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jaguar", "Model": "F-TYPE", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Forte", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jeep", "Model": "Wrangler Unlimited", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Niro Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Optima Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Cadenza", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "K900", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Niro EV", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Optima Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Stinger", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Soul", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Land Rover", "Model": "Range Rover Velar", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Land Rover", "Model": "Range Rover Evoque", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lexus", "Model": "LC", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Kia", "Model": "Soul EV", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lexus", "Model": "NX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lexus", "Model": "RC", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Land Rover", "Model": "Discovery Sport", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Maserati", "Model": "Levante", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MAZDA", "Model": "MX-5 Miata RF", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MAZDA", "Model": "CX-5", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lexus", "Model": "UX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "CLA", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lincoln", "Model": "MKT", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lincoln", "Model": "Nautilus", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "GLC", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MAZDA", "Model": "CX-3", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lincoln", "Model": "MKC", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "A-Class", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Maserati", "Model": "Ghibli", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG C-Class", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "GLS", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "GLA", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "CLS", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG CLA", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "GLC Coupe", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG CLS", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Hyundai", "Model": "Santa Fe XL", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "GLE", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG E-Class", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLE", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG G-Class", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLA", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG S-Class", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "SL", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GT", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mitsubishi", "Model": "Mirage G4", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Metris Passenger", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLE Coupe", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-Maybach S-Class", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mitsubishi", "Model": "Outlander PHEV", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLC Coupe", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Metris Cargo", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "SLC", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mitsubishi", "Model": "Eclipse Cross", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG SLC", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLC", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG SL", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MINI", "Model": "Hardtop 2 Door", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MINI", "Model": "Countryman", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MINI", "Model": "Hardtop 4 Door", "Electric_Vehicle": False},
{"Year": 2019, "Make": "MINI", "Model": "Clubman", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLS", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "TITAN XD Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "NV1500 Cargo", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "NV2500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Porsche", "Model": "718 Boxster", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "NV3500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "NV200", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Rogue Sport", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Mitsubishi", "Model": "Outlander Sport", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Kicks", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "LEAF", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "TITAN Single Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "NV200 Taxi", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "NV3500 HD Passenger", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "TITAN XD Single Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "Versa Note", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Nissan", "Model": "TITAN XD King Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "1500 Classic Quad Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Porsche", "Model": "Macan", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "1500 Classic Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "1500 Classic Regular Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Porsche", "Model": "Panamera", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Porsche", "Model": "718 Cayman", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Subaru", "Model": "Crosstrek", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "ProMaster Cargo Van", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "ProMaster City", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "ProMaster Window Van", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Subaru", "Model": "WRX", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Subaru", "Model": "BRZ", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Tesla", "Model": "Model X", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Corolla Hatchback", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Tesla", "Model": "Model 3", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "86", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Ram", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Tesla", "Model": "Model S", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Subaru", "Model": "Ascent", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Highlander Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Camry Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "C-HR", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Avalon Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Mirai", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Atlas", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "RAV4 Hybrid", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Prius c", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Prius Prime", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Golf SportWagen", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Arteon", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "e-Golf", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Golf GTI", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Jetta GLI", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Beetle", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Golf Alltrack", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Golf R", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volvo", "Model": "V60", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volvo", "Model": "V90", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volvo", "Model": "S90", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volvo", "Model": "XC60", "Electric_Vehicle": False},
{"Year": 2019, "Make": "Volvo", "Model": "XC40", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Acura", "Model": "ILX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Alfa Romeo", "Model": "4C Spider", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Acura", "Model": "RLX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Acura", "Model": "TLX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Aston Martin", "Model": "Vanquish S", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "Q3", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Acura", "Model": "RLX Sport Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Alfa Romeo", "Model": "Giulia", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Alfa Romeo", "Model": "4C", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Aston Martin", "Model": "DB11", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Acura", "Model": "MDX Sport Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "A7", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "A4 allroad", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Alfa Romeo", "Model": "Stelvio", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "A3 Sportback e-tron", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "A5", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "R8", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "RS 3", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "SQ5", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "S3", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "S7", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "RS 7", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "RS 5", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Bentley", "Model": "Bentayga", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "4 Series", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "2 Series", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "M4", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Bentley", "Model": "Flying Spur", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Buick", "Model": "Cascada", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Bentley", "Model": "Mulsanne", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "X2", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "X5 M", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "i3", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "M2", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "X4", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "X1", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Buick", "Model": "Envision", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Buick", "Model": "Encore", "Electric_Vehicle": False},
{"Year": 2018, "Make": "BMW", "Model": "X6 M", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Buick", "Model": "Regal Sportback", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Buick", "Model": "Regal TourX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Cadillac", "Model": "CT6", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Cadillac", "Model": "ATS-V", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Bolt EV", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Cadillac", "Model": "ATS", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Cadillac", "Model": "CTS-V", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Cadillac", "Model": "XT5", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Cadillac", "Model": "XTS", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "City Express", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Cruze", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Spark", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Silverado 3500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Silverado 2500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Sonic", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chrysler", "Model": "Pacifica", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Silverado 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Dodge", "Model": "Journey", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Trax", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Suburban", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ferrari", "Model": "GTC4Lusso", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ferrari", "Model": "488 GTB", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chrysler", "Model": "Pacifica Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Suburban 3500HD", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Volt", "Electric_Vehicle": False},
{"Year": 2018, "Make": "FIAT", "Model": "124 Spider", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ferrari", "Model": "812 Superfast", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ferrari", "Model": "Portofino", "Electric_Vehicle": False},
{"Year": 2018, "Make": "FIAT", "Model": "500e", "Electric_Vehicle": False},
{"Year": 2018, "Make": "FIAT", "Model": "500 Abarth", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ferrari", "Model": "488 Spider", "Electric_Vehicle": False},
{"Year": 2018, "Make": "FIAT", "Model": "500c", "Electric_Vehicle": False},
{"Year": 2018, "Make": "FIAT", "Model": "500", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2018, "Make": "FIAT", "Model": "500c Abarth", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "C-MAX Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Expedition MAX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "FIAT", "Model": "500L", "Electric_Vehicle": False},
{"Year": 2018, "Make": "FIAT", "Model": "500X", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "EcoSport", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Fiesta", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Transit 350 Wagon", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Transit 150 Wagon", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Transit 150 Van", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Transit Connect Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Transit 350 HD Van", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Fusion Energi", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Flex", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Freightliner", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Freightliner", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Transit 250 Van", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Freightliner", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Transit Connect Passenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Transit 350 Van", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Freightliner", "Model": "Sprinter WORKER Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Freightliner", "Model": "Sprinter 3500XD Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Freightliner", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Genesis", "Model": "G80", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Genesis", "Model": "G90", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Sierra 2500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Sierra 3500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Terrain", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Sierra 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "Accord Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "Civic Type R", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Santa Fe Sport", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Ioniq Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "HR-V", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2018, "Make": "GMC", "Model": "Yukon XL", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Ioniq Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Ioniq Electric", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "Clarity Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Elantra GT", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "Clarity Fuel Cell", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Sonata Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "Clarity Electric", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2018, "Make": "INFINITI", "Model": "Q50", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jeep", "Model": "Renegade", "Electric_Vehicle": False},
{"Year": 2018, "Make": "INFINITI", "Model": "QX60", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Sonata Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jaguar", "Model": "F-PACE", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jaguar", "Model": "XF", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2018, "Make": "INFINITI", "Model": "QX80", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2018, "Make": "INFINITI", "Model": "Q60", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jaguar", "Model": "E-PACE", "Electric_Vehicle": False},
{"Year": 2018, "Make": "INFINITI", "Model": "Q70", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Hyundai", "Model": "Kona", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jaguar", "Model": "XE", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jeep", "Model": "Wrangler Unlimited", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jaguar", "Model": "F-TYPE", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Forte5", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Optima Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Forte", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Cadenza", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Soul EV", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Niro Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "INFINITI", "Model": "QX30", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Optima Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Soul", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Stinger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Land Rover", "Model": "Range Rover Velar", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Niro", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lamborghini", "Model": "Huracan", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Land Rover", "Model": "Discovery Sport", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lexus", "Model": "LC", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lincoln", "Model": "MKC", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lexus", "Model": "RC", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Land Rover", "Model": "Range Rover Evoque", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lexus", "Model": "NX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lamborghini", "Model": "Aventador", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lincoln", "Model": "MKT", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Maserati", "Model": "Levante", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "GLS", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MAZDA", "Model": "MX-5 Miata RF", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "GLC Coupe", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG G-Class", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MAZDA", "Model": "CX-5", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lotus", "Model": "Evora 400", "Electric_Vehicle": False},
{"Year": 2018, "Make": "McLaren", "Model": "570GT", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "GLE", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Maserati", "Model": "GranTurismo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "McLaren", "Model": "720S", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Maserati", "Model": "Ghibli", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2018, "Make": "McLaren", "Model": "570S", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "CLA", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "CLS", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MAZDA", "Model": "CX-3", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLE", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG CLA", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLC Coupe", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG SLC", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG SL", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLC", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG E-Class", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLE Coupe", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG CLS", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "GLA", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "GLC", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "SLC", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GT", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Metris Passenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLA", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLS", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG C-Class", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Metris WORKER Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG S-Class", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Metris Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Metris WORKER Passenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Mercedes-Maybach S-Class", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "LEAF", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MINI", "Model": "Countryman", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "SL", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Sprinter 3500 XD Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MINI", "Model": "Hardtop 2 Door", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mitsubishi", "Model": "Outlander PHEV", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MINI", "Model": "Hardtop 4 Door", "Electric_Vehicle": False},
{"Year": 2018, "Make": "MINI", "Model": "Clubman", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Sprinter WORKER Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mitsubishi", "Model": "Mirage G4", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mitsubishi", "Model": "Eclipse Cross", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Mitsubishi", "Model": "Outlander Sport", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "TITAN XD Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "NV3500 HD Passenger", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "NV200", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "NV3500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "TITAN XD Single Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "NV2500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Kicks", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "TITAN XD King Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "NV1500 Cargo", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "TITAN Single Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Rogue Sport", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Porsche", "Model": "718 Boxster", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Versa Note", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Porsche", "Model": "718 Cayman", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Rolls-Royce", "Model": "Ghost", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Subaru", "Model": "Crosstrek", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Tesla", "Model": "Model S", "Electric_Vehicle": False},
{"Year": 2018, "Make": "smart", "Model": "fortwo electric drive", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Rolls-Royce", "Model": "Wraith", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "ProMaster Cargo Van", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Porsche", "Model": "Panamera", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Porsche", "Model": "Macan", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Tesla", "Model": "Model 3", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Rolls-Royce", "Model": "Dawn", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "ProMaster City", "Electric_Vehicle": False},
{"Year": 2018, "Make": "smart", "Model": "fortwo electric drive cabrio", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "ProMaster Window Van", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Subaru", "Model": "WRX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Ram", "Model": "3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Subaru", "Model": "BRZ", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Avalon Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "86", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "C-HR", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Corolla iM", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Mirai", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Highlander Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Camry Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Prius c", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Tesla", "Model": "Model X", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Prius Prime", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "RAV4 Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "Golf GTI", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volvo", "Model": "V90", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "Golf R", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "Atlas", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "Golf Alltrack", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volvo", "Model": "V60", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Alfa Romeo", "Model": "Giulia", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Yaris iA", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "e-Golf", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Acura", "Model": "MDX Sport Hybrid", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "Golf SportWagen", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "Beetle", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volvo", "Model": "S90", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volvo", "Model": "XC60", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Acura", "Model": "ILX", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2018, "Make": "Volkswagen", "Model": "Tiguan Limited", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Acura", "Model": "RLX Sport Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Alfa Romeo", "Model": "4C", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Acura", "Model": "RLX", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "A4 allroad", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Acura", "Model": "TLX", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Aston Martin", "Model": "Rapide S", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "A3 Sportback e-tron", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Aston Martin", "Model": "Vanquish", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Aston Martin", "Model": "DB11", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "A7", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "Q3", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "A5 Sport", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "R8", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "RS 3", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "SQ5", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "S3", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "RS 7", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "S7", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Bentley", "Model": "Mulsanne", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "X4", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Bentley", "Model": "Bentayga", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Bentley", "Model": "Flying Spur", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "i8", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "4 Series", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "2 Series", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "M2", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "i3", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "X6 M", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Buick", "Model": "Envision", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Buick", "Model": "Cascada", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "X1", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "M4", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "X5 M", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Cadillac", "Model": "ATS-V", "Electric_Vehicle": False},
{"Year": 2017, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Cadillac", "Model": "CT6", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Buick", "Model": "Encore", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Buick", "Model": "Verano", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Bolt EV", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Cadillac", "Model": "CTS-V", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Cadillac", "Model": "XT5", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Cadillac", "Model": "XTS", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Cadillac", "Model": "ATS", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "City Express", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Cruze", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Silverado 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Sonic", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Silverado 2500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Spark", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ferrari", "Model": "GTC4Lusso", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Silverado 3500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Trax", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chrysler", "Model": "Pacifica", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chrysler", "Model": "200", "Electric_Vehicle": False},
{"Year": 2017, "Make": "FIAT", "Model": "500", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Suburban", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "SS", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Suburban 3500HD", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ferrari", "Model": "F12berlinetta", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ferrari", "Model": "California", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chevrolet", "Model": "Volt", "Electric_Vehicle": False},
{"Year": 2017, "Make": "FIAT", "Model": "124 Spider", "Electric_Vehicle": False},
{"Year": 2017, "Make": "FIAT", "Model": "500 Abarth", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Chrysler", "Model": "Pacifica Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ferrari", "Model": "488 Spider", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ferrari", "Model": "488 GTB", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2017, "Make": "FIAT", "Model": "500c", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Dodge", "Model": "Journey", "Electric_Vehicle": False},
{"Year": 2017, "Make": "FIAT", "Model": "500e", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "C-MAX Energi", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2017, "Make": "FIAT", "Model": "500L", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2017, "Make": "FIAT", "Model": "500c Abarth", "Electric_Vehicle": False},
{"Year": 2017, "Make": "FIAT", "Model": "500X", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "C-MAX Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Fusion Energi", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Freightliner", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Transit 350 Wagon", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Transit 150 Wagon", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Fiesta", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Transit 350 HD Van", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Expedition EL", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Transit 150 Van", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Flex", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Freightliner", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Transit Connect Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Freightliner", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Genesis", "Model": "G90", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Freightliner", "Model": "Sprinter 3500XD Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Genesis", "Model": "G80", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Transit 250 Van", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Transit Connect Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Freightliner", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Freightliner", "Model": "Sprinter WORKER Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ford", "Model": "Transit 350 Van", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Freightliner", "Model": "Sprinter WORKER Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Acadia Limited", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Sierra 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Terrain", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Ioniq Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Sierra 3500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Elantra GT", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Sierra 2500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Honda", "Model": "HR-V", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Veloster", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Yukon XL", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2017, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Honda", "Model": "Accord Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Honda", "Model": "Civic Type R", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Santa Fe Sport", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Sonata Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2017, "Make": "INFINITI", "Model": "QX50", "Electric_Vehicle": False},
{"Year": 2017, "Make": "INFINITI", "Model": "QX30", "Electric_Vehicle": False},
{"Year": 2017, "Make": "INFINITI", "Model": "QX70", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Sonata Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jaguar", "Model": "F-TYPE", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Tucson Fuel Cell", "Electric_Vehicle": False},
{"Year": 2017, "Make": "INFINITI", "Model": "QX80", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2017, "Make": "INFINITI", "Model": "Q70", "Electric_Vehicle": False},
{"Year": 2017, "Make": "INFINITI", "Model": "QX60", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jaguar", "Model": "F-PACE", "Electric_Vehicle": False},
{"Year": 2017, "Make": "INFINITI", "Model": "Q50", "Electric_Vehicle": False},
{"Year": 2017, "Make": "INFINITI", "Model": "Q60", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jaguar", "Model": "XE", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Hyundai", "Model": "Ioniq Electric", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jaguar", "Model": "XF", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jeep", "Model": "Renegade", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jeep", "Model": "Wrangler Unlimited", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "K900", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Cadenza", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Niro", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Forte", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Forte5", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Jeep", "Model": "Patriot", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Optima Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Soul", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lamborghini", "Model": "Aventador", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lamborghini", "Model": "Huracan", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Soul EV", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Optima Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Land Rover", "Model": "Discovery Sport", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lexus", "Model": "CT", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Land Rover", "Model": "Range Rover Evoque", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MAZDA", "Model": "CX-3", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG C-Class", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MAZDA", "Model": "MX-5 Miata RF", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lexus", "Model": "RC", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Maserati", "Model": "Ghibli", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2017, "Make": "McLaren", "Model": "570S", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lincoln", "Model": "MKT", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Maserati", "Model": "Levante", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lincoln", "Model": "MKC", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Maserati", "Model": "GranTurismo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "GLC Coupe", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MAZDA", "Model": "CX-5", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "GLE", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "GLC", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lexus", "Model": "NX", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Lotus", "Model": "Evora 400", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2017, "Make": "McLaren", "Model": "570GT", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "CLS", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "CLA", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "B-Class", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG E-Class", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "GLA", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG CLS", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG CLA", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLS", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG SL", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLC", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLE Coupe", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLA", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "SL", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Metris Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "GLS", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-Maybach S-Class", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG G-Class", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Sprinter 3500 XD Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Metris WORKER Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLE", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLC Coupe", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG S-Class", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GT", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Metris WORKER Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "SLC", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG SLC", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Metris Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MINI", "Model": "Clubman", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Sprinter WORKER Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mercedes-Benz", "Model": "Sprinter WORKER Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MINI", "Model": "Hardtop 2 Door", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MINI", "Model": "Hardtop 4 Door", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mitsubishi", "Model": "i-MiEV", "Electric_Vehicle": False},
{"Year": 2017, "Make": "MINI", "Model": "Countryman", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mitsubishi", "Model": "Outlander Sport", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "NV200", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "NV2500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Mitsubishi", "Model": "Mirage G4", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "NV3500 HD Passenger", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Rogue Sport", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "NV1500 Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "JUKE", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "NV3500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "LEAF", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "TITAN XD Single Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "TITAN XD King Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Porsche", "Model": "Panamera", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "Versa Note", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "TITAN XD Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Porsche", "Model": "718 Boxster", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Porsche", "Model": "Macan", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Nissan", "Model": "TITAN Single Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Porsche", "Model": "718 Cayman", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "ProMaster Window Van", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "ProMaster Cargo Van", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2017, "Make": "smart", "Model": "fortwo cabrio", "Electric_Vehicle": False},
{"Year": 2017, "Make": "smart", "Model": "fortwo", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Avalon Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "smart", "Model": "fortwo electric drive", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Rolls-Royce", "Model": "Ghost", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Rolls-Royce", "Model": "Dawn", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Tesla", "Model": "Model X", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "ProMaster City", "Electric_Vehicle": False},
{"Year": 2017, "Make": "smart", "Model": "fortwo electric drive cabrio", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Rolls-Royce", "Model": "Wraith", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Ram", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Subaru", "Model": "BRZ", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Tesla", "Model": "Model S", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Prius c", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Subaru", "Model": "Crosstrek", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "86", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Mirai", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Prius Prime", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Prius v", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Subaru", "Model": "WRX", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Highlander Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Corolla iM", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Camry Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "RAV4 Hybrid", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Yaris iA", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "CC", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "Beetle", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "e-Golf", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "Golf Alltrack", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "Golf SportWagen", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volvo", "Model": "V90", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "Golf R", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "Golf GTI", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "Tiguan Limited", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volvo", "Model": "S90", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Aston Martin", "Model": "DB9 GT", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Acura", "Model": "RLX", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volvo", "Model": "XC60", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Aston Martin", "Model": "Rapide S", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Acura", "Model": "TLX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Aston Martin", "Model": "Vanquish", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Acura", "Model": "RLX Sport Hybrid", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Acura", "Model": "ILX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "A7", "Electric_Vehicle": False},
{"Year": 2017, "Make": "Volvo", "Model": "V60", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "A3 Sportback e-tron", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Alfa Romeo", "Model": "4C Spider", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Alfa Romeo", "Model": "4C", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "A5", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "allroad", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "SQ5", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "S3", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "RS 7", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Bentley", "Model": "Flying Spur", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "S7", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "Q3", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Bentley", "Model": "Mulsanne", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Buick", "Model": "Encore", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "i3", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "4 Series", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "M2", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "2 Series", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "X4", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "X5 M", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "M4", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Buick", "Model": "Cascada", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Buick", "Model": "Verano", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Cadillac", "Model": "ATS", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "i8", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Cadillac", "Model": "ELR", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "X1", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "X6 M", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Buick", "Model": "Envision", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Cadillac", "Model": "ATS-V", "Electric_Vehicle": False},
{"Year": 2016, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Cadillac", "Model": "XTS", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Cruze", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Cadillac", "Model": "CTS-V", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Cadillac", "Model": "CT6", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Cruze Limited", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "City Express", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Silverado 3500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Silverado 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Impala Limited", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Sonic", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Silverado 2500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Malibu Limited", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Dodge", "Model": "Dart", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Spark", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Suburban 3500HD", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Spark EV", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Volt", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Suburban", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "SS", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Trax", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ferrari", "Model": "488 GTB", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chrysler", "Model": "200", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Dodge", "Model": "Journey", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ferrari", "Model": "F12berlinetta", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ferrari", "Model": "California", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "FIAT", "Model": "500e", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "FIAT", "Model": "500", "Electric_Vehicle": False},
{"Year": 2016, "Make": "FIAT", "Model": "500L", "Electric_Vehicle": False},
{"Year": 2016, "Make": "FIAT", "Model": "500X", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ferrari", "Model": "FF", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ferrari", "Model": "488 Spider", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2016, "Make": "FIAT", "Model": "500c", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "C-MAX Energi", "Electric_Vehicle": False},
{"Year": 2016, "Make": "FIAT", "Model": "500 Abarth", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Expedition EL", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Fiesta", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Freightliner", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "C-MAX Hybrid", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Transit 150 Van", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Transit Connect Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Transit 150 Wagon", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Transit 350 HD Van", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Flex", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Fusion Energi", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Transit 350 Van", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Freightliner", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Freightliner", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Sierra 2500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Freightliner", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Transit 350 Wagon", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Sierra 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Transit 250 Van", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Sierra 3500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ford", "Model": "Transit Connect Passenger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Honda", "Model": "HR-V", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Terrain", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2016, "Make": "GMC", "Model": "Yukon XL", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Honda", "Model": "CR-Z", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Sonata Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Genesis", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Genesis Coupe", "Electric_Vehicle": False},
{"Year": 2016, "Make": "INFINITI", "Model": "Q50", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Equus", "Electric_Vehicle": False},
{"Year": 2016, "Make": "INFINITI", "Model": "QX50", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Elantra GT", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Santa Fe Sport", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Tucson Fuel Cell", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Veloster", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Hyundai", "Model": "Sonata Hybrid", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Jaguar", "Model": "XF", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2016, "Make": "INFINITI", "Model": "QX70", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2016, "Make": "INFINITI", "Model": "QX80", "Electric_Vehicle": False},
{"Year": 2016, "Make": "INFINITI", "Model": "QX60", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Jeep", "Model": "Patriot", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Jaguar", "Model": "F-TYPE", "Electric_Vehicle": False},
{"Year": 2016, "Make": "INFINITI", "Model": "Q70", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Cadenza", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "K900", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Jeep", "Model": "Renegade", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Forte Koup", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lamborghini", "Model": "Huracan", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Forte5", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Forte", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Optima Hybrid", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Soul", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lexus", "Model": "RC", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Maserati", "Model": "Ghibli", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lexus", "Model": "CT", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lamborghini", "Model": "Aventador", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lexus", "Model": "NX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Land Rover", "Model": "Range Rover Evoque", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Kia", "Model": "Soul EV", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Land Rover", "Model": "LR4", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Land Rover", "Model": "Discovery Sport", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lincoln", "Model": "MKT", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lincoln", "Model": "MKC", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2016, "Make": "McLaren", "Model": "650S", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lincoln", "Model": "MKS", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "B-Class", "Electric_Vehicle": False},
{"Year": 2016, "Make": "McLaren", "Model": "675LT", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Maserati", "Model": "GranTurismo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MAZDA", "Model": "CX-3", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "CLS-Class", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "GL-Class", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "CLA", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MAZDA", "Model": "CX-5", "Electric_Vehicle": False},
{"Year": 2016, "Make": "McLaren", "Model": "570S", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "GLA", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "GLC", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG CLA", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "GLE", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "SL", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "GLE Coupe", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG SL", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MINI", "Model": "Countryman", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Metris Passenger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLE", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLA", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Mercedes-Maybach S 600", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "SLK", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Metris Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GT", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MINI", "Model": "Clubman", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG SLK", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Mercedes-AMG GLE Coupe", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MINI", "Model": "Hardtop 2 Door", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MINI", "Model": "Paceman", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "NV3500 HD Passenger", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mitsubishi", "Model": "Outlander Sport", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Porsche", "Model": "Panamera", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "NV1500 Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "NV3500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "NV2500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2016, "Make": "MINI", "Model": "Hardtop 4 Door", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mitsubishi", "Model": "i-MiEV", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "NV200", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "TITAN XD Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Porsche", "Model": "Cayman", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "JUKE", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Porsche", "Model": "Macan", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "LEAF", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Rolls-Royce", "Model": "Dawn", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "ProMaster Cargo Van", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "NV200 Taxi", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Nissan", "Model": "Versa Note", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Scion", "Model": "iA", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "ProMaster Window Van", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Rolls-Royce", "Model": "Wraith", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "ProMaster City", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Ram", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Subaru", "Model": "BRZ", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Subaru", "Model": "WRX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Tesla", "Model": "Model S", "Electric_Vehicle": False},
{"Year": 2016, "Make": "smart", "Model": "fortwo electric drive", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2016, "Make": "smart", "Model": "fortwo", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Rolls-Royce", "Model": "Ghost", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Scion", "Model": "iM", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Scion", "Model": "FR-S", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Tesla", "Model": "Model X", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Subaru", "Model": "Crosstrek", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Prius c", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Mirai", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Prius v", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "Beetle", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "e-Golf", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "CC", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "Golf GTI", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "Golf SportWagen", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "Golf R", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "Eos", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Aston Martin", "Model": "DB9", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Acura", "Model": "TLX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volvo", "Model": "XC60", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volvo", "Model": "V60", "Electric_Vehicle": False},
{"Year": 2016, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Acura", "Model": "RLX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Alfa Romeo", "Model": "4C Spider", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "allroad", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Aston Martin", "Model": "Rapide S", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Alfa Romeo", "Model": "4C", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Aston Martin", "Model": "Vanquish", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Acura", "Model": "ILX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "RS 5", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "A5", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "A7", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "R8", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "S3", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Bentley", "Model": "Mulsanne", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "Q3", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "RS 7", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "SQ5", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "4 Series", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Audi", "Model": "S7", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "i8", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "i3", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Buick", "Model": "Encore", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "2 Series", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "X1", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Bentley", "Model": "Flying Spur", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "M4", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Buick", "Model": "Verano", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "X6 M", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "X5 M", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "X4", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Captiva Sport", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Cruze", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "City Express", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Cadillac", "Model": "XTS", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Cadillac", "Model": "ATS", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Impala Limited", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Silverado 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Volt", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "SS", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Spark EV", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Sonic", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Spark", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Silverado 2500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chrysler", "Model": "200", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Silverado 3500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Suburban", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ferrari", "Model": "California", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Dodge", "Model": "Dart", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Dodge", "Model": "Journey", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ferrari", "Model": "458 Italia", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chevrolet", "Model": "Trax", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ferrari", "Model": "F12berlinetta", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ferrari", "Model": "458 Speciale", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ferrari", "Model": "458 Spider", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ferrari", "Model": "FF", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2015, "Make": "FIAT", "Model": "500L", "Electric_Vehicle": False},
{"Year": 2015, "Make": "FIAT", "Model": "500c", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "C-MAX Hybrid", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "C-MAX Energi", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Expedition EL", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "FIAT", "Model": "500", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2015, "Make": "FIAT", "Model": "500 Abarth", "Electric_Vehicle": False},
{"Year": 2015, "Make": "FIAT", "Model": "500e", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Freightliner", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Fiesta", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Transit Connect Passenger", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Transit 150 Van", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Flex", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Freightliner", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Focus ST", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Transit 350 HD Van", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Transit Connect Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Transit 150 Wagon", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Transit 350 Wagon", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Fusion Energi", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Freightliner", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Transit 350 Van", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ford", "Model": "Transit 250 Van", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Sierra 3500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Terrain", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Freightliner", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Sierra 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Sierra 2500 HD Double Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Honda", "Model": "Crosstour", "Electric_Vehicle": False},
{"Year": 2015, "Make": "GMC", "Model": "Yukon XL", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Honda", "Model": "CR-Z", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Honda", "Model": "Accord Hybrid", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Elantra GT", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Equus", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Genesis Coupe", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2015, "Make": "INFINITI", "Model": "Q50", "Electric_Vehicle": False},
{"Year": 2015, "Make": "INFINITI", "Model": "Q40", "Electric_Vehicle": False},
{"Year": 2015, "Make": "INFINITI", "Model": "QX70", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lamborghini", "Model": "Aventador", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Tucson Fuel Cell", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Santa Fe Sport", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Veloster", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Jeep", "Model": "Renegade", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2015, "Make": "INFINITI", "Model": "Q70", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Hyundai", "Model": "Genesis", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Forte5", "Electric_Vehicle": False},
{"Year": 2015, "Make": "INFINITI", "Model": "QX60", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Jaguar", "Model": "F-TYPE", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lexus", "Model": "NX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "K900", "Electric_Vehicle": False},
{"Year": 2015, "Make": "INFINITI", "Model": "Q60", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Soul", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Maserati", "Model": "Ghibli", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lincoln", "Model": "MKT", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Jeep", "Model": "Patriot", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Jaguar", "Model": "XF", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2015, "Make": "INFINITI", "Model": "QX50", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Cadenza", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2015, "Make": "INFINITI", "Model": "QX80", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Optima Hybrid", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "B-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Forte Koup", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Forte", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Land Rover", "Model": "LR4", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Land Rover", "Model": "LR2", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lamborghini", "Model": "Huracan", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Land Rover", "Model": "Discovery Sport", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Kia", "Model": "Soul EV", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lexus", "Model": "RC", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Land Rover", "Model": "Range Rover Evoque", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lexus", "Model": "CT", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MAZDA", "Model": "CX-5", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "CLA-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MAZDA", "Model": "MAZDA5", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lincoln", "Model": "MKS", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "GL-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lincoln", "Model": "MKC", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "GLK-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Maserati", "Model": "GranTurismo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "McLaren", "Model": "650S", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "GLA-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "CLS-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "SLS-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MINI", "Model": "Coupe", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MINI", "Model": "Paceman", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MINI", "Model": "Hardtop 4 Door", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MINI", "Model": "Countryman", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "NV3500 HD Passenger", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MINI", "Model": "Roadster", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "NV2500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2015, "Make": "MINI", "Model": "Hardtop 2 Door", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mitsubishi", "Model": "Outlander Sport", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "NV1500 Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "LEAF", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "NV200", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Mitsubishi", "Model": "Lancer Evolution", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "NV200 Taxi", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "JUKE", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Rogue Select", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "NV3500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Porsche", "Model": "Macan", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "ProMaster Cargo Van", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Rolls-Royce", "Model": "Wraith", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Porsche", "Model": "Cayman", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Porsche", "Model": "Panamera", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Prius c", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "ProMaster City", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Scion", "Model": "iQ", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Subaru", "Model": "XV Crosstrek", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Tesla", "Model": "Model S", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "C/V Tradesman", "Electric_Vehicle": False},
{"Year": 2015, "Make": "smart", "Model": "fortwo", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "smart", "Model": "fortwo electric drive", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Subaru", "Model": "BRZ", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Rolls-Royce", "Model": "Ghost", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Ram", "Model": "ProMaster Window Van", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Scion", "Model": "xB", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "Beetle", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Subaru", "Model": "WRX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Scion", "Model": "FR-S", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Prius Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Prius v", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Venza", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "e-Golf", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "CC", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "Eos", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "Golf R", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "Golf SportWagen", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "Golf GTI", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volvo", "Model": "V60", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Acura", "Model": "ILX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volvo", "Model": "XC60", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Aston Martin", "Model": "Vanquish", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "A5", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Acura", "Model": "TSX", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Acura", "Model": "RLX", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Aston Martin", "Model": "DB9", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Aston Martin", "Model": "Rapide S", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2015, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "SQ5", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "RS 5", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "2 Series", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Acura", "Model": "RLX Sport Hybrid", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "RS 7", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "S7", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "R8", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "allroad", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Audi", "Model": "A7", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Bentley", "Model": "Flying Spur", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "i8", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "X6 M", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Bentley", "Model": "Mulsanne", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "i3", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "X1", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Buick", "Model": "Verano", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "4 Series", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Cadillac", "Model": "ELR", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Impala Limited", "Electric_Vehicle": False},
{"Year": 2014, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Cadillac", "Model": "ATS", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Buick", "Model": "Encore", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Captiva Sport", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Cruze", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Cadillac", "Model": "XTS", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Silverado 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Sonic", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Spark", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Spark EV", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "SS", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chrysler", "Model": "200", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chevrolet", "Model": "Volt", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ferrari", "Model": "California", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Dodge", "Model": "Dart", "Electric_Vehicle": False},
{"Year": 2014, "Make": "FIAT", "Model": "500", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Dodge", "Model": "Journey", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ferrari", "Model": "FF", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ferrari", "Model": "F12berlinetta", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ferrari", "Model": "458 Speciale", "Electric_Vehicle": False},
{"Year": 2014, "Make": "FIAT", "Model": "500c", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ferrari", "Model": "458 Italia", "Electric_Vehicle": False},
{"Year": 2014, "Make": "FIAT", "Model": "500e", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ferrari", "Model": "458 Spider", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "FIAT", "Model": "500 Abarth", "Electric_Vehicle": False},
{"Year": 2014, "Make": "FIAT", "Model": "500L", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "C-MAX Hybrid", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "E150 Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Fiesta", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "E150 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "C-MAX Energi", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "E250 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Expedition EL", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Focus ST", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Flex", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Fusion Energi", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Freightliner", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Freightliner", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Transit Connect Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Freightliner", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ford", "Model": "Transit Connect Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Freightliner", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Hyundai", "Model": "Genesis Coupe", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Sierra 1500 Double Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Honda", "Model": "Accord Hybrid", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Honda", "Model": "Crosstour", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Honda", "Model": "CR-Z", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Terrain", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2014, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Hyundai", "Model": "Santa Fe Sport", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Hyundai", "Model": "Equus", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Hyundai", "Model": "Veloster", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Hyundai", "Model": "Genesis", "Electric_Vehicle": False},
{"Year": 2014, "Make": "INFINITI", "Model": "Q50", "Electric_Vehicle": False},
{"Year": 2014, "Make": "INFINITI", "Model": "Q60", "Electric_Vehicle": False},
{"Year": 2014, "Make": "INFINITI", "Model": "QX50", "Electric_Vehicle": False},
{"Year": 2014, "Make": "INFINITI", "Model": "Q70", "Electric_Vehicle": False},
{"Year": 2014, "Make": "INFINITI", "Model": "QX60", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Jaguar", "Model": "XF", "Electric_Vehicle": False},
{"Year": 2014, "Make": "INFINITI", "Model": "QX70", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2014, "Make": "INFINITI", "Model": "QX80", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Jeep", "Model": "Patriot", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Jaguar", "Model": "F-TYPE", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Kia", "Model": "Forte", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Kia", "Model": "Cadenza", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Land Rover", "Model": "LR4", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Kia", "Model": "Soul", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MAZDA", "Model": "CX-5", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lamborghini", "Model": "Aventador", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lamborghini", "Model": "Gallardo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Land Rover", "Model": "Range Rover Evoque", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Land Rover", "Model": "LR2", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lincoln", "Model": "MKS", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MAZDA", "Model": "MAZDA2", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lotus", "Model": "Evora", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lexus", "Model": "CT", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lincoln", "Model": "MKT", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Maserati", "Model": "GranTurismo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MAZDA", "Model": "MAZDA5", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Maserati", "Model": "Ghibli", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "B-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2014, "Make": "McLaren", "Model": "MP4-12C", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "CLA-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "CLS-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "GL-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "GLK-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "cube", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mitsubishi", "Model": "i-MiEV", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "SLS-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MINI", "Model": "Coupe", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MINI", "Model": "Roadster", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "JUKE", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MINI", "Model": "Paceman", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MINI", "Model": "Clubman", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mitsubishi", "Model": "Outlander Sport", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MINI", "Model": "Hardtop", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2014, "Make": "MINI", "Model": "Countryman", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "NV1500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "LEAF", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "NV200", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "NV2500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "NV3500 HD Passenger", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Rogue Select", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "NV3500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Porsche", "Model": "Panamera", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Porsche", "Model": "Cayman", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Subaru", "Model": "Tribeca", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "C/V Tradesman", "Electric_Vehicle": False},
{"Year": 2014, "Make": "smart", "Model": "fortwo electric drive", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "ProMaster 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "ProMaster 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Scion", "Model": "iQ", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Scion", "Model": "FR-S", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Subaru", "Model": "BRZ", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Scion", "Model": "xD", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Tesla", "Model": "Model S", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "ProMaster 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Rolls-Royce", "Model": "Ghost", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Scion", "Model": "xB", "Electric_Vehicle": False},
{"Year": 2014, "Make": "SRT", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Rolls-Royce", "Model": "Wraith", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Ram", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "smart", "Model": "fortwo", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "FJ Cruiser", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Prius c", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Subaru", "Model": "XV Crosstrek", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Prius v", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Venza", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Prius Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volkswagen", "Model": "CC", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volkswagen", "Model": "Beetle", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volkswagen", "Model": "Eos", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volkswagen", "Model": "Routan", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Acura", "Model": "ILX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Acura", "Model": "TSX", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volkswagen", "Model": "Jetta SportWagen", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volvo", "Model": "XC60", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "A7", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "A5", "Electric_Vehicle": False},
{"Year": 2014, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Aston Martin", "Model": "DB9", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Acura", "Model": "ZDX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "allroad", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "1 Series", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "S7", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "RS 5", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Bentley", "Model": "Mulsanne", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "X6 M", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "X5 M", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Buick", "Model": "Encore", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "X1", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Buick", "Model": "Verano", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Cadillac", "Model": "XTS", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2013, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Cadillac", "Model": "ATS", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Cruze", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Captiva Sport", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Spark", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Avalanche", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Sonic", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Silverado 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Volt", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ferrari", "Model": "California", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ferrari", "Model": "FF", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "C-MAX Energi", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Dodge", "Model": "Journey", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ferrari", "Model": "458 Spider", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "E150 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Chrysler", "Model": "200", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "FIAT", "Model": "500e", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ferrari", "Model": "F12berlinetta", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "C-MAX Hybrid", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Dodge", "Model": "Dart", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "E250 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ferrari", "Model": "458 Italia", "Electric_Vehicle": False},
{"Year": 2013, "Make": "FIAT", "Model": "500", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "E150 Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Expedition EL", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Flex", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Fiesta", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Freightliner", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Freightliner", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Focus ST", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Freightliner", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Fusion Energi", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Transit Connect Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ford", "Model": "Transit Connect Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Freightliner", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Terrain", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Sierra 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Honda", "Model": "Crosstour", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Honda", "Model": "CR-Z", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2013, "Make": "INFINITI", "Model": "EX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2013, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Hyundai", "Model": "Genesis", "Electric_Vehicle": False},
{"Year": 2013, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Hyundai", "Model": "Equus", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Hyundai", "Model": "Genesis Coupe", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Hyundai", "Model": "Veloster", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lamborghini", "Model": "Gallardo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Hyundai", "Model": "Santa Fe Sport", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2013, "Make": "INFINITI", "Model": "JX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2013, "Make": "INFINITI", "Model": "FX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Jaguar", "Model": "XF", "Electric_Vehicle": False},
{"Year": 2013, "Make": "INFINITI", "Model": "M", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lincoln", "Model": "MKT", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Kia", "Model": "Forte", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Jeep", "Model": "Patriot", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lamborghini", "Model": "Aventador", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lexus", "Model": "CT", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Land Rover", "Model": "LR4", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Land Rover", "Model": "LR2", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Land Rover", "Model": "Range Rover Evoque", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Kia", "Model": "Soul", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lincoln", "Model": "MKS", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MAZDA", "Model": "CX-5", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MAZDA", "Model": "MAZDA2", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MAZDA", "Model": "MAZDA5", "Electric_Vehicle": False},
{"Year": 2013, "Make": "McLaren", "Model": "MP4-12C", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Maserati", "Model": "GranTurismo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Lotus", "Model": "Evora", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MINI", "Model": "Countryman", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "GLK-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MINI", "Model": "Hardtop", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "GL-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MINI", "Model": "Clubman", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "SLS-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MINI", "Model": "Coupe", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "CLS-Class", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mercedes-Benz", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MINI", "Model": "Roadster", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "NV200", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MINI", "Model": "Paceman", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Mitsubishi", "Model": "Outlander Sport", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "NV1500 Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "NV3500 HD Passenger", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "NV2500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Porsche", "Model": "Panamera", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ram", "Model": "1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "NV3500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ram", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "cube", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "LEAF", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "JUKE", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ram", "Model": "1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ram", "Model": "3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ram", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Scion", "Model": "FR-S", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Rolls-Royce", "Model": "Ghost", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Scion", "Model": "xB", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ram", "Model": "2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ram", "Model": "C/V Tradesman", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ram", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Subaru", "Model": "BRZ", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Scion", "Model": "xD", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ram", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Ram", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2013, "Make": "smart", "Model": "fortwo", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Subaru", "Model": "XV Crosstrek", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Suzuki", "Model": "SX4", "Electric_Vehicle": False},
{"Year": 2013, "Make": "SRT", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Suzuki", "Model": "Kizashi", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Tesla", "Model": "Model S", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Scion", "Model": "iQ", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Subaru", "Model": "Tribeca", "Electric_Vehicle": False},
{"Year": 2013, "Make": "smart", "Model": "fortwo electric drive", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Prius v", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Matrix", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "FJ Cruiser", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Prius c", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Prius Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Venza", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volvo", "Model": "C30", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volkswagen", "Model": "Beetle", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volkswagen", "Model": "CC", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volkswagen", "Model": "Routan", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volkswagen", "Model": "Eos", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volkswagen", "Model": "Jetta SportWagen", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2013, "Make": "Volvo", "Model": "XC60", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Acura", "Model": "TSX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "R8", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Acura", "Model": "ZDX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Aston Martin", "Model": "Rapide", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "A5", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "A7", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Aston Martin", "Model": "DB9", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Aston Martin", "Model": "DBS", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Bentley", "Model": "Mulsanne", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Aston Martin", "Model": "Virage", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "1 Series", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "X6 M", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "X5 M", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Buick", "Model": "Verano", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2012, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Cruze", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Captiva Sport", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Avalanche", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Colorado Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Sonic", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Volt", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Silverado 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Dodge", "Model": "Caliber", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ferrari", "Model": "California", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ferrari", "Model": "458 Italia", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Dodge", "Model": "Journey", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chrysler", "Model": "200", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "E250 Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2012, "Make": "FIAT", "Model": "500", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "E150 Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Fisker", "Model": "Karma", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ferrari", "Model": "FF", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "E150 Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Fiesta", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Expedition EL", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Transit Connect Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Flex", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ford", "Model": "Transit Connect Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Canyon Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Terrain", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Sierra 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Honda", "Model": "Crosstour", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2012, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Hyundai", "Model": "Equus", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Honda", "Model": "CR-Z", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Hyundai", "Model": "Genesis", "Electric_Vehicle": False},
{"Year": 2012, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2012, "Make": "INFINITI", "Model": "EX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Hyundai", "Model": "Veracruz", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Hyundai", "Model": "Genesis Coupe", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Hyundai", "Model": "Veloster", "Electric_Vehicle": False},
{"Year": 2012, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Jeep", "Model": "Liberty", "Electric_Vehicle": False},
{"Year": 2012, "Make": "INFINITI", "Model": "FX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Jaguar", "Model": "XF", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2012, "Make": "INFINITI", "Model": "M", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Jeep", "Model": "Patriot", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Kia", "Model": "Forte", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lamborghini", "Model": "Aventador", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lincoln", "Model": "MKS", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Land Rover", "Model": "LR2", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Kia", "Model": "Soul", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Land Rover", "Model": "Range Rover Evoque", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lexus", "Model": "HS", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lexus", "Model": "LFA", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lotus", "Model": "Evora", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Land Rover", "Model": "LR4", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lexus", "Model": "CT", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lamborghini", "Model": "Gallardo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Maybach", "Model": "62", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Lincoln", "Model": "MKT", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Maserati", "Model": "GranTurismo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2012, "Make": "McLaren", "Model": "MP4-12C", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MAZDA", "Model": "CX-7", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Maybach", "Model": "57", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MAZDA", "Model": "MAZDA2", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MINI", "Model": "Hardtop", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MAZDA", "Model": "MAZDA5", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "GLK-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "CLS-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "SLS-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "R-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "GL-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mitsubishi", "Model": "i-MiEV", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MINI", "Model": "Clubman", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MINI", "Model": "Countryman", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MINI", "Model": "Roadster", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "JUKE", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mitsubishi", "Model": "Outlander Sport", "Electric_Vehicle": False},
{"Year": 2012, "Make": "MINI", "Model": "Coupe", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "LEAF", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "cube", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "NV3500 HD Passenger", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "NV1500 Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "NV2500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "NV3500 HD Cargo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ram", "Model": "1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ram", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ram", "Model": "C/V", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Porsche", "Model": "Cayman", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ram", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Porsche", "Model": "Panamera", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ram", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ram", "Model": "1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ram", "Model": "2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Rolls-Royce", "Model": "Ghost", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ram", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Scion", "Model": "xB", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Scion", "Model": "xD", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ram", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Acura", "Model": "ZDX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Subaru", "Model": "Tribeca", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Suzuki", "Model": "SX4", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Prius v", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Scion", "Model": "iQ", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Ram", "Model": "3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Suzuki", "Model": "Equator Extended Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Venza", "Electric_Vehicle": False},
{"Year": 2012, "Make": "smart", "Model": "fortwo", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Prius c", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Suzuki", "Model": "Equator Crew Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "A5", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Suzuki", "Model": "Kizashi", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volkswagen", "Model": "Eos", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volkswagen", "Model": "Beetle", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Prius Plug-in Hybrid", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volkswagen", "Model": "Routan", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volkswagen", "Model": "Jetta SportWagen", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "FJ Cruiser", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Matrix", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volvo", "Model": "C30", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volvo", "Model": "XC60", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Tesla", "Model": "Model S", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volkswagen", "Model": "CC", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Aston Martin", "Model": "Rapide", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2012, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Aston Martin", "Model": "DB9", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Acura", "Model": "TSX", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Aston Martin", "Model": "DBS", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "R8", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2011, "Make": "BMW", "Model": "X5 M", "Electric_Vehicle": False},
{"Year": 2011, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2011, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2011, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2011, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2011, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2011, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Bentley", "Model": "Mulsanne", "Electric_Vehicle": False},
{"Year": 2011, "Make": "BMW", "Model": "1 Series", "Electric_Vehicle": False},
{"Year": 2011, "Make": "BMW", "Model": "X6 M", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Cadillac", "Model": "DTS", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Buick", "Model": "Lucerne", "Electric_Vehicle": False},
{"Year": 2011, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2011, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Aveo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Cruze", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "HHR", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Cadillac", "Model": "STS", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Avalanche", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Colorado Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chrysler", "Model": "200", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Silverado 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ferrari", "Model": "599 GTB Fiorano", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Volt", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Dodge", "Model": "Grand Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ferrari", "Model": "599 GTO", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Dodge", "Model": "Journey", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ferrari", "Model": "612 Scaglietti", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "E150 Passenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Dodge", "Model": "Caliber", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "E250 Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ferrari", "Model": "458 Italia", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Dodge", "Model": "Nitro", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "E150 Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ferrari", "Model": "California", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Expedition EL", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Fiesta", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Transit Connect Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Canyon Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Flex", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Transit Connect Passenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Sierra 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Honda", "Model": "CR-Z", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Honda", "Model": "Accord Crosstour", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2011, "Make": "GMC", "Model": "Terrain", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Hyundai", "Model": "Equus", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Honda", "Model": "Element", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2011, "Make": "INFINITI", "Model": "M", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Hyundai", "Model": "Genesis Coupe", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Jaguar", "Model": "XF", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Kia", "Model": "Soul", "Electric_Vehicle": False},
{"Year": 2011, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Jeep", "Model": "Liberty", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2011, "Make": "INFINITI", "Model": "EX", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Kia", "Model": "Forte", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Land Rover", "Model": "LR4", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Hyundai", "Model": "Genesis", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lamborghini", "Model": "Gallardo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lexus", "Model": "CT", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lincoln", "Model": "MKS", "Electric_Vehicle": False},
{"Year": 2011, "Make": "INFINITI", "Model": "FX", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Hyundai", "Model": "Veracruz", "Electric_Vehicle": False},
{"Year": 2011, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lexus", "Model": "HS", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Jeep", "Model": "Patriot", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lotus", "Model": "Evora", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lotus", "Model": "Elise", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lexus", "Model": "IS F", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Land Rover", "Model": "LR2", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lincoln", "Model": "MKT", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Lotus", "Model": "Exige", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Maserati", "Model": "GranTurismo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Maybach", "Model": "62", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Maybach", "Model": "57", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MAZDA", "Model": "MAZDA2", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MAZDA", "Model": "CX-7", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MAZDA", "Model": "RX-8", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "GL-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mitsubishi", "Model": "Outlander Sport", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MAZDA", "Model": "Tribute", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "R-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercury", "Model": "Milan", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "CLS-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercury", "Model": "Mariner", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "GLK-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MINI", "Model": "Clubman", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mitsubishi", "Model": "Endeavor", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "Sprinter 2500 Crew", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "LEAF", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MINI", "Model": "Hardtop", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Mercedes-Benz", "Model": "SLS-Class", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "cube", "Electric_Vehicle": False},
{"Year": 2011, "Make": "MINI", "Model": "Countryman", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "JUKE", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ram", "Model": "1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ram", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Porsche", "Model": "Panamera", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ram", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ram", "Model": "2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Scion", "Model": "xD", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ram", "Model": "1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ram", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Saab", "Model": "9-4X", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ram", "Model": "3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Rolls-Royce", "Model": "Ghost", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Scion", "Model": "xB", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Suzuki", "Model": "Equator Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ram", "Model": "Dakota Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ram", "Model": "Dakota Extended Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Porsche", "Model": "Cayman", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Subaru", "Model": "Tribeca", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ram", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Suzuki", "Model": "Equator Extended Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "smart", "Model": "fortwo", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Ram", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Suzuki", "Model": "SX4", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Suzuki", "Model": "Kizashi", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Matrix", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "FJ Cruiser", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volkswagen", "Model": "Eos", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Toyota", "Model": "Venza", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volkswagen", "Model": "CC", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Acura", "Model": "TSX", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volvo", "Model": "C30", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volvo", "Model": "V50", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volvo", "Model": "XC60", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Aston Martin", "Model": "DB9", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Aston Martin", "Model": "DBS", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Acura", "Model": "ZDX", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2011, "Make": "Volkswagen", "Model": "Routan", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "A5", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "1 Series", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Aston Martin", "Model": "Rapide", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "X5 M", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Bentley", "Model": "Azure T", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Bentley", "Model": "Brooklands", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Audi", "Model": "R8", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Buick", "Model": "Lucerne", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "HHR", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "X6 M", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Cadillac", "Model": "STS", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Avalanche", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Colorado Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Cobalt", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Aveo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Cadillac", "Model": "DTS", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Caliber", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chrysler", "Model": "PT Cruiser", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Dakota Extended Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Grand Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Ram 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Dakota Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Journey", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Ram 2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Nitro", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Silverado 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Ram 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Ram 2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ferrari", "Model": "458 Italia", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Ram 3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "E250 Cargo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ferrari", "Model": "612 Scaglietti", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "E150 Cargo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "E150 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ferrari", "Model": "California", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Explorer Sport Trac", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ferrari", "Model": "599 GTB Fiorano", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Expedition EL", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Flex", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Terrain", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Transit Connect Passenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Canyon Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Transit Connect Cargo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Honda", "Model": "Accord Crosstour", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Sierra 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2010, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2010, "Make": "HUMMER", "Model": "H3T", "Electric_Vehicle": False},
{"Year": 2010, "Make": "INFINITI", "Model": "FX", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Honda", "Model": "Element", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Hyundai", "Model": "Genesis Coupe", "Electric_Vehicle": False},
{"Year": 2010, "Make": "HUMMER", "Model": "H3", "Electric_Vehicle": False},
{"Year": 2010, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Hyundai", "Model": "Genesis", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2010, "Make": "INFINITI", "Model": "EX", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Hyundai", "Model": "Veracruz", "Electric_Vehicle": False},
{"Year": 2010, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Jeep", "Model": "Patriot", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Jeep", "Model": "Liberty", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Kia", "Model": "Rondo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "INFINITI", "Model": "M", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Jaguar", "Model": "XF", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Jeep", "Model": "Commander", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lamborghini", "Model": "Murcielago", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Kia", "Model": "Forte", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lamborghini", "Model": "Gallardo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Land Rover", "Model": "LR4", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lincoln", "Model": "MKS", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Kia", "Model": "Soul", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Land Rover", "Model": "LR2", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lotus", "Model": "Exige", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lexus", "Model": "HS", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lexus", "Model": "IS F", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lincoln", "Model": "MKT", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercedes-Benz", "Model": "CLS-Class", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lotus", "Model": "Evora", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2010, "Make": "MAZDA", "Model": "RX-8", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Lotus", "Model": "Elise", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Maserati", "Model": "GranTurismo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "MAZDA", "Model": "CX-7", "Electric_Vehicle": False},
{"Year": 2010, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Maybach", "Model": "62", "Electric_Vehicle": False},
{"Year": 2010, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2010, "Make": "MAZDA", "Model": "Tribute", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Maybach", "Model": "57", "Electric_Vehicle": False},
{"Year": 2010, "Make": "MAZDA", "Model": "MAZDA5", "Electric_Vehicle": False},
{"Year": 2010, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2010, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2010, "Make": "MINI", "Model": "Hardtop", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mitsubishi", "Model": "Endeavor", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercedes-Benz", "Model": "R-Class", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercury", "Model": "Milan", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2010, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercedes-Benz", "Model": "GL-Class", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 2010, "Make": "MINI", "Model": "Clubman", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercury", "Model": "Mariner", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mercedes-Benz", "Model": "GLK-Class", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Pontiac", "Model": "Vibe", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "cube", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Pontiac", "Model": "G6", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Pontiac", "Model": "G3", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Rolls-Royce", "Model": "Ghost", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Saturn", "Model": "VUE", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Suzuki", "Model": "Equator Extended Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Suzuki", "Model": "Equator Crew Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Saturn", "Model": "Outlook", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Porsche", "Model": "Cayman", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Porsche", "Model": "Panamera", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Scion", "Model": "xB", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2010, "Make": "smart", "Model": "fortwo", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Scion", "Model": "xD", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "FJ Cruiser", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Suzuki", "Model": "SX4", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Subaru", "Model": "Tribeca", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Matrix", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volkswagen", "Model": "Eos", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Venza", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Suzuki", "Model": "Kizashi", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volkswagen", "Model": "CC", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volkswagen", "Model": "Routan", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volvo", "Model": "C30", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volvo", "Model": "XC60", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volvo", "Model": "V50", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2010, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "Q5", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Aston Martin", "Model": "DB9", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Acura", "Model": "TSX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "R8", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Aston Martin", "Model": "DBS", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "A5", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Bentley", "Model": "Arnage", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Bentley", "Model": "Brooklands", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "1 Series", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Bentley", "Model": "Azure", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Cobalt", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Cadillac", "Model": "DTS", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Aveo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Cadillac", "Model": "XLR", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Buick", "Model": "Lucerne", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Avalanche", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "HHR", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Colorado Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Cadillac", "Model": "STS", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Silverado 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "TrailBlazer", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chrysler", "Model": "PT Cruiser", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Dakota Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Traverse", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Journey", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Ram 2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Dakota Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chrysler", "Model": "Aspen", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "E150 Cargo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ferrari", "Model": "430 Scuderia", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Grand Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ferrari", "Model": "599 GTB Fiorano", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Caliber", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ferrari", "Model": "California", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Nitro", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Ram 3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Ram 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "E150 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ferrari", "Model": "612 Scaglietti", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "E250 Cargo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ferrari", "Model": "F430", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Expedition EL", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Explorer Sport Trac", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Flex", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Ford", "Model": "Taurus X", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Envoy", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Canyon Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2009, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Honda", "Model": "Element", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Sierra 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Honda", "Model": "S2000", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2009, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2009, "Make": "HUMMER", "Model": "H3T", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2009, "Make": "HUMMER", "Model": "H2", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2009, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "INFINITI", "Model": "M", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Hyundai", "Model": "Veracruz", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2009, "Make": "HUMMER", "Model": "H3", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Kia", "Model": "Amanti", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Jeep", "Model": "Patriot", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Jeep", "Model": "Liberty", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Kia", "Model": "Rondo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "INFINITI", "Model": "FX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Jeep", "Model": "Commander", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Hyundai", "Model": "Genesis", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2009, "Make": "INFINITI", "Model": "EX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Kia", "Model": "Borrego", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Jaguar", "Model": "XF", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Land Rover", "Model": "LR2", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lamborghini", "Model": "Gallardo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lamborghini", "Model": "Murcielago", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lexus", "Model": "IS F", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Kia", "Model": "Spectra", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Land Rover", "Model": "LR3", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lincoln", "Model": "MKS", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MAZDA", "Model": "CX-7", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lotus", "Model": "Elise", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Maybach", "Model": "57", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lotus", "Model": "Exige", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Maserati", "Model": "GranTurismo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Maybach", "Model": "62", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MAZDA", "Model": "RX-8", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MAZDA", "Model": "Tribute", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MAZDA", "Model": "B-Series Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "CLS-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MAZDA", "Model": "MAZDA5", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "GL-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "R-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "350Z", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "SLR McLaren", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercury", "Model": "Mariner", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MINI", "Model": "Clubman", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "370Z", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mercury", "Model": "Milan", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "GT-R", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mitsubishi", "Model": "Raider Double Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2009, "Make": "MINI", "Model": "Hardtop", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "cube", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Mitsubishi", "Model": "Raider Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Pontiac", "Model": "G6 (2009.5)", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Saturn", "Model": "VUE", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Pontiac", "Model": "Solstice", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Saturn", "Model": "Outlook", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Pontiac", "Model": "G8", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Pontiac", "Model": "Vibe", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Scion", "Model": "xD", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Pontiac", "Model": "G6", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Saturn", "Model": "Aura", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Saab", "Model": "9-7X", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Subaru", "Model": "Tribeca", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Pontiac", "Model": "Torrent", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Pontiac", "Model": "G5", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2009, "Make": "smart", "Model": "fortwo", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Scion", "Model": "xB", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Pontiac", "Model": "G3", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Porsche", "Model": "Cayman", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Saturn", "Model": "SKY", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Suzuki", "Model": "Equator Crew Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Suzuki", "Model": "XL7", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "FJ Cruiser", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Suzuki", "Model": "SX4", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Suzuki", "Model": "Equator Extended Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Matrix", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Venza", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volkswagen", "Model": "CC", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volkswagen", "Model": "Rabbit", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volkswagen", "Model": "Touareg 2", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volkswagen", "Model": "GLI", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volkswagen", "Model": "Routan", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volkswagen", "Model": "Eos", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volkswagen", "Model": "Tiguan", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volvo", "Model": "C30", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volvo", "Model": "V50", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Acura", "Model": "TSX", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "R8", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Aston Martin", "Model": "DB9", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "A5", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2009, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "RS 4", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Aston Martin", "Model": "DBS", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "1 Series", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "X6", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Audi", "Model": "S5", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Bentley", "Model": "Arnage", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "Z4 M", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Buick", "Model": "Lucerne", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Buick", "Model": "Enclave", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Avalanche", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Bentley", "Model": "Azure", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Aveo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Cadillac", "Model": "XLR", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Cadillac", "Model": "DTS", "Electric_Vehicle": False},
{"Year": 2008, "Make": "BMW", "Model": "Alpina B7", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Cobalt", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Cadillac", "Model": "STS", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Colorado Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "HHR", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Malibu (Classic)", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "TrailBlazer", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chrysler", "Model": "Aspen", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Silverado 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chrysler", "Model": "Pacifica", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Uplander Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chrysler", "Model": "Crossfire", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chevrolet", "Model": "Uplander Passenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Caliber", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Challenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Grand Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Nitro", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Ram 2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Dakota Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chrysler", "Model": "PT Cruiser", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Magnum", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Ram 1500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Dakota Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ferrari", "Model": "612 Scaglietti", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ferrari", "Model": "F430", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Ram 3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "E250 Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ferrari", "Model": "599 GTB Fiorano", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ferrari", "Model": "430 Scuderia", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "E150 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Explorer Sport Trac", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "E150 Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Taurus X", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Expedition EL", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "F450 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Canyon Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Envoy", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Honda", "Model": "Element", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Sierra 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2008, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2008, "Make": "INFINITI", "Model": "FX", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2008, "Make": "HUMMER", "Model": "H2", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2008, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Honda", "Model": "S2000", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Hyundai", "Model": "Entourage", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Isuzu", "Model": "i-370 Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "HUMMER", "Model": "H3", "Electric_Vehicle": False},
{"Year": 2008, "Make": "INFINITI", "Model": "M", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Hyundai", "Model": "Tiburon", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Hyundai", "Model": "Veracruz", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Isuzu", "Model": "i-290 Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2008, "Make": "INFINITI", "Model": "EX", "Electric_Vehicle": False},
{"Year": 2008, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Jaguar", "Model": "S-Type", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Jeep", "Model": "Commander", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Land Rover", "Model": "LR2", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lamborghini", "Model": "Murcielago LP640", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Kia", "Model": "Amanti", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Jeep", "Model": "Patriot", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Kia", "Model": "Rondo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Isuzu", "Model": "Ascender", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Jeep", "Model": "Liberty", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Jaguar", "Model": "X-Type", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Isuzu", "Model": "i-370 Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lamborghini", "Model": "Gallardo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Kia", "Model": "Spectra", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Land Rover", "Model": "LR3", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lotus", "Model": "Elise", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lexus", "Model": "IS F", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MAZDA", "Model": "Tribute", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Maserati", "Model": "GranTurismo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lotus", "Model": "Exige S", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MAZDA", "Model": "MAZDA5", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Maybach", "Model": "57", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Maybach", "Model": "62", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MAZDA", "Model": "B-Series Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lincoln", "Model": "Mark LT", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MAZDA", "Model": "RX-8", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MAZDA", "Model": "CX-7", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "CLS-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "R-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercury", "Model": "Mariner", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MINI", "Model": "Clubman", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercury", "Model": "Milan", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "SLR McLaren", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mitsubishi", "Model": "Raider Extended Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mitsubishi", "Model": "Endeavor", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "GL-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "350Z", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2008, "Make": "MINI", "Model": "Cooper", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Pontiac", "Model": "G8", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Pontiac", "Model": "G6", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Pontiac", "Model": "G5", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Pontiac", "Model": "Torrent", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Porsche", "Model": "Cayman", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mitsubishi", "Model": "Raider Double Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Pontiac", "Model": "Vibe", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "FJ Cruiser", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2008, "Make": "smart", "Model": "fortwo", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Suzuki", "Model": "SX4", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Subaru", "Model": "Tribeca", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Scion", "Model": "xD", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Suzuki", "Model": "XL7", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Saturn", "Model": "Astra", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Rogue", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Scion", "Model": "xB", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Saturn", "Model": "Outlook", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Saturn", "Model": "Aura", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Suzuki", "Model": "Reno", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Saturn", "Model": "SKY", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Saab", "Model": "9-7X", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Matrix", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Pontiac", "Model": "Solstice", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Solara", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volkswagen", "Model": "R32", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Saturn", "Model": "VUE", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volkswagen", "Model": "GLI", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Suzuki", "Model": "Forenza", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volkswagen", "Model": "Eos", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volkswagen", "Model": "Rabbit", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volkswagen", "Model": "Touareg 2", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volvo", "Model": "C30", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volvo", "Model": "V50", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2008, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Acura", "Model": "TSX", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Acura", "Model": "RDX", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Aston Martin", "Model": "DB9", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Bentley", "Model": "Arnage", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Buick", "Model": "Rendezvous", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Audi", "Model": "Q7", "Electric_Vehicle": False},
{"Year": 2007, "Make": "BMW", "Model": "Alpina B7", "Electric_Vehicle": False},
{"Year": 2007, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2007, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2007, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2007, "Make": "BMW", "Model": "Z4 M", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2007, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Audi", "Model": "RS 4", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Bentley", "Model": "Azure", "Electric_Vehicle": False},
{"Year": 2007, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2007, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2007, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Avalanche", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Cadillac", "Model": "XLR", "Electric_Vehicle": False},
{"Year": 2007, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Buick", "Model": "Lucerne", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Cadillac", "Model": "STS", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Buick", "Model": "Terraza", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Colorado Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Buick", "Model": "Rainier", "Electric_Vehicle": False},
{"Year": 2007, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Cobalt", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Cadillac", "Model": "DTS", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Aveo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "HHR", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado (Classic) 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado (Classic) 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado (Classic) 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado (Classic) 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado (Classic) 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado (Classic) 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado (Classic) 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado (Classic) 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chrysler", "Model": "Crossfire", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado (Classic) 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "TrailBlazer", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Uplander Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado (Classic) 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Uplander Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chrysler", "Model": "Aspen", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chrysler", "Model": "Pacifica", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chrysler", "Model": "PT Cruiser", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Caliber", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Nitro", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Ram 3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Magnum", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Grand Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Dakota Quad Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Ram 1500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Ram 2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "E250 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Explorer Sport Trac", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Expedition EL", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "E150 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ferrari", "Model": "599 GTB Fiorano", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ferrari", "Model": "F430", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Dodge", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ferrari", "Model": "612 Scaglietti", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Edge", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "E150 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Canyon Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Freestar Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Five Hundred", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra (Classic) 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Freestar Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra (Classic) 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra 3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Freestyle", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra (Classic) 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra (Classic) 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra (Classic) 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Acadia", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Envoy", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra (Classic) 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Honda", "Model": "Element", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra (Classic) 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra (Classic) 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra (Classic) 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Honda", "Model": "Fit", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra 3500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra (Classic) 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2007, "Make": "GMC", "Model": "Sierra 3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2007, "Make": "HUMMER", "Model": "H3", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Honda", "Model": "S2000", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Hyundai", "Model": "Tiburon", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Hyundai", "Model": "Veracruz", "Electric_Vehicle": False},
{"Year": 2007, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Hyundai", "Model": "Entourage", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Isuzu", "Model": "Ascender", "Electric_Vehicle": False},
{"Year": 2007, "Make": "INFINITI", "Model": "M", "Electric_Vehicle": False},
{"Year": 2007, "Make": "HUMMER", "Model": "H2", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2007, "Make": "INFINITI", "Model": "FX", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Jeep", "Model": "Commander", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Isuzu", "Model": "i-290 Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Isuzu", "Model": "i-370 Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Jeep", "Model": "Patriot", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Jaguar", "Model": "S-Type", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Jeep", "Model": "Compass", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Jaguar", "Model": "X-Type", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Jeep", "Model": "Liberty", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Isuzu", "Model": "i-370 Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Kia", "Model": "Amanti", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Kia", "Model": "Rondo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Land Rover", "Model": "LR3", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lincoln", "Model": "MKX", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lamborghini", "Model": "Gallardo", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Kia", "Model": "Spectra", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lotus", "Model": "Elise", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lamborghini", "Model": "Murcielago", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lotus", "Model": "Exige S", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lincoln", "Model": "Navigator L", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lincoln", "Model": "Mark LT", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Maybach", "Model": "57", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lincoln", "Model": "MKZ", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2007, "Make": "MAZDA", "Model": "RX-8", "Electric_Vehicle": False},
{"Year": 2007, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2007, "Make": "MAZDA", "Model": "CX-9", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Maybach", "Model": "62", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercury", "Model": "Mariner", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercury", "Model": "Milan", "Electric_Vehicle": False},
{"Year": 2007, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2007, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "CLS-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "MAZDA", "Model": "MAZDA5", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "MAZDA", "Model": "B-Series Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "MAZDA", "Model": "CX-7", "Electric_Vehicle": False},
{"Year": 2007, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2007, "Make": "MINI", "Model": "Cooper", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mitsubishi", "Model": "Raider Double Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercury", "Model": "Montego", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "SLR McLaren", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercury", "Model": "Monterey", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mitsubishi", "Model": "Endeavor", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "GL-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "R-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Mitsubishi", "Model": "Raider Extended Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "350Z", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Saturn", "Model": "Aura", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Saab", "Model": "9-7X", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Versa", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Pontiac", "Model": "G6", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Pontiac", "Model": "Solstice", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Pontiac", "Model": "Torrent", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Pontiac", "Model": "G5", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Pontiac", "Model": "Vibe", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Porsche", "Model": "Cayman", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Saturn", "Model": "Relay", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Saturn", "Model": "Ion", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Saturn", "Model": "Outlook", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Saturn", "Model": "VUE", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Saturn", "Model": "SKY", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Suzuki", "Model": "SX4", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Subaru", "Model": "B9 Tribeca", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Suzuki", "Model": "Aerio", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Suzuki", "Model": "XL7", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Suzuki", "Model": "Forenza", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Suzuki", "Model": "Reno", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Solara", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "FJ Cruiser", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Matrix", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Yaris", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volkswagen", "Model": "Eos", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Tundra CrewMax", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volkswagen", "Model": "Rabbit", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Acura", "Model": "TSX", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2006, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Aston Martin", "Model": "Vanquish S", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Aston Martin", "Model": "Vantage", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Aston Martin", "Model": "DB9", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Audi", "Model": "A3", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2006, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Acura", "Model": "RSX", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Bentley", "Model": "Arnage", "Electric_Vehicle": False},
{"Year": 2007, "Make": "Volvo", "Model": "V50", "Electric_Vehicle": False},
{"Year": 2006, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2006, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2006, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Buick", "Model": "Lucerne", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Aveo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "BMW", "Model": "Z4 M", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Cobalt", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2006, "Make": "BMW", "Model": "M6", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Buick", "Model": "Rainier", "Electric_Vehicle": False},
{"Year": 2006, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2006, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2006, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Buick", "Model": "Terraza", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Avalanche 2500", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Cadillac", "Model": "STS", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Cadillac", "Model": "XLR", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2006, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "HHR", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Colorado Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Buick", "Model": "Rendezvous", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Cadillac", "Model": "DTS", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Avalanche 1500", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Uplander Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "SSR", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chrysler", "Model": "Crossfire", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Silverado 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Silverado 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chrysler", "Model": "Pacifica", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Silverado 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Silverado 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "TrailBlazer", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Charger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Ram 3500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chrysler", "Model": "PT Cruiser", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Grand Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Ram 2500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Chevrolet", "Model": "Uplander Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Magnum", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Dakota Quad Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Ram 1500 Mega Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ferrari", "Model": "F430", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "E150 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "E150 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ferrari", "Model": "612 Scaglietti", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "E250 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Fusion", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Five Hundred", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Freestar Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Canyon Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "GT", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Freestyle", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Ford", "Model": "Freestar Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Envoy XL", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Envoy", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Sierra 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Sierra 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Sierra 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Honda", "Model": "Element", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Honda", "Model": "Ridgeline", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2006, "Make": "GMC", "Model": "Sierra 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "HUMMER", "Model": "H3", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Honda", "Model": "S2000", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2006, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Jeep", "Model": "Commander", "Electric_Vehicle": False},
{"Year": 2006, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Isuzu", "Model": "i-350 Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Isuzu", "Model": "i-280 Extended Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2006, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Jaguar", "Model": "X-Type", "Electric_Vehicle": False},
{"Year": 2006, "Make": "HUMMER", "Model": "H2", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Jaguar", "Model": "S-Type", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Hyundai", "Model": "Tiburon", "Electric_Vehicle": False},
{"Year": 2006, "Make": "INFINITI", "Model": "M", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2006, "Make": "INFINITI", "Model": "FX", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Hyundai", "Model": "Azera", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Kia", "Model": "Optima (2006.5)", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Isuzu", "Model": "Ascender", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Kia", "Model": "Amanti", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lamborghini", "Model": "Murcielago", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Land Rover", "Model": "LR3", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lamborghini", "Model": "Gallardo", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Kia", "Model": "Spectra", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Jeep", "Model": "Liberty", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Land Rover", "Model": "Range Rover Sport", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lincoln", "Model": "Mark LT", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lincoln", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lotus", "Model": "Exige", "Electric_Vehicle": False},
{"Year": 2006, "Make": "MAZDA", "Model": "RX-8", "Electric_Vehicle": False},
{"Year": 2006, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Maserati", "Model": "GranSport", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lincoln", "Model": "Zephyr", "Electric_Vehicle": False},
{"Year": 2006, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2006, "Make": "MAZDA", "Model": "B-Series Extended Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "MAZDA", "Model": "MAZDA5", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Maserati", "Model": "Coupe", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Lotus", "Model": "Elise", "Electric_Vehicle": False},
{"Year": 2006, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Maybach", "Model": "57", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Maybach", "Model": "62", "Electric_Vehicle": False},
{"Year": 2006, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2006, "Make": "MAZDA", "Model": "Tribute", "Electric_Vehicle": False},
{"Year": 2006, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercury", "Model": "Monterey", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 2006, "Make": "MINI", "Model": "Cooper", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "CLS-Class", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercury", "Model": "Mariner", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2006, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "SLR McLaren", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mitsubishi", "Model": "Raider Double Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mitsubishi", "Model": "Raider Extended Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "350Z", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "R-Class", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercury", "Model": "Montego", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mercury", "Model": "Milan", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Mitsubishi", "Model": "Endeavor", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Pontiac", "Model": "G6", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Panoz", "Model": "Esperante", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Pontiac", "Model": "GTO", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Pontiac", "Model": "Montana SV6", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Pontiac", "Model": "Solstice", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Porsche", "Model": "Cayman", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Saturn", "Model": "VUE", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Subaru", "Model": "Baja", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Pontiac", "Model": "Vibe", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Saturn", "Model": "Ion", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Scion", "Model": "xA", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Pontiac", "Model": "Torrent", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Scion", "Model": "xB", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Saturn", "Model": "Relay", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Subaru", "Model": "B9 Tribeca", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Saab", "Model": "9-2X", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Saab", "Model": "9-7X", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Suzuki", "Model": "XL-7", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Suzuki", "Model": "Forenza", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Suzuki", "Model": "Aerio", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Suzuki", "Model": "Reno", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Suzuki", "Model": "Verona", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Matrix", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volkswagen", "Model": "Rabbit", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Tundra Access Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Solara", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volvo", "Model": "V50", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Acura", "Model": "RSX", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Aston Martin", "Model": "Vanquish S", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Audi", "Model": "A4 (2005.5)", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volkswagen", "Model": "Phaeton", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2006, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Aston Martin", "Model": "DB9", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Acura", "Model": "TSX", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Bentley", "Model": "Arnage", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Audi", "Model": "allroad", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Buick", "Model": "Rainier", "Electric_Vehicle": False},
{"Year": 2005, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2005, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2005, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2005, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Audi", "Model": "S4 (2005.5)", "Electric_Vehicle": False},
{"Year": 2005, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2005, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Bentley", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2005, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2005, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Aveo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Buick", "Model": "LaCrosse", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Buick", "Model": "Rendezvous", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Avalanche 2500", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Cobalt", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Avalanche 1500", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Buick", "Model": "Terraza", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Cadillac", "Model": "STS", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Classic", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Cadillac", "Model": "XLR", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Colorado Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Silverado 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Silverado 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Equinox", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "SSR", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Silverado 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Magnum", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Uplander Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Uplander Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Venture Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chrysler", "Model": "PT Cruiser", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Silverado 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "Venture Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chevrolet", "Model": "TrailBlazer", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chrysler", "Model": "Pacifica", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Dakota Quad Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Chrysler", "Model": "Crossfire", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Grand Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "E150 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Excursion", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "E150 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Freestyle", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Five Hundred", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Explorer Sport Trac", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "E250 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Envoy XUV", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Freestar Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Freestar Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "GT", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Envoy XL", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Ford", "Model": "Thunderbird", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Envoy", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Canyon Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Sierra 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Honda", "Model": "Element", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Sierra 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Sierra 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "GMC", "Model": "Sierra 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Hyundai", "Model": "XG350", "Electric_Vehicle": False},
{"Year": 2005, "Make": "INFINITI", "Model": "FX", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Jeep", "Model": "Liberty", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2005, "Make": "HUMMER", "Model": "H2", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Honda", "Model": "S2000", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Isuzu", "Model": "Ascender", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Jaguar", "Model": "S-Type", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2005, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2005, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Kia", "Model": "Amanti", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Hyundai", "Model": "Tiburon", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Hyundai", "Model": "Tucson", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Kia", "Model": "Spectra", "Electric_Vehicle": False},
{"Year": 2005, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Jaguar", "Model": "X-Type", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Maserati", "Model": "Coupe", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Land Rover", "Model": "LR3", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Maserati", "Model": "GranSport", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2005, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Land Rover", "Model": "Freelander", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Maserati", "Model": "Quattroporte", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lincoln", "Model": "Aviator", "Electric_Vehicle": False},
{"Year": 2005, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lincoln", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lotus", "Model": "Elise", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Maybach", "Model": "57", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Maybach", "Model": "62", "Electric_Vehicle": False},
{"Year": 2005, "Make": "MAZDA", "Model": "Tribute", "Electric_Vehicle": False},
{"Year": 2005, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2005, "Make": "MAZDA", "Model": "B-Series Extended Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2005, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2005, "Make": "MINI", "Model": "Convertible", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercedes-Benz", "Model": "SLR McLaren", "Electric_Vehicle": False},
{"Year": 2005, "Make": "MAZDA", "Model": "RX-8", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "350Z", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercury", "Model": "Montego", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mitsubishi", "Model": "Endeavor", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 2005, "Make": "MINI", "Model": "Cooper", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercury", "Model": "Mariner", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mercury", "Model": "Monterey", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Panoz", "Model": "Esperante", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Armada", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Pontiac", "Model": "Aztek", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Pontiac", "Model": "G6", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Pontiac", "Model": "GTO", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Pontiac", "Model": "Montana SV6", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Scion", "Model": "tC", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Saab", "Model": "9-2X", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Rolls-Royce", "Model": "Phantom", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Pontiac", "Model": "Vibe", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Pontiac", "Model": "Montana", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Pontiac", "Model": "Sunfire", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Saab", "Model": "9-7X", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Saturn", "Model": "Ion", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Saturn", "Model": "VUE", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Subaru", "Model": "Baja", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Porsche", "Model": "Carrera GT", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Scion", "Model": "xA", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Saturn", "Model": "Relay", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Scion", "Model": "xB", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Saturn", "Model": "L-Series", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Suzuki", "Model": "Reno", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Acura", "Model": "TSX", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Suzuki", "Model": "Aerio", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Suzuki", "Model": "Forenza", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Suzuki", "Model": "XL-7", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2004, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Suzuki", "Model": "Verona", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Echo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Buick", "Model": "Rendezvous", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Matrix", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "MR2", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Tacoma Access Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volkswagen", "Model": "Jetta (New)", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Solara", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2004, "Make": "BMW", "Model": "6 Series", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Acura", "Model": "RSX", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2004, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Audi", "Model": "allroad", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volkswagen", "Model": "Phaeton", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Buick", "Model": "Rainier", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Tundra Access Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2004, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2004, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 2004, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2004, "Make": "BMW", "Model": "X3", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volvo", "Model": "V50", "Electric_Vehicle": False},
{"Year": 2005, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2004, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Cadillac", "Model": "SRX", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Avalanche 1500", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Cadillac", "Model": "XLR", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Avalanche 2500", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Aveo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Colorado Extended Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Colorado Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Classic", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Colorado Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Grand Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "S10 Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Venture Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chrysler", "Model": "Crossfire", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Venture Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chrysler", "Model": "Pacifica", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chrysler", "Model": "300M", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Silverado 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "SSR", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "TrailBlazer", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chrysler", "Model": "PT Cruiser", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Dakota Quad Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "E150 Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Excursion", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "E150 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Dodge", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Explorer Sport Trac", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "F150 (Heritage) Super Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "E250 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "F150 (Heritage) Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Freestar Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Freestar Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Canyon Extended Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Thunderbird", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Envoy XL", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Canyon Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Envoy", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Canyon Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Envoy XUV", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 1500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sonoma Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Sierra 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2004, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2004, "Make": "INFINITI", "Model": "FX", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Honda", "Model": "Element", "Electric_Vehicle": False},
{"Year": 2004, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2004, "Make": "HUMMER", "Model": "H2", "Electric_Vehicle": False},
{"Year": 2004, "Make": "INFINITI", "Model": "M", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Honda", "Model": "S2000", "Electric_Vehicle": False},
{"Year": 2004, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Hyundai", "Model": "Tiburon", "Electric_Vehicle": False},
{"Year": 2004, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Hyundai", "Model": "XG350", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2004, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Jaguar", "Model": "S-Type", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Kia", "Model": "Spectra", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Jaguar", "Model": "X-Type", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lincoln", "Model": "Aviator", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Kia", "Model": "Amanti", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Isuzu", "Model": "Axiom", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Isuzu", "Model": "Ascender", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2004, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lincoln", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2004, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "INFINITI", "Model": "I", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Land Rover", "Model": "Freelander", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Jeep", "Model": "Liberty", "Electric_Vehicle": False},
{"Year": 2004, "Make": "MAZDA", "Model": "RX-8", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2004, "Make": "MAZDA", "Model": "MAZDA3", "Electric_Vehicle": False},
{"Year": 2004, "Make": "MAZDA", "Model": "Tribute", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2004, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2004, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 2004, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "350Z", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercury", "Model": "Marauder", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mitsubishi", "Model": "Endeavor", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mitsubishi", "Model": "Montero Sport", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 2004, "Make": "MINI", "Model": "Cooper", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mercury", "Model": "Monterey", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Titan King Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Oldsmobile", "Model": "Alero", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Pontiac", "Model": "Aztek", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Titan Crew Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Nissan", "Model": "Pathfinder Armada", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Pontiac", "Model": "Vibe", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Pontiac", "Model": "Sunfire", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Porsche", "Model": "Carrera GT", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Pontiac", "Model": "Montana", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Pontiac", "Model": "GTO", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Suzuki", "Model": "Forenza", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Saturn", "Model": "VUE", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Saturn", "Model": "Ion", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Subaru", "Model": "Baja", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Suzuki", "Model": "Aerio", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Saturn", "Model": "L-Series", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Suzuki", "Model": "Vitara", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Suzuki", "Model": "Verona", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Scion", "Model": "xB", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "MR2", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Echo", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Matrix", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Scion", "Model": "xA", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Suzuki", "Model": "XL-7", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Solara", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Tundra Access Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volkswagen", "Model": "Phaeton", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volvo", "Model": "S40 (New)", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Tundra Double Cab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Toyota", "Model": "Tacoma Xtracab", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volkswagen", "Model": "R32", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volkswagen", "Model": "Touareg", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volvo", "Model": "V40", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2004, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Acura", "Model": "RSX", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Acura", "Model": "CL", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2003, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 2003, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2003, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2003, "Make": "BMW", "Model": "Z8", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Audi", "Model": "RS 6", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2003, "Make": "BMW", "Model": "Z4", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Audi", "Model": "allroad", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Cadillac", "Model": "CTS", "Electric_Vehicle": False},
{"Year": 2003, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2003, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Buick", "Model": "Rendezvous", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2003, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Avalanche 2500", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Cadillac", "Model": "Escalade ESV", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Silverado 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Avalanche 1500", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "S10 Crew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Silverado 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chrysler", "Model": "300M", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Silverado 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Silverado 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Venture Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Silverado 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Silverado 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chrysler", "Model": "PT Cruiser", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "SSR", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Venture Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chevrolet", "Model": "TrailBlazer", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chrysler", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Dakota Quad Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Ram Van 1500", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Ram Van 2500", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Sprinter 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Ram Van 3500", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Grand Caravan Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Sprinter 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Sprinter 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "E250 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Explorer Sport", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "E150 Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "E150 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Excursion", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Explorer Sport Trac", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Windstar Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "ZX2", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Windstar Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Envoy", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Envoy XL", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Ford", "Model": "Thunderbird", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sierra 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sierra 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sierra 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sierra 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sierra 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sierra 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sonoma Crew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Hyundai", "Model": "Tiburon", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2003, "Make": "INFINITI", "Model": "I", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2003, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sonoma Extended Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Hyundai", "Model": "XG350", "Electric_Vehicle": False},
{"Year": 2003, "Make": "HUMMER", "Model": "H2", "Electric_Vehicle": False},
{"Year": 2003, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 2003, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Honda", "Model": "Pilot", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Honda", "Model": "Element", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2003, "Make": "INFINITI", "Model": "M", "Electric_Vehicle": False},
{"Year": 2003, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2003, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Honda", "Model": "S2000", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Isuzu", "Model": "Axiom", "Electric_Vehicle": False},
{"Year": 2003, "Make": "INFINITI", "Model": "FX", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Isuzu", "Model": "Ascender", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Jaguar", "Model": "S-Type", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Kia", "Model": "Spectra", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Kia", "Model": "Sorento", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Land Rover", "Model": "Freelander", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Jeep", "Model": "Liberty", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Isuzu", "Model": "Rodeo Sport", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Jaguar", "Model": "X-Type", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lexus", "Model": "GX", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lincoln", "Model": "Aviator", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2003, "Make": "MAZDA", "Model": "Tribute", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2003, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2003, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2003, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2003, "Make": "MAZDA", "Model": "Protege5", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 2003, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lincoln", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2003, "Make": "MAZDA", "Model": "MAZDA6", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 2003, "Make": "MINI", "Model": "Cooper", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mercury", "Model": "Marauder", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Nissan", "Model": "Murano", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Nissan", "Model": "350Z", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mitsubishi", "Model": "Outlander", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Mitsubishi", "Model": "Montero Sport", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Oldsmobile", "Model": "Aurora", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Oldsmobile", "Model": "Alero", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Echo", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Pontiac", "Model": "Montana", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Porsche", "Model": "Cayenne", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Pontiac", "Model": "Vibe", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Pontiac", "Model": "Aztek", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Pontiac", "Model": "Sunfire", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Suzuki", "Model": "Aerio", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Saturn", "Model": "L-Series", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Saturn", "Model": "VUE", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Subaru", "Model": "Baja", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Saturn", "Model": "Ion", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Matrix", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Suzuki", "Model": "XL-7", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Suzuki", "Model": "Vitara", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "MR2", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volkswagen", "Model": "Eurovan", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Tundra Access Cab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Tacoma Xtracab", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Toyota", "Model": "Solara", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volvo", "Model": "XC90", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Acura", "Model": "CL", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volvo", "Model": "V40", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Audi", "Model": "allroad", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 2002, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Acura", "Model": "RSX", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 2002, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volvo", "Model": "XC70", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2003, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2002, "Make": "BMW", "Model": "Z3", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Avalanche 1500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2002, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2002, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2002, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Avalanche 2500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2002, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2002, "Make": "BMW", "Model": "Z8", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Cadillac", "Model": "Escalade EXT", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Buick", "Model": "Rendezvous", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Cadillac", "Model": "Eldorado", "Electric_Vehicle": False},
{"Year": 2002, "Make": "BMW", "Model": "M", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Silverado 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Prizm", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "S10 Crew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Silverado 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chrysler", "Model": "Prowler", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "TrailBlazer", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Silverado 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Venture Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Silverado 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Venture Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chrysler", "Model": "PT Cruiser", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Silverado 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Daewoo", "Model": "Nubira", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Daewoo", "Model": "Leganza", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chevrolet", "Model": "Silverado 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Dakota Quad Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chrysler", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Chrysler", "Model": "300M", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Daewoo", "Model": "Lanos", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram Van 2500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Explorer Sport", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Econoline E250 Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Econoline E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram Wagon 2500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Econoline E150 Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Econoline E150 Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram Wagon 1500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram Van 1500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Econoline E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Escort", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Explorer Sport Trac", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram Wagon 3500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Ram Van 3500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Excursion", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Thunderbird", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Windstar Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Envoy XL", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sierra 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sonoma Crew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "Windstar Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sonoma Extended Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Isuzu", "Model": "Rodeo Sport", "Electric_Vehicle": False},
{"Year": 2002, "Make": "INFINITI", "Model": "I", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sierra 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Ford", "Model": "ZX2", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Envoy", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sierra 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sierra 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Jaguar", "Model": "X-Type", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sierra 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Honda", "Model": "Passport", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Sierra 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2002, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Jaguar", "Model": "S-Type", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2002, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Honda", "Model": "S2000", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Hyundai", "Model": "XG350", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Isuzu", "Model": "Trooper", "Electric_Vehicle": False},
{"Year": 2002, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Isuzu", "Model": "Axiom", "Electric_Vehicle": False},
{"Year": 2002, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Jeep", "Model": "Liberty", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Land Rover", "Model": "Discovery Series II", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Kia", "Model": "Spectra", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Kia", "Model": "Sedona", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Land Rover", "Model": "Freelander", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lincoln", "Model": "Blackwood", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2002, "Make": "MAZDA", "Model": "626", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 2002, "Make": "MAZDA", "Model": "Protege5", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lincoln", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2002, "Make": "MAZDA", "Model": "Millenia", "Electric_Vehicle": False},
{"Year": 2002, "Make": "MAZDA", "Model": "Tribute", "Electric_Vehicle": False},
{"Year": 2002, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2002, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2002, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 2002, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 2002, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercury", "Model": "Villager", "Electric_Vehicle": False},
{"Year": 2002, "Make": "MINI", "Model": "Cooper", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercury", "Model": "Cougar", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mitsubishi", "Model": "Montero Sport", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mercedes-Benz", "Model": "G-Class", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Mitsubishi", "Model": "Lancer", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Pontiac", "Model": "Aztek", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Oldsmobile", "Model": "Aurora", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Pontiac", "Model": "Montana", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Oldsmobile", "Model": "Intrigue", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Oldsmobile", "Model": "Alero", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Pontiac", "Model": "Sunfire", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Saturn", "Model": "L-Series", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Saturn", "Model": "S-Series", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Pontiac", "Model": "Firebird", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Echo", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "MR2", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Saturn", "Model": "VUE", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Suzuki", "Model": "Aerio", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Suzuki", "Model": "XL-7", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Suzuki", "Model": "Vitara", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Suzuki", "Model": "Esteem", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Tundra Access Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Tacoma Xtracab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volkswagen", "Model": "Cabrio", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Solara", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volkswagen", "Model": "Eurovan", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2001, "Make": "BMW", "Model": "Z8", "Electric_Vehicle": False},
{"Year": 2001, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Acura", "Model": "Integra", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Acura", "Model": "CL", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Audi", "Model": "S8", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Acura", "Model": "MDX", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2002, "Make": "Volvo", "Model": "V40", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2001, "Make": "BMW", "Model": "M", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Audi", "Model": "allroad", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 2001, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2001, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2001, "Make": "BMW", "Model": "Z3", "Electric_Vehicle": False},
{"Year": 2001, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2001, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2001, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Cadillac", "Model": "Catera", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Cadillac", "Model": "Eldorado", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Silverado 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Metro", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "S10 Crew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Lumina", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Prizm", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Silverado 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Silverado 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Daewoo", "Model": "Nubira", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Silverado 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chrysler", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Daewoo", "Model": "Leganza", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chrysler", "Model": "300M", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Daewoo", "Model": "Lanos", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Silverado 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chrysler", "Model": "LHS", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chrysler", "Model": "Prowler", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Venture Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Silverado 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chevrolet", "Model": "Silverado 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Chrysler", "Model": "PT Cruiser", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Dakota Quad Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram Van 2500", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram 1500 Club Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram Wagon 2500", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram Van 3500", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram Wagon 1500", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram Van 1500", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Econoline E250 Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Econoline E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Ram Wagon 3500", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Econoline E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Econoline E150 Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Excursion", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Econoline E150 Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Escape", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Explorer Sport", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "F150 SuperCrew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Escort", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sierra 1500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sierra 2500 HD Crew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sonoma Extended Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Explorer Sport Trac", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sierra 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Windstar Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sierra 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "Windstar Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Ford", "Model": "ZX2", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Jimmy", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sierra 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sonoma Crew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sierra 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Honda", "Model": "S2000", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Honda", "Model": "Passport", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sierra 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2001, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2001, "Make": "INFINITI", "Model": "I", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Hyundai", "Model": "Santa Fe", "Electric_Vehicle": False},
{"Year": 2001, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Honda", "Model": "Prelude", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2001, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Hyundai", "Model": "Tiburon", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Isuzu", "Model": "Rodeo Sport", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2001, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Hyundai", "Model": "XG300", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2001, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Isuzu", "Model": "Trooper", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Jaguar", "Model": "S-Type", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Kia", "Model": "Optima", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Isuzu", "Model": "VehiCROSS", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Lexus", "Model": "IS", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Kia", "Model": "Rio", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Kia", "Model": "Spectra", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Lincoln", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2001, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Kia", "Model": "Sephia", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Land Rover", "Model": "Discovery Series II", "Electric_Vehicle": False},
{"Year": 2001, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2001, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "MAZDA", "Model": "626", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mitsubishi", "Model": "Montero Sport", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercury", "Model": "Villager", "Electric_Vehicle": False},
{"Year": 2001, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 2001, "Make": "MAZDA", "Model": "Millenia", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "MAZDA", "Model": "Tribute", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2001, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercury", "Model": "Cougar", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Nissan", "Model": "Frontier Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Pontiac", "Model": "Aztek", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Pontiac", "Model": "Montana", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Oldsmobile", "Model": "Aurora", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Suzuki", "Model": "Swift", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Oldsmobile", "Model": "Alero", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Oldsmobile", "Model": "Intrigue", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Suzuki", "Model": "Esteem", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Saturn", "Model": "S-Series", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Pontiac", "Model": "Firebird", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Suzuki", "Model": "XL-7", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Saturn", "Model": "L-Series", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Pontiac", "Model": "Sunfire", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Plymouth", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Suzuki", "Model": "Vitara", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "MR2", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Echo", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Prius", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Highlander", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Tacoma Xtracab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Sequoia", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Tacoma Double Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Solara", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Tundra Access Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volkswagen", "Model": "Eurovan", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volvo", "Model": "V40", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volkswagen", "Model": "Passat (New)", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volkswagen", "Model": "Cabrio", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volvo", "Model": "S60", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2001, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Acura", "Model": "Integra", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Audi", "Model": "TT", "Electric_Vehicle": False},
{"Year": 2000, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 2000, "Make": "BMW", "Model": "X5", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 2000, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 2000, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 2000, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 2000, "Make": "BMW", "Model": "Z8", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Cadillac", "Model": "Eldorado", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Cadillac", "Model": "Catera", "Electric_Vehicle": False},
{"Year": 2000, "Make": "BMW", "Model": "M", "Electric_Vehicle": False},
{"Year": 2000, "Make": "BMW", "Model": "Z3", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Metro", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Lumina", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Silverado 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Tahoe (New)", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chrysler", "Model": "Cirrus", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chrysler", "Model": "300M", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Venture Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chrysler", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chrysler", "Model": "Grand Voyager", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Daewoo", "Model": "Nubira", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Prizm", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chrysler", "Model": "LHS", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Venture Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chevrolet", "Model": "Silverado 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Daewoo", "Model": "Lanos", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Daewoo", "Model": "Leganza", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram 1500 Club Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Contour", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram Wagon 2500", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Econoline E150 Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Econoline E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Dakota Quad Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram Van 1500", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram Wagon 3500", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram Van 3500", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram Van 2500", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Ram Wagon 1500", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Econoline E150 Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Econoline E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Excursion", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Econoline E250 Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Escort", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Explorer Sport", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Envoy", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Focus", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Windstar Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Jimmy", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Ford", "Model": "Windstar Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Yukon XL 2500", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Hyundai", "Model": "Tiburon", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra (Classic) 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra (Classic) 3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Yukon Denali", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra (Classic) 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra (Classic) 3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Honda", "Model": "Insight", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 2000, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sonoma Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Yukon XL 1500", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Honda", "Model": "Prelude", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra (Classic) 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Honda", "Model": "S2000", "Electric_Vehicle": False},
{"Year": 2000, "Make": "INFINITI", "Model": "I", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra (Classic) 2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Isuzu", "Model": "Amigo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Honda", "Model": "Passport", "Electric_Vehicle": False},
{"Year": 2000, "Make": "GMC", "Model": "Sierra 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Isuzu", "Model": "Trooper", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Isuzu", "Model": "Hombre Spacecab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Isuzu", "Model": "Hombre Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Isuzu", "Model": "VehiCROSS", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Jaguar", "Model": "S-Type", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Lincoln", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Kia", "Model": "Sephia", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Land Rover", "Model": "Discovery Series II", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Kia", "Model": "Spectra", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 2000, "Make": "MAZDA", "Model": "Millenia", "Electric_Vehicle": False},
{"Year": 2000, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 2000, "Make": "MAZDA", "Model": "626", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercury", "Model": "Mystique", "Electric_Vehicle": False},
{"Year": 2000, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercury", "Model": "Cougar", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 2000, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 2000, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 2000, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercury", "Model": "Villager", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mitsubishi", "Model": "Montero Sport", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Plymouth", "Model": "Grand Voyager", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Nissan", "Model": "Frontier Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Nissan", "Model": "Frontier Crew Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Plymouth", "Model": "Breeze", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Nissan", "Model": "Xterra", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Oldsmobile", "Model": "Alero", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Suzuki", "Model": "Esteem", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Saturn", "Model": "L-Series", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Pontiac", "Model": "Firebird", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Pontiac", "Model": "Sunfire", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Saturn", "Model": "S-Series", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Plymouth", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Plymouth", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Oldsmobile", "Model": "Intrigue", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Echo", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Plymouth", "Model": "Prowler", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Suzuki", "Model": "Swift", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Subaru", "Model": "Outback", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Suzuki", "Model": "Vitara", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Pontiac", "Model": "Montana", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Tacoma Xtracab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Solara", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "MR2", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Tundra Access Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volkswagen", "Model": "Eurovan", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Toyota", "Model": "Tundra Regular Cab", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volkswagen", "Model": "Cabrio", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volvo", "Model": "S70", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volvo", "Model": "V40", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Acura", "Model": "SLX", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volvo", "Model": "S40", "Electric_Vehicle": False},
{"Year": 2000, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Acura", "Model": "Integra", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Acura", "Model": "CL", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 1999, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Cadillac", "Model": "Eldorado", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Cadillac", "Model": "Escalade", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 1999, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Cadillac", "Model": "Catera", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 1999, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Buick", "Model": "Riviera", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "BMW", "Model": "Z3", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Metro", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Prizm", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Express 1500 Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Express 3500 Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Silverado 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Silverado 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Lumina", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Silverado 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Express 2500 Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Silverado 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Silverado 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Daewoo", "Model": "Leganza", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Venture Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chrysler", "Model": "300", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Silverado 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Daewoo", "Model": "Lanos", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chrysler", "Model": "Cirrus", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chevrolet", "Model": "Venture Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram 2500 Club Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram 1500 Club Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Chrysler", "Model": "LHS", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Daewoo", "Model": "Nubira", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram Van 3500", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "F250 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Econoline E350 Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Econoline E250 Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Econoline E150 Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram Van 1500", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Contour", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram Wagon 2500", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram Wagon 1500", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram Wagon 3500", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Econoline E350 Super Duty Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Ram Van 2500", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Econoline E150 Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Escort", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Econoline E350 Super Duty Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "F250 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "F250 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "F250 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "F350 Super Duty Super Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "F250 Super Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Windstar Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "F350 Super Duty Crew Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "2500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Windstar Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Jimmy", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "1500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "F350 Super Duty Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Sierra 2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Envoy", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Sonoma Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Isuzu", "Model": "Trooper", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Sierra 2500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Sierra 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Hyundai", "Model": "Tiburon", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Isuzu", "Model": "Amigo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Honda", "Model": "Prelude", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Sierra 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Sierra 1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Sierra 2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Land Rover", "Model": "Discovery Series II", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Honda", "Model": "Passport", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 1999, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 1999, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 1999, "Make": "GMC", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 1999, "Make": "INFINITI", "Model": "I", "Electric_Vehicle": False},
{"Year": 1999, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 1999, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Isuzu", "Model": "Hombre Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Isuzu", "Model": "VehiCROSS", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Isuzu", "Model": "Hombre Spacecab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Isuzu", "Model": "Oasis", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Kia", "Model": "Sephia", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Lexus", "Model": "RX", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 1999, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercury", "Model": "Cougar", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 1999, "Make": "MAZDA", "Model": "Millenia", "Electric_Vehicle": False},
{"Year": 1999, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 1999, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 1999, "Make": "MAZDA", "Model": "626", "Electric_Vehicle": False},
{"Year": 1999, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Oldsmobile", "Model": "Cutlass", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercury", "Model": "Villager", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercury", "Model": "Tracer", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mitsubishi", "Model": "Montero Sport", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercury", "Model": "Mystique", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Mitsubishi", "Model": "3000GT", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Nissan", "Model": "Frontier Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Plymouth", "Model": "Grand Voyager", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Oldsmobile", "Model": "Alero", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Oldsmobile", "Model": "Intrigue", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Pontiac", "Model": "Firebird", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Oldsmobile", "Model": "Aurora", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Oldsmobile", "Model": "LSS", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Plymouth", "Model": "Breeze", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Oldsmobile", "Model": "88", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Plymouth", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Suzuki", "Model": "Swift", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Saab", "Model": "5-Sep", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Pontiac", "Model": "Sunfire", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volkswagen", "Model": "Jetta (New)", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volvo", "Model": "S80", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Plymouth", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Saab", "Model": "3-Sep", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Toyota", "Model": "Solara", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Plymouth", "Model": "Prowler", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volkswagen", "Model": "Cabrio (New)", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Suzuki", "Model": "Esteem", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volkswagen", "Model": "Cabrio", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Suzuki", "Model": "Grand Vitara", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Pontiac", "Model": "Montana", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Saturn", "Model": "S-Series", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Suzuki", "Model": "Vitara", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volkswagen", "Model": "Eurovan", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Toyota", "Model": "Tacoma Xtracab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volkswagen", "Model": "Golf (New)", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volkswagen", "Model": "GTI (New)", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volvo", "Model": "S70", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Acura", "Model": "Integra", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 1999, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Acura", "Model": "CL", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Acura", "Model": "SLX", "Electric_Vehicle": False},
{"Year": 1998, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 1998, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Audi", "Model": "Cabriolet", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 1998, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 1998, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Cadillac", "Model": "Catera", "Electric_Vehicle": False},
{"Year": 1998, "Make": "BMW", "Model": "Z3", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Cadillac", "Model": "Eldorado", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Buick", "Model": "Skylark", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Buick", "Model": "Riviera", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "G-Series 1500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "G-Series 3500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "G-Series 2500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Metro", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Lumina", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Venture Cargo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram 2500 Club Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chrysler", "Model": "Cirrus", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Durango", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Venture Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Chevrolet", "Model": "Prizm", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram 1500 Quad Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram 3500 Quad Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram Wagon 3500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram Van 1500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram 1500 Club Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram 2500 Quad Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram Wagon 1500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Contour", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Club Wagon", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "F250 Super Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "F250 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Eagle", "Model": "Talon", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram Van 3500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Econoline E150 Cargo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram Wagon 2500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Escort", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Ram Van 2500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Econoline E350 Cargo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Econoline E250 Cargo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Windstar Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "2500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "3500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "1500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Ford", "Model": "Windstar Cargo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Jimmy", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "INFINITI", "Model": "I", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Sonoma Club Coupe Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Isuzu", "Model": "Trooper", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Honda", "Model": "Prelude", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "2500 HD Club Coupe", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Isuzu", "Model": "Amigo", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Isuzu", "Model": "Oasis", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Envoy", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 1998, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 1998, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Honda", "Model": "Passport", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Hyundai", "Model": "Tiburon", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Isuzu", "Model": "Hombre Spacecab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 1998, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 1998, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Isuzu", "Model": "Hombre Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 1998, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mitsubishi", "Model": "3000GT", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercury", "Model": "Villager", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Kia", "Model": "Sephia", "Electric_Vehicle": False},
{"Year": 1998, "Make": "MAZDA", "Model": "626", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 1998, "Make": "MAZDA", "Model": "Millenia", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercury", "Model": "Tracer", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Lincoln", "Model": "Navigator", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercury", "Model": "Mystique", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 1998, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 1998, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Lincoln", "Model": "Mark VIII", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercedes-Benz", "Model": "SLK-Class", "Electric_Vehicle": False},
{"Year": 1998, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercedes-Benz", "Model": "M-Class", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercedes-Benz", "Model": "CLK-Class", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercedes-Benz", "Model": "CL-Class", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Nissan", "Model": "200SX", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Nissan", "Model": "Frontier King Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Nissan", "Model": "240SX", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Oldsmobile", "Model": "88", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Nissan", "Model": "Frontier Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Mitsubishi", "Model": "Montero Sport", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Oldsmobile", "Model": "Achieva", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Subaru", "Model": "Forester", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Plymouth", "Model": "Breeze", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Oldsmobile", "Model": "Cutlass", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Oldsmobile", "Model": "LSS", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Oldsmobile", "Model": "Regency", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Pontiac", "Model": "Firebird", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Plymouth", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Suzuki", "Model": "Sidekick", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Pontiac", "Model": "Sunfire", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Oldsmobile", "Model": "Aurora", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Pontiac", "Model": "Trans Sport", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Plymouth", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Oldsmobile", "Model": "Intrigue", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Plymouth", "Model": "Grand Voyager", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Saturn", "Model": "S-Series", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "Supra", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Saab", "Model": "900", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "T100 Regular Cab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Saab", "Model": "9000", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "Tacoma Xtracab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Suzuki", "Model": "Esteem", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Suzuki", "Model": "X-90", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "Sienna", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Suzuki", "Model": "Swift", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "T100 Xtracab", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Volvo", "Model": "S70", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Volkswagen", "Model": "Cabrio", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Volvo", "Model": "C70", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Volkswagen", "Model": "New Beetle", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Acura", "Model": "Integra", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 1997, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Toyota", "Model": "Tercel", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Acura", "Model": "SLX", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Volvo", "Model": "V70", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Volvo", "Model": "V90", "Electric_Vehicle": False},
{"Year": 1998, "Make": "Volvo", "Model": "S90", "Electric_Vehicle": False},
{"Year": 1997, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Audi", "Model": "Cabriolet", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 1997, "Make": "BMW", "Model": "8 Series", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Acura", "Model": "CL", "Electric_Vehicle": False},
{"Year": 1997, "Make": "BMW", "Model": "Z3", "Electric_Vehicle": False},
{"Year": 1997, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Audi", "Model": "A8", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 1997, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Buick", "Model": "Riviera", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Cadillac", "Model": "Eldorado", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Buick", "Model": "Skylark", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Cadillac", "Model": "Catera", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "G-Series 1500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "G-Series 2500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "G-Series 3500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Malibu", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Lumina", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chrysler", "Model": "Cirrus", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chrysler", "Model": "LHS", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Venture Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Aerostar Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram 2500 Club Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram Wagon 1500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram 1500 Club Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Aspire", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Econoline E150 Cargo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram Wagon 2500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram 3500 Club Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram Van 3500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram Wagon 3500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram Van 1500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Ram Van 2500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Aerostar Cargo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Eagle", "Model": "Vision", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Econoline E350 Cargo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "F250 Super Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Probe", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Econoline E250 Cargo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Contour", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Eagle", "Model": "Talon", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Expedition", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Escort", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Club Wagon", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "F350 Crew Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "F250 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "F350 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Windstar Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "1500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "F250 Crew Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "F350 Super Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Geo", "Model": "Metro", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Windstar Cargo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Geo", "Model": "Prizm", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Thunderbird", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "3500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "2500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Geo", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Honda", "Model": "CR-V", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "2500 HD Club Coupe", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Jimmy", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Honda", "Model": "Prelude", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Sonoma Club Coupe Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Honda", "Model": "del Sol", "Electric_Vehicle": False},
{"Year": 1997, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "GMC", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Honda", "Model": "Passport", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Isuzu", "Model": "Hombre Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Isuzu", "Model": "Trooper", "Electric_Vehicle": False},
{"Year": 1997, "Make": "INFINITI", "Model": "J", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Hyundai", "Model": "Tiburon", "Electric_Vehicle": False},
{"Year": 1997, "Make": "INFINITI", "Model": "QX", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 1997, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 1997, "Make": "INFINITI", "Model": "I", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Isuzu", "Model": "Oasis", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Isuzu", "Model": "Hombre Spacecab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Kia", "Model": "Sephia", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Jaguar", "Model": "XK", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Land Rover", "Model": "Defender 90", "Electric_Vehicle": False},
{"Year": 1997, "Make": "MAZDA", "Model": "626", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mercury", "Model": "Mystique", "Electric_Vehicle": False},
{"Year": 1997, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 1997, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 1997, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Lincoln", "Model": "Mark VIII", "Electric_Vehicle": False},
{"Year": 1997, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mercury", "Model": "Mountaineer", "Electric_Vehicle": False},
{"Year": 1997, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mercury", "Model": "Cougar", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 1997, "Make": "MAZDA", "Model": "Millenia", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 1997, "Make": "MAZDA", "Model": "MX-6", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mercury", "Model": "Villager", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Oldsmobile", "Model": "Cutlass", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Nissan", "Model": "240SX", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mitsubishi", "Model": "Montero Sport", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mitsubishi", "Model": "3000GT", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mercury", "Model": "Tracer", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Nissan", "Model": "200SX", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Nissan", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Oldsmobile", "Model": "88", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Nissan", "Model": "King Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Oldsmobile", "Model": "Cutlass Supreme", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Oldsmobile", "Model": "Aurora", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Plymouth", "Model": "Breeze", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Pontiac", "Model": "Firebird", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Plymouth", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Oldsmobile", "Model": "Regency", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Saturn", "Model": "S-Series", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Suzuki", "Model": "Esteem", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Oldsmobile", "Model": "Achieva", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Saab", "Model": "900", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Pontiac", "Model": "Trans Sport", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Plymouth", "Model": "Grand Voyager", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Pontiac", "Model": "Sunfire", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Plymouth", "Model": "Prowler", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Plymouth", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Suzuki", "Model": "X-90", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Porsche", "Model": "Boxster", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Saab", "Model": "9000", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Suzuki", "Model": "Sidekick", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Oldsmobile", "Model": "LSS", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Suzuki", "Model": "Swift", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Subaru", "Model": "SVX", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "T100 Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "T100 Xtracab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Acura", "Model": "Integra", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "Paseo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Acura", "Model": "SLX", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "Supra", "Electric_Vehicle": False},
{"Year": 1996, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Audi", "Model": "A4", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Audi", "Model": "Cabriolet", "Electric_Vehicle": False},
{"Year": 1996, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "Previa", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "Tacoma Xtracab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "BMW", "Model": "Z3", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Volvo", "Model": "850", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Toyota", "Model": "Tercel", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Volvo", "Model": "960", "Electric_Vehicle": False},
{"Year": 1996, "Make": "BMW", "Model": "8 Series", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Volvo", "Model": "V90", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Acura", "Model": "RL", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Volkswagen", "Model": "Cabrio", "Electric_Vehicle": False},
{"Year": 1997, "Make": "Volvo", "Model": "S90", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Buick", "Model": "Riviera", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Buick", "Model": "Roadmaster", "Electric_Vehicle": False},
{"Year": 1996, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Buick", "Model": "Skylark", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Express 1500 Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Express 3500 Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Cadillac", "Model": "Fleetwood", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "G-Series 2500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Cadillac", "Model": "Eldorado", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "2500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Beretta", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "G-Series G30", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "G-Series 1500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Lumina", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Lumina Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Sportvan G30", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Corsica", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Lumina Cargo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Express 2500 Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Caprice Classic", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chrysler", "Model": "Cirrus", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chrysler", "Model": "LHS", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram 3500 Club Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Chrysler", "Model": "New Yorker", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram Van 3500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram Van 1500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram 2500 Club Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram 1500 Club Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram Van 2500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram Wagon 1500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram Wagon 2500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Stealth", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Ram Wagon 3500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Eagle", "Model": "Talon", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Contour", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "F250 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Eagle", "Model": "Vision", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Aerostar Cargo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Bronco", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Econoline E250 Cargo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Escort", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Aerostar Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Aspire", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Eagle", "Model": "Summit", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Econoline E150 Cargo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Club Wagon", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Econoline E350 Cargo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "F250 Super Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "F350 Super Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Windstar Cargo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "F250 Crew Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Probe", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "F350 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "F350 Crew Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Thunderbird", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Sonoma Club Coupe Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Geo", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Savana 2500 Cargo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "2500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Geo", "Model": "Prizm", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Savana 1500 Cargo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Savana 1500 Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Savana 3500 Cargo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "1500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Geo", "Model": "Metro", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Savana 2500 Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Ford", "Model": "Windstar Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "3500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Honda", "Model": "del Sol", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Rally Wagon G3500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Jimmy", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 1996, "Make": "INFINITI", "Model": "J", "Electric_Vehicle": False},
{"Year": 1996, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Honda", "Model": "Passport", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Savana 3500 Passenger", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Vandura G3500", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Isuzu", "Model": "Trooper", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Honda", "Model": "Prelude", "Electric_Vehicle": False},
{"Year": 1996, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 1996, "Make": "INFINITI", "Model": "I", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Isuzu", "Model": "Hombre Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Isuzu", "Model": "Oasis", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Lexus", "Model": "LX", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Lincoln", "Model": "Mark VIII", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Kia", "Model": "Sephia", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 1996, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 1996, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 1996, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 1996, "Make": "MAZDA", "Model": "Millenia", "Electric_Vehicle": False},
{"Year": 1996, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 1996, "Make": "MAZDA", "Model": "626", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 1996, "Make": "MAZDA", "Model": "MX-6", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mercury", "Model": "Tracer", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mercury", "Model": "Cougar", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mitsubishi", "Model": "Mighty Max Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 1996, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 1996, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mitsubishi", "Model": "3000GT", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mercury", "Model": "Mystique", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mercury", "Model": "Villager", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Nissan", "Model": "300ZX", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Plymouth", "Model": "Breeze", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Nissan", "Model": "King Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Oldsmobile", "Model": "Aurora", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Nissan", "Model": "200SX", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Nissan", "Model": "240SX", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Oldsmobile", "Model": "88", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Oldsmobile", "Model": "Ciera", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Nissan", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Pontiac", "Model": "Firebird", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Plymouth", "Model": "Grand Voyager", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Oldsmobile", "Model": "Achieva", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Oldsmobile", "Model": "98", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Oldsmobile", "Model": "Cutlass Supreme", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Saab", "Model": "900", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Saturn", "Model": "S-Series", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Suzuki", "Model": "X-90", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Saab", "Model": "9000", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Suzuki", "Model": "Swift", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Subaru", "Model": "SVX", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Pontiac", "Model": "Sunfire", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Pontiac", "Model": "Trans Sport", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Plymouth", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Plymouth", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "Supra", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Suzuki", "Model": "Esteem", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Suzuki", "Model": "Sidekick", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "Tercel", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "RAV4", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Volkswagen", "Model": "Cabrio", "Electric_Vehicle": False},
{"Year": 1995, "Make": "BMW", "Model": "M3", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "T100 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Alfa Romeo", "Model": "164", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Acura", "Model": "TL", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "Previa", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Audi", "Model": "A6", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Volvo", "Model": "850", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Audi", "Model": "90", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Acura", "Model": "Integra", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Acura", "Model": "Legend", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Audi", "Model": "Cabriolet", "Electric_Vehicle": False},
{"Year": 1995, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Volvo", "Model": "960", "Electric_Vehicle": False},
{"Year": 1995, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "Paseo", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "T100 Xtracab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 1995, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 1995, "Make": "BMW", "Model": "8 Series", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Buick", "Model": "Riviera", "Electric_Vehicle": False},
{"Year": 1996, "Make": "Toyota", "Model": "Tacoma Xtracab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Buick", "Model": "Roadmaster", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Audi", "Model": "S6", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "G-Series G30", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Caprice Classic", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Cadillac", "Model": "Eldorado", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Corsica", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Cadillac", "Model": "Fleetwood", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Beretta", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "3500 HD Extended Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "G-Series G20", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Buick", "Model": "Skylark", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "G-Series G10", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "3500 HD Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Lumina", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chrysler", "Model": "LHS", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chrysler", "Model": "Cirrus", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chrysler", "Model": "LeBaron", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram 2500 Club Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Monte Carlo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Avenger", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Sportvan G20", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Lumina Passenger", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Sportvan G30", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Lumina Cargo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chevrolet", "Model": "Tahoe", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Caravan Cargo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chrysler", "Model": "Sebring", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chrysler", "Model": "New Yorker", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Aerostar Cargo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Eagle", "Model": "Talon", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram Van 1500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Contour", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Eagle", "Model": "Summit", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram Wagon 1500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram 3500 Club Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram Van 3500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram Van 2500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Econoline E250 Cargo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram 1500 Club Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Stealth", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Club Wagon", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Spirit", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Stratus", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram Wagon 2500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Eagle", "Model": "Vision", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Dodge", "Model": "Ram Wagon 3500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Bronco", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Aspire", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Aerostar Passenger", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Escort", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Econoline E150 Cargo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Thunderbird", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "F250 Super Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "F350 Crew Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "F350 Super Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Windstar Cargo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Econoline E350 Cargo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Probe", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "F350 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Geo", "Model": "Metro", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "F250 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Windstar Passenger", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Geo", "Model": "Prizm", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Geo", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Rally Wagon G3500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Rally Wagon G2500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "3500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "2500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "1500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Sonoma Club Coupe Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Jimmy", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Vandura G2500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Honda", "Model": "Odyssey", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Honda", "Model": "Passport", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Vandura G3500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Hyundai", "Model": "Accent", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Honda", "Model": "Prelude", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Vandura G1500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Honda", "Model": "del Sol", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Hyundai", "Model": "Scoupe", "Electric_Vehicle": False},
{"Year": 1995, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 1995, "Make": "GMC", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Isuzu", "Model": "Trooper", "Electric_Vehicle": False},
{"Year": 1995, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Isuzu", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 1995, "Make": "INFINITI", "Model": "J", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Kia", "Model": "Sportage", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Kia", "Model": "Sephia", "Electric_Vehicle": False},
{"Year": 1995, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Land Rover", "Model": "Defender 90", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 1995, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "MAZDA", "Model": "MX-3", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mercury", "Model": "Villager", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 1995, "Make": "MAZDA", "Model": "MX-6", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 1995, "Make": "MAZDA", "Model": "626", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mercury", "Model": "Cougar", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 1995, "Make": "MAZDA", "Model": "929", "Electric_Vehicle": False},
{"Year": 1995, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Lincoln", "Model": "Mark VIII", "Electric_Vehicle": False},
{"Year": 1995, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mitsubishi", "Model": "Expo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mitsubishi", "Model": "3000GT", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 1995, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 1995, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mercury", "Model": "Tracer", "Electric_Vehicle": False},
{"Year": 1995, "Make": "MAZDA", "Model": "Millenia", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mitsubishi", "Model": "Mighty Max Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "MAZDA", "Model": "RX-7", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mercury", "Model": "Mystique", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Nissan", "Model": "300ZX", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Oldsmobile", "Model": "Achieva", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Nissan", "Model": "King Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Nissan", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Nissan", "Model": "200SX", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Nissan", "Model": "240SX", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Oldsmobile", "Model": "Aurora", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Plymouth", "Model": "Acclaim", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Oldsmobile", "Model": "88", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Oldsmobile", "Model": "98", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Oldsmobile", "Model": "Cutlass Supreme", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Oldsmobile", "Model": "Cutlass Ciera", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Plymouth", "Model": "Neon", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Saturn", "Model": "S-Series", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Suzuki", "Model": "Samurai", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Pontiac", "Model": "Firebird", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Plymouth", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Porsche", "Model": "968", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Plymouth", "Model": "Grand Voyager", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Pontiac", "Model": "Sunfire", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Porsche", "Model": "928", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Pontiac", "Model": "Trans Sport", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Saab", "Model": "900", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Subaru", "Model": "SVX", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Saab", "Model": "9000", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Suzuki", "Model": "Esteem", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Suzuki", "Model": "Sidekick", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Tercel", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Supra", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Paseo", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Suzuki", "Model": "Swift", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "T100 Xtracab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Avalon", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "T100 Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Tacoma Xtracab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Volvo", "Model": "850", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "MR2", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Previa", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Volkswagen", "Model": "Cabrio", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Volkswagen", "Model": "Golf III", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Audi", "Model": "Quattro", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Alfa Romeo", "Model": "Spider", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 1994, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Alfa Romeo", "Model": "164", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Xtra Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 1994, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Toyota", "Model": "Tacoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Volkswagen", "Model": "Jetta III", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Audi", "Model": "90", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Acura", "Model": "Integra", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Acura", "Model": "Legend", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Audi", "Model": "100", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Buick", "Model": "Skylark", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Acura", "Model": "Vigor", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Audi", "Model": "Cabriolet", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Buick", "Model": "Roadmaster", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Volvo", "Model": "960", "Electric_Vehicle": False},
{"Year": 1994, "Make": "BMW", "Model": "8 Series", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Cadillac", "Model": "Eldorado", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1995, "Make": "Volvo", "Model": "940", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "G-Series G10", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "G-Series G20", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Caprice Classic", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Cadillac", "Model": "Fleetwood", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "G-Series G30", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Beretta", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Corsica", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Lumina Passenger", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Lumina", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Sportvan G30", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Impala", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Lumina Cargo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Sportvan G20", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "S10 Blazer", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chrysler", "Model": "LHS", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chrysler", "Model": "LeBaron", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Ram Van B250", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Ram Wagon B350", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Ram 3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Caravan Cargo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Ram 2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Ram 1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Colt", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chrysler", "Model": "New Yorker", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Ram Van B150", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Ram Van B350", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Eagle", "Model": "Talon", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Ram Wagon B150", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Stealth", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Shadow", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Bronco", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Club Wagon", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Aspire", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Eagle", "Model": "Vision", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Spirit", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "F350 Crew Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Dodge", "Model": "Ram Wagon B250", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Eagle", "Model": "Summit", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Econoline E250 Cargo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Aerostar Passenger", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "F250 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Aerostar Cargo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Escort", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "F250 Super Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Econoline E350 Cargo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "F350 Super Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Econoline E150 Cargo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "F350 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Probe", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Thunderbird", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Geo", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Rally Wagon 2500", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "1500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Geo", "Model": "Prizm", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Ford", "Model": "Tempo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Geo", "Model": "Metro", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Jimmy", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "3500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "2500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Rally Wagon 3500", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Vandura 1500", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Isuzu", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Sonoma Club Coupe Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Vandura 3500", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Vandura 2500", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Honda", "Model": "Prelude", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 1994, "Make": "INFINITI", "Model": "J", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1994, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 1994, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Honda", "Model": "del Sol", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Isuzu", "Model": "Trooper", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Isuzu", "Model": "Amigo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Hyundai", "Model": "Scoupe", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Honda", "Model": "Passport", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Hyundai", "Model": "Excel", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 1994, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Isuzu", "Model": "Spacecab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Land Rover", "Model": "Discovery", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Land Rover", "Model": "Defender 90", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Kia", "Model": "Sephia", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Lincoln", "Model": "Mark VIII", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "323", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "929", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "MX-3", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "Navajo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "626", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "MX-6", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mercury", "Model": "Capri", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "RX-7", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mercedes-Benz", "Model": "S-Class", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mercedes-Benz", "Model": "E-Class", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mercedes-Benz", "Model": "C-Class", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mitsubishi", "Model": "Mighty Max Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mitsubishi", "Model": "Expo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mitsubishi", "Model": "Mighty Max Macro Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mitsubishi", "Model": "Precis", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mercury", "Model": "Cougar", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mercedes-Benz", "Model": "SL-Class", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mitsubishi", "Model": "3000GT", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mercury", "Model": "Topaz", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mercury", "Model": "Tracer", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mercury", "Model": "Villager", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Nissan", "Model": "240SX", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Nissan", "Model": "King Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Nissan", "Model": "300ZX", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Oldsmobile", "Model": "Cutlass Supreme", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Plymouth", "Model": "Laser", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Oldsmobile", "Model": "Achieva", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Oldsmobile", "Model": "Cutlass Ciera", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Plymouth", "Model": "Grand Voyager", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Oldsmobile", "Model": "98", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Oldsmobile", "Model": "Cutlass Cruiser", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Plymouth", "Model": "Colt", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Plymouth", "Model": "Acclaim", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Plymouth", "Model": "Colt Vista", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Oldsmobile", "Model": "88", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Plymouth", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Pontiac", "Model": "Sunbird", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Nissan", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Pontiac", "Model": "Firebird", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "Supra", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Subaru", "Model": "Loyale", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Saab", "Model": "9000", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "T100 Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Suzuki", "Model": "Sidekick", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Pontiac", "Model": "Trans Sport", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Saturn", "Model": "S-Series", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Plymouth", "Model": "Sundance", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "Tercel", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "Previa", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Porsche", "Model": "928", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Saab", "Model": "900", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Subaru", "Model": "SVX", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "Paseo", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "MR2", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Porsche", "Model": "968", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Suzuki", "Model": "Swift", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Subaru", "Model": "Justy", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Suzuki", "Model": "Samurai", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Volkswagen", "Model": "Corrado", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Toyota", "Model": "Xtra Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Cadillac", "Model": "Allante", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Volvo", "Model": "940", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Volkswagen", "Model": "Golf III", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Volvo", "Model": "960", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Volkswagen", "Model": "Jetta III", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Acura", "Model": "Vigor", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Alfa Romeo", "Model": "Spider", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Buick", "Model": "Skylark", "Electric_Vehicle": False},
{"Year": 1993, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Acura", "Model": "Integra", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Buick", "Model": "Riviera", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Acura", "Model": "Legend", "Electric_Vehicle": False},
{"Year": 1993, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Audi", "Model": "90", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Cadillac", "Model": "Fleetwood", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Audi", "Model": "Quattro", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Alfa Romeo", "Model": "164", "Electric_Vehicle": False},
{"Year": 1994, "Make": "Volvo", "Model": "850", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 1993, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 1993, "Make": "BMW", "Model": "8 Series", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Cadillac", "Model": "Eldorado", "Electric_Vehicle": False},
{"Year": 1993, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Audi", "Model": "100", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Cadillac", "Model": "Sixty Special", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Buick", "Model": "Roadmaster", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Beretta", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "S10 Blazer", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Sportvan G20", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "G-Series G10", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Corsica", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Caprice Classic", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Lumina APV", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chrysler", "Model": "Concorde", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Sportvan G10", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "G-Series G20", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Lumina", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chrysler", "Model": "LeBaron", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "APV Cargo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Ram Van B250", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Caravan Cargo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "D350 Club Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chrysler", "Model": "Fifth Ave", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "D250 Club Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "G-Series G30", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Colt", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Sportvan G30", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "D150 Club Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chrysler", "Model": "New Yorker", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chrysler", "Model": "Imperial", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "D350 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "D150 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Ram Wagon B250", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "D250 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Dynasty", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Ram 50 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Daytona", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Stealth", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Intrepid", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Ram Van B350", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Ram Wagon B350", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Ram Van B150", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Shadow", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Ramcharger", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Spirit", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Eagle", "Model": "Summit", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Dodge", "Model": "Ram Wagon B150", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Eagle", "Model": "Vision", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Eagle", "Model": "Talon", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Aerostar Cargo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Econoline E250 Cargo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Aerostar Passenger", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Econoline E150 Cargo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Club Wagon", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Escort", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Econoline E350 Cargo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Bronco", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Geo", "Model": "Metro", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Festiva", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "F350 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "F250 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Probe", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Tempo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Geo", "Model": "Storm", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "F250 Super Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Thunderbird", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "F350 Crew Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Geo", "Model": "Prizm", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "F350 Super Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 1993, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "2500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "1500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Geo", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Rally Wagon 1500", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "3500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Jimmy", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "HUMMER", "Model": "H1", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Rally Wagon 2500", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Vandura 2500", "Electric_Vehicle": False},
{"Year": 1993, "Make": "INFINITI", "Model": "J", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Honda", "Model": "del Sol", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Sonoma Club Coupe Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Isuzu", "Model": "Spacecab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Vandura 3500", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Rally Wagon 3500", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Honda", "Model": "Prelude", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Isuzu", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Isuzu", "Model": "Stylus", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Hyundai", "Model": "Scoupe", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Isuzu", "Model": "Trooper", "Electric_Vehicle": False},
{"Year": 1993, "Make": "GMC", "Model": "Vandura 1500", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 1993, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Isuzu", "Model": "Amigo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Hyundai", "Model": "Excel", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "929", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Jeep", "Model": "Grand Cherokee", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Land Rover", "Model": "Defender 110", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "323", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "Navajo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Lincoln", "Model": "Mark VIII", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "MX-3", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "626", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Lexus", "Model": "GS", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "RX-7", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "MX-6", "Electric_Vehicle": False},
{"Year": 1993, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "300 E", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "190 E", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "300 D", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "300 SD", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "300 CE", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "500 SEL", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "400 SEL", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "500 SL", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "500 E", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "300 SL", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "600 SEC", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "300 TE", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "400 E", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "300 SE", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercury", "Model": "Tracer", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercury", "Model": "Cougar", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "600 SL", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mitsubishi", "Model": "Expo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mitsubishi", "Model": "3000GT", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "600 SEL", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercury", "Model": "Villager", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercedes-Benz", "Model": "500 SEC", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercury", "Model": "Topaz", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercury", "Model": "Capri", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mitsubishi", "Model": "Mighty Max Macro Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mitsubishi", "Model": "Mighty Max Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Nissan", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mitsubishi", "Model": "Precis", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Nissan", "Model": "King Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Plymouth", "Model": "Sundance", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Plymouth", "Model": "Colt Vista", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Oldsmobile", "Model": "98", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Nissan", "Model": "240SX", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Oldsmobile", "Model": "Cutlass Supreme", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Nissan", "Model": "300ZX", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Nissan", "Model": "Altima", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Oldsmobile", "Model": "88", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Nissan", "Model": "NX", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Plymouth", "Model": "Acclaim", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Nissan", "Model": "Quest", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Plymouth", "Model": "Laser", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Plymouth", "Model": "Grand Voyager", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Oldsmobile", "Model": "Cutlass Ciera", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Plymouth", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Oldsmobile", "Model": "Cutlass Cruiser", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Oldsmobile", "Model": "Achieva", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Plymouth", "Model": "Colt", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Porsche", "Model": "928", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Suzuki", "Model": "Samurai", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Subaru", "Model": "Impreza", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Pontiac", "Model": "Firebird", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Pontiac", "Model": "Sunbird", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Pontiac", "Model": "LeMans", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Pontiac", "Model": "Trans Sport", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Saab", "Model": "900", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Porsche", "Model": "968", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Saab", "Model": "9000", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Subaru", "Model": "Justy", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Saturn", "Model": "S-Series", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Subaru", "Model": "Loyale", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Volkswagen", "Model": "Corrado", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Volvo", "Model": "940", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Subaru", "Model": "SVX", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "Previa", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "MR2", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "T100 Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Suzuki", "Model": "Swift", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "Paseo", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Suzuki", "Model": "Sidekick", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Volkswagen", "Model": "Golf III", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "Xtra Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "Tercel", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Volkswagen", "Model": "Jetta III", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Toyota", "Model": "Supra", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Volkswagen", "Model": "Cabriolet", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Acura", "Model": "Legend", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Volvo", "Model": "960", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Volkswagen", "Model": "Eurovan", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Volvo", "Model": "850", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Volkswagen", "Model": "Fox", "Electric_Vehicle": False},
{"Year": 1993, "Make": "Volvo", "Model": "240", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Acura", "Model": "NSX", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Acura", "Model": "Vigor", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Audi", "Model": "S4", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Alfa Romeo", "Model": "164", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Alfa Romeo", "Model": "Spider", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Audi", "Model": "100", "Electric_Vehicle": False},
{"Year": 1992, "Make": "BMW", "Model": "5 Series", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Audi", "Model": "Quattro", "Electric_Vehicle": False},
{"Year": 1992, "Make": "BMW", "Model": "7 Series", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Buick", "Model": "LeSabre", "Electric_Vehicle": False},
{"Year": 1992, "Make": "BMW", "Model": "3 Series", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Audi", "Model": "80", "Electric_Vehicle": False},
{"Year": 1992, "Make": "BMW", "Model": "M5", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Cadillac", "Model": "Seville", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Cadillac", "Model": "Fleetwood", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "2500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Buick", "Model": "Skylark", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Cadillac", "Model": "Eldorado", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Cadillac", "Model": "Brougham", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Cadillac", "Model": "DeVille", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Buick", "Model": "Riviera", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Cadillac", "Model": "Allante", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Caprice", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "APV Cargo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Buick", "Model": "Century", "Electric_Vehicle": False},
{"Year": 1992, "Make": "BMW", "Model": "8 Series", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Buick", "Model": "Park Avenue", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "1500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Astro Cargo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Buick", "Model": "Roadmaster", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Corvette", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "G-Series G10", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "3500 Extended Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Camaro", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "G-Series G20", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Buick", "Model": "Regal", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Astro Passenger", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Blazer", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "S10 Extended Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "G-Series G30", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Beretta", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Sportvan G20", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Sportvan G30", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "S10 Blazer", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chrysler", "Model": "New Yorker", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chrysler", "Model": "Imperial", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Lumina APV", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Cavalier", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Lumina", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Corsica", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "S10 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Daihatsu", "Model": "Rocky", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chrysler", "Model": "LeBaron", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Dakota Club Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Sportvan G10", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "D250 Club Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chrysler", "Model": "Fifth Ave", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chevrolet", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Daihatsu", "Model": "Charade", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Caravan Cargo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Monaco", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "D150 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Daytona", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Chrysler", "Model": "Town & Country", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "D250 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Dakota Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Colt", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Stealth", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Ram Van B250", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Ramcharger", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Ram 50 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Econoline E150 Cargo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Econoline E250 Cargo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Viper", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Ram Wagon B250", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "D150 Club Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Ram Van B150", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Ram Wagon B150", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Aerostar Cargo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Dynasty", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Ram Wagon B350", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "D350 Club Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "D350 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Eagle", "Model": "Summit", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Spirit", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Grand Caravan Passenger", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Aerostar Passenger", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Crown Victoria", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Ram Van B350", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Dodge", "Model": "Shadow", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Eagle", "Model": "Talon", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Eagle", "Model": "Premier", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Bronco", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Club Wagon", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "F350 Super Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Ranger Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "F150 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Probe", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "F150 Super Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "F250 Super Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Econoline E350 Cargo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Escort", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Explorer", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "F350 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Geo", "Model": "Prizm", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Tempo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Ranger Super Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "F250 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Geo", "Model": "Tracker", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Festiva", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Thunderbird", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Mustang", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "F350 Crew Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Ford", "Model": "Taurus", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Sonoma Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Rally Wagon 2500", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Sonoma Club Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Geo", "Model": "Metro", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "2500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Jimmy", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Geo", "Model": "Storm", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "2500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "3500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "1500 Club Coupe", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Rally Wagon 3500", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Safari Passenger", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Rally Wagon 1500", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Safari Cargo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "3500 Crew Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "3500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "1500 Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Suburban 1500", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Vandura 3500", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Suburban 2500", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Hyundai", "Model": "Elantra", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Honda", "Model": "Prelude", "Electric_Vehicle": False},
{"Year": 1992, "Make": "INFINITI", "Model": "M", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Isuzu", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Honda", "Model": "Accord", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Isuzu", "Model": "Rodeo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "INFINITI", "Model": "G", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Vandura 2500", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Hyundai", "Model": "Scoupe", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Hyundai", "Model": "Excel", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Honda", "Model": "Civic", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Vandura 1500", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Isuzu", "Model": "Impulse", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Isuzu", "Model": "Amigo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Jaguar", "Model": "XJ", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Hyundai", "Model": "Sonata", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Isuzu", "Model": "Spacecab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "GMC", "Model": "Yukon", "Electric_Vehicle": False},
{"Year": 1992, "Make": "INFINITI", "Model": "Q", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Jeep", "Model": "Cherokee", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Isuzu", "Model": "Trooper", "Electric_Vehicle": False},
{"Year": 1992, "Make": "MAZDA", "Model": "626", "Electric_Vehicle": False},
{"Year": 1992, "Make": "MAZDA", "Model": "MX-3", "Electric_Vehicle": False},
{"Year": 1992, "Make": "MAZDA", "Model": "MX-5 Miata", "Electric_Vehicle": False},
{"Year": 1992, "Make": "MAZDA", "Model": "Protege", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "300 D", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Lexus", "Model": "LS", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Isuzu", "Model": "Stylus", "Electric_Vehicle": False},
{"Year": 1992, "Make": "MAZDA", "Model": "323", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Jeep", "Model": "Comanche Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "300 SE", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Lexus", "Model": "ES", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Lexus", "Model": "SC", "Electric_Vehicle": False},
{"Year": 1992, "Make": "MAZDA", "Model": "Navajo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Jeep", "Model": "Wrangler", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Land Rover", "Model": "Range Rover", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Lincoln", "Model": "Mark VII", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "300 CE", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "190 E", "Electric_Vehicle": False},
{"Year": 1992, "Make": "MAZDA", "Model": "MX-6", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Lincoln", "Model": "Town Car", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Lincoln", "Model": "Continental", "Electric_Vehicle": False},
{"Year": 1992, "Make": "MAZDA", "Model": "B-Series Cab Plus", "Electric_Vehicle": False},
{"Year": 1992, "Make": "MAZDA", "Model": "B-Series Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "300 E", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "400 E", "Electric_Vehicle": False},
{"Year": 1992, "Make": "MAZDA", "Model": "MPV", "Electric_Vehicle": False},
{"Year": 1992, "Make": "MAZDA", "Model": "929", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "300 SD", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "300 SL", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "500 E", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "300 TE", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercury", "Model": "Cougar", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercury", "Model": "Grand Marquis", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "500 SL", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "400 SE", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "600 SEL", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercedes-Benz", "Model": "500 SEL", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercury", "Model": "Capri", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercury", "Model": "Sable", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercury", "Model": "Tracer", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mercury", "Model": "Topaz", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mitsubishi", "Model": "Mighty Max Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mitsubishi", "Model": "Montero", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mitsubishi", "Model": "Expo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mitsubishi", "Model": "3000GT", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mitsubishi", "Model": "Mighty Max Macro Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Nissan", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mitsubishi", "Model": "Precis", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mitsubishi", "Model": "Diamante", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Nissan", "Model": "NX", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Nissan", "Model": "King Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mitsubishi", "Model": "Mirage", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mitsubishi", "Model": "Eclipse", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Nissan", "Model": "240SX", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Nissan", "Model": "Maxima", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Mitsubishi", "Model": "Galant", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Nissan", "Model": "300ZX", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Nissan", "Model": "Pathfinder", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Oldsmobile", "Model": "Bravada", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Nissan", "Model": "Stanza", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Oldsmobile", "Model": "Toronado", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Oldsmobile", "Model": "Cutlass Supreme", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Plymouth", "Model": "Colt", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Oldsmobile", "Model": "Silhouette", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Oldsmobile", "Model": "Cutlass Ciera", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Nissan", "Model": "Sentra", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Plymouth", "Model": "Voyager", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Oldsmobile", "Model": "Achieva", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Oldsmobile", "Model": "98", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Oldsmobile", "Model": "Custom Cruiser", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Plymouth", "Model": "Colt Vista", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Plymouth", "Model": "Laser", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Plymouth", "Model": "Acclaim", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Pontiac", "Model": "Bonneville", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Oldsmobile", "Model": "88", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Plymouth", "Model": "Sundance", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Plymouth", "Model": "Grand Voyager", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Pontiac", "Model": "Sunbird", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Porsche", "Model": "911", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Pontiac", "Model": "Firebird", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Subaru", "Model": "Legacy", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Saab", "Model": "9000", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Pontiac", "Model": "Grand Am", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Pontiac", "Model": "LeMans", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Saab", "Model": "900", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Pontiac", "Model": "Grand Prix", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Pontiac", "Model": "Trans Sport", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Porsche", "Model": "968", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Suzuki", "Model": "Samurai", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Saturn", "Model": "S-Series", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "Celica", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Subaru", "Model": "Justy", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Subaru", "Model": "SVX", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Suzuki", "Model": "Sidekick", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Subaru", "Model": "Loyale", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "Camry", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "4Runner", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Suzuki", "Model": "Swift", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "Cressida", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "Land Cruiser", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "MR2", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "Tercel", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "Xtra Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Volkswagen", "Model": "Cabriolet", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "Supra", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "Previa", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Volkswagen", "Model": "GTI", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Volkswagen", "Model": "Corrado", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "Regular Cab", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "Paseo", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Volkswagen", "Model": "Jetta", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Volvo", "Model": "740", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Toyota", "Model": "Corolla", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Volkswagen", "Model": "Fox", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Volkswagen", "Model": "Passat", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Volkswagen", "Model": "Golf", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Volvo", "Model": "240", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Volvo", "Model": "960", "Electric_Vehicle": False},
{"Year": 1992, "Make": "Volvo", "Model": "940", "Electric_Vehicle": False},
] | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/faker/vehicule_faker/vehicle_dict.py | 0.601008 | 0.554531 | vehicle_dict.py | pypi |
from ..config import NEW_PAGE_TAG
def generate_fpq1_pages_header_text() -> str:
"""
Function to generate FPQ1 pages header text.
Return:
The FPQ1 pages header.
"""
text = (
"OWNERS FORM\n"
"Q.P.F. B 1 – QUEBEC AUTOMOBILE INSURANCE POLICY (2014-03)\n"
"Approved by the Autorité des marchés financiers\n"
)
return text
def generate_toc_text() -> str:
"""
Function to generate FPQ1 TOC text.
Return:
The FPQ1 Table Of Content.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"TABLE OF CONTENTS\n"
"INTRODUCTION 3\n"
"1. DOCUMENTS INCLUDED IN INSURANCE CONTRACT 3\n"
"2. OBLIGATION TO INFORM INSURER 3\n"
"DECLARATIONS 4\n"
"SECTION A: COVERAGE FOR CIVIL LIABILITY ARISING FROM PROPERTY DAMAGE AND BODILY INJURY "
"CAUSED TO ANOTHER PERSON (MANDATORY INSURANCE) 6\n"
"1. INSURED PERSONS 6\n"
"2. INSURED VEHICLES 6\n"
"3. PRINCIPAL COVERAGE 6\n"
"3.1 Description of principal coverage 6\n"
"3.2 Clarification concerning damage 7\n"
"4. ADDITIONAL COVERAGES 7\n"
"4.1 Protection and defence of insured persons' interests 7\n"
"4.2 Bearing certain costs related to legal action 7\n"
"4.3 Reimbursement of medical treatment 8\n"
"4.4 Bearing costs claimed by municipality 8\n"
"5. EXCLUSIONS 8\n"
"6. INDEMNITY PAYABLE BY INSURER 8\n"
"6.1 General rule 8\n"
"6.2 Adjustment of amount of insurance by law 9\n"
"6.3 Cases where insured persons must refund indemnity 9\n"
"6.4 Limitation of amount of insurance for nuclear hazard 9\n"
"6.5 Specific rules for vehicle of which the named insured has recently become the owner 9\n"
"6.6 Specific rules for temporary replacement vehicle 9\n"
"6.7 Specific rules for vehicle of which named insured is not the owner 10\n"
"6.8 Specific rules for trailers or semi-trailers attached to a motor vehicle 10\n"
"6.9 Specific rules for insured vehicle in custody of a person engaged in a garage business 10\n"
"7. REPRESENTATION MANDATE 11\n"
"SECTION B: COVERAGE FOR DAMAGE TO INSURED VEHICLES (OPTIONAL INSURANCE) 11\n"
"1. INSURED PERSON 11\n"
"2. INSURED VEHICLES 11\n"
"3. PRINCIPAL COVERAGE 11\n"
"3.1 Description of principal coverage 11\n"
"3.2 Description of protections 12\n"
"4. ADDITIONAL COVERAGES 13\n"
"4.1 Travel expenses due to theft of insured vehicle 13\n"
"4.2 Bearing costs claimed by municipality 13\n"
"4.3 Bearing other costs 13\n"
"5. COVERAGE FOR TEMPORARY REPLACEMENT VEHICLES 14\n"
"6. EXCLUSIONS 14\n"
"7. DEDUCTIBLE PAYABLE BY NAMED INSURED 15\n"
"8. INDEMNITY PAYABLE BY INSURER 15\n"
"8.1 General rule 15\n"
"8.2 Time of payment 16\n"
"8.3 Specific rules for vehicle of which the named insured has recently become the owner 16\n"
f"{NEW_PAGE_TAG}\n"
"8.4 Specific rules for temporary replacement vehicle 16\n"
"8.5 Specific rules for trailers or semi-trailers attached to a motor vehicle 16\n"
"GENERAL CONDITIONS 17\n"
"1. LAWS APPLICABLE TO INSURANCE CONTRACT 17\n"
"2. PLACES WHERE COVERAGE APPLIES 17\n"
"3. CONTINUATION OF COVERAGE AFTER A LOSS 17\n"
"4. RULES PERTAINING TO APPLICATION OF INSURANCE CONTRACT WHEN THERE ARE TWO OR MORE DESCRIBED VEHICLES 17\n"
"5. DISCLOSURE TO INSURER 17\n"
"5.1 Initial declaration of risk 17\n"
"5.2 Aggravation of risk 18\n"
"5.3 Consequences of misrepresentation or non-disclosure 18\n"
"6. BREACH OF WARRANTY 19\n"
"7. PROHIBITED USE OF INSURED VEHICLE 20\n"
"8. EXAMINATION OF INSURED VEHICLES 20\n"
"9. NOTICE TO INSURER AND NAMED INSURED 20\n"
"REPORTING A LOSS AND SUBMITTING A CLAIM 20\n"
"1. WHAT TO DO IN THE EVENT OF A LOSS 20\n"
"1.1 Report information to insurer 20\n"
"1.2 Fulfil obligations relating to insured vehicle 21\n"
"1.3 Refrain from commenting on liability and from settling claim 22\n"
"1.4 Cooperate with the insurer 22\n"
"2. HOW TO CALCULATE VALUE OF DAMAGE 22\n"
"2.1 Value of damage payable by insurer for repair of insured vehicle 22\n"
"2.2 Value of damage payable by insurer for insured vehicle if a total loss 23\n"
"2.3 Value of damage where insurer may decide to repair, rebuild or replace damaged property 23\n"
"3. RIGHT OF INSURER AFTER PAYING AN INDEMNITY (RIGHT OF SUBROGATION) 24\n"
"3.1 General rule 24\n"
"3.2 Exceptions 24\n"
"4. ARBITRATION IN EVENT OF DISAGREEMENT BETWEEN NAMED INSURED AND INSURER 24\n"
"4.1 Request for arbitration 24\n"
"4.2 Designation of experts and arbitrator 25\n"
"4.3 Value of damage payable by insurer 25\n"
"4.4 Conduct of arbitration 25\n"
"4.5 Choice of language 26\n"
"4.6 Place of arbitration proceedings 26\n"
"4.7 Arbitrator's decision 26\n"
"4.8 Costs and fees of arbitration 26\n"
"5. PRESERVATION OF RIGHTS OF NAMED INSURED AND INSURER 26\n"
"6. TIME TO START LEGAL ACTION UNDER INSURANCE CONTRACT (PRESCRIPTION PERIOD) 26\n"
"EFFECTIVE DATE, RENEWAL AND EXPIRY OF INSURANCE CONTRACT 27\n"
"1. EFFECTIVE DATE AND EXPIRY OF INSURANCE CONTRACT 27\n"
"2. RENEWAL OF INSURANCE CONTRACT 27\n"
"3. CANCELLATION OF INSURANCE CONTRACT ( ENDING OF INSURANCE CONTRACT) 27\n"
"3.1 Cancellation by named insured 27\n"
"3.2 Cancellation by insurer 28\n"
"CANCELLATION TABLE 29\n"
"DEFINITIONS 30\n"
f"{NEW_PAGE_TAG}\n"
)
return text
def generate_introduction_text() -> str:
"""
Function to generate FPQ1 introduction.
Return:
The FPQ1 introduction.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"INTRODUCTION\n"
"The following is to provide general explanations concerning the insurance contract to make it easier to "
"understand. These explanations must not be used to create any right or coverage.\n"
"In case of any ambiguity or discrepancy between the introduction and the laws applicable to the "
"insurance contract, the terms of the laws will prevail.\n"
"1. DOCUMENTS INCLUDED IN INSURANCE CONTRACT\n"
"The following documents form part of the insurance contract:\n"
"\t This document, i.e., the ''Quebec Automobile Insurance Policy Form (Q.P.F.) B 1 – Owners' Form,'' "
"a standard document approved by the Autorité des marchés financiers.\n"
"Note that the ''Declarations'' section of this insurance policy contains information specific to the "
"named insured.\n"
"\t The endorsements listed in Item 4, ''Declarations.''\n"
"Below is useful information to help understand the insurance contract:\n"
"\t Refer to the ''Table of Contents'' to see how the insurance contract is structured and to locate "
"specific information.\n"
"\t Words and expressions in bold throughout this document and in the endorsements are explained "
"in the ''Definitions'' section. Note that the endorsements may include their own definitions.\n"
"\t The insurance contract should be read as a whole. Consequently, clauses should be interpreted as "
"they relate to each other and considering the entire insurance contract.\n"
"\t Coverages described in Section A and Section B are different and apply separately.\n"
"\t Words in the singular include the plural.\n"
"2. OBLIGATION TO INFORM INSURER\n"
"Both before the contract is made and after, any and all information that may influence the risk must "
"be reported to the insurer. Such information must also be reported upon renewal of the insurance "
"contract.\n"
"In case of doubt over the obligation to report specific information, it is advisable to contact the "
"insurer.\n"
"Among other information, the following must be reported:\n"
"\t Any change in the use of the described vehicle.\n"
"\t If any persons other than the named insured drive the described vehicle.\n"
"\t Any automobile accident or any loss that occurred in the past.\n"
"\t Any conviction for an offence under the Highway Safety Code.\n"
"\t Any criminal conviction.\n"
"\t Any change or addition to the described vehicle.\n"
"\t Any change to the personal circumstances of the named insured or drivers.\n"
"The obligation to inform the insurer is detailed in Article 5, ''General conditions.''\n"
f"{NEW_PAGE_TAG}\n"
)
return text
def generate_declarations_text() -> str:
"""
Function to generate FPQ1 declarations.
Return:
The FPQ1 declarations.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"DECLARATIONS\n"
"ITEM 1\n"
"Name and address of the named insured:\n"
"The described vehicle is and will be mainly used, stored and parked in the town/city and province shown "
"in Item 1. If not, the client or the named insured must so declare.\n"
"ITEM 2\n"
"Contract period:\n"
"From ________________* to _______________* exclusively.\n"
"*at 12:01 A.M. standard time at the address of the named insured.\n"
"ITEM 3\n"
"Particulars of the described vehicle:\n"
"Creditor entitled to the indemnities under Section B, to the extent of the creditor's interest:\n"
"ITEM 4\n"
"The perils covered by the insurance contract are those for which an amount of insurance, a deductible "
"or an insurance premium is shown in the table below. Coverage is subject to the conditions set out in "
"the insurance contract.\n"
"COVERAGE | PERILS | AMOUNT OF INSURANCE AND DEDUCTIBLE | INSURANCE PREMIUM\n"
"Section A: Civil liability | Property damage or bodily injury to another person | "
"Amount of insurance: $ | $\n"
"Section B: Damage to insured vehicles | Protection 1 : ''All perils'', Protection 2: "
"Collision and upset, Protection 3: All perils other than collision or upset, "
"Protection 4: Specific perils | Deductible per loss: $ $ $ $ | $ $ $ $\n"
"Endorsements: | | | $|\n"
"Due date for payment of insurance premiums: | Total: | $\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
f"ITEM 5\n"
f"The named insured is both the actual owner and the registered owner of the described vehicle. If not, "
f"the following information must be provided:\n"
f"Actual owner:\n"
f"Registered owner:\n"
f"ITEM 6\n"
f"Important statements for analyzing the risk:\n"
f"ITEM 7\n"
f"Information for the named insured:\n"
f"Name of insurance broker or agent:\n"
f"Address of insurance broker or agent:\n"
f"{NEW_PAGE_TAG}\n"
)
return text
def generate_section_a_text() -> str:
"""
Function to generate FPQ1 Section A.
Return:
The FPQ1 Section A.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"SECTION A:\n"
"COVERAGE FOR CIVIL LIABILITY ARISING FROM PROPERTY DAMAGE AND BODILY INJURY CAUSED TO ANOTHER PERSON\n"
"(MANDATORY INSURANCE)\n"
"1. INSURED PERSONS\n"
"The persons insured under Section A are as follows:\n"
"\t the named insured;\n"
"\t any person who drives an insured vehicle; and\n"
"\t any person who uses an insured vehicle. Any person who operates a part of an insured vehicle is "
"deemed to be using that vehicle.\n"
"The legal representatives and succession of such persons are also insured.\n"
"A person who steals or assists in stealing an insured vehicle is not insured.\n"
"2. INSURED VEHICLES\n"
"Unless the context indicates otherwise, the expression ''insured vehicle'' under Section A refers to the "
"following:\n"
"\t A. Described vehicle.\n"
"\t B. Vehicle of which the named insured has recently become the owner, subject to the "
"conditions set out in that definition.\n"
"\t C. Temporary replacement vehicle, subject to the conditions set out in that definition.\n"
"\t D. Vehicle of which the named insured is not the owner, subject to the conditions set out in that "
"definition.\n"
"\t E. Trailer or semi-trailer of which the named insured is the owner, subject to the conditions set "
"out in that definition.\n"
"\t F. Trailer or semi-trailer of which the named insured is not the owner and that is used with a "
"vehicle insured under the insurance contract.\n"
"3. PRINCIPAL COVERAGE\n"
"3.1 Description of principal coverage\n"
"Section A covers the following risk: the financial consequences that an insured person may incur if "
"held civilly liable for damage caused to another person by an insured vehicle.\n"
"The insured person's civil liability must arise from the fact that he or she is the owner of the vehicle or "
"was driving or using it.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"3.2 Clarification concerning damage\n"
"3.2.1 Damage caused to trailers or semi-trailers of which insured persons are not the owners\n"
"When damage is caused to a trailer or semi-trailer of which an insured person is not the owner and:\n"
"\t the trailer or semi-trailer is attached to a motor vehicle used for personal purposes and "
"insured under this Section A; or\n"
"\t it is not attached to a motor vehicle used for personal purposes, provided that it is usually "
"attached to such a vehicle;\n"
"the financial consequences suffered by the insured person will be covered if the trailer or "
"semi-trailer is not designed or used either to carry passengers or for demonstration, "
"sales, office or dwelling purposes.\n"
"3.2.2 Damage under the Direct Compensation Agreement\n"
"When property damage is caused to an insured person and if the Direct Compensation "
"Agreement made in accordance with the Automobile Insurance Act applies, this damage will be "
"covered under Section A.\n"
"3.2.3 Damage caused to another named insured\n"
"When a named insured suffers damage caused by another named insured, the person who suffers the "
"damage will be deemed to be another person and may therefore be indemnified by the insurer under "
"Section A.\n"
"4. ADDITIONAL COVERAGES\n"
"When the principal coverage applies, Section A will include the following additional coverages:\n"
"4.1 Protection and defence of insured persons' interests\n"
"When a loss is reported, the insurer will protect the interests and assume the defence of the "
"insured persons.\n"
"The insurer is free to act as it wishes with regard to investigation, transaction or settlement.\n"
"However, the insurer may not raise any legal defence prohibited to insurers where the loss occurred.\n"
"4.2 Bearing certain costs related to legal action\n"
"When an insured person is sued, the insurer will bear\n"
"\t the costs and expenses arising from the lawsuit; and\n"
"\t any interest on the amount of insurance.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"4.3 Reimbursement of medical treatment\n"
"When another person suffers bodily injury, the insurer will reimburse expenses incurred by an "
"insured person for immediately necessary medical treatment.\n"
"4.4 Bearing costs claimed by municipality\n"
"The insurer bears the costs claimed from the named insured by a municipality under the Act "
"respecting municipal taxation and its regulations, if its fire protection service was called to "
"prevent or fight any fire in an insured vehicle.\n"
"5. EXCLUSIONS\n"
"The following are excluded from coverage under Section A:\n"
"A. Any bodily injury when compensation is provided under:\n"
"\t the Automobile Insurance Act,\n"
"\t An Act respecting industrial accidents and occupational diseases, or\n"
"\t the Crime Victims Compensation Act.\n"
"However, if the Automobile Insurance Act does not apply, coverage will be provided.\n"
"B. Any liability imposed under a worker's compensation act.\n"
"C. Any bodily injury caused to a person who is employed by an insured person and who is "
"engaged in the operation or repair of an insured vehicle.\n"
"D. Any damage caused to a person who is engaged in a garage business while the insured vehicle "
"is in the person's custody.\n"
"E. Any loss that occurs while the insured vehicle is:\n"
"\t leased to another person;\n"
"\t used as a taxicab, sightseeing vehicle, bus, coach or other chauffeur-driven vehicle;\n"
"\t used to carry explosives;\n"
"\t used to carry radioactive material for research, education, development, industrial or other "
"related purposes.\n"
"\t The insurer may accept to insure the above situations by specifying them in ''Declarations'' or by "
"way of an endorsement.\n"
"6. INDEMNITY PAYABLE BY INSURER\n"
"6.1 General ruleThe indemnity payable by the insurer may not be greater than the amount of insurance, "
"plus any expenses described under the additional coverages. This rule applies even if:\n"
"\t there are more than one insured person or multiple interests;\n"
"\t more than one person suffers damage;\n"
"\t more than one insured person is civilly liable for damage arising from one and the same loss; and\n"
"\t if damage differs in nature.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"If more than one insured person are civilly liable for damage arising from one and the same "
"loss and the amount of insurance is insufficient, the named insured will be given priority for coverage.\n"
"6.2 Adjustment of amount of insurance by law\n"
"If the amount of insurance is less than the minimum amount prescribed by the applicable laws "
"regarding motor vehicle insurance which are in force where the loss occurred, the amount of "
"insurance will be adjusted to comply with this minimum requirement.\n"
"6.3 Cases where insured persons must refund indemnity\n"
"If the insurer is required to indemnify another person under a legal provision regarding motor "
"vehicle insurance and the insurer was not otherwise required to do so under the insurance "
"contract, the insured persons agree to refund such indemnity to the insurer, upon request.\n"
"6.4 Limitation of amount of insurance for nuclear hazard\n"
"If damage arose out of the occurrence of a nuclear hazard, the applicable amount of insurance "
"will be limited to the minimum amount prescribed by either of the following laws, depending on "
"the type of motor vehicle involved in the loss:\n"
"\t Automobile Insurance Act; or\n"
"\t An Act Respecting Off-highway Vehicles.\n"
"6.5 Specific rules for vehicle of which the named insured has recently become the owner\n"
"\t A. The vehicle of which the named insured has recently become the owner will benefit "
"from the same coverage as the described vehicle.\n"
"\t B. If the named insured has more than one described vehicle insured with the insurer, under "
"one or more insurance contracts, the vehicle of which he or she has recently "
"become the owner will be insured to the extent of the least of existing coverages on all "
"such other vehicles.\n"
"6.6 Specific rules for temporary replacement vehicle\n"
"A. Any civil liability insurance contract issued to the owner of a temporary replacement "
"vehicle applies first.\n"
"B. This Section A will apply only if the insurance of that owner is insufficient,\n"
"\t up to the amount of insurance on the described vehicle, and\n"
"\t only for the amount exceeding the obligation of the owner's insurer.\n"
"If the named insured has more than one described vehicle insured with the insurer, under one "
"or more insurance contracts, the highest amount of insurance on those vehicles will apply.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"6.7 Specific rules for vehicle of which named insured is not the owner\n"
"A. Any civil liability insurance contract issued to the owner of a vehicle of which the named "
"insured is not the owner applies first.\n"
"B. This Section A will apply only if the insurance of that owner is insufficient,\n"
"\t up to the amount of insurance on the described vehicle, and\n"
"\t only for the amount exceeding the obligation of the owner's insurer.\n"
"If the named insured has more than one described vehicle insured with the insurer, under one "
"or more insurance contracts, the highest amount of insurance on those vehicles will apply.\n"
"C. For the four exceptions described in the definition of vehicle of which the named insured "
"is not the owner and subject to the conditions set out therein, the amount of insurance is "
"limited to the minimum amount prescribed by either of the following laws, depending on the type "
"of motor vehicle involved in the loss:\n"
"\t Automobile Insurance Act; or\n"
"\t An Act Respecting Off-highway Vehicles.\n"
"6.8 Specific rules for trailers or semi-trailers attached to a motor vehicle\n"
"A. When one or more trailers or semi-trailers are attached to a motor vehicle, they will be "
"held to be one and the same vehicle.\n"
"This rule means that, if damage is caused by the motor vehicle, trailer or semi-trailer, a single "
"amount of insurance will apply, namely, the highest amount.\n"
"B. The same rule will apply if the vehicles are insured under different insurance contracts "
"with the insurer.\n"
"C. For the four exceptions described in the definition of vehicle of which the named insured "
"is not the owner and subject to the conditions set out therein, the amount of insurance is "
"limited to the minimum amount prescribed by either of the following laws, depending on the "
"type of motor vehicle involved in the loss:\n"
"\t Automobile Insurance Act; or\n"
"\t An Act Respecting Off-highway Vehicles.\n"
"6.9 Specific rules for insured vehicle in custody of a person engaged in a garage business\n"
"When damage is caused by an insured vehicle in the custody of a garage business at the time of loss:\n"
"\t A. The insurance contract of the person who engages in a garage business and in whose "
"custody the vehicle has been placed applies first, provided such contract covers the person's "
"civil liability without expressly designating the vehicles that are insured.\n"
"\t B. This Section A only applies if such person's insurance is insufficient,\n"
"\t up to the applicable amount of insurance, and\n"
"\t only for the amount exceeding the obligation of that person's insurer.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"7. REPRESENTATION MANDATE\n"
"The insured persons authorize the insurer to represent them in any lawsuit brought against them in "
"Canada or the United States.\n"
"The lawsuit must arise from the fact that the insured person is the owner of the insured vehicle or "
"from the insured person having been driving or using it.\n"
"This representation mandate includes the right for the insurer to appear on behalf of the insured "
"persons and to assume their defence.\n"
"The insured persons renounce their right to withdraw this mandate from the insurer without the "
"insurer's consent.\n"
)
return text
def generate_section_b_text() -> str:
"""
Function to generate FPQ1 Section B.
Return:
The FPQ1 Section B.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"SECTION B:\n"
"COVERAGE FOR DAMAGE TO INSURED VEHICLES\n"
"(OPTIONAL INSURANCE)\n"
"1. INSURED PERSON\n"
"The insured person under Section B is the named insured.\n"
"To determine which persons are insured when a temporary replacement vehicle is involved in a "
"loss, refer to Article 5, Section B.\n"
"2. INSURED VEHICLES\n"
"Unless the context indicates otherwise, the expression ''insured vehicle'' under Section B refers to the "
"following vehicles:\n"
"\t A. Described vehicle.\n"
"\t B. Vehicle of which the named insured has recently become the owner, subject to the "
"conditions set out in that definition.\n"
"3. PRINCIPAL COVERAGE\n"
"3.1 Description of principal coverage\n"
"Section B covers:\n"
"\t any direct and accidental damage to an insured vehicle or its equipment and accessories; and\n"
"\t the disappearance of an insured vehicle or its equipment and accessories.\n"
"The damage or disappearance must result from the occurrence of a peril covered by the "
"applicable protection.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"3.2 Description of protections\n"
"To determine which protection applies, refer to Item 4, ''Declarations.''\n"
"3.2.1 Protection 1 – ''All perils'' coverage\n"
"This protection covers damage caused by any type of peril. However, perils and damage as "
"listed in Article 6, Section B are excluded.\n"
"3.2.2 Protection 2 – Coverage against perils of collision and upset\n"
"This protection covers damage caused by the perils of collision and upset.\n"
"''Collision'' includes:\n"
"\t any collision between an insured vehicle and the ground;\n"
"\t any collision between two vehicles attached to each other; and\n"
"\t any collision between an insured vehicle and a person or an animal.\n"
"''Upset'' of an insured vehicle may be partial or total.\n"
"However, perils and damage as listed in Article 6, Section B are excluded.\n"
"3.2.3 Protection 3 - Coverage against perils other than collision or upset\n"
"This protection covers damage caused by perils other than collision or upset.\n"
"Coverage includes damage caused by the following perils:\n"
"\t the perils listed in Protection 4;\n"
"\t falling or flying objects;\n"
"\t malicious mischief; and\n"
"\t projectiles.\n"
"Like Protection 2, this protection also covers damage caused by a collision between an "
"insured vehicle and a person or an animal.\n"
"However, perils and damage as listed in Article 6, Section B are excluded.\n"
"3.2.4 Protection 4 - Coverage against specific perils\n"
"This protection only covers damage caused by the following perils:\n"
"\t attempted theft;\n"
"\t civil commotion;\n"
"\t earthquakes;\n"
"\t explosions;\n"
"\t falling or forced landing of aircraft or parts of aircraft;\n"
"\t fire;\n"
"\t hail;\n"
"\t lightning;\n"
"\t riots;\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"\t rising water;\n"
"\t stranding, sinking, burning, derailment or collision of any vehicle or vessel in or upon which "
"an insured vehicle is being transported;\n"
"\t theft; and\n"
"\t windstorms.\n"
"However, perils and damage as listed in Article 6, Section B are excluded.\n"
"4. ADDITIONAL COVERAGES\n"
"When the principal coverage applies, Section B will include the following additional coverages:\n"
"4.1 Travel expenses due to theft of insured vehicle\n"
"If an insured vehicle is covered by Protection 1, Protection 3 or Protection 4 and can no longer "
"be used by the named insured due to theft of the entire vehicle, the insurer will reimburse any "
"expenses incurred for:\n"
"\t leasing of temporary replacement vehicle;\n"
"\t public transportation; and\n"
"\t use of taxicab.\n"
"Upon submission of receipts, the above expenses will be reimbursed up to a maximum of 40$ a day "
"and 1200$ per loss.\n"
"This coverage only applies to expenses incurred 72 hours or more after the theft has been "
"reported to the police or the insurer, even if the insurance contract has expired since the loss.\n"
"Expenses will no longer be eligible for reimbursement once:\n"
"\t the insured vehicle has been replaced, or repaired if it was found damaged; or\n"
"\t a settlement agreement for the loss has been reached before the insured vehicle is replaced or repaired.\n"
"4.2 Bearing costs claimed by municipality\n"
"The insurer bears the costs claimed from the named insured by a municipality under the Act respecting "
"municipal taxation and its regulations, if its fire protection service was called to prevent or "
"fight any fire in an insured vehicle.\n"
"4.3 Bearing other costs\n"
"The insurer will bear the following costs when the named insured is civilly liable:\n"
"\t general average costs;\n"
"\t salvage costs; and\n"
"\t customs duties of Canada and the United States.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"5. COVERAGE FOR TEMPORARY REPLACEMENT VEHICLES\n"
"The insurer will indemnify the named insured and the driver of a temporary replacement vehicle "
"against the financial consequences they may incur when they are civilly liable for:\n"
"\t direct and accidental damage to the vehicle; or\n"
"\t disappearance of the vehicle.\n"
"Civil liability may be contractual or extracontractual.\n"
"The following conditions apply:\n"
"\t the coverage applicable to the temporary replacement vehicle, i.e., coverage of the "
"described vehicle that it replaces, must include the peril that caused the damage; and\n"
"\t the named insured or the driver must have the care, custody or control of the vehicle.\n"
"The additional coverages under Section B do not apply to this coverage. However, the "
"additional coverages under Section A may apply, as the case may be.\n"
"Coverage is subject to the exclusions listed in Article 6, Section B.\n"
"The indemnity payable by the insurer is determined in accordance with the rules set out in "
"Article 8, Section B.\n"
"6. EXCLUSIONS\n"
"The following are excluded from coverage under Section B:\n"
"A. Damage to tires, except:\n"
"\t if damage is coincident with other damage insured under the same coverage; or\n"
"\t in case of fire, theft or malicious mischief insured under the same coverage.\n"
"B. Damage caused by:\n"
"\t breakdown;\n"
"\t corrosion;\n"
"\t explosion within the combustion chamber;\n"
"\t freezing;\n"
"\t mechanical failure;\n"
"\t normal wear and tear; and\n"
"\t rust.\n"
"However, the damage described above will not be excluded:\n"
"\t if damage is coincident with other damage insured under the same coverage; or\n"
"\t in case of fire, theft or malicious mischief insured under the same coverage.\n"
"C. For Protection 3 and Protection 4 only, theft committed by one of the following persons:\n"
"\t a person whose domicile is the same as that of the named insured;\n"
"\t a person employed by the named insured in operating, selling, equipping, repairing, maintaining, "
"servicing, storing, parking or moving an insured vehicle, whether or not the theft occurs in "
"the course of such service or employment.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"D. Conversion, embezzlement, theft or secretion of an insured vehicle by any person in lawful "
"possession of the vehicle under a hypothec, conditional sale, lease agreement or contract of "
"leasing or under any other similar written agreement.\n"
"E. Voluntary parting with title or ownership, with or without breach of trust, fraud or deceitful "
"representation.\n"
"F. Contents of a trailer or a semi-trailer.\n"
"G. Tapes or accessories for use with a tape recorder or tape player, or compact discs, unless in "
"place in a device.\n"
"H. Whether or not war is declared, damage caused directly or indirectly by:\n"
"\t bombardment;\n"
"\t civil war;\n"
"\t insurrection;\n"
"\t invasion;\n"
"\t military power;\n"
"\t operation of armed forces while engaged in hostilities;\n"
"\t rebellion;\n"
"\t revolution; and\n"
"\t usurped power.\n"
"I. Damage caused by a loss that occurs while the insured vehicle:\n"
"\t is leased to another person;\n"
"\t is used as a taxicab, sightseeing vehicle, bus, coach or any other chauffeur-driven vehicle;\n"
"\t is used to carry explosives;\n"
"\t is used to carry radioactive material for research, education, development, industrial or "
"other related purposes.\n"
"The insurer may accept to insure the above situations by specifying them in ''Declarations'' or by "
"way of an endorsement.\n"
"7. DEDUCTIBLE PAYABLE BY NAMED INSURED\n"
"The named insured must assume the deductible for the applicable protection. However, if the "
"damage is caused by lightning or fire, the deductible will not apply.\n"
"To determine the deductible applicable for each of the protections, refer to Item 4, ''Declarations'', or "
"the endorsements, as applicable.\n"
"8. INDEMNITY PAYABLE BY INSURER\n"
"8.1 General rule\n"
"The indemnity payable by the insurer is equal to the value of the damage, less the deductible. It "
"also includes any expenses described under the additional coverages.\n"
"For the rules relating to determination of the value of damage, refer to Article 2, ''Reporting a "
"loss and submitting a claim.''\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"8.2 Time of payment\n"
"The insurer must pay the indemnity:\n"
"\t within 60 days after the date on which the named insured reported the loss; or\n"
"\t within 60 days after receipt by the insurer of the information or supporting documents "
"that it requested.\n"
"8.3 Specific rules for vehicle of which the named insured has recently become the owner\n"
"A. If a vehicle of which the named insured has recently become the owner replaces or "
"is in addition to a sole described vehicle:\n"
"\t coverage will be the same as for the described vehicle;\n"
"\t the deductible will be the same as for the described vehicle.\n"
"B. If the vehicle is in addition to more than one described vehicle covered under one or "
"more insurance contracts with the insurer:\n"
"\t damage will be covered only to the extent that all the described vehicles are covered, "
"at the date of loss, for the peril that caused the damage;\n"
"\t the applicable deductible will be the highest of all deductibles for the protections "
"covering the peril that caused the damage.\n"
"8.4 Specific rules for temporary replacement vehicle\n"
"A. Any insurance contract issued to the owner of the temporary replacement vehicle will "
"apply first.\n"
"B. This Section B only applies if:\n"
"\t the owner of the vehicle is not covered for the damage caused to his or her vehicle; or\n"
"\t the owner of the vehicle is covered, but the deductible under his or her insurance "
"contract is higher than the deductible under this contract. The indemnity under this Section B "
"is then limited to the difference between:\n"
"- the deductible payable by the owner of the vehicle; and\n"
"- the deductible payable for the described vehicle that is being replaced by the temporary "
"replacement vehicle.\n"
"8.5 Specific rules for trailers or semi-trailers attached to a motor vehicle\n"
"If one or more trailers or semi-trailers are attached to a motor vehicle and the vehicles incur "
"damage in the same loss:\n"
"\t the vehicles will be held to be separate vehicles; and\n"
"\t their own coverage and their own deductible will apply.\n"
f"{NEW_PAGE_TAG}\n"
)
return text
def generate_general_conditions_text() -> str:
"""
Function to generate FPQ1 general conditions.
Return:
The FPQ1 general conditions.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"GENERAL CONDITIONS\n"
"1. LAWS APPLICABLE TO INSURANCE CONTRACT\n"
"The insurance contract is governed by the following laws:\n"
"\t Civil Code of Quebec;\n"
"\t Code of Civil Procedure of Quebec;\n"
"\t Automobile Insurance Act and its regulations; and\n"
"\t An Act Respecting Off-highway Vehicles, where applicable.\n"
"Some of the general conditions of the insurance contract are a simplified version of the requirements "
"of the above laws. In case of any ambiguity or discrepancy, the terms of the laws will prevail.\n"
"2. PLACES WHERE COVERAGE APPLIES\n"
"The coverage provided under the insurance contract will apply only if the loss occurs:\n"
"\t in Canada or the United States; or\n"
"\t on a vessel or in an aircraft travelling between the seaports and airports of those countries.\n"
"The insurer may accept, by way of endorsement, to cover a loss that occurs elsewhere.\n"
"3. CONTINUATION OF COVERAGE AFTER A LOSS\n"
"A loss does not cause the insurance contract to terminate.\n"
"4. RULES PERTAINING TO APPLICATION OF INSURANCE CONTRACT WHEN THERE ARE TWO OR "
"MORE DESCRIBED VEHICLES\n"
"If there are two or more described vehicles, the insurance contract is deemed to apply to each of "
"the vehicles as if a separate contract had been issued for each of them.\n"
"5. DISCLOSURE TO INSURER\n"
"5.1 Initial declaration of risk\n"
"The client and the insured person if required by the insurer are bound to represent the facts "
"known to them that are likely to materially influence an insurer in:\n"
"\t analyzing the risk;\n"
"\t deciding whether or not to cover the risk; or\n"
"\t setting the insurance premium.\n"
"However, the client and the insured person are not required to represent facts known to the "
"insurer already or which the insurer is presumed to know by their notoriety, unless the insurer "
"asks questions in that regard.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"5.2 Aggravation of risk\n"
"5.2.1 Obligation of insured person\n"
"The insured person is required to promptly report to the insurer any change that "
"increases the risks specified in the insurance contract.\n"
"The facts to be reported must result from events within the control of the insured person."
"They must also be likely to materially influence an insurer in:\n"
"\t analyzing the risk;\n"
"\t deciding whether to continue or terminate the insurance contract; or\n"
"\t setting the insurance premium.\n"
"5.2.2 Rights of insurer\n"
"Upon being informed of any new facts, the insurer may:\n"
"\t propose a new insurance premium to the named insured in writing. The named insured must "
"then accept and pay the new insurance premium within 30 days of the proposal, failing which "
"the insurance contract will terminate; or\n"
"\t cancel the insurance contract subject to the conditions set out in Article 3, ''Effective date, "
"renewal and expiry of insurance contract.''\n"
"However, if the insurer continues to accept payment of the insurance premium or if the "
"insurer pays an indemnity after a loss, the insurer will be deemed to have accepted the "
"new facts as reported.\n"
"5.3 Consequences of misrepresentation or non-disclosure\n"
"5.3.1 Consequences for Section A\n"
"A. Nullification of Section A\n"
"Section A may be nullified at any time at the instance of the insurer if:\n"
"(a) the client or an insured person:\n"
"\t has falsely declared any of the information that must be reported, as stated in Articles "
"5.1 and 5.2 of this section (known as ''misrepresentation''); or\n"
"\t has voluntarily failed to disclose any of the information referred to in Articles 5.1 "
"and 5.2 of this section (known as ''concealment'');\n"
"and\n"
"(b) such misrepresentation or concealment is likely to substantially influence a "
"reasonable insurer in the decision to cover the risk.\n"
"B. Reduction of indemnity following a loss\n"
"If, following a loss, the insurer fails to establish that the misrepresentation or "
"concealment was likely to substantially influence a reasonable insurer in the "
"decision to cover the risk, the insurer will be required to pay a portion of the "
"indemnity.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"The indemnity is calculated in proportion to the insurance premium established by the "
"insurer before becoming aware of the misrepresentation or concealment, divided by the "
"insurance premium that the insurer would have established, had the client or the insured "
"person provided the information that they were required to disclose.\n"
"5.3.2 Consequences for Section B\n"
"A. Nullification of Section B\n"
"Section B may be nullified at any time at the instance of the insurer if:\n"
"(a) the client or an insured person:\n"
"\t has falsely declared any of the information that must be reported, as stated in "
"Articles 5.1 and 5.2 of this section (known as ''misrepresentation''); or\n"
"\t has voluntarily failed to disclose any of the information referred to in Articles 5.1 "
"and 5.2 of this section (known as ''concealment'');\n"
"and\n"
"(b) such misrepresentation or concealment is likely to substantially influence a reasonable "
"insurer in the decision to cover the risk.\n"
"Following a loss, Section B may be nullified at the instance of the insurer even if the "
"loss does not result from the risk so misrepresented or concealed.\n"
"B. Reduction of indemnity following a loss\n"
"Following a loss, and notwithstanding any misrepresentation or concealment, the insurer "
"is required to pay a portion of the indemnity if the insurer fails to establish:\n"
"\t the bad faith of the named insured or the client; or\n"
"\t that it would not have covered the risk, had it known the true facts.\n"
"The indemnity is calculated in proportion to the insurance premium established by the "
"insurer before becoming aware of the misrepresentation or concealment, divided by the "
"insurance premium that the insurer would have established, had the client or the insured "
"person provided the information that they were required to disclose.\n"
"6. BREACH OF WARRANTY\n"
"In the event of a breach of warranty aggravating the risk, coverage of the risk subject to "
"the warranty will be suspended.\n"
"The suspension will cease when:\n"
"\t an insured person remedies the breach; or\n"
"\t the insurer gives its consent.\n"
"Warranties may be found, among others, in:\n"
"\t the ''Declarations'' section; and\n"
"\t the endorsements.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"7. PROHIBITED USE OF INSURED VEHICLE\n"
"The insured vehicle may not be driven or operated by the insured persons\n"
"(a) When the insured persons:\n"
"\t are under 16 years of age or the legal age to drive; and\n"
"\t are not authorized to drive, by law, or qualified to drive or operate the vehicle.\n"
"(b) To make any illicit trade or transportation.\n"
"(c) To participate in a race or speed test.\n"
"In addition, the insured persons are not to allow another person to use the insured vehicle in the "
"above situations.\n"
"8. EXAMINATION OF INSURED VEHICLES\n"
"At any reasonable time, the insurer is entitled to examine the described vehicle and its "
"equipment and accessories.\n"
"9. NOTICE TO INSURER AND NAMED INSURED\n"
"Any notice to the insurer may be sent by any recognized means of communication to the insurer "
"or its authorized representative.\n"
"Any notice to the named insured may be delivered personally to the named insured or by mail to "
"the last known address of the name insured.\n"
)
return text
def generate_loss_and_claims_reporting_text() -> str:
"""
Function to generate FPQ1 loss reporting and claims processing.
Return:
The FPQ1 loss reporting and claims processing.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
"REPORTING A LOSS AND SUBMITTING A CLAIM\n"
"1. WHAT TO DO IN THE EVENT OF A LOSS\n"
"1.1 Report information to insurer\n"
"1.1.1 Report the loss\n"
"Notice must be given to the insurer as soon as an insured person becomes aware of a loss "
"that may be covered under the insurance contract.\n"
"Any interested person may give such notice to the insurer.\n"
"Failure to fulfil the obligation to report the loss will result in the loss of his or her right to "
"indemnity for the insured person if such failure causes prejudice to the insurer.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"1.1.2 Report any additional information\n"
"When so requested by the insurer, the insured person will be required to inform the "
"insurer as soon as possible of all the circumstances surrounding the loss, including:\n"
"\t the probable cause of the loss;\n"
"\t the nature and extent of the damage;\n"
"\t the location of the insured vehicle or any other property;\n"
"\t the rights of another person; and\n"
"\t any other insurance contracts that may apply.\n"
"The insured person must also provide the insurer with supporting documents and declare "
"under oath that all of the information provided is true.\n"
"If, for any serious reason, the insured person is unable to fulfil these obligations as "
"soon as possible, the insured person will be entitled to a reasonable time in which to do so.\n"
"If the insured person fails to fulfil these obligations, any interested person may do so on "
"the insured person's behalf.\n"
"The insured person must also provide the insurer promptly with a copy of any documents "
"received in connection with a claim, including:\n"
"\t notices;\n"
"\t letters; and\n"
"\t summons and any other legal process.\n"
"1.1.3 Consequences of deceitful representations\n"
"If a person makes a deceitful representation relating to a loss, the person will lose his or "
"her right to an indemnity. The person will lose that right solely with respect to the "
"damage caused by the occurrence of the peril to which the deceitful representation relates.\n"
"However, if the occurrence of the peril caused damage both to property for occupational "
"use and to personal property, the person will lose his or her right to indemnity solely "
"with respect to the damage caused to the class of property to which the deceitful "
"representation relates.\n"
"1.2 Fulfil obligations relating to insured vehicle\n"
"1.2.1 Do not abandon insured vehicle\n"
"The insured person must not abandon the insured vehicle or any other damaged property "
"without the insurer's consent.\n"
"1.2.2 Facilitate the salvage and examination of the insured vehicle by the insurer\n"
"The insured person must facilitate the salvage of the insured vehicle and any other "
"insured property.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"The insured person must also facilitate the examination by the insurer. This includes "
"allowing the insurer and its representatives to visit any premises and examine the "
"insured vehicle and its equipment and accessories.\n"
"1.2.3 Protect the insured vehicle\n"
"The insured person must ensure the protection of the insured vehicle from further loss "
"or damage, as far as reasonably possible and at the expense of the insurer.\n"
"If the insured person fails to fulfil this obligation, any damage resulting directly or "
"indirectly will be at the insured person's expense.\n"
"1.2.4 Do not perform repairs or remove physical evidence\n"
"Until the insurer has had a reasonable time to examine the insured vehicle, as "
"provided for in Article 8, ''General conditions'':\n"
"\t no repairs must be made to the vehicle; and\n"
"\t no physical evidence of the damage must be removed from the vehicle.\n"
"However, such actions may be taken if\n"
"\t they are necessary to protect the insured vehicle; or\n"
"\t the insurer gives its consent in writing.\n"
"1.3 Refrain from commenting on liability and from settling claim\n"
"Except at his or her own cost, following a loss, the insured person must refrain:\n"
"\t from commenting on his or her liability; and\n"
"\t from settling or attempting to settle any claim.\n"
"Should an insured person enter into an agreement (called a ''transaction'') in respect of the "
"loss, without the consent of the insurer, the insurer will not be bound by such agreement.\n"
"1.4 Cooperate with the insurer\n"
"The insured person must cooperate with the insurer in the processing of any claim.\n"
"2. HOW TO CALCULATE VALUE OF DAMAGE\n"
"The value of damage payable by the insurer may not be greater than the ''actual cash value'' of the "
"insured vehicle.\n"
"Once the named insured has been indemnified, the insurer has the right to recover the damaged "
"property in whole or in part.\n"
"2.1 Value of damage payable by insurer for repair of insured vehicle\n"
"The value of damage is determined on the basis of, among other things, the cost of materials "
"at the time of loss.\n"
"The materials used to repair the insured vehicle, or to replace the damaged parts, must be of "
"like kind and quality, taking into account any kind of depreciation.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"2.1.1 Clarification concerning automobile body parts\n"
"The insurer will determine the cost of materials on the basis of original equipment "
"manufacturer parts if\n"
"\t the vehicle is less than two years old or has less than 40,000 km; or\n"
"\t the vehicle is used for commercial purposes and is less than one year old.\n"
"In all other instances, the insurer may base its determination on the cost of similar "
"automobile body parts. However, the named insured may ask for original equipment "
"manufacturer parts, if available, and must then inform the insurer accordingly when "
"reporting the loss. The insurer will then specify the applicable conditions and "
"additional costs that the named insured will be required to pay.\n"
"2.1.2 Parts out of stock or no longer manufactured\n"
"If the materials needed to repair the vehicle include replacement parts that are out of stock "
"or no longer manufactured, the liability of the insurer will be limited to the latest "
"list price of original equipment manufacturer parts."
"The insurer may also take into account any kind of depreciation.\n"
"2.2 Value of damage payable by insurer for insured vehicle if a total loss\n"
"If the insured vehicle is a total loss or constructive total loss, the value of damage will be equal "
"to the ''actual cash value'' of the insured vehicle.\n"
"In spite of the total loss or constructive total loss of the insured vehicle, the named insured may "
"ask for the vehicle to be restored to the same condition as it was at the time of loss.\n"
"The named insured must provide the insurer with supporting evidence to determine the "
"vehicle's condition at the time of loss.\n"
"In such instance, the insurer must accept the request if it considers that the costs are "
"reasonable to restore the vehicle to the condition it was in at the time of loss.\n"
"2.3 Value of damage where insurer may decide to repair, rebuild or replace "
"damaged property\n"
"In the absence of arbitration, and subject to the rights of preferred and hypothecary creditors, "
"the insurer may decide to repair, rebuild or replace the damaged property with other property "
"of like kind and quality, instead of making a cash payment.\n"
"Before repairing, rebuilding or replacing the property, the insurer must inform the named "
"insured in writing within seven days after receipt of the proof of loss.\n"
"In addition, the property must be repaired, rebuilt or replaced within a reasonable amount of "
"time.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"3. RIGHT OF INSURER AFTER PAYING AN INDEMNITY (RIGHT OF SUBROGATION)\n"
"3.1 General rule\n"
"After paying an indemnity, the insurer will be subrogated to the rights of the insured person "
"against the person responsible for the damage. This means that the rights of the insured "
"person are transferred to the insurer.\n"
"Subrogation operates up to the amount of the indemnity paid by the insurer.\n"
"If the insurer cannot exercise its right of subrogation due to any act of the insured person, the "
"insurer may be fully or partly released from its obligations towards the insured person.\n"
"3.2 Exceptions\n"
"In the following two instances, the insurer cannot ask the person responsible for the damage "
"to reimburse the indemnity that it has paid:\n"
"(a) When that person is a member of the insured person's household;\n"
"(b) For Section B only, when that person had care, custody or control of the insured "
"vehicle, with the consent of the named insured. The latter exception will not apply if "
"the person:\n"
"\t was engaged in a garage business at the time of loss; or\n"
"\t has failed to comply with the insurance contract.\n"
"4. ARBITRATION IN EVENT OF DISAGREEMENT BETWEEN NAMED INSURED AND INSURER\n"
"4.1 Request for arbitration\n"
"The named insured or the insurer may request arbitration in the event of disagreement on the following:\n"
"\t the nature, extent or value of the damage;\n"
"\t the adequacy of the repairs or replacement.\n"
"Arbitration may be requested even if the validity of the insurance contract is being challenged.\n"
"4.1.1 Request made by named insured\n"
"The named insured must send a written notice to the insurer indicating the reason of the disagreement.\n"
"The insurer must accept a request for arbitration made by the named insured and "
"send the name insured an acknowledgement of receipt within 15 clear days after "
"receipt of the notice.\n"
"4.1.2 Request made by insurer\n"
"The insurer must send a written notice to the named insured indicating the reason of "
"the disagreement.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"The named insured must send the insurer confirmation of his or her acceptance or refusal to submit "
"the disagreement to arbitration within 15 clear days after receipt of the notice.\n"
"4.2 Designation of experts and arbitrator\n"
"The insurer and the named insured must each choose an expert.\n"
"Depending on the nature of the disagreement, both experts thus chosen must determine:\n"
"\t the nature, extent and value of the damage. In order to do so, they must assess\n"
"\t separately the ''actual cash value'' and the cost of repair or replacement; or\n"
"\t the adequacy of the repair or replacement.\n"
"If their assessments differ, experts must try and agree on a common value.\n"
"Should they fail to agree, they must submit their difference to a neutral arbitrator of their "
"choosing, that is, an arbitrator who represents the interests of neither the insurer nor the "
"named insured.\n"
"The insurer or the named insured must ask a competent jurisdiction where the arbitration is "
"held to appoint the arbitrator or experts if:\n"
"\t the insurer or the named insured failed to choose an expert within 30 clear days of the "
"date of notice;\n"
"\t the experts fail to choose an arbitrator within15 clear days of their appointment; or\n"
"\t one of the experts or the arbitrator refuses to act or is unavailable.\n"
"4.3 Value of damage payable by insurer\n"
"Even if there is arbitration, the insurer will be required to pay the unchallenged portion of the "
"value of damage. Payment must be made no later than:\n"
"\t within 60 days after the loss was reported; or\n"
"\t within 60 days after receipt by the insurer of the information or supporting documents "
"that it requested.\n"
"However, if the validity or application of the insurance contract is being challenged, the insurer "
"will not be required to pay such amount within the above time periods.\n"
"Following arbitration, the insurer will be required to pay the amount determined by the "
"arbitrator within 15 days after the date on which the named insured accepted the arbitrator's "
"decision.\n"
"4.4 Conduct of arbitration\n"
"The arbitration must follow the procedure outlined in Articles 940 to 951.2, Code of Civil "
"Procedure of Quebec, with the necessary modifications due to specific rules set out in the "
"insurance contract.\n"
"As stated in Article 944.1, Code of Civil Procedure of Quebec, the arbitrator may decide which "
"procedure to apply for arbitration. Nonetheless, the arbitrator must ensure that the rules set out "
"in Articles 940 to 951.2, Code of Civil Procedure of Quebec are followed.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"4.5 Choice of language\n"
"The arbitrator, the insurer and the named insured may use the language of their choice "
"during arbitration proceedings. Arrangements must be made to ensure that proceedings are "
"understood by everyone.\n"
"4.6 Place of arbitration proceedings\n"
"Arbitration proceedings take place in a location to be determined according to the domicile of "
"the named insured.\n"
"4.7 Arbitrator's decision\n"
"The arbitrator renders a decision based on the applicable laws of Quebec.\n"
"The arbitrator's decision must be written and reasoned. It must also be signed and indicate the "
"date and place where it was made.\n"
"The decision must be sent to the insurer and the named insured within 30 days after the date "
"on which it was made.\n"
"4.8 Costs and fees of arbitration\n"
"The insurer and the named insured each pay the costs and fees of their own expert and half "
"the costs and fees of the arbitration proceedings.\n"
"However, if the arbitrator considers that the method for sharing the costs and fees of the "
"arbitration proceedings is not justified or fair in the circumstances, the arbitrator may decide "
"otherwise.\n"
"5. PRESERVATION OF RIGHTS OF NAMED INSURED AND INSURER\n"
"The actions of the named insured or the insurer are not considered as the waiving of their rights "
"under the insurance contract if they relate to:\n"
"\t investigation of a loss;\n"
"\t settlement of a loss;\n"
"\t arbitration; and\n"
"\t proof of loss.\n"
"6. TIME TO START LEGAL ACTION UNDER INSURANCE CONTRACT (PRESCRIPTION PERIOD)\n"
"Any legal action arising from the insurance contract, including a lawsuit must be started within "
"three years after the date on which the right of action has arisen.\n"
)
return text
def generate_dates_text() -> str:
"""
Function to generate FPQ1 dates.
Return:
The FPQ1 dates.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
"EFFECTIVE DATE, RENEWAL AND EXPIRY OF INSURANCE CONTRACT\n"
"1. EFFECTIVE DATE AND EXPIRY OF INSURANCE CONTRACT\n"
"The insurance contract takes effect and expires at the time and dates indicated in Item 2, "
"''Declarations'' or, where applicable, in the endorsements.\n"
"2. RENEWAL OF INSURANCE CONTRACT\n"
"Upon its date of expiry, the insurance contract will be renewed automatically, unless notice to "
"the contrary is given by the named insured or the insurer.\n"
"The insurance contract will be renewed for the same insurance premium and the same period, "
"unless notice to the contrary is given by the named insured or the insurer.\n"
"The notice sent by the insurer may be a notice of non-renewal or a notice to change the insurance "
"premium. The notice must be sent to the named insured no later than 30 days before the date of "
"expiry of the insurance contract, at the last known address of the named insured.\n"
"If the named insured uses an insurance broker, the insurer's notice must be sent to the insurance "
"broker who must then deliver it to the named insured.\n"
"3. CANCELLATION OF INSURANCE CONTRACT ( ENDING OF INSURANCE CONTRACT)\n"
"3.1 Cancellation by named insured\n"
"3.1.1. Conditions to be met\n"
"The named insured may cancel the insurance contract at any time by written notice to "
"the insurer.\n"
"The named insureds may mandate one or more of them to send a notice on behalf of them all.\n"
"Cancellation takes effect upon receipt by the insurer of the notice of each of the "
"named insureds or their representative.\n"
"3.1.2 Refund of insurance premium\n"
"If the insurance contract is cancelled by the named insured, the insurer must refund "
"any overpayment of insurance premiums, as calculated according to the "
"''Cancellation table.'' The ''Cancellation table'' is part of the insurance contract.\n"
"However, if the insurance premium was paid to the insurer by the insurance broker, "
"the named insured may be refunded solely for what has actually been paid or "
"refunded to the insurance broker.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"3.2 Cancellation by insurer\n"
"3.2.1 Conditions to be met\n"
"A. Cancellation within 60 days\n"
"The insurer may cancel the insurance contract within 60 days after its effective date.\n"
"The insurer must send a written notice to each of the named insureds or their representative.\n"
"Cancellation takes effect 15 days after receipt of the notice by each of the named "
"insureds or by their representative, at their last known address.\n"
"B. Cancellation after 60 days\n"
"More than 60 days after the effective date of the insurance contract, the insurer may "
"cancel the insurance contract only if\n"
"\t there has been an aggravation of risk which is likely to substantially influence "
"a reasonable insurer in the decision to maintain the insurance contract; or\n"
"\t the insurance premium has not been paid.\n"
"The insurer must send a written notice to each of the named insureds or their representative.\n"
"Cancellation is effective either:\n"
"\t 30 days after receipt of the notice by each of the named insureds or by their "
"representative, at their last known address; or\n"
"\t 15 days after receipt of the notice by each of the named insureds or by their "
"representative, at their last known address, if the described vehicle is a "
"vehicle under Title VIII.1, Highway Safety Code, and is not a school bus.\n"
"3.2.2 Refund of insurance premium\n"
"If the insurer cancels the insurance contract, the insurer will be entitled only to the "
"portion of the insurance premium corresponding to the number of days for which the "
"named insured was actually covered under the insurance contract.\n"
"If the named insured paid the insurance premium in advance, the insurer must "
"refund the overpayment. However, if the insurance premium was paid to the insurer "
"by the insurance broker, the named insured may be refunded solely for what has "
"actually been paid or refunded to the insurance broker.\n"
f"{NEW_PAGE_TAG}\n"
)
return text
def generate_cancellation_table_text() -> str:
"""
Function to generate FPQ1 cancellation table.
Return:
The FPQ1 cancellation table.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = f"{fpq1_pages_header_text}CANCELLATION TABLE\n{NEW_PAGE_TAG}\n"
return text
def generate_definitions_text() -> str:
"""
Function to generate FPQ1 definitions.
Return:
The FPQ1 definitions.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"DEFINITIONS\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"Unless the context indicates otherwise, the definitions below applies apply to the words and expressions "
"shown in bold in the insurance contract. Because of the context, a defined word or expression may not be "
"shown in bold in the insurance contract, in which case it is being used in its ordinary meaning and the "
"definition does not apply.\n"
"Some of the definitions are a simplified version of those set out in the following laws:\n"
"\t Civil Code of Quebec;\n"
"\t Code of Civil Procedure of Quebec;\n"
"\t Automobile Insurance Act; and\n"
"\t An Act Respecting Off-highway Vehicles.\n"
"In case of any ambiguity or discrepancy, the terms of the laws will prevail.\n"
"AMOUNT OF INSURANCE: The maximum amount payable by the insurer, under Item 4, ''Declarations'' or in "
"an endorsement.\n"
"BODILY INJURY: Any physical or mental injury, including death.\n"
"CLIENT: The person who submits an application to the insurer in order to enter into an insurance "
"contract. The insurance application may be made for the client personally or for another person."
"The client is not necessarily the named insured.\n"
"DAMAGE:\n"
"\t In Section A, ''damage'' refers to both property damage and bodily injury.\n"
"\t In Section B, ''damage'' refers solely to property damage.\n"
"DEDUCTIBLE: The amount left to be paid by the named insured.\n"
"DESCRIBED VEHICLE: A motor vehicle, trailer or semi-trailer specifically designated in Item 3, "
"''Declarations'', or included within the description of described vehicles therein.\n"
"ENDORSEMENT: A document modifying the insurance contract and officially called ''Quebec "
"Endorsement Form'' or ''Q.E.F.''\n"
"GARAGE BUSINESS: Includes any business activity involving the custody, selling, equipping, "
"repairing, maintaining, storing, parking, moving or servicing of motor vehicles.\n"
"INSURANCE PREMIUM: The amount payable to the insurer in consideration of the coverages "
"provided under the insurance contract.\n"
"INSURER: The insurer issuing this insurance contract.\n"
"LOSS: A risk that occurs and causes damage.\n"
"MOTOR VEHICLE: A vehicle propelled by any power other than muscular force and adapted "
"for transportation on public highways but not on rails.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"MOTOR VEHICLE USED FOR PERSONAL PURPOSES: Includes any utility motor vehicle while used for "
"personal purposes and whose gross vehicle weight does not exceed 4,500 kg (10,000 lbs.).\n"
"NAMED INSURED: A person designated in Item 1, ''Declarations.''\n"
"NUCLEAR HAZARD: The risk arising from the hazardous nature of substances:\n"
"\t that have radioactive, toxic or explosive properties; and\n"
"\t that are prescribed under the Nuclear Safety and Control Act or its regulations.\n"
"ANOTHER PERSON: Anyone who is not an ''insured person'' under the insurance contract.\n"
"OWNER: A person who acquires or possesses a motor vehicle under one of the following:\n"
"\t a document confirming the person's status as owner of the vehicle (called a ''title of "
"ownership'');\n"
"\t a document entitling the person to become the owner of the vehicle subject to certain "
"conditions or at a certain time;\n"
"\t a document entitling the person to use the vehicle as if the owner, for a certain amount of "
"time only;\n"
"\t a lease agreement for a period of not less than one year.\n"
"PROPERTY DAMAGE: Any damage caused to a motor vehicle or another type of property, including "
"their disappearance.\n"
"SPOUSE: A person who, at the time of the loss:\n"
"(a) is married to and living with another person;\n"
"(b) is not married, but has been living in a de facto union with another person of the same "
"or opposite sex and is publicly represented as spouse. These conditions must exist for at "
"least three years or, in the following cases, for at least one year:\n"
"\t a child has been born or is to be born of their union;\n"
"\t they have adopted a child together; or\n"
"\t one of them has adopted a child of the other.\n"
"TEMPORARY REPLACEMENT VEHICLE: A motor vehicle used temporarily to replace a described "
"vehicle, if the following conditions are met:\n"
"\t the described vehicle cannot be used for one of the following reasons: breakdown, "
"repair, maintenance, loss, destruction, sale or servicing; and\n"
"\t neither the named insured nor anyone whose domicile is the same as that of the named "
"insured is owner of the temporary replacement vehicle.\n"
"TRAILER OR SEMI-TRAILER OF WHICH THE NAMED INSURED IS THE OWNER: A trailer or semi-trailer "
"of which the named insured is the owner and that is not described in Item 3, ''Declarations'', if:\n"
"\t (a) the trailer or semi-trailer is not designed or used to carry passengers or for "
"demonstration, sales, office or dwelling purposes; and\n"
"\t (b) the trailer or semi-trailer is attached to a motor vehicle used for personal purposes "
"that is insured, or is not attached to such a vehicle provided that it is usually attached to "
"such a vehicle.\n"
"VEHICLE OF WHICH THE NAMED INSURED HAS RECENTLY BECOME THE OWNER: A motor vehicle, trailer "
"or semi-trailer of which the named insured has recently become the owner, if the "
"following conditions are met:\n"
"(a) Within 14 days of taking possession of the vehicle, the named insured informs the "
"insurer that he or she is the owner thereof.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"(b) The vehicle replaces or is in addition to one or more described vehicles. If the "
"vehicle is in addition to one or more described vehicles:\n"
"\t the named insured must have no other specific insurance in respect of such vehicle at "
"the date of loss; and\n"
"\t the insurer must insure all the other vehicles of which the named insured is the owner "
"on the date of taking possession of the vehicle.\n"
"(c) The named insured agrees to pay the additional insurance premium charged by the insurer.\n"
"If the named insured is engaged in the business of selling motor vehicles, the motor "
"vehicles acquired for such business activities will not be held to be ''vehicles of which the named "
"insured has recently become the owner.''\n"
"VEHICLE OF WHICH THE NAMED INSURED IS NOT THE OWNER: A motor vehicle of which the named insured "
"is not the owner provided the conditions outlined below are met. The conditions differ, depending "
"on whether the named insured is an individual or a legal person, partnership or association.\n"
"(a) If the named insured is an individual: At the time of loss, the driver must be the named "
"insured or his or her spouse.\n"
"However, in the four exceptions listed below, the vehicle will be held to be an insured "
"vehicle only if driven by the owner of a described vehicle. In addition, only the owner will "
"be covered, and only for a reduced amount of insurance (see Articles 6.7 and 6.8, Section A):\n"
"1. At the time of loss, the vehicle is being driven in connection with a garage business.\n"
"2. The owner of the vehicle is a person whose domicile is the same as that of the "
"named insured.\n"
"3. The vehicle is provided by the employer of the named insured or by the employer "
"of anyone whose domicile is the same as that of the named insured.\n"
"4. The vehicle is appropriated for a use, outside Quebec:\n"
"\t as a taxicab, bus or coach; or\n"
"\t for commercial delivery.\n"
"(b) If the named insured is a legal person, partnership or association:\n"
"1. At the time of loss, the vehicle must be driven by one of the following drivers or "
"by their spouse:\n"
"\t an employee of the named insured;\n"
"\t a shareholder of the named insured;\n"
"\t a member of the named insured;\n"
"\t a partner of the named insured.\n"
"2. These drivers must regularly use the described vehicle.\n"
"3. These drivers or their spouse must not be owners of a motor vehicle.\n"
"4. At the time of loss, the vehicle is not being driven in connection with a garage business.\n"
"5. The vehicle must not be appropriated to a use outside Quebec:\n"
"\t as a taxicab, bus or coach; or\n"
"\t for commercial delivery.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"6. Neither the named insured, nor the employee of the named insured, nor the following "
"persons must be owners of the vehicle or in possession of the vehicle under a written "
"agreement similar to a hypothec, conditional sale or lease agreement:\n"
"\t a shareholder, member or partner of the named insured;\n"
"\t anyone whose domicile is the same as that of the named insured or of the named "
"insured's employee, shareholder, member or partner.\n"
"Condition 6 will not apply in the case of a lease for use that is not regular or frequent.\n"
f"{NEW_PAGE_TAG}\n"
)
return text
@staticmethod
def generate_fpq1_text() -> str:
"""
Static method to generate a complete FPQ1 contract text.
This static method is dynamically imported in the FPQ1 contract.
Return:
The FPQ1 contract text.
"""
text = generate_toc_text()
text += generate_introduction_text()
text += generate_declarations_text()
text += generate_section_a_text()
text += generate_section_b_text()
text += generate_general_conditions_text()
text += generate_loss_and_claims_reporting_text()
text += generate_dates_text()
text += generate_cancellation_table_text()
text += generate_definitions_text()
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/fpq_1.py | 0.723407 | 0.179243 | fpq_1.py | pypi |
import re
from ..general_header import generate_general_pages_header_text
from ...config import (
FAKE_INSURER_ADDRESS,
FAKE_INSURER_NAME,
FAKE_INSURER_WEBSITE,
NEW_PAGE_TAG,
FAKE_FIDELITY_PROGRAM_NAME_EN,
FAKE_ROADSIDE_PROGRAM_NAME,
)
from ....domain.premium import Premium
from ....domain.protections import Protections
from ....domain.tools import change_to_snake_case
all_property_damage_protection = [
"PropertyDamageB1Coverage",
"PropertyDamageB2Coverage",
"PropertyDamageB3Coverage",
"PropertyDamageB4Coverage",
]
endorsement_with_possible_premium = ["FAQ20", "FAQ20A", "FAQ33", "FAQ34", "FAQ34AB", "FAQ43"]
endorsement_without_premium = ["FAQ2", "FAQ5A", "FAQ23A", "FAQ27", "FAQ27A"]
# Base property damage text that we use to dynamically append the rest of the text base on the protections.
property_damage_b1_coverage_base_text = "Protection 1: All risks"
property_damage_b2_coverage_base_text = "Protection 2: Risk of collision and rollover"
property_damage_b3_coverage_base_text = "Protection 3: All risks except collision or rollover"
property_damage_b4_coverage_base_text = "Protection 4: Specific risks"
# Template for when the protection specified a deductible and a premium amount
property_damage_b1_coverage_deductible_template = "- Deductible {}$ per claim {}$"
property_damage_b2_coverage_deductible_template = "- Deductible {}$ per claim {}$"
property_damage_b3_coverage_deductible_template = "- Deductible {}$ per claim {}$"
property_damage_b4_coverage_deductible_template = "- Deductible {}$ per claim {}$"
def generate_declaration_header_text(policy_number: str) -> str:
"""
Function to generate the declaration header text.
policy_number (str): The policy number.
Return:
The declaration header text.
"""
general_header_text = generate_general_pages_header_text(policy_number=policy_number)
header = f"{general_header_text}" "DECLARATIONS\n" "ISSUE of your new insurance policy\n"
return header
def generate_item_1_text(insuree_name: str, insuree_address: str) -> str:
"""
Function to generate the item 1 text for the declaration.
insuree_name (str): The name of the insuree.
insuree_address (str): The address of the insuree.
Return:
The item 1 text.
"""
text = (
"Item 1. NAME AND ADDRESS OF THE NAMED INSURED*\n"
f"{insuree_name}\n"
f"{insuree_address}\n"
"*The described vehicle is and will be mainly used, stored and parked in the town/city and province shown "
"in Item 1. If not, the client or the named insured must so declare.\n"
)
return text
def generate_item_2_text(contract_start_date: str, contract_end_date: str) -> str:
"""
Function to generate the item 2 text for the declaration.
contract_start_date (str): The start date of the contract.
contract_end_date (str): The end date of the contract.
Return:
The item 2 text.
"""
text = (
"Item 2. CONTRACT PERIOD\n"
f"FROM: {contract_start_date}* TO: {contract_end_date}* EXCLUSIVELY\n"
"*at 12:01 A.M. standard time at the address of the named insured.\n"
)
return text
def generate_item_3_text(
formatted_vehicle_complete_details: str,
car_ownership: str,
vehicle_purchase_condition: str,
car_with_financing: str,
financing_details: str,
) -> str:
"""
Function to generate the item 3 text for the declaration.
formatted_vehicle_complete_details (str): The vehicle complete details in the proper format.
car_ownership (str): The type of car ownership in the locale language (e.g. Bought/rented).
vehicle_purchase_condition (str): The condition of the vehicle at purchase in the locale language (e.g. New)
car_with_financing (Union[None, str]) The type of financing, if any. If None, it means no financing.
financing_details (str): Financing details, if any.
Return:
The item 3 text.
"""
text = (
"Item 3. PARTICULARS OF THE DESCRIBED VEHICLE 1\n"
f"{formatted_vehicle_complete_details} - {car_ownership} {vehicle_purchase_condition}\n"
)
if car_with_financing == "creditor":
text += (
"Creditor entitled to Chapter B benefits, according to his interest - Subject to the "
"Q.E.F. endorsement N 23a\n"
f"{financing_details}\n"
)
elif car_with_financing == "lessor":
text += (
"Lessor entitled to Chapter B benefits, according to his interest - Subject to the "
"Q.E.F. endorsement N 5a\n"
f"{financing_details}\n"
)
return text
# Endorsements with premium <
def generate_faq_20_text(faq_premium: str) -> str:
"""
Function to generate FAQ20 text with a premium amount
"""
text = (
f"Q.E.F. N 20 - Travel Expense (Extended Form) (Chapter B) {faq_premium}$\n"
"Travel expenses 50$ per day, total limit of 1500$ per claim\n"
"Other covered expenses during a trip - 750$\n"
)
return text
def generate_faq_20a_text(faq_premium: str) -> str:
"""
Function to generate FAQ20A text with a premium amount
"""
text = (
f"Q.E.F. N 20a - Travel Expense (Extended Form) (Chapter B) {faq_premium}$\n"
"Travel expenses 50$ per day, total limit of 1500$ per claim\n"
"Other covered expenses during a trip - 750$\n"
)
return text
def generate_faq_33_text(faq_premium: str) -> str:
"""
Function to generate FAQ33 text with a premium amount
"""
text = (
"Q.E.F. N 33 - Insurance for roadside assistance expenses\n"
f"{FAKE_ROADSIDE_PROGRAM_NAME} Roadside Assistance Program, available 24 hours a day, 7 days a week\n"
"Maximum radius 50 km -\n"
"In the event of a breakdown, the towing distance is increased to 100 km in the Laurentian Park, "
"150 km in La Vérendrye Park and 100 km in Gaspésie National Park\n"
f"Maximum number of events per insurance year 4 {faq_premium}$\n"
"Limit per breakdown service 60$(1) - For a towing or a stuck vehicle, this limit is increased to 100$(1)\n"
"Limit per policy year 400$(1)\n"
"(1) These limits apply only when, on an exceptional basis, towing or breakdown service is not available "
"through the Roadside Assistance Program\n"
"See your brochure for all additional services available to you\n"
)
return text
def generate_faq_34ab_text(faq_premium: str) -> str:
"""
Function to generate FAQ34AB text with a premium amount
"""
text = (
f"Q.E.F. N 34ab - Accident benefits insurance: {faq_premium}$\n"
"Division 1: Subdivision A and B - Death and dismemberment benefits: 20000$ principal sum\n"
"Subdivision C - Reimbursement of medical expenses: 2000$ per person\n"
"Division 2: Total disability benefits: Not covered\n"
)
return text
def generate_faq_34_text(faq_premium: str) -> str:
"""
Function to generate FAQ34 text with a premium amount
"""
text = (
f"Q.E.F. N 34 - Accident benefits insurance: {faq_premium}$\n"
"Division 1: Subdivision A and B - Death and dismemberment benefits: 20000$ principal sum\n"
"Subdivision C - Reimbursement of medical expenses: 2000$ per person\n"
"Division 2: Total disability benefits: Not covered\n"
)
return text
def generate_faq_43_text(faq_premium: str) -> str:
"""
Function to generate FAQ43 text with a premium amount.
25% of the premium is the FAQ43A and 75% of the premium is the FAQ43E.
"""
text = (
f"Q.E.F. N 43a - Change to indemnity (Section B) - Partial loss - New parts "
f"{round(int(faq_premium) * 0.25)}$\n"
f"Q.E.F. N 43e - Change to indemnity (Section B) - Total loss - Replacement cost "
f"{round(int(faq_premium) * 0.75)}$\n"
)
return text
# Endorsements with premium >
# Endorsements with no premium <
def generate_faq_2_text() -> str:
"""
Function to generate FAQ2 text.
"""
text = (
"Q.E.F. N 2 - Vehicles of which named insured is not owner and when driven by named drivers "
"(Section A) Included\n"
)
return text
def generate_faq_5a_text() -> str:
"""
Function to generate FAQ5a text.
"""
text = "Q.E.F. N 5a - Vehicles leased or under a contract of leasing Included\n"
return text
def generate_faq_23a_text() -> str:
"""
Function to generate FAQ23a text.
"""
text = "Q.E.F. N 23a - Vehicles under financing Included\n"
return text
def generate_faq_27_text() -> str:
"""
Function to generate FAQ27 text.
"""
text = (
"Q.E.F. N 27 - Civil liability resulting from damage caused to vehicles of which named insured is not owner "
"(including vehicles provided by an employer) (Section A) - 75000$\n"
"Vehicles included under described vehicles, trailers or utility trailers\n"
"Section B2 - $250 deductible and section B3 - $50 deductible\n"
)
return text
def generate_faq_27a_text() -> str:
"""
Function to generate FAQ27a text.
"""
text = (
"Q.E.F. N 27a - Civil liability resulting from damage caused to vehicles of which named insured is not owner "
"(including vehicles provided by an employer) (Section A) - 75000$\n"
"Vehicles included under described vehicles, trailers or utility trailers\n"
"Section B2 - $250 deductible and section B3 - $50 deductible\n"
)
return text
# Endorsements with no premium >
def generate_item_4_text(protections: Protections, premium: Premium) -> str:
"""
Function to generate the item 4 text for the declaration.
protections (Protections): The protections.
premium (Premium): The premiums.
Return:
The item 4 text.
"""
text = (
"Item 4. COVERAGE / PERILS: The perils covered by the insurance contract are those for which an amount "
"of insurance, a deductible or an insurance premium is shown in the table below. Coverage is subject to "
"the conditions set out in the insurance contract.\n"
"PREMIUM\n"
"\t Section A - CIVIL LIABILITY -\n"
f"Property damage or bodily injury to another person - Amount of insurance: "
f"{protections.get('LiabilityCoverage')}$ {premium.get_premium('liability_coverage_premium')}$\n"
f"\t Section B - DAMAGE TO INSURED VEHICLES\n"
)
# Chapter B text
protection_with_deductible = protections.property_damage_protections()
# We construct the text to use using template filling.
for protection_name in all_property_damage_protection:
# To extract the proper property damage text, we use the protection damage name written in CamelCase
# and convert it into snake_case.
snake_case_protection_name = change_to_snake_case(protection_name)
base_text = eval(f"{snake_case_protection_name}_base_text")
if protection_name in protection_with_deductible:
# If the protection is one with a deductible, thus it need to be written in the protection text and include
# a premium amount.
protection_text = eval(f"{snake_case_protection_name}_deductible_template")
protection_text = protection_text.format(
protections.get(protection_name), premium.get_premium(f"{protection_name}Premium")
)
else:
# The protection is either 'Include' or 'Exclude' (written in the locale language).
if protections.is_protected(protection_name):
# If the protection name is protected, it means it is 'include' (but written in the local language).
protection_text = "Included"
else:
# If the protection name is not protected, it means it is 'exclude' (but written in the local language).
protection_text = "Excluded"
text += base_text + " " + protection_text + "\n"
# We arbitrarily split the item 4 after the chapter B
text += NEW_PAGE_TAG + "\n"
# Endorsement text
endorsement_protections = protections.endorsement_protections()
for endorsement in endorsement_protections:
if endorsement.strip("Coverage") in endorsement_with_possible_premium and protections.is_protected(
f"{endorsement}"
):
text += "Endorsement(s): "
faq_premium = premium.get_premium(f"{endorsement}Premium")
endorsement_number = re.findall(r'[0-9]+[AB]*', endorsement)[0].lower()
text += eval(f"generate_faq_{endorsement_number}_text(faq_premium={faq_premium})")
elif endorsement.strip("Coverage") in endorsement_without_premium and protections.is_protected(
f"{endorsement}"
):
text += "Endorsement(s): "
endorsement_number = re.findall(r'[0-9]+[AB]*', endorsement)[0].lower()
text += eval(f"generate_faq_{endorsement_number}_text()")
text += (
f"\t {FAKE_FIDELITY_PROGRAM_NAME_EN} program\n"
f"Q.E.F. N 41\n"
f"- Change to deductibles (Section B): Included\n"
f"This endorsement makes the following changes to the deductible amounts under Section B\n"
f"\t - No deductible to pay in the case of a hit-and-run offence if a police report was issued.\n"
f"\t - No deductible to pay in the case of a total loss.\n"
f"\t - No deductible to pay in the case of a windshield repair except in the case of a windshield "
f"replacement.\n "
f"\t - Should you incur a loss that affects two or more insurance products insured at "
f"{FAKE_INSURER_NAME}, you will have but one deductible to pay, the highest applicable.\n"
)
text += "Premium due date: according to the agreed terms of payment\n"
return text
def generate_premium_ticket(contract_starting_date: str, premium: Premium) -> str:
text = (
f"Prepared by the Insurer in Quebec City on {contract_starting_date}\n"
f"Sherlock Holmes\n"
f"President and chief executive officer\n"
f"This is not an invoice. Please refer to the billing documents"
f"for information on the amounts payable or receivable\n"
f"PREMIUM VEHICLE 1\n"
f"Class of insurance:\n"
f"AUTOMOBILE\n"
f"ANNUAL PREMIUM\n"
f"{premium.total}$ (excluding tax)\n"
f"YOUR NEW 12-MONTH POLICY\n"
f"MONTANT\n"
f"{premium.total}$ (excluding tax)\n"
f"TAX\n"
f"{premium.total * 0.09}$\n"
) # The Quebec taxes is 9%
return text
def generate_item_6_text(
insuree_name: str, insuree_birth_date: str, has_suspension: bool, number_of_claims_past_years: int
) -> str:
"""
Function to generate the item 6 text for the declaration.
insuree_name (str): The name of the insuree.
insuree_birth_date (str): The birthdate of the insuree.
has_suspension (bool): Either or not the insuree has a suspension.
number_of_claims_past_years (int): The number of claims the insuree has.
Return:
The item 6 text.
"""
text = (
"Item 6. IMPORTANT STATEMENTS FOR ANALYZING THE RISK\n"
f"\t Main driver: {insuree_name} Date of birth: {insuree_birth_date}\n"
)
if has_suspension:
text += "\t At least one revocation or suspension of licence has been reported over the past three years\n"
else:
text += "\t No revocation or suspension of licence has been reported over the past three years\n"
if number_of_claims_past_years > 0:
text += f"\t {number_of_claims_past_years} loss or claim has been reported over the past five years\n"
else:
text += "\t No loss or claim has been reported over the past five years\n"
return text
def generate_item_7_text(association_rebate: bool, payment_method: str) -> str:
"""
Function to generate the item 7 text for the declaration.
association_rebate (bool): Either or not the insuree has an association rebate.
payment_method (str): The payment method.
Return:
The item 7 text.
"""
text = "Item 7. INFORMATION FOR THE NAMED INSURED\n"
if association_rebate or payment_method == "pre-authorize":
text += "\t The premium takes into account the following discounts:\n"
if association_rebate:
text += "- As a member/customer of an association, you are eligible for the following discount: 10%.\n"
if payment_method == "pre-authorize":
text += "- 2% for choosing Pre-authorized payment as your premium payment method\n"
text += (
"\t Consent:If authorization has been granted for us to obtain credit information for the purposes of "
"issuing this contract, please note that the information obtained will be updated and used for renewing "
"your contract and for processing your property and casualty insurance files. This consent can be revoked "
"at any time by notifying us in writing.\n"
)
return text
def generate_divulgation_text() -> str:
"""
Function to generate the divulgation text for the declaration.
Return:
The divulgation text.
"""
text = (
"DISCLOSURE\n\n"
"NOTICE CONCERNING THE PROTECTION OF PERSONAL INFORMATION\n"
f"{FAKE_INSURER_NAME} protects the confidentiality of your personal information.\n"
f"PURPOSE OF YOUR FILE\n"
f"We collect and use your personal information to manage your Property and Casualty insurance file.\n"
f"SECURITY\n"
f"Your personal information is stored at our offices and protected by high security measures. Only our "
f"employees, mandataries, distribution partners and service providers may access your personal information, "
f"and solely when such access is required to perform their duties, carry out their mandate or fulfill "
f"their service contract.\n"
f"{FAKE_INSURER_NAME} may do business with one or more service providers based outside of Quebec. "
f"It is therefore possible that some of your personal information held by "
f"{FAKE_INSURER_NAME} may be stored outside of Quebec and governed by the laws of foreign "
f"countries or states.\n"
f"ACCESS AND CORRECTION\n"
f"To access your file or make a correction to it, send your request in writing to the following address:\n"
f"{FAKE_INSURER_NAME}\n"
f"c/o Access to Information Service\n"
f"{FAKE_INSURER_ADDRESS}\n"
f"SERVICE OFFERING\n"
f"{FAKE_INSURER_NAME}, its subsidiaries and their authorized representatives may use your personal "
f"information to inform you of products and services that may be of interest to you. If, however, "
f"you do not wish to receive this type of information, please write to us at the address above.\n"
f"For more information about our personal information protection practices, refer to our personal "
f"information protection statement at {FAKE_INSURER_WEBSITE}/en/personal-information-protection.\n"
f"Your agent offers {FAKE_INSURER_NAME} products on an exclusive basis and does not receive any commission.\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/declaration_articles/items.py | 0.635788 | 0.258449 | items.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq43_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 43 (A to F)\n"
"Change to indemnity\n"
"(Section B)\n"
"The endorsement heading and the applicable options must be entered in the ''Declarations'' section of "
"the insurance contract. Details required for the endorsement may be entered in the ''Declarations'' "
"section or in the endorsement itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N: \n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Additional insurance premium payable:\n"
"\t Amounts payable: \n"
"\t Due date:\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"This endorsement extends coverage under Section B of the insurance contract by "
"changing, depending on the applicable options, Article 2, ''Reporting a loss and "
"submitting a claim.'' Changes made by these options relate to how the value of damage is calculated.\n"
"APPLICATION OF ENDORSEMENT\n"
"For the options to apply to the specified vehicle, they must be entered in the "
"''Declarations'' section of the insurance contract.\n"
"Except for Option 43C, the named insured may elect settlement in accordance "
"with Article 2, ''Reporting a loss and submitting a claim'', without the selected "
"option being applied. In such instance, the named insured must submit a request to the insurer.\n"
"The deductible entered in the ''Declarations'' section for the specified vehicle will "
"be assumed by the named insured.\n"
"VALUE OF DAMAGE IN EVENT OF PARTIAL LOSS\n"
"Options 43A and 43B relate to calculation of the value of damage payable by the "
"insurer in the event of repair or replacement of damaged parts.\n"
"These options change Article 2.1, ''Reporting a loss and submitting a claim.'' However, "
"the rules set out in the first paragraph of Article 2.1.1 of that section continue to apply.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"Option 43A – Partial loss – New parts\n"
"In the event of partial loss, when the damaged parts can be repaired, the value of "
"damage will be calculated in accordance with Article 2.1, ''Reporting a loss and "
"submitting a claim.'' However, there will be no deduction for depreciation.\n"
"If the insurer determines that damaged parts cannot be repaired and must be "
"replaced, there will be no deduction for depreciation. In addition:\n"
"\t the value of damage will be calculated on the basis of the cost of new "
"original equipment manufacturer parts;\n"
"\t if glass is damaged, the named insured may ask for it to be replaced by a new "
"original equipment manufacturer part or by a new similar part.\n"
"If a new part is out of stock or no longer being manufactured, the liability of the insurer will be "
"limited to the latest list price of the new original equipment manufacturer part.\n"
"If the damaged parts are not repaired or replaced by new parts, Option 43A will not apply.\n"
"Option 43B – Partial loss – Waiver of depreciation\n"
"In the event of partial loss, the value of damage will be calculated in accordance with Article 2.1, "
"''Reporting a loss and submitting a claim.'' However, if the insurer determines that "
"depreciation is to be applied to the value of damage, this option will cover "
"such depreciation up to a maximum of $ per loss.\n"
"However, if the damaged parts are not repaired or replaced, Option 43B will not apply.\n"
"VALUE OF DAMAGE IN EVENT OF TOTAL LOSS OR TOTAL CONSTRUCTIVE LOSS\n"
"Options 43C, 43D, 43E and 43F relate to calculation of the value of "
"damage payable by the insurer in the event of total loss or total constructive loss. "
"They amend Article 2.2, ''Reporting a loss and submitting a claim.''\n"
"Option 43C – Total loss – Value of vehicle agreed in advance\n"
"In the event of total loss or total constructive loss, the named insured and the insurer "
"agree that the value of the specified vehicle, on the date of the loss, will be: $ (''agreed value'').\n"
"Option43D – Total loss – Waiver of depreciation\n"
"In the event of total loss or total constructive loss, the value of damage "
"will be equal to the least of the following amounts:\n"
"\t the price paid for the specified vehicle by the named insured who is the actual owner;\n"
"\t the current price of the specified vehicle on the original date of purchase; or\n"
"\t the price for which the insurer may, on the date of the loss, purchase a new "
"vehicle with specifications or equipment and accessories similar to those of the specified vehicle.\n"
"Option 43E – Total loss – Replacement cost\n"
"In the event of total loss or total constructive loss, the named insured may choose one "
"of the following three indemnity options:\n"
"1. Replacement by a new vehicle\n"
"If the specified vehicle is replaced by a new vehicle with the "
"same specifications or equipment and accessories, the value of damage will be equal to the "
"price of this vehicle.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
f"If no such vehicle is available and the specified vehicle is replaced by a "
f"new vehicle with similar specifications or equipment and accessories, the value of damage "
f"will be equal to the price of this vehicle.\n"
f"2. Replacement by a used vehicle, or by a new vehicle other than as in paragraph 1\n"
f"If the specified vehicle is replaced by a used vehicle, or by a new vehicle other than as in "
f"paragraph 1, the value of damage will be equal to:\n"
f"\t the price paid for the specified vehicle by the named insured who is the actual "
f"owner; or\n"
f"\t the price of the used or new vehicle that replaces the specified vehicle; whichever is higher.\n"
f"However, the value of damage may not be greater than the price that the "
f"insurer would have paid had paragraph 1 applied.\n"
f"3. Non-replacement of specified vehicle\n"
f"If the specified vehicle is not replaced, the value of damage will be equal to:\n"
f"\t the price paid for the specified vehicle by the named insured who is the actual "
f"owner; or\n"
f"\t the current price of the specified vehicle on the original date of "
f"purchase, whichever is lower.\n"
f"However, the value of damage may not be greater than the price that the insurer "
f"would have paid had paragraph 1 applied.\n"
f"Option 43F – Total loss – Increased settlement\n"
f"In the event of total loss or total constructive loss, the value of damage will be equal to:\n"
f"\t A – the price paid for the specified vehicle by the named insured who is the actual owner, "
f"increased by % compounded annually and calculated "
f"proportionally to the number of days elapsed between (date) and the date of the loss;\n"
f"or\n"
f"B – the amount of $ increased by "
f"compounded annually and calculated proportionally to the number of days elapsed "
f"between (date) and the date of the loss;\n"
f"or\n"
f"C – the ''actual cash value'' of the specified vehicle increased by % "
f"compounded annually and calculated proportionally to the number of days elapsed between "
f" (date) and the date of the loss;\n"
f"or\n"
f"D – the ''actual cash value'' of the specified vehicle increased by $.\n"
f"In all instances, the value of damage may not be greater than the price for which "
f"the insurer may, on the date of the loss, purchase a new vehicle with specifications, "
f"equipment and accessories similar to those of the specified vehicle.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"SPECIFIC RULE FOR VEHICLE LEASED OR UNDER A CONTRACT OF LEASING\n"
"If the specified vehicle is leased or under a contact of leasing, and if Option 43D, 43E or "
"43F applies and the owner and lessee are designated in the insurance contract, only the "
"lessee will be entitled to the difference between:\n"
"\t the value of the specified vehicle, as calculated in accordance with the applicable option; and\n"
"\t the ''actual cash value'' of the specified vehicle, as calculated in accordance "
"with Article 2.2, ''Reporting a loss and submitting a claim.''\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq43.py | 0.535341 | 0.491334 | faq43.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq5a_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 5a\n"
"Vehicles leased or under a contact of leasing Changes\n"
"when owner and one lessee are mentioned as insureds\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"This endorsement changes the insurance contract:\n"
"\t when the specified vehicle leased or under a contract of leasing; and\n"
"\t when the owner and one lessee of the vehicle are mentioned as insureds under the insurance contract.\n"
"The expression ''named insured'' will then be replaced by ''named lessee'' in the definition of "
"the following\n"
"''insured vehicles'':\n"
"\t Vehicle of which the named insured has recently become the owner.\n"
"\t Temporary substitute vehicle.\n"
"\t Vehicle of which the named insured is not the owner.\n"
"\t Trailer or semi-trailer of which the named insured is the owner.\n"
"\t Trailer or semi-trailer of which the named insured is not the owner and that is used "
"in connection with a vehicle insured under the insurance contract.\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq5a.py | 0.518059 | 0.360968 | faq5a.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq33_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 33\n"
"Insurance for roadside assistance costs\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Additional insurance premium payable:\n"
"\t Amount payable: \n"
"\t Due date: \n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"This endorsement provides that the roadside assistance costs described below and incurred for "
"the specified vehicle will be reimbursed by the insurer.\n"
"Roadside assistance costs\n"
"The costs of the following roadside assistance services will be covered:\n"
"\t battery boosting;\n"
"\t door unlocking;\n"
"\t gas delivery, up to 10 liters;\n"
"\t towing within a radius of kilometres (minimum 25 km);\n"
"\t wheel change.\n"
"Mechanical repairs and parts or supplies used to repair the specified vehicle are "
"not covered under this endorsement.\n"
"Limits of liability\n"
"\t $ per event giving rise to roadside assistance charges.\n"
"\t $ per policy year.\n"
"\t events per policy year.\n"
"Claim\n"
"The named insured must justify a claim by submitting to the insurer paid invoices "
"for the roadside assistance costs.\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq33.py | 0.549641 | 0.269049 | faq33.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq2_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 2\n"
"Vehicles of which named insured is not owner and when driven by named drivers\n"
"(Section A)\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Additional insurance premium payable:\n"
"\t Amount payable: \n"
"\t Due date: \n"
"Endorsement description\n"
"This endorsement extends coverage under Section A of the insurance contract by adding the following "
"paragraph to Article 2 entitled ''Insured vehicles'':\n"
"''a vehicle of the type when driven, at the time of the loss, by one of the "
"following persons:\n"
"NAME | AGE | RELATIONSHIP TO NAMED INSURED\n"
"1. | | \n"
"2. | | \n"
"3. | | \n"
"4. | | \n"
"For the vehicle to be considered an ''insured vehicle'' under Section A, the following conditions "
"must be met:\n"
"1. At the time of the loss, the vehicle is not being driven in connection with a garage business.\n"
"2. The owner or frequent user of the vehicle is not one of the following persons:\n"
"\t the named insured or anyone whose domicile is the same as that of the named insured;\n"
"\t a person mentioned in the table above or anyone whose domicile is the same as that of "
"such person.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"3. The vehicle is not provided by an employer of:n"
"\t the named insured or anyone whose domicile is the same as that of the named insured;\n"
"\t a person mentioned in the table above or anyone whose domicile is the same as that of "
"such person.\n"
"4. The vehicle is not appropriated to a use:\n"
"\t as a taxicab, bus or coach; or\n"
"\t for commercial delivery.''\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq2.py | 0.51879 | 0.291687 | faq2.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq37ab_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 37 (A-B)\n"
"Changes to coverage for electronic equipment\n"
"(Section B)\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"Depending on the applicable option, this endorsement changes the coverage under Section B "
"of the insurance contract for ''electronic equipment'' that is not ''original electronic equipment.''\n"
"Option A: Limitation of indemnity\n"
"In the event of a covered loss, the indemnity under Section B will be limited to $ for "
"all damaged ''electronic equipment'' that is not ''original electronic equipment.''\n"
"In addition, the indemnity may not be greater than the ''actual cash value'' of the "
"damaged ''electronic equipment''.\n"
"This limitation will apply even when a Q.E.F. No. 43 (A to F) entitled ''Change to "
"loss payment'' is attached to the insurance contract.\n"
"Option B: Exclusion from coverage\n"
"All ''electronic equipment'' that is not ''original electronic equipment'' will be excluded "
"from coverage under Section B.\n"
"Definitions\n"
"1. Electronic equipment\n"
"The expression ''electronic equipment'' as used in this endorsement means electronic devices:\n"
"that are installed or meant to be installed permanently in or on the specified vehicle; and\n"
"that are used for communicating, reproducing or recording sound or images or both "
"simultaneously, including:\n"
"\t - compact disc and DVD players;\n"
"\t - personal navigation devices (GPS);\n"
"\t - radios, including citizens band, two-way amateur or other radios; and\n"
"\t - sound systems.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"2. Original electronic equipment\n"
"The expression ''original electronic equipment'' as used in this endorsement means "
"the electronic equipment:\n"
"\t that is installed by the manufacturer or the dealer; and\n"
"\t that was included in the original purchase price of the specified vehicle.\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq37ab.py | 0.557966 | 0.274491 | faq37ab.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq8_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 8\n"
"Deductible for property damage\n"
"(Section A)\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"This endorsement changes Section A of the insurance contract by adding a deductible "
"for property damage caused by the specified vehicle:\n"
"\t A maximum deductible amount of $ per loss.\n"
"\t A maximum deductible amount of $ per loss, when the vehicle is used to .\n"
"Agreement by named insured\n"
"When the insurer pays an indemnity for property damage, the named insured agrees to reimburse "
"the insurer for up to the deductible amount.\n"
"Reimbursement must be made by the named insured as soon as the insurer pays the indemnity.\n"
"Rights of insurer\n"
"In respect of the deductible, the insurer will be entitled to:\n"
"\t act as it wishes with regard to any investigation, transaction or settlement;\n"
"\t authorize the named insured to enter into a transaction or a settlement with another "
"person that has suffered property damage and indemnify that person. However, the total "
"amount agreed upon further to the transaction or settlement must not exceed the deductible amount.\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq8.py | 0.581303 | 0.276617 | faq8.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq16_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 16\n"
"Suspension of coverage during vehicle storage\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract. "
"Details required for the endorsement may be entered in the ''Declarations'' section or in "
"the endorsement itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N: \n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Date of storage: at 12:01 A.M. standard time at the address of the named insured.\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"This endorsement suspends certain coverage under the insurance contract due "
"to storage of the specified vehicle.\n"
"Suspension of coverage\n"
"The named insured declares that the specified vehicle will be withdrawn from use "
"and stored as of the date of storage and therefore requests that the following coverage "
"be suspended from that date:\n"
"1. Suspended coverage under Section A\n"
"Coverage under Section A of the insurance contract is suspended with regard to the "
"driving or use of the following vehicles:\n"
"\t specified vehicle;\n"
"\t any vehicle of which the named insured has recently become the owner that "
"replaces or is in addition to the specified vehicle;\n"
"\t any temporary substitute vehicle that replaces the specified vehicle.\n"
"The named insured will continue to benefit from the other coverage under Section A.\n"
"2. Suspended coverage under Section B\n"
"Coverage under Protections 1 and 2, Section B of the insurance contract is suspended "
"with regard to the driving or use of the following vehicles:\n"
"\t specified vehicle;\n"
"\t any vehicle of which the named insured has recently become the owner that "
"replaces or is in addition to the specified vehicle;\n"
"\t any temporary substitute vehicle that replaces the specified vehicle.\n"
"The named insured will continue to benefit from the other coverage under Section B.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"End of suspension of coverage\n"
"The suspended coverage will be reinstated on one of the following dates:\n"
"\t on the date determined by the named insured, if he or she has first informed the "
"insurer accordingly;\n"
"\t if no date has thus been determined, on the April 1st following the date of storage.\n"
"The insurance contract must be in force for coverage to be reinstated.\n"
"Rebate\n"
"The named insured is entitled to a rebate for the storage period, calculated on the following basis:"
"\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq16.py | 0.566618 | 0.356727 | faq16.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq20_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 20\n"
"Travel expenses\n"
"(Section B)\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N: \n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Additional insurance premium payable:\n"
"\t Amount payable: \n"
"\t Due date: \n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"This endorsement extends coverage under Section B of the insurance contract by replacing "
"the wording of Article 4.1, ''Travel expenses due to theft of insured vehicle'' with "
"the wording below.\n"
"This endorsement will apply only to the specified vehicle and only if the value of "
"damage to the specified vehicle is greater than the deductible amount applicable "
"to the loss that caused the damage.\n"
"''4.1 Travel expenses\n"
"4.1.1 Description of travel expenses\n"
"If the named insured is no longer able to use the insured vehicle due to a covered loss, "
"the insurer will reimburse any expenses incurred for\n"
"\t leasing of a temporary replacement vehicle;\n"
"\t public transportation;\n"
"\t use of taxicab.\n"
"Upon submission of receipts, payment for the above expenses will be made up to a "
"maximum of $ a day and $ per loss for each insured vehicle.\n"
"The above amounts cannot be less than the amounts that were specified in "
"Additional coverages 4.1, of the insurance contract.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"4.1.2 Application of coverage\n"
"If the entire insured vehicle was stolen, this coverage will apply only to expenses incurred "
"from 12:01 A.M. the day after the theft is reported to the police or to the insurer.\n"
"For all other covered losses, this coverage will apply only to expenses incurred:\n"
"\t from the time at which the insured vehicle can no longer be operated under its own "
"power due to damage to the vehicle; or\n"
"\t from the time at which the insured vehicle is delivered for repair, if it can still "
"be operated in spite of damage to the vehicle.\n"
"Expenses will be eligible for reimbursement even if the insurance contract has expired "
"since the loss.\n"
"Expenses will no longer be eligible for reimbursement once :\n"
"\t the insured vehicle has been replaced or repaired; or\n"
"\t a settlement agreement for the loss has been reached before the insured "
"vehicle is replaced or repaired.''\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq20.py | 0.578686 | 0.344774 | faq20.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq34ab_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 34 (A-B)\n"
"Accident benefits insurance\n"
"(change to amount of insurance or insured persons)\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"This endorsement changes Q.E.F. N 34 entitled ''Accident benefits'' of the insurance "
"contract, based on the applicable option.\n"
"To determine which option applies, see Item 4, ''Declarations'' of the insurance contract.\n"
"Option 34A – Changes when the named insured is an individual\n"
"This option provides that, for the persons named in the table below:\n"
"\t the maximum amounts shown in the table will change those shown in Q.E.F. N "
"34 by replacing or, where applicable, adding to them;\n"
"\t coverage will apply only for the divisions and subdivisions where an amount, "
"an insurance premium or a rebate is shown in the table below, or entered specifically for "
"this endorsement in the ''Declarations'' section of the insurance contract:\n"
"MAXIMUM AMOUNTS\n"
"DIVISION 1 | DIVISION 2\n"
"Name of insured person | Date of birth | Subdivision A Death benefits (principal sum) | "
"Subdivision B Dismemberment benefits (principal sum) | "
"Subdivision C Reimbursement of medical expenses (maximum) | DIVISION 2 Total "
"disability benefits (maximum, per week) | Insurance premium or rebate\n"
"1. | | $ | $ | $ | $ | $\n"
"2. | | $ | $ | $ | $ | $\n"
"3. | | $ | $ | $ | $ | $\n"
"4. | | $ | $ | $ | $ | $\n"
" | | | | | Total: | $\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"Option 34B – Changes when the named insured is a legal person, partnership or association\n"
"When the named insured is a legal person, partnership or association, Q.E.F. N 34 will be changed "
"as follows:\n"
"\t only the employees, shareholders, members or partners named in the table below will "
"be considered ''named insureds'';\n"
"\t coverage will apply only for the divisions and subdivisions where an amount, "
"an insurance premium or a rebate is shown in the table below, or entered specifically "
"for this endorsement in the ''Declarations'' section of the insurance contract:\n"
"MAXIMUM AMOUNTS\n"
"DIVISION 1 | DIVISION 2\n"
"Name of insured person | Date of birth | Subdivision A Death benefits (principal sum) | "
"Subdivision B Dismemberment benefits (principal sum) | "
"Subdivision C Reimbursement of medical expenses (maximum) | DIVISION 2 Total "
"disability benefits (maximum, per week) | Insurance premium or rebate\n"
"1. | | $ | $ | $ | $ | $\n"
"2. | | $ | $ | $ | $ | $\n"
"3. | | $ | $ | $ | $ | $\n"
"4. | | $ | $ | $ | $ | $\n"
" | | | | | Total: | $\n"
"All other conditions of the insurance contract remain the same."
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq34ab.py | 0.725162 | 0.620737 | faq34ab.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq27a_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 27a\n"
"Civil liability resulting from damage caused to vehicles of which named insured is not owner\n"
"(excluding vehicles provided by an employer)\n"
"(Section A)\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Termination date: This endorsement will apply until at 12:01 A.M. "
"standard time at the address of the named insured or, if no date is specified, until "
"the expiry date of the insurance contract.\n"
"Additional insurance premium payable:\n"
"\t Amount payable: \n"
"\t Due date: \n"
"Endorsement description\n"
"This endorsement extends coverage under Section A of the insurance contract to the financial "
"consequences that an insured person may incur when civilly liable for:\n"
"\t damage caused to a vehicle of the type or its equipment and accessories; and\n"
"\t disappearance of the vehicle or its equipment and accessories.\n"
"Civil liability may be contractual or extracontractual.\n"
"Insured persons\n"
"In this endorsement, ''insured person'' refers to:\n"
"\t the named insured;\n"
"\t his or her spouse;\n"
"\t any person designated in a Q.E.F. N 2 entitled ''Vehicles of which named insured "
"is not owner and when driven by named drivers'', attached to the insurance contract;\n"
"\t the legal representatives and the succession of all the above listed insured persons.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"However, if the named insured is a legal person, partnership or association, "
"''insured person'' refers to:\n"
"\t any employee, shareholder, partner or member authorized by the named insured;\n"
"\t their spouse;\n"
"\t any person designated in a Q.E.F. N 2, attached to the insurance contract;\n"
"\t the legal representatives and the succession of all the above listed insured persons.\n"
"or solely:\n"
"\t the following persons: ;\n"
"\t their spouse;\n"
"\t any person designated in a Q.E.F. N 2, attached to the insurance contract;\n"
"\t the legal representatives and the succession of all the above listed insured persons.\n"
"Application\n"
"1. The insured person must have the care, custody or control of the vehicle or its "
"equipment and accessories.\n"
"2. The insured person or anyone whose domicile is the same as that of the named insured "
"must not be the owner of the vehicle or its lessee for at least one year or under a contract "
"of leasing.\n"
"3. The employer of an insured person or the employer of anyone whose domicile is the same as "
"that of the named insured must not be the owner of the vehicle or its lessee for at least "
"one year or under a contract of leasing.\n"
"Covered perils and insurance premium\n"
"Coverage is provided only for those perils for which a deductible or an insurance "
"premium is shown in the table below, or entered specifically for this endorsement "
"in the ''Declarations'' section of the insurance contract:\n"
"SECTION A: Coverage for civil liability arising from property damage "
"and bodily injury caused to another person\n"
" PERILS | DEDUCTIBLE | INSURANCE PREMIUM\n"
"Protection 1: ''All perils'', Protection 2: Perils of collision and upset, "
"Protection 3: All perils other than collision or upset, "
"Protection 4: Specific perils | Deductible per loss:: $ $ $ $ | $ $ $ $ \n"
" | Total : | $"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"Clarifications\n"
"1. Protections 1, 2, 3 and 4 have the same meanings as in Section B of the "
"insurance contract. The exclusions specified in that section will apply, as the case may be.\n"
"2. An amount of insurance of $ will apply per loss, plus expenses, costs and "
"interest arising from a lawsuit.\n"
"3. Where applicable, the additional coverage provided under Section A of "
"the insurance contract may apply.\n"
"4. The insurer agrees not to exercise any recourse against a person who, with "
"the insured person's consent, has the care, custody or control of the vehicle or its "
"equipment and accessories, unless that person:\n"
"\t was engaged in a garage business at the time of the loss; or\n"
"\t failed to comply with the insurance contract.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq27a.py | 0.473414 | 0.399812 | faq27a.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq34_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 34\n"
"Accident benefits insurance\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"TABLE OF CONTENTS\n"
"APPLICATION 2\n"
"INSURED PERSONS 2\n"
"APPLICABLE DIVISION, MAXIMUM AMOUNTS AND INSURANCE PREMIUM 2\n"
"DESCRIPTION OF DIVISIONS 3\n"
"EXCLUSIONS 5\n"
"WHAT TO DO IN THE EVENT OF AN ACCIDENT 6\n"
"AUTOPSY AND MEDICAL EXAMINATION 6\n"
"TIME TO PAY BENEFITS 6\n"
"RIGHTS OF INSURER IN RELATION TO PAYMENT OF BENEFITS OR EXPENSES 7\n"
"DEFINITIONS 7\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"ENDORSEMENT DESCRIPTION\n"
"Depending on the applicable division, this endorsement provides for the payment "
"of benefits when an accident causes bodily injury to an insured person.\n"
"To determine which division applies, refer to the ''Applicable section, maximum amounts "
"and insurance premium'' division of this endorsement.\n"
"APPLICATION\n"
"1. The motor vehicle must have been the direct cause of bodily injury, independently of "
"any other cause.\n"
"2. Benefits are payable per accident and per insured person. If there are several "
"insured vehicles under the insurance contract, benefits may not be combined\n"
"3. Only persons who comply with the conditions of the insurance contract and this "
"endorsement may benefit from the coverage under this endorsement.\n"
"INSURED PERSONS\n"
"Under Division 1, ''insured person'' refers to the named insured, his or her spouse and "
"any dependent children of either.\n"
"Under Division 2, only the named insured is an ''insured person.''\n"
"APPLICABLE DIVISION, MAXIMUM AMOUNTS AND INSURANCE PREMIUM\n"
"Coverage will apply only for the divisions and subdivisions where a maximum amount or an "
"insurance premium is shown in the table below, or entered specifically for this endorsement "
"in the ''Declarations'' division of the insurance contract:\n"
"DIVISION | SUBDIVISION | MAXIMUM | INSURANCE PREMIUM\n"
"1 | A – Death benefits, B – Dismemberment benefits, C – Reimbursement of medical "
"expenses | Principal sum $, Principal sum $, Maximum $ | $, $, $"
"2 Total disability benefits | Maximum $, per week | $|\n"
" | | Total:| $\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"DESCRIPTION OF DIVISIONS\n"
"Division 1\n"
"Death and dismemberment benefits and reimbursement of medical expenses\n"
"Subdivision A - Death benefits\n"
"When an insured person dies within 12 months after the accident leading to his or her death, "
"the following benefits will be paid under Subdivision A:\n"
"\t If the named insured dies: 100% of the principal sum, plus 10% of the principal "
"sum per dependent child upon the death of the named insured.\n"
"\t If the spouse of the named insured dies: % of the principal sum, plus 10% of "
"the principal sum per dependent child upon the death of the spouse.\n"
"\t If a dependent child dies: % of the principal sum.\n"
"Benefit payments will be made as follows:\n"
"\t If the insured person dies leaving a spouse, the benefit will be payable to the spouse.\n"
"\t If the insured person dies without leaving a spouse, the benefit will be payable "
"to the dependents, in equal shares.\n"
"\t If the insured person dies without leaving either a spouse or dependents, the benefit "
"will be payable to the insured person's succession.\n"
"\t If a dependent child dies, the benefit will be payable to the named insured.\n"
"If, as a result of the same accident, an insured person should suffer dismemberment and then "
"die, the benefits that have already been paid under Subdivision B will be deducted from the "
"benefit payable under Subdivision A.\n"
"Subdivision B – Dismemberment benefits\n"
"When an insured person loses his or her sight or a limb within 12 months after "
"the accident that caused the loss, the following benefits will be paid under Subdivision B:\n"
"\t Loss of both hands: 100% of the principal sum;\n"
"\t Loss of both feet: 100% of the principal sum;\n"
"\t Loss of sight in both eyes: 100% of the principal sum;\n"
"\t Loss of one hand and one foot: 100% of the principal sum;\n"
"\t Loss of one hand and sight in one eye: 100% of the principal sum;\n"
"\t Loss of one foot and sight of one eye: 100% of the principal sum;\n"
"\t Loss of one arm: 75% of the principal sum;\n"
"\t Loss of one leg: 75% of the principal sum;\n"
"\t Loss of one hand: 50% of the principal sum;\n"
"\t Loss of one foot: 50% of the principal sum;\n"
"\t Loss of sight in one eye: 50% of the principal sum.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"Loss as used with reference to eye means total and irrecoverable loss of sight.\n"
"Loss as used with reference to a limb means:\n"
"\t For an arm: complete severance above the elbow.\n"
"\t For a foot: complete severance through the knee, above the ankle or through the ankle.\n"
"\t For a hand: complete severance through the elbow, above the wrist or through the wrist.\n"
"\t For a leg: complete severance above the knee.\n"
"Benefits provided under this subdivision for the same accident may not exceed 100% of "
"the principal sum.\n"
"Subdivision C –- Reimbursement of medical expenses\n"
"Expenses reasonably incurred for the following services, care or treatments will be "
"reimbursed under Division C:\n"
"\t ambulance services;\n"
"\t dental treatment;\n"
"\t hospital care;\n"
"\t medical care;\n"
"\t professional nursing care;\n"
"\t surgical treatment.\n"
"The expenses must have been incurred within two years after the accident that caused them.\n"
"The total amount of expenses reimbursed for the same accident may not exceed the maximum "
"for this subsection.\n"
"Exclusion\n"
"Subdivision C excludes the portion of medical expenses covered by any other "
"government or private insurance, unless the other insurance is similar to this coverage.\n"
"Division 2\n"
"Total disability benefits\n"
"Division 2 provides for the payment of an income replacement benefit when the named insured becomes "
"wholly and continuously disabled as a result of an accident. The income replacement indemnity "
"will be calculated on a weekly basis and will be payable only in addition to the following amounts:\n"
"\t amounts payable by the Société de l'assurance automobile du Québec under the Quebec "
"Automobile Insurance Act; and\n"
"\t amounts payable under the Act respecting industrial accidents and occupational "
"disease and the Crime Victims Compensation Act.\n"
"Conditions\n"
"1. The named insured must be employed on the date of the accident. The named insured is "
"deemed to be employed in either of the following situations:\n"
"\t - he or she was actively engaged in an occupation or employment for wages or profit;\n"
"\t - he or she was between 21 and 65 years of age and, in the 12 months preceding the accident, "
"he or she was engaged in an occupation or employment for wages or profit for at least "
"six months, whether continuously or not.\n"
"2. The disability must appear within 20 days after the accident that caused it.\n"
"3. The disability completely prevents the named insured from actively engaging in "
"his or her occupation or employment."
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"Limitations\n"
"For each accident:\n"
"The named insured will not be entitled to benefits for the first seven days of disability.\n"
"Once the seven days have elapsed, the named insured will be entitled to benefits "
"for a maximum of weeks.\n"
"If the disability continues after the maximum number of weeks, benefits will "
"continue to be payable for a further period of up to weeks, if:\n"
"\t continuation of the disability is duly certified; and\n"
"\t the disability prevents the named insured from engaging in any occupation "
"or employment for wages or profit on a permanent basis.\n"
"The named insured may not receive benefits greater than the money value of "
"any occupation or employment that he engaged in for wages or profit before the accident.\n"
"If the named insured is covered under several insurance policies, benefits will be calculated as follows:\n"
"Money value of all occupations and employment / Total benefits payable for the "
"disability under all insurance policies X (times) Benefit payable under Division 2 of this endorsement\n"
"EXCLUSIONS\n"
"The following exclusions will apply:\n"
"A. Bodily injury caused directly or indirectly by sickness or disease, unless the "
"sickness or disease was contracted as a direct result of an accident covered by this endorsement.\n"
"B. Bodily injury suffered by an insured person who committed or attempted to commit suicide, "
"whether sane or insane, if this endorsement was not continuously in force for at least two years.\n"
"C. Whether or not war is declared, bodily injury caused directly or indirectly by:\n"
"\t bombardment;\n"
"\t civil war;\n"
"\t insurrection;\n"
"\t invasion;\n"
"\t military power;\n"
"\t operation of armed forces during hostilities;\n"
"\t rebellion;\n"
"\t revolution; and\n"
"\t usurped power.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"WHAT TO DO IN THE EVENT OF AN ACCIDENT\n"
"Subdivision A - Death benefits\n"
"In the event of an accident causing death, a claim must be submitted in writing to the insurer, "
"accompanied by proof establishing, for example:\n"
"\t death of the insured person;\n"
"\t cause of death;\n"
"\t rights of beneficiaries.\n"
"Subdivisions B and C, and Division 2 - Dismemberment benefits, reimbursement of medical "
"expenses and total disability benefits\n"
"In the event of an accident covered under Subdivision B or C, or Section 2, the insured "
"person or any other beneficiary must fulfil the obligations outlined below. They may do "
"so either personally or through an intermediary.\n"
"Obligations to fulfil:\n"
"\t Within 30 days of learning of the accident, the person must inform the insurer in writing.\n"
"\t Within 90 days of learning of the accident, the person must support the claim by providing the "
"insurer with all the information that the insurer may reasonably expect as to the circumstances "
"and extent of the accident.\n"
"\t In the event of failure to satisfy the 30 or 90-day requirement, the person must demonstrate that "
"he or she was unable to act within those time periods. Benefit payment may be made "
"nonetheless if the person fulfils his or her obligations within one year after the accident.\n"
"\t At the insurer's request, the person must provide a medical certificate confirming the following "
"information:\n"
"- the cause and nature of the bodily injury for which the claim is being made;\n"
"- the length of total disability arising from such bodily injury.\n"
"AUTOPSY AND MEDICAL EXAMINATION\n"
"Subdivision A - Death benefits\n"
"If an insured person dies, the insurer may have an autopsy performed, subject to the "
"requirements set out in the Civil Code of Quebec.\n"
"Subdivisions B and C, and Division 2 - Dismemberment benefits, reimbursement of medical "
"expenses and total disability benefits\n"
"The insurer is entitled to require that the insured person undergo a medical examination within "
"a reasonable time period, if warranted by the nature of the disability or the loss.\n"
"The insurer may have the insured person undergo a medical examination as often as may be "
"reasonably required while the claim is pending.\n"
"The insured person will be required to submit to such examination.\n"
"TIME TO PAY BENEFITS\n"
"Subdivision A - Death benefits\n"
"The insurer must pay the benefits within 30 days after receipt of the required information and documents.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"Subdivisions B and C - Dismemberment benefits and reimbursement of medical expenses\n"
"The insurer must pay benefits or reimburse medical expenses within 60 days after receipt of "
"the required information and documents.\n"
"Division 2 - Total disability benefits\n"
"The insurer must pay the initial benefit within 30 days after receipt of the required information "
"and documents. During the continuation of disability, subsequent payments will be made at 30-day "
"intervals, subject to submission of the proof set out in the ''What to do in the event of an "
"accident'' section of this endorsement.\n"
"RIGHTS OF INSURER IN RELATION TO PAYMENT OF BENEFITS OR EXPENSES\n"
"The insurer may decide to pay all or part of the benefits or expenses directly to either the "
"beneficiary or the natural or legal persons providing the medical services, care or treatments. "
"If any amount remains payable, the total amount of benefits or expenses already paid will then "
"be deducted from the maximum under the appropriate subsection.\n"
"Before paying benefits:\n"
"\t the insurer may require a release from the person to whom it paid a benefit "
"or reimbursed expenses.\n"
"\t the insurer may require that it be subrogated to the beneficiary's recourses "
"against the person responsible for the bodily injury, up to the amount of the benefit it has "
"paid. This means that the beneficiary's recourses are transferred to the insurer.\n"
"In addition, the payment of a benefit or the reimbursement of medical expenses will not "
"constitute an admission of liability as regards the accident. Such payment may therefore not be "
"set up against the insured person or the insurer in respect of civil liability.\n"
"DEFINITIONS\n"
"For the purposes of this endorsement, the following definitions will be in addition to or "
"will replace the definitions contained in the insurance contract.\n"
"Bodily injury: Any injury of a physical nature, including death.\n"
"Dependent child:\n"
"\t Any child under 18 years of age for whom the named insured or the named "
"insured's spouse has legal and actual custody;\n"
"\t Any child 18 years of age or older whose domicile is the same as that of "
"the named insured and who is entirely dependent on the named insured and/or the named "
"insured's spouse due to a mental or physical disability.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"Dependents: This expression refers to the following persons:\n"
"\t any dependent child; and\n"
"\t the father or mother of the deceased insured person, if the following conditions are met:\n"
"- the father or mother had the same domicile as the insured person on the date of the accident; and\n"
"- the father or mother was principally dependent on the insured person for financial support up "
"to the date of the accident.\n"
"Named insured:\n"
"\t The expression ''named insured'' will refer to any person named in Item 1, ''Declarations'' "
"of the insurance contract;\n"
"\t If the person named in Item 1 is a legal person, partnership or association, the "
"expression will refer to each of its employees, shareholders, members or partners who "
"usually use a described vehicle for which an insurance premium or a maximum amount "
"is entered specifically for this endorsement (see Item 4, ''Declarations'' of the insurance contract).\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq34.py | 0.54577 | 0.35883 | faq34.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq27_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 27\n"
"Civil liability resulting from damage caused to vehicles of which named insured is not owner\n"
"(including vehicles provided by an employer)\n"
"(Section A)\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Termination date: This endorsement will apply until at 12:01 A.M. "
"standard time at the address of the named insured or, if no date is specified, until "
"the expiry date of the insurance contract.\n"
"Additional insurance premium payable:\n"
"\t Amount payable: \n"
"\t Due date: \n"
"Endorsement description\n"
"This endorsement extends coverage under Section A of the insurance contract to the financial "
"consequences that an insured person may incur when civilly liable for:\n"
"\t damage caused to a vehicle of the type or its equipment and accessories; and\n"
"\t disappearance of the vehicle or its equipment and accessories.\n"
"Civil liability may be contractual or extracontractual.\n"
"Insured persons\n"
"In this endorsement, ''insured person'' refers to:\n"
"\t the named insured;\n"
"\t his or her spouse;\n"
"\t any person designated in a Q.E.F. N 2 entitled ''Vehicles of which named insured "
"is not owner and when driven by named drivers'', attached to the insurance contract;\n"
"\t the legal representatives and the succession of all the above listed insured persons.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"However, if the named insured is a legal person, partnership or association, "
"''insured person'' refers to:\n"
"\t any employee, shareholder, partner or member authorized by the named insured;\n"
"\t their spouse;\n"
"\t any person designated in a Q.E.F. N 2, attached to the insurance contract;\n"
"\t the legal representatives and the succession of all the above listed insured persons.\n"
"or solely:\n"
"\t the following persons: ;\n"
"\t their spouse;\n"
"\t any person designated in a Q.E.F. N 2, attached to the insurance contract;\n"
"\t the legal representatives and the succession of all the above listed insured persons.\n"
"Application\n"
"1. The insured person must have the care, custody or control of the vehicle or its "
"equipment and accessories.\n"
"2. The insured person or anyone whose domicile is the same as that of the named insured "
"must not be the owner of the vehicle or its lessee for at least one year or under a contract "
"of leasing.\n"
"Covered perils and insurance premium\n"
"Coverage is provided only for those perils for which a deductible or an insurance "
"premium is shown in the table below, or entered specifically for this endorsement "
"in the ''Declarations'' section of the insurance contract:\n"
"SECTION A: Coverage for civil liability arising from property damage "
"and bodily injury caused to another person\n"
" PERILS | DEDUCTIBLE | INSURANCE PREMIUM\n"
"Protection 1: ''All perils'', Protection 2: Perils of collision and upset, "
"Protection 3: All perils other than collision or upset, "
"Protection 4: Specific perils | Deductible per loss:: $ $ $ $ | $ $ $ $ \n"
" | Total : | $"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"Clarifications\n"
"1. Protections 1, 2, 3 and 4 have the same meanings as in Section B of the "
"insurance contract. The exclusions specified in that section will apply, as the case may be.\n"
"2. An amount of insurance of $ will apply per loss, plus expenses, costs and "
"interest arising from a lawsuit.\n"
"3. Where applicable, the additional coverage provided under Section A of "
"the insurance contract may apply.\n"
"4. The insurer agrees not to exercise any recourse against a person who, with "
"the insured person's consent, has the care, custody or control of the vehicle or its "
"equipment and accessories, unless that person:\n"
"\t was engaged in a garage business at the time of the loss; or\n"
"\t failed to comply with the insurance contract.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq27.py | 0.455441 | 0.384508 | faq27.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq28_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 28\n"
"Limitation of coverage for named drivers\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"This endorsement limits coverage under the insurance contract when the specified vehicle is, "
"at the time of the loss, being driven or used by: (named driver)\n"
"In such instance, coverage will be limited to the following perils, or to those "
"perils entered specifically for this endorsement in the ''Declarations'' section of the insurance contract:\n"
"COVERAGE | PERILS | AMOUNT OF INSURANCE AND DEDUCTIBLE | COVERED/NOT COVERED\n"
"Section A: Civil liability | Property damage or bodily injury to another person | "
"Amount of insurance: $ | $\n"
"Section B: Damage to insured vehicles | Protection 1 : ''All perils'', Protection 2 : "
"Perils of collision and upset, Protection 3: All perils other than collision or upset, "
"Protection 4: Specific perils | Deductible per loss: $ $ $ $ | \n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq28.py | 0.608129 | 0.252804 | faq28.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq30_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 30\n"
"Limitation of coverage for equipment and machinery attached to vehicle\n"
"(Section A)\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"Subject to the Automobile Insurance Act, this endorsement limits coverage "
"under Section A of the insurance contract by adding the following exclusion:\n"
"\t Coverage will not be provided for the financial consequences that an insured "
"person may incur if held civilly liable for damage caused by the following "
"equipment or machinery, or accessories thereof, when mounted on or attached to the specified vehicle:\n"
" \n"
"(description of equipment or machinery)\n"
"For the above exclusion to apply:\n"
"\t damage must be caused while the equipment or machinery, or accessories thereof, "
"are at the site of their use; and\n"
"\t the insured person's civil liability must result from his or her owning the "
"equipment or machinery, or accessories thereof, or from their use or their operation.\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq30.py | 0.480966 | 0.270384 | faq30.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq20a_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 20a\n"
"Travel costs (broad form)\n"
"(Section B)\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N: \n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"This endorsement extends coverage under Section B of the insurance contract by replacing the "
"wording of Article 4.1, ''Travel costs due to theft of insured vehicle'' with the wording below.\n"
"This endorsement will apply only to the specified vehicle and only if the value of damage to "
"the specified vehicle is greater than the deductible amount applicable to the loss that caused the damage.\n"
"''4.1 Travel costs\n"
"4.1.1 Description of travel costs\n"
"If the named insured is no longer able to use the insured vehicle due to a covered loss, "
"the insurer will reimburse expenses incurred for\n"
"\t public transportation;\n"
"\t leasing of a temporary replacement vehicle;\n"
"\t taxicab fares.\n"
"Upon submission of receipts, payment for the above expenses will be made up to a maximum of $ a "
"day and $ per loss for each insured vehicle.\n"
"The above amounts cannot be less than the amounts that were entered in Additional "
"coverages 4.1, of the insurance contract.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"4.1.2 Application of coverage\n"
"If the entire insured vehicle was stolen, this coverage will apply only to expenses incurred "
"from 12:01 A.M. the day after the theft is reported to the police or to the insurer.\n"
"For all other covered losses, this coverage will apply only to expenses incurred from the "
"time at which the insured vehicle:\n"
"\t can no longer be operated under its own power due to damage to the vehicle; or\n"
"\t is delivered for repair, if it can still be operated in spite of damage to the vehicle.\n"
"Expenses will be eligible for reimbursement even if the insurance contract has expired since "
"the loss.\n"
"Expenses will no longer be eligible for reimbursement once\n"
"\t the insured vehicle has been replaced or repaired; or\n"
"\t a settlement agreement for the loss has been reached before the insured vehicle "
"is replaced or repaired.''\n"
"4.1.3 Additional costs covered during a trip\n"
"When a covered loss occurs during a trip, the expenses described in paragraphs "
"(a) and (b) below will be covered, in addition to the expenses listed in paragraph 4.1.1.\n"
"The expenses will be covered up to a maximum of % of the maximum amount payable "
"per loss shown in paragraph 4.1.1.\n"
"(a) Any additional travel expenses incurred by the named insured, his or her spouse "
"or any other person whose domicile is the same as theirs, to:\n"
"\t continue the trip;\n"
"\t return to the domicile of the named insured;\n"
"\t return to where the insured vehicle is usually parked.\n"
"Additional expenses include the cost of meals and accommodation and the cost "
"of transportation of personal effects.\n"
"(b) Any other additional expenses similar to those described in paragraph (a), "
"incurred to retrieve the insured vehicle where it was repaired and return it to one "
"of the following places:\n"
"\t the current location of the named insured, his or her spouse or any "
"other person whose domicile is the same as theirs. However, if that location is "
"further away than the travel destination that had been planned before the loss, "
"only the expenses required to return the insured vehicle to the planned destination "
"are covered;\n"
"\t the domicile of the named insured; or\n"
"\t the place where the insured vehicle is usually parked.\n"
"The expenses must have been incurred by the named insured, his or her "
"spouse and any other person whose domicile is the same as theirs or any person of "
"their choice.''\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq20a.py | 0.505371 | 0.462776 | faq20a.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq32_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 32\n"
"Recreational-purpose vehicles\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N: \n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"Endorsement description\n"
"This endorsement amends the insurance contract for a recreational-purpose motor vehicle that:\n"
"\t is specifically designated in Item 3, ''Declarations'' of the insurance contract; or\n"
"\t is one of the ''insured vehicles'' under the insurance contract.\n"
"Recreational-purpose motor vehicle\n"
"''Recreational-purpose motor vehicle'' means, among other things, any motor vehicle, "
"whether commercially built or otherwise, of a type similar to:\n"
"\t all-terrain vehicles;\n"
"\t dune buggies;\n"
"\t micro-cars;\n"
"\t minibikes; and\n"
"\t snowmobiles.\n"
"Description of amendments\n"
"1. Section A: Paragraph E, Article 2 entitled ''Insured vehicles'' is replaced with "
"the following paragraph: ''E. Unless described in the ''Declarations'' section, any "
"trailer (whether or not the named insured is the owner thereof) used with a "
"recreational-purpose motor vehicle that is:\n"
"\t of the same type as that described in the ''Declarations'' section; and\n"
"\t covered by the insurance contract.\n"
"2. General conditions: Paragraph (a), Article 7 entitled ''Prohibited use of "
"insured vehicle'' is replaced with the following paragraph:\n"
"''(a) When they are not legally authorized to drive;''\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"3. The expressions ''motor vehicle'' and ''motor vehicle used for personal purposes'' are replaced "
"throughout the insurance contract with the following expression: "
"''recreational-purpose motor vehicle of the same type as that described in "
"the ‘Declarations' section.''\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq32.py | 0.539469 | 0.299771 | faq32.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq3_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 3\n"
"''Civil liability'' coverage for vehicle owned by any Canadian government\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N:\n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Additional insurance premium payable:\n"
"\t Amount payable: \n"
"\t Due date: \n"
"Endorsement description\n"
"This endorsement extends ''civil liability'' coverage under the insurance contract to a vehicle "
"owned by any Canadian government in the care, custody or control of the insured person. "
"This endorsement covers the financial consequences that the insured person may suffer if held "
"civilly liable for:\n"
"1. Section A:\n"
"\t damage caused to another person by the vehicle or its equipment or accessories.\n"
"2. Section B:\n"
"\t any direct and accidental damage caused to the vehicle or its equipment or accessories; or\n"
"\t the disappearance of the vehicle or its equipment or accessories.\n"
"Civil liability may be contractual or extracontractual.\n"
"Insured person\n"
"In this ndorsement, ''insured person'' refers to:\n"
"\t the named insured;\n"
"\t his or her spouse;\n"
"\t any person who drives or uses the vehicle.\n"
"Application\n"
"This endorsement will not apply if several vehicles owned by any Canadian government are "
"at any one time in the care of the insured person. It also does not apply if several vehicles "
"are at any one time in the custody or control of the insured person.\n"
f"{NEW_PAGE_TAG}\n"
f"{endorsement_header_text}"
"Covered perils, amount of insurance, deductible and insurance premium\n"
"The perils covered by this endorsement are those for which an amount of insurance, a "
"deductible or an insurance premium is shown in the table below, or entered specifically for "
"this endorsement in the ''Declarations'' section of the insurance contract.\n"
"COVERAGE | PERILS | AMOUNT OF INSURANCE AND DEDUCTIBLE | INSURANCE PREMIUM\n"
"Section A: Civil liability | Property damage or bodily injury to another person "
"| Amount of insurance: $ | $\n"
"Section B: Damage to insured vehicles | Protection 1: ''All perils'', Protection 2: Perils "
"of collision and upset, Protection 3: All perils other than collision or upset, "
"Protection 4: Specific perils | Deductible per loss: $ $ $ $ | $ $ $ $\n"
" | | Total: | $\n"
"For Section B, coverage under this endorsement will apply up to a maximum amount "
"of $ per loss, plus expenses, costs and interest arising from a lawsuit.\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq3.py | 0.504639 | 0.318406 | faq3.py | pypi |
from ..endorsements.endorsement_header import generate_endorsement_page_header_text
from ...config import NEW_PAGE_TAG
@staticmethod
def generate_faq31_endorsement_text() -> str:
endorsement_header_text = generate_endorsement_page_header_text()
text = (
f"{endorsement_header_text}"
"Quebec Endorsement Form\n"
"Q.E.F. N 31\n"
"Equipment not owned by the named insured\n"
"The endorsement heading must be entered in the ''Declarations'' section of the insurance contract."
"Details required for the endorsement may be entered in the ''Declarations'' section or in the endorsement"
"itself, at the insurer's option.\n"
"Name of insurer: \n"
"Named insured: \n"
"Endorsement to automobile insurance policy N: \n"
"Effective date: This endorsement will apply from at 12:01 A.M. "
"standard time at the address of the named insured.\n"
"Specified vehicle: This endorsement will apply only to the following described vehicle:\n"
"(reference number shown in the ''Declarations'' section of the insurance contract)\n"
"Endorsement description\n"
"This endorsement extends coverage under the insurance contract to the following "
"equipment not owned by the named insured:\n"
"Application\n"
"The equipment must be normally attached to the specified vehicle. In addition, "
"the named insured must have the care, custody or control of such equipment.\n"
"1. Section A\n"
"Coverage under Section A is extended to the financial consequences that an "
"insured person may incur if held civilly liable for damage caused to another person "
"and resulting from the equipment described above.\n"
"2. Section B\n"
"Coverage under Section B as applicable to the specified vehicle is extended to:\n"
"\t direct and accidental damage caused to the equipment described above;\n"
"\t the disappearance of such equipment.\n"
"For Section B, the indemnity will be payable up to the ''actual cash value'' of the "
"equipment, subject to a maximum of $ Payment will be made jointly to the named "
"insured and , to the extent of their respective interests.\n"
"All other conditions of the insurance contract remain the same.\n"
f"{NEW_PAGE_TAG}\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/en/endorsements/faq31.py | 0.561215 | 0.265342 | faq31.py | pypi |
from ..config import NEW_PAGE_TAG
def generate_fpq1_pages_header_text() -> str:
"""
Function to generate FPQ1 pages header text.
Return:
The FPQ1 pages header.
"""
text = (
"FORMULAIRE DES PROPRIÉTAIRES\n"
"F.P.Q. N 1 - POLICE D'ASSURANCE AUTOMOBILE DU QUÉBEC (2014-03)\n"
"Approuvée par l'Autorité des marchés financiers\n"
)
return text
def generate_toc_text() -> str:
"""
Function to generate FPQ1 TOC text.
Return:
The FPQ1 Table Of Content.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"TABLE DES MATIÈRES\n"
"INTRODUCTION 4\n"
"1. DOCUMENTS INCLUS DANS LE CONTRAT D'ASSURANCE 4\n"
"2. OBLIGATION D'INFORMER L'ASSUREUR 4\n"
"CONDITIONS PARTICULIÈRES 5\n"
"CHAPITRE A : GARANTIES POUR LA RESPONSABILITÉ CIVILE DÉCOULANT DES DOMMAGES MATÉRIELS ET DES "
"DOMMAGES CORPORELS CAUSÉS À D'AUTRES PERSONNES (ASSURANCE OBLIGATOIRE) 7\n"
"1. PERSONNES ASSURÉES 7\n"
"2. VÉHICULES ASSURÉS 7\n"
"3. GARANTIE PRINCIPALE 7\n"
"3.1 Description de la garantie principale 7\n"
"3.2 Précisions quant aux dommages 8\n"
"4. GARANTIES ADDITIONNELLES 8\n"
"4.1 Prise en charge et défense des intérêts des personnes assurées 8\n"
"4.2 Prise en charge de certains frais liés à une poursuite 8\n"
"4.3 Remboursement de soins médicaux 9\n"
"4.4 Prise en charge des frais réclamés par une municipalité 9\n"
"5. EXCLUSIONS 9\n"
"6. INDEMNITÉ PAYABLE PAR L'ASSUREUR 9\n"
"6.1 Règle générale 9\n"
"6.2 Ajustement du montant d'assurance en raison de la loi 10\n"
"6.3 Cas où les personnes assurées doivent rembourser l'indemnité 10\n"
"6.4 Limitation du montant d'assurance pour le risque nucléaire 10\n"
"6.5 Règles particulières pour le véhicule dont l'assuré désigné est nouvellement propriétaire 10\n"
"6.6 Règles particulières pour le véhicule de remplacement temporaire 10\n"
"6.7 Règles particulières pour le véhicule dont l'assuré désigné n'est pas propriétaire 11\n"
"6.8 Règles particulières pour les remorques ou les semi-remorques attelées à un véhicule automobile 11\n"
"6.9 Règles particulières pour le véhicule assuré confié à une personne qui exerce une activité "
"professionnelle de garagiste 11\n"
"7. MANDAT DE REPRÉSENTATION 12\n"
"CHAPITRE B : GARANTIES POUR LES DOMMAGES AUX VÉHICULES ASSURÉS (ASSURANCE OPTIONNELLE) 12\n"
"1. PERSONNE ASSURÉE 12\n"
"2. VÉHICULES ASSURÉS 12\n"
"3. GARANTIE PRINCIPALE 12\n"
"3.1 Description de la garantie principale 12\n"
"3.2 Description des protections 13\n"
"4. GARANTIES ADDITIONNELLES 14\n"
"4.1 Frais de déplacement en cas de vol d'un véhicule assuré 14\n"
"4.2 Prise en charge des frais réclamés par une municipalité 14\n"
"4.3 Prise en charge d'autres frais 15\n"
"5. GARANTIE POUR LES VÉHICULES DE REMPLACEMENT TEMPORAIRE 15\n"
"6. EXCLUSIONS 15\n"
"7. FRANCHISE PAYABLE PAR L'ASSURÉ DÉSIGNÉ 17\n"
"8. INDEMNITÉ PAYABLE PAR L'ASSUREUR 17\n"
"8.1 Règle générale 17\n"
"8.2 Délais pour le paiement de l'indemnité 17\n"
"8.3 Règles particulières pour le véhicule dont l'assuré désigné est nouvellement propriétaire 17\n"
"8.4 Règles particulières pour le véhicule de remplacement temporaire 17\n"
"8.5 Règles particulières pour les remorques ou les semi-remorques attelées à un véhicule automobile 18\n"
f"{NEW_PAGE_TAG}\n"
"CONDITIONS GÉNÉRALES 18\n"
"1. LOIS APPLICABLES AU CONTRAT D'ASSURANCE 18\n"
"2. ENDROITS OÙ LES GARANTIES S'APPLIQUENT 18\n"
"3. CONTINUATION DES GARANTIES APRÈS UN SINISTRE 18\n"
"4. RÈGLES D'APPLICATION DU CONTRAT D'ASSURANCE LORSQU'IL Y A PLUSIEURS VÉHICULES DÉSIGNÉS 19\n"
"5. INFORMATIONS À DÉCLARER À L'ASSUREUR 19\n"
"5.1 Déclaration initiale du risque 19\n"
"5.2 Aggravation du risque 19\n"
"5.3 Conséquences en cas de fausses déclarations ou d'informations non déclarées 20\n"
"6. NON-RESPECT D'UN ENGAGEMENT FORMEL 21\n"
"7. USAGES INTERDITS D'UN VÉHICULE ASSURÉ 21\n"
"8. EXAMEN DES VÉHICULES ASSURÉS 21\n"
"9. ENVOI DES AVIS PAR L'ASSUREUR ET L'ASSURÉ DÉSIGNÉ 21\n"
"DÉCLARER UN SINISTRE ET FAIRE UNE RÉCLAMATION 22\n"
"1. QUOI FAIRE LORS D'UN SINISTRE 22\n"
"1.1 Déclarer certaines informations à l'assureur 22\n"
"1.2 Respecter certaines obligations relatives au véhicule assuré 23\n"
"1.3 Ne pas se prononcer sur sa responsabilité et ne pas régler la réclamation 24\n"
"1.4 Collaborer avec l'assureur 24\n"
"2. COMMENT SE DÉTERMINE LA VALEUR DES DOMMAGES 24\n"
"2.1 Valeur des dommages payable par l'assureur pour la réparation du véhicule assuré 24\n"
"2.2 Valeur des dommages payable par l'assureur pour le véhicule assuré qui est une perte totale 25\n"
"2.3 Cas où l'assureur peut décider de faire réparer, reconstruire ou remplacer le bien endommagé 25\n"
"3. DROIT DE L'ASSUREUR APRÈS AVOIR PAYÉ UNE INDEMNITÉ (DROIT DE SUBROGATION) 25\n"
"3.1 Règle générale 25\n"
"3.2 Exceptions 25\n"
"4. ARBITRAGE EN CAS DE DÉSACCORD ENTRE L'ASSURÉ DÉSIGNÉ ET L'ASSUREUR 26\n"
"4.1 Faire une demande d'arbitrage 26\n"
"4.2 Choisir les experts et l'arbitre 26\n"
"4.3 Valeur des dommages payable par l'assureur 27\n"
"4.4 Déroulement de l'arbitrage 27\n"
"4.5 Choix de la langue 27\n"
"4.6 Endroit où se déroule l'arbitrage 27\n"
"4.7 Décision de l'arbitre 27\n"
"4.8 Frais et honoraires de l'arbitrage 28\n"
"5. MAINTIEN DES DROITS DE L'ASSURÉ DÉSIGNÉ ET DE L'ASSUREUR 28\n"
"6. DÉLAI POUR ENTREPRENDRE UNE ACTION DÉCOULANT DU CONTRAT D'ASSURANCE (DÉLAI DE PRESCRIPTION) 28\n"
"PRISE D'EFFET, RENOUVELLEMENT ET EXPIRATION DU CONTRAT D'ASSURANCE 28\n"
"1. PRISE D'EFFET ET EXPIRATION DU CONTRAT D'ASSURANCE 28\n"
"2. RENOUVELLEMENT DU CONTRAT D'ASSURANCE 28\n"
"3. RÉSILIATION DU CONTRAT D'ASSURANCE (METTRE FIN AU CONTRAT D'ASSURANCE) 29\n"
"3.1 Résiliation par l'assuré désigné 29\n"
"3.2 Résiliation par l'assureur 29\n"
"TABLEAU DE RÉSILIATION 31\n"
"DÉFINITIONS 32\n"
f"{NEW_PAGE_TAG}\n"
)
return text
def generate_introduction_text() -> str:
"""
Function to generate FPQ1 introduction.
Return:
The FPQ1 introduction.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"INTRODUCTION\n"
"L'introduction contient des explications générales sur le contrat d'assurance pour en faciliter la "
"compréhension. Ces explications ne peuvent pas servir à créer un droit ou une garantie.\n"
"En cas d'ambiguïté ou de divergence entre l'introduction et les lois applicables au contrat d'assurance, "
"c'est le texte de ces lois qui a priorité.\n"
"1. DOCUMENTS INCLUS DANS LE CONTRAT D'ASSURANCE\n"
"Les documents suivants font partie du contrat d'assurance :\n"
"\t Le présent document, à savoir le « Formulaire de police d'assurance automobile du Québec "
"(F.P.Q.) N 1 – Formulaire des propriétaires ». Cette police d'assurance est un document standard "
"approuvé par l'Autorité des marchés financiers.\n"
"À noter que la section « Conditions particulières » de cette police d'assurance contient des "
"informations spécifiques à la situation de l'assuré désigné."
"\t Les avenants nommés à l'article 4 de la section « Conditions particulières ».\n"
"Voici quelques indications utiles pour comprendre le contrat d'assurance :\n"
"\t Se référer à la « Table des matières » pour comprendre la structure du contrat d'assurance et "
"pour trouver une information en particulier.\n"
"\t Les mots et les expressions en caractère gras dans le présent document et dans les avenants "
"sont expliqués à la section « Définitions ». À noter que les avenants peuvent comporter leurs "
"propres définitions.\n"
"\t Le contrat d'assurance doit être lu comme un tout. Les clauses doivent donc être interprétées les "
"unes par rapport aux autres, d'après le sens qui tient compte de l'ensemble du contrat "
"d'assurance.\n"
"\t Les garanties du chapitre A et du chapitre B sont des garanties différentes qui s'appliquent "
"indépendamment l'une de l'autre.\n"
"\t L'utilisation du singulier inclut le pluriel.\n"
"2. OBLIGATION D'INFORMER L'ASSUREUR\n"
"Tant avant la conclusion du contrat d'assurance que pendant sa durée, toutes les informations qui "
"peuvent influencer le risque doivent être déclarées à l'assureur. Elles doivent aussi être déclarées lors "
"du renouvellement du contrat d'assurance.\n"
"En cas de doute sur l'obligation de déclarer une information en particulier, il est préférable de "
"communiquer avec l'assureur.\n"
"Entre autres, les informations suivantes doivent être déclarées :\n"
"\t Tout changement dans l'usage du véhicule désigné.\n"
"\t Si des personnes autres que l'assuré désigné conduisent le véhicule désigné.\n"
"\t Tout accident automobile ou tout sinistre survenu dans le passé.\n"
"\t Toute condamnation pour une infraction au Code de la sécurité routière.\n"
"\t Toute condamnation criminelle.\n"
"\t Toute modification ou ajout au véhicule désigné.\n"
"\t Tout changement à la situation personnelle de l'assuré désigné ou à celle des conducteurs.\n"
"L'obligation d'informer l'assureur est décrite en détail à l'article 5 de la section "
"« Conditions générales ».\n"
f"{NEW_PAGE_TAG}\n"
)
return text
def generate_declarations_text() -> str:
"""
Function to generate FPQ1 declarations.
Return:
The FPQ1 declarations.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"CONDITIONS PARTICULIÈRES\n"
"ARTICLE 1\n"
"Nom et adresse de l'assuré désigné :\n"
"La ville et la province de l'adresse écrite à cet article 1 constituent les lieux d'usage principal, de "
"remisage et de stationnement du véhicule désigné. Si ce n'est pas le cas, le preneur ou l'assuré "
"désigné doit le déclarer.\n"
"ARTICLE 2\n"
"Durée du contrat :\n"
"Du ________________* au _______________* exclusivement.\n"
"*à 0 h 01 selon l'heure normale à l'adresse de l'assuré désigné.\n"
"ARTICLE 3\n"
"Caractéristiques du véhicule désigné :\n"
"Créancier qui a droit aux indemnités du chapitre B, selon son intérêt :\n"
"ARTICLE 4\n"
"Les risques couverts par le contrat d'assurance sont ceux pour lesquels un montant d'assurance, une "
"franchise ou une prime d'assurance est écrit au tableau ci-dessous. Ils sont couverts aux conditions "
"énoncées dans le contrat d'assurance.\n"
"GARANTIES | RISQUES | MONTANT D'ASSURANCE ET FRANCHISES | PRIMES D'ASSURANCE\n"
"Chapitre A : Responsabilité civile | Dommages matériels ou dommages corporels causés à "
"d'autres personnes | Montant d'assurance : $ | $\n"
"Chapitre B : Dommages aux véhicules assurés | Protection 1 : « Tous risques », Protection 2 : "
"Risques de collision et de renversement, Protection 3 : Tous les risques sauf collision ou renversement, "
"Protection 4 : Risques spécifiques | Franchise par sinistre : $ $ $ $ | $ $ $ $\n"
"Avenants : | | | $|\n"
"Date limite pour le paiement des primes d'assurance : | Total: | $\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
f"ARTICLE 5\n"
f"L'assuré désigné est le propriétaire réel et le titulaire de l'immatriculation du véhicule désigné."
f"Si ce n'est pas le cas, les informations suivantes doivent être déclarées :\n"
f"Propriétaire réel :\n"
f"Titulaire de l'immatriculation :\n"
f"ARTICLE 6\n"
f"Déclarations importantes pour l'analyse du risque :\n"
f"ARTICLE 7\n"
f"Informations pour l'assuré désigné :\n"
f"Nom de l'agent ou du courtier en assurance :\n"
f"Adresse de l'agent ou du courtier en assurance :\n"
f"{NEW_PAGE_TAG}\n"
)
return text
def generate_section_a_text() -> str:
"""
Function to generate FPQ1 Section A.
Return:
The FPQ1 Section A.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"CHAPITRE A :\n"
"GARANTIES POUR LA RESPONSABILITÉ CIVILE DÉCOULANT DES DOMMAGES MATÉRIELS ET DES DOMMAGES CORPORELS CAUSÉS "
"À D'AUTRES PERSONNES\n"
"(ASSURANCE OBLIGATOIRE)\n"
"1. PERSONNES ASSURÉES\n"
"Les personnes assurées au chapitre A sont les suivantes :\n"
"\t l'assuré désigné;\n"
"\t toute personne qui conduit un véhicule assuré;\n"
"\t toute personne qui fait usage d'un véhicule assuré. Toute personne qui fait fonctionner une "
"partie d'un véhicule assuré est réputée en faire usage.\n"
"Les représentants légaux et la succession de ces personnes sont également assurés.\n"
"La personne qui vole un véhicule assuré ou qui est complice du vol n'est pas assurée.\n"
"2. VÉHICULES ASSURÉS\n"
"Sauf si le contexte indique un sens différent, l'expression « véhicule assuré » utilisée au chapitre A "
"fait référence aux véhicules suivants :\n"
"\t A. Véhicule désigné.\n"
"\t B. Véhicule dont l'assuré désigné est nouvellement propriétaire, aux conditions énoncées à "
"sa définition.\n"
"\t C. Véhicule de remplacement temporaire, aux conditions énoncées à sa définition.\n"
"\t D. Véhicule dont l'assuré désigné n'est pas propriétaire, aux conditions énoncées à sa définition.\n"
"\t E. Remorque ou semi-remorque dont l'assuré désigné est propriétaire, aux conditions "
"énoncées à sa définition.\n"
"\t F. Remorque ou semi-remorque dont l'assuré désigné n'est pas propriétaire et qui est utilisée "
"avec un véhicule assuré au contrat d'assurance.\n"
"3. GARANTIE PRINCIPALE\n"
"3.1 Description de la garantie principale\n"
"Le chapitre A couvre le risque suivant : les conséquences financières que peut subir une personne "
"assurée lorsqu'elle est civilement responsable d'un dommage causé à une autre personne par un "
"véhicule assuré.\n"
"La responsabilité civile de la personne assurée doit découler du fait qu'elle est la propriétaire du "
"véhicule ou du fait qu'elle le conduisait ou en faisait usage.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"3.2 Précisions quant aux dommages\n"
"3.2.1 Dommages occasionnés aux remorques ou semi-remorques dont les personnes "
"assurées ne sont pas propriétaires\n"
"Lorsqu'un dommage est occasionné à une remorque ou une semi-remorque dont les "
"personnes assurées ne sont pas propriétaires et :\n"
"\t que la remorque ou la semi-remorque est attelée à un véhicule automobile "
"utilisé à des fins personnelles qui est assuré par le présent chapitre A; ou\n"
"\t qu'elle n'est pas attelée à un tel véhicule à la condition qu'elle le soit "
"habituellement;\n"
"les conséquences financières subies par les personnes assurées sont couvertes si la "
"remorque ou la semi-remorque n'est pas conçue ni utilisée pour le transport de "
"personnes, ni à des fins de démonstration, de vente, de bureau, ou d'habitation.\n"
"3.2.2 Dommages visés par la Convention d'indemnisation directe\n"
"Lorsqu'un dommage matériel est causé à une personne assurée et que la Convention "
"d'indemnisation directe établie conformément à la Loi sur l'assurance automobile "
"s'applique, ce dommage est couvert par le chapitre A.\n"
"3.2.3 Dommages causés à un autre assuré désigné\n"
"Lorsque c'est un assuré désigné qui subit un dommage du fait d'un autre assuré "
"désigné, celui qui subit le dommage est considéré comme une autre personne. Il peut "
"donc être indemnisé par l'assureur au chapitre A.\n"
"4. GARANTIES ADDITIONNELLES\n"
"Lorsque la garantie principale s'applique, le chapitre A inclut les garanties additionnelles suivantes :\n"
"4.1 Prise en charge et défense des intérêts des personnes assurées\n"
"Lorsqu'un sinistre lui est déclaré, l'assureur prend en charge les intérêts des personnes "
"assurées et assume leur défense.\n"
"Il agit comme il le veut en matière d'enquête, de transaction ou de règlement.\n"
"Par contre, l'assureur ne peut pas invoquer un moyen de défense qui est interdit aux "
"assureurs de l'endroit où le sinistre est survenu.\n"
"4.2 Prise en charge de certains frais liés à une poursuite\n"
"Lorsqu'une personne assurée est poursuivie, l'assureur prend en charge :\n"
"\t les frais et les dépens qui découlent de cette poursuite; et\n"
"\t les intérêts sur le montant d'assurance.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"4.3 Remboursement de soins médicaux\n"
"Lorsqu'une autre personne subit un dommage corporel, l'assureur rembourse les dépenses "
"engagées par une personne assurée pour les soins médicaux immédiatement nécessaires.\n"
"4.4 Prise en charge des frais réclamés par une municipalité\n"
"L'assureur prend en charge les frais réclamés à l'assuré désigné par une municipalité en "
"vertu de la Loi sur la fiscalité municipale et ses règlements, lorsque son service de sécurité "
"incendie est intervenu pour prévenir ou combattre l'incendie d'un véhicule assuré.\n"
"5. EXCLUSIONS\n"
"Les exclusions suivantes s'appliquent au chapitre A :\n"
"A. Tout dommage corporel dont l'indemnisation est prévue dans l'une des lois suivantes :\n"
"\t la Loi sur l'assurance automobile;\n"
"\t la Loi sur les accidents du travail et les maladies professionnelles;\n"
"\t la Loi sur l'indemnisation des victimes d'actes criminels.\n"
"Cette exclusion ne s'applique pas si la Loi sur l'assurance automobile n'est pas applicable.\n"
"B. Toute responsabilité imposée par une législation visant les accidents du travail.\n"
"C. Tout dommage corporel causé à une personne qui est employée par une personne assurée "
"et qui est occupée à faire fonctionner ou à réparer un véhicule assuré.\n"
"D. Tout dommage causé à une personne qui exerce une activité professionnelle de garagiste, "
"pendant que le véhicule assuré lui est confié.\n"
"E. Le sinistre qui survient pendant que le véhicule assuré:\n"
"\t est loué à une autre personne;\n"
"\t est utilisé comme taxi, véhicule de visites touristiques, autobus, autocar ou comme tout "
"autre véhicule fourni avec chauffeur;\n"
"\t transporte des explosifs;\n"
"\t transporte des substances radioactives à des fins de recherche, d'éducation, "
"d'expansion, d'industrie, ou à d'autres fins connexes.\n"
"L'assureur peut accepter de couvrir ces situations en les spécifiant à la section « Conditions "
"particulières » ou par un avenant.\n"
"6. INDEMNITÉ PAYABLE PAR L'ASSUREUR\n"
"6.1 Règle générale\n"
"L'indemnité payable par l'assureur ne peut pas dépasser le montant d'assurance, auquel "
"s'ajoutent les frais couverts par les garanties additionnelles. Cette règle s'applique même :\n"
"\t s'il y a plusieurs personnes assurées ou une multiplicité d'intérêts;\n"
"\t si plusieurs personnes subissent un dommage;\n"
"\t si plusieurs personnes assurées sont civilement responsables des dommages "
"découlant d'un même sinistre; et\n"
"\t si les dommages sont de différentes natures.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"Si plusieurs personnes assurées sont civilement responsables des dommages découlant d'un "
"même sinistre et que le montant d'assurance est insuffisant, l'assuré désigné bénéficie des "
"garanties en priorité.\n"
"6.2 Ajustement du montant d'assurance en raison de la loi\n"
"Si le montant d'assurance est inférieur au montant minimum exigé par les lois relatives à "
"l'assurance des véhicules automobiles en vigueur à l'endroit du sinistre, le montant "
"d'assurance sera ajusté pour respecter ce minimum.\n"
"6.3 Cas où les personnes assurées doivent rembourser l'indemnité\n"
"Si l'assureur doit indemniser une autre personne en raison d'une disposition légale visant "
"l'assurance de véhicules automobiles, et qu'il n'était pas tenu de le faire en vertu du contrat "
"d'assurance, les personnes assurées s'engagent à rembourser cette indemnité à l'assureur, à "
"sa demande.\n"
"6.4 Limitation du montant d'assurance pour le risque nucléaire\n"
"Si c'est la réalisation d'un risque nucléaire qui a occasionné les dommages, le montant "
"d'assurance applicable se limite au montant minimum imposé par l'une des lois suivantes, "
"selon le type de véhicule automobile impliqué dans le sinistre :\n"
"\t la Loi sur l'assurance automobile;\n"
"\t la Loi sur les véhicules hors route.\n"
"6.5 Règles particulières pour le véhicule dont l'assuré désigné est nouvellement propriétaire\n"
"A. Le véhicule dont l'assuré désigné est nouvellement propriétaire bénéficie des mêmes "
"garanties que le véhicule désigné.\n"
"B. Si l'assuré désigné a plusieurs véhicules désignés assurés avec l'assureur, en vertu "
"d'un ou plusieurs contrats d'assurance, le véhicule dont il est nouvellement propriétaire "
"bénéficie de la moindre des garanties déjà accordées sur tous ces autres véhicules.\n"
"6.6 Règles particulières pour le véhicule de remplacement temporaire\n "
"A. Tout contrat d'assurance de responsabilité civile établi au nom du propriétaire d'un "
"véhicule de remplacement temporaire s'applique en premier.\n"
"B. Le présent chapitre A intervient seulement si l'assurance de ce propriétaire est "
"insuffisante, et ce :\n"
"\t jusqu'à concurrence du montant d'assurance du véhicule désigné; et\n"
"\t uniquement pour ce qui excède l'obligation de l'assureur du propriétaire.\n"
"Si l'assuré désigné a plusieurs véhicules désignés assurés avec l'assureur, en vertu "
"d'un ou plusieurs contrats d'assurance, c'est le plus élevé des montants d'assurance de "
"ces véhicules qui s'applique.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"6.7 Règles particulières pour le véhicule dont l'assuré désigné n'est pas propriétaire\n"
"A. Tout contrat d'assurance de responsabilité civile établi au nom du propriétaire d'un "
"véhicule dont l'assuré désigné n'est pas propriétaire s'applique en premier.\n"
"B. Le présent chapitre A intervient seulement si l'assurance de ce propriétaire est "
"insuffisante, et ce :\n"
"\t jusqu'à concurrence du montant d'assurance du véhicule désigné; et\n"
"\t uniquement pour ce qui excède l'obligation de l'assureur du propriétaire.\n"
"Si l'assuré désigné a plusieurs véhicules désignés assurés avec l'assureur, en vertu "
"d'un ou plusieurs contrats d'assurance, c'est le plus élevé des montants d'assurance de"
"ces véhicules qui s'applique.\n"
"C. Dans les quatre cas d'exception énumérés à la définition du véhicule dont l'assuré "
"désigné n'est pas propriétaire et aux conditions qui y sont énoncées, le montant "
"d'assurance est limité au montant minimum exigé par l'une des lois suivantes, selon le "
"type de véhicule automobile impliqué dans le sinistre :\n"
"\t la Loi sur l'assurance automobile;\n"
"\t la Loi sur les véhicules hors route.\n"
"6.8 Règles particulières pour les remorques ou les semi-remorques attelées à un véhicule automobile\n"
"A. Lorsqu'une ou plusieurs remorques ou semi-remorques sont attelées à un véhicule "
"automobile, elles sont réputées constituer avec lui un seul et même véhicule.\n"
"Cette règle signifie que si un dommage est causé par le véhicule automobile, la "
"remorque ou la semi-remorque, un seul de leur montant d'assurance s'applique, soit le plus élevé des "
"montants.\n"
"B. La même règle s'applique si ces véhicules sont assurés par différents contrats d'assurance avec "
"l'assureur.\n"
"C. Dans les quatre cas d'exception énumérés à la définition du véhicule dont l'assuré "
"désigné n'est pas propriétaire et aux conditions qui y sont énoncées, le montant "
"d'assurance est limité au montant minimum exigé par l'une des lois suivantes, selon le "
"type de véhicule automobile impliqué dans le sinistre :\n"
"\t la Loi sur l'assurance automobile;\n"
"\t la Loi sur les véhicules hors route.\n"
"6.9 Règles particulières pour le véhicule assuré confié à une personne qui exerce "
"une activité professionnelle de garagiste\n"
"Lorsqu'un dommage est causé par un véhicule assuré qui fait l'objet d'une activité "
"professionnelle de garagiste au moment du sinistre :\n "
"\t A. C'est le contrat d'assurance de la personne à qui le véhicule est confié et qui exerce cette "
"activité qui s'applique en premier, et ce, à la condition que ce contrat couvre sa "
"responsabilité civile sans désigner expressément les véhicules qui sont assurés.\n"
"\t B. Le présent chapitre A intervient seulement si l'assurance de cette personne est "
"insuffisante, et ce :\n"
"jusqu'à concurrence du montant d'assurance applicable; et\n"
"uniquement pour ce qui excède l'obligation de l'assureur de cette personne.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"7. MANDAT DE REPRÉSENTATION\n"
"Les personnes assurées donnent à l'assureur le mandat de les représenter dans toute poursuite "
"intentée contre elles au Canada ou aux États-Unis.\n"
"La poursuite doit découler du fait qu'une personne assurée est propriétaire du véhicule assuré ou "
"du fait qu'elle le conduisait ou en faisait usage.\n"
"Ce mandat de représentation inclut, entre autres, le droit pour l'assureur de comparaître au nom "
"des personnes assurées et d'assumer leur défense.\n"
"Les personnes assurées renoncent à leur droit de retirer ce mandat à l'assureur sans son consentement.\n"
)
return text
def generate_section_b_text() -> str:
"""
Function to generate FPQ1 Section B.
Return:
The FPQ1 Section B.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"CHAPITRE B :\n"
"GARANTIES POUR LES DOMMAGES AUX VÉHICULES ASSURÉS\n"
"(ASSURANCE OPTIONNELLE)\n"
"1. PERSONNE ASSURÉE\n"
"La personne assurée au chapitre B est l'assuré désigné.\n"
"Pour connaître les personnes assurées lorsqu'un véhicule de remplacement temporaire est "
"impliqué dans un sinistre, voir l'article 5 du chapitre B.\n"
"2. VÉHICULES ASSURÉS\n"
"Sauf si le contexte indique un sens différent, l'expression « véhicule assuré » utilisée au chapitre B "
"fait référence aux véhicules suivants :\n"
"A. Véhicule désigné.\n"
"B. Véhicule dont l'assuré désigné est nouvellement propriétaire¸ aux conditions énoncées à "
"sa définition.\n"
"3. GARANTIE PRINCIPALE\n"
"3.1 Description de la garantie principale\n"
"Le chapitre B couvre :\n"
"\t les dommages occasionnés directement et accidentellement à un véhicule assuré ou à "
"ses équipements et accessoires; et\n"
"\t la disparition d'un véhicule assuré ou de ses équipements et accessoires.\n"
"Ces dommages ou cette disparition doivent résulter de la réalisation d'un risque couvert par "
"la protection applicable.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"3.2 Description des protections\n"
"Pour connaître la protection applicable, voir l'article 4 de la section « Conditions particulières ».\n"
"3.2.1 Protection 1 – Garantie « tous risques »\n"
"Cette protection couvre les dommages occasionnés par tout type de risques. Par "
"contre, elle exclut les risques et les dommages énumérés à l'article 6 du chapitre B.\n"
"3.2.2 Protection 2 – Garantie contre les risques de collision et de renversement\n"
"Cette protection couvre les dommages occasionnés par les risques de collision et de "
"renversement.\n"
"Une « collision » inclut, entre autres :\n"
"\t toute collision entre un véhicule assuré et le sol;\n"
"\t toute collision entre deux véhicules attelés l'un à l'autre; et\n"
"\t toute collision entre un véhicule assuré et une personne ou un animal.\n"
"Le « renversement » d'un véhicule assuré peut être partiel ou complet.\n"
"Par contre, cette protection exclut les risques et les dommages énumérés à l'article 6 "
"du chapitre B.\n"
"3.2.3 Protection 3 - Garantie contre les risques qui ne sont pas une collision ou un renversement\n"
"Cette protection couvre les dommages occasionnés par les risques qui ne sont pas "
"une collision ou un renversement.\n "
"Elle couvre, entre autres, les dommages occasionnés par les risques suivants :\n"
"\t les risques énumérés à la Protection 4;\n"
"\t les actes malveillants;\n"
"\t les objets qui tombent ou qui volent;\n"
"\t les projectiles;\n"
"Tout comme la Protection 2, cette protection couvre aussi les dommages occasionnés "
"par une collision entre un véhicule assuré et une personne ou un animal.\n"
"Par contre, cette protection exclut les risques et les dommages énumérés à l'article 6 du chapitre B.\n"
"3.2.4 Protection 4 - Garantie contre des risques spécifiques\n"
"Cette protection couvre uniquement les dommages occasionnés par les risques suivants :\n"
"\t l'atterrissage forcé ou la chute d'un aéronef ou d'une partie de cet appareil;\n"
"\t la crue des eaux;\n"
"\t l'échouement, la submersion, l'incendie, le déraillement ou la collision de tout "
"véhicule terrestre ou bateau servant à transporter un véhicule assuré;\n"
"\t les émeutes;\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"\t les explosions;\n"
"\t la foudre;\n"
"\t la grêle;\n"
"\t l'incendie;\n"
"\t les mouvements populaires;\n"
"\t les tempêtes de vent;\n"
"\t les tentatives de vol;\n"
"\t les tremblements de terre;\n"
"\t le vol.\n"
"Par contre, cette protection exclut les risques et les dommages énumérés à l'article 6 du chapitre B.\n"
"4. GARANTIES ADDITIONNELLES\n"
"Lorsque la garantie principale s'applique, le chapitre B inclut les garanties additionnelles suivantes :\n"
"4.1 Frais de déplacement en cas de vol d'un véhicule assuré\n"
"Si un véhicule assuré est couvert par la Protection 1, la Protection 3 ou la Protection 4 et que "
"l'assuré désigné ne peut plus l'utiliser parce qu'il a été volé en entier, l'assureur lui rembourse "
"les frais suivants :\n"
"\t les frais de location pour un véhicule de remplacement temporaire;\n"
"\t les frais de taxi;\n"
"\t les frais de transport en commun.\n"
"Sur production des reçus de paiement, ces frais sont remboursés jusqu'à un montant maximum "
"de 40 $ par jour et de 1 200 $ par sinistre.\n"
"Cette garantie s'applique uniquement aux frais engagés à partir de 72 heures après la "
"déclaration de vol à la police ou à l'assureur, et ce, même si le contrat d'assurance a expiré "
"depuis le sinistre.\n"
"Ces frais cessent d'être remboursés :\n"
"\t lorsque le véhicule assuré est remplacé, ou réparé s'il a été retrouvé endommagé; ou\n"
"\t lorsqu'une entente sur le règlement du sinistre est conclue avant que le véhicule "
"assuré soit remplacé ou réparé.\n"
"4.2 Prise en charge des frais réclamés par une municipalité\n"
"L'assureur prend en charge les frais réclamés à l'assuré désigné par une municipalité en "
"vertu de la Loi sur la fiscalité municipale et ses règlements, lorsque son service de sécurité "
"incendie est intervenu pour prévenir ou combattre l'incendie d'un véhicule assuré.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"4.3 Prise en charge d'autres frais\n"
"L'assureur prend en charge les frais suivants lorsque l'assuré désigné en est civilement "
"responsable :\n"
"\t les frais d'avarie commune;\n"
"\t les frais de sauvetage;\n"
"\t les droits de douane du Canada et des États-Unis.\n"
"5. GARANTIE POUR LES VÉHICULES DE REMPLACEMENT TEMPORAIRE\n"
"L'assureur garantit l'assuré désigné et le conducteur d'un véhicule de remplacement temporaire "
"contre les conséquences financières qu'ils peuvent subir lorsqu'ils sont civilement responsables du "
"fait :\n"
"\t d'un dommage direct et accidentel causé à ce véhicule; ou\n"
"\t de la disparition de ce véhicule.\n"
"La responsabilité civile peut être contractuelle ou extracontractuelle.\n"
"Cette garantie s'applique aux conditions suivantes :\n"
"\t la protection applicable au véhicule de remplacement temporaire, soit celle du véhicule "
"désigné qu'il remplace, doit couvrir le risque ayant causé le dommage; et\n"
"\t l'assuré désigné ou le conducteur doit avoir un pouvoir de direction ou de gestion sur le "
"véhicule ou en avoir la garde.\n"
"Les garanties additionnelles du chapitre B ne s'appliquent pas à cette garantie. Par contre, si le cas "
"se présente, les garanties additionnelles du chapitre A peuvent s'appliquer.\n"
"Les exclusions énumérées à l'article 6 du chapitre B sont applicables à cette garantie.\n"
"L'indemnité payable par l'assureur est déterminée selon les règles énoncées à l'article 8 du chapitre B.\n"
"6. EXCLUSIONS\n"
"Les exclusions suivantes s'appliquent au chapitre B :\n"
"A. Les dommages occasionnés aux pneus, sauf en cas :\n"
"\t de coïncidence avec d'autres dommages couverts par la même garantie; ou\n"
"\t d'incendie, de vol ou d'actes malveillants couverts par la même garantie.\n"
"B. Les dommages occasionnés par :\n"
"\t un bris mécanique;\n"
"\t la corrosion;\n"
"\t l'explosion dans les chambres de combustion;\n"
"\t le gel;\n"
"\t une panne;\n"
"\t la rouille;\n"
"\t l'usure normale.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"Par contre, ces dommages ne sont pas exclus :\n"
"\t en cas de coïncidence avec d'autres dommages couverts par la même garantie; ou\n"
"\t en cas d'incendie, de vol ou d'actes malveillants couverts par la même garantie.\n"
"C. Pour la Protection 3 et la Protection 4 seulement, le vol commis par l'une des personnes "
"suivantes :\n"
"\t une personne qui a le même domicile que celui de l'assuré désigné;\n"
"\t une personne employée par l'assuré désigné en tant que préposé à la conduite, à la "
"vente, à l'équipement, à la réparation, à l'entretien, au remisage, au stationnement, au "
"déplacement ou au contrôle du bon fonctionnement d'un véhicule assuré, que cette "
"personne soit ou non dans l'exercice de ses fonctions au moment du vol.\n"
"D. L'appropriation illicite, le détournement, le vol ou le recel d'un véhicule assuré par une personne "
"qui en a la possession légitime en vertu d'une hypothèque, d'une vente conditionnelle, d'un "
"contrat de location, d'un contrat de crédit-bail ou en vertu de toute autre convention écrite "
"similaire.\n"
"E. L'aliénation volontaire des titres de propriété, avec ou sans abus de confiance, fraude ou "
"déclaration mensongère.\n"
"F. Le contenu d'une remorque ou d'une semi-remorque.\n"
"G. Les rubans ou les accessoires de magnétophone, ou les disques compacts, à moins qu'ils ne "
"soient en place dans un appareil.\n"
"H. Qu'il y ait ou non déclaration de guerre, les dommages occasionnés, dans quelque mesure que "
"ce soit, par :\n"
"\t les activités des forces armées engagées dans des hostilités;\n"
"\t les bombardements;\n"
"\t la force militaire;\n"
"\t la guerre civile;\n"
"\t l'insurrection;\n"
"\t l'invasion;\n"
"\t la rébellion;\n"
"\t la révolution;\n"
"\t l'usurpation de pouvoir.\n"
"I. Les dommages causés par un sinistre qui survient pendant que le véhicule assuré :\n"
"\t est loué à une autre personne;\n"
"\t est utilisé comme taxi, véhicule de visites touristiques, autobus, autocar ou comme tout "
"autre véhicule fourni avec chauffeur;\n"
"\t transporte des explosifs;\n"
"\t transporte des substances radioactives à des fins de recherche, d'éducation, d'expansion, "
"d'industrie, ou à d'autres fins connexes.\n"
"L'assureur peut accepter de couvrir ces situations en les spécifiant à la section « Conditions "
"particulières » ou par un avenant.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"7. FRANCHISE PAYABLE PAR L'ASSURÉ DÉSIGNÉ\n"
"L'assuré désigné doit assumer la franchise relative à la protection applicable. Par contre, si les "
"dommages sont occasionnés par la foudre ou l'incendie, la franchise ne s'applique pas.\n"
"Pour connaître la franchise applicable à chacune des protections, voir l'article 4 de la section "
"« Conditions particulières » ou les avenants, selon le cas.\n"
"8. INDEMNITÉ PAYABLE PAR L'ASSUREUR\n"
"8.1 Règle générale\n"
"L'indemnité payable par l'assureur correspond à la valeur des dommages, moins la "
"franchise. Elle inclut aussi les frais couverts par les garanties additionnelles.\n"
"Pour les règles relatives à la façon dont se détermine la valeur des dommages, voir l'article 2 "
"de la section « Déclarer un sinistre et faire une réclamation ».\n"
"8.2 Délais pour le paiement de l'indemnité\n"
"L'assureur doit payer l'indemnité :\n"
"\t dans les 60 jours qui suivent le moment où l'assuré désigné a déclaré le sinistre; ou\n"
"\t dans les 60 jours qui suivent le moment où l'assureur a reçu les informations ou les "
"pièces justificatives qu'il a exigées.\n"
"8.3 Règles particulières pour le véhicule dont l'assuré désigné est nouvellement propriétaire\n"
"A. Si le véhicule dont l'assuré désigné est nouvellement propriétaire remplace ou "
"s'ajoute à un seul véhicule désigné :\n"
"\t la protection applicable est la même que celle du véhicule désigné;\n"
"\t la franchise applicable est la même que celle du véhicule désigné.\n"
"B. Si le véhicule s'ajoute à plusieurs véhicules désignés assurés par un ou plusieurs "
"contrats d'assurance avec l'assureur :\n"
"\t le dommage est couvert seulement si tous les véhicules désignés sont assurés, "
"au moment du sinistre, pour le risque ayant causé le dommage;\n"
"\t la franchise applicable est la plus élevée de toutes les franchises des protections "
"qui couvrent le risque ayant causé le dommage.\n"
"8.4 Règles particulières pour le véhicule de remplacement temporaire\n"
"A. Tout contrat d'assurance du propriétaire du véhicule de remplacement temporaire s'applique en premier.\n"
"B. Le présent chapitre B s'applique seulement dans l'une des situations suivantes :\n"
"\t le propriétaire de ce véhicule n'est pas assuré pour les dommages causés à son véhicule;\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"\t le propriétaire de ce véhicule est assuré, mais la franchise de son contrat "
"d'assurance est plus élevée que celle du présent contrat. L'indemnité du présent "
"chapitre B se limite alors à la différence entre :\n"
"- la franchise du propriétaire de ce véhicule; et\n"
"- la franchise du véhicule désigné qui est remplacé par le véhicule de "
"remplacement temporaire.\n"
"8.5 Règles particulières pour les remorques ou les semi-remorques attelées à un véhicule automobile\n"
"Si une ou plusieurs remorques ou semi-remorques sont attelées à un véhicule automobile et "
"que ces véhicules subissent un dommage lors d'un même sinistre :\n"
"\t ces véhicules sont réputés être des véhicules distincts;\n"
"\t ce sont donc leur propre protection et leur propre franchise qui s'appliquent.\n"
)
return text
def generate_general_conditions_text() -> str:
"""
Function to generate FPQ1 general conditions.
Return:
The FPQ1 general conditions.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
"CONDITIONS GÉNÉRALES\n"
"1. LOIS APPLICABLES AU CONTRAT D'ASSURANCE\n"
"Le contrat d'assurance est régi par les lois suivantes :\n"
"\t le Code civil du Québec;\n"
"\t le Code de procédure civile du Québec;\n"
"\t la Loi sur l'assurance automobile et ses règlements; et\n"
"\t la Loi sur les véhicules hors route lorsque le cas se présente.\n"
"Certaines conditions générales du contrat d'assurance sont une version simplifiée des exigences de "
"ces lois. En cas d'ambiguïté ou de divergence, c'est le texte de ces lois qui a priorité.\n"
"2. ENDROITS OÙ LES GARANTIES S'APPLIQUENT\n"
"Les garanties du contrat d'assurance s'appliquent uniquement lorsque le sinistre survient dans l'un "
"des endroits suivants :\n"
"\t au Canada ou aux États-Unis;\n"
"dans un bateau ou dans un aéronef qui fait le service entre les ports et les aéroports de ces pays.\n"
"L'assureur peut accepter, par un avenant, de couvrir des sinistres qui surviennent ailleurs.\n"
"3. CONTINUATION DES GARANTIES APRÈS UN SINISTRE\n"
"Un sinistre ne met pas fin au contrat d'assurance.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"4. RÈGLES D'APPLICATION DU CONTRAT D'ASSURANCE LORSQU'IL Y A PLUSIEURS VÉHICULES DÉSIGNÉS\n"
"S'il y a plusieurs véhicules désignés, le contrat d'assurance est réputé s'appliquer à chacun de ces "
"véhicules comme si un contrat distinct avait été conclu pour chacun d'eux.\n"
"5. INFORMATIONS À DÉCLARER À L'ASSUREUR\n"
"5.1 Déclaration initiale du risque\n"
"Le preneur, et la personne assurée si l'assureur le demande, doivent déclarer à l'assureur "
"les circonstances qu'ils connaissent et qui sont de nature à influencer de façon importante un "
"assureur dans :\n"
"\t son analyse du risque;\n"
"\t sa décision d'accepter ou non le risque; ou\n"
"\t l'établissement de la prime d'assurance.\n"
"Par contre, le preneur et la personne assurée n'ont pas à déclarer les circonstances que "
"l'assureur connaît déjà ou qu'il est présumé connaître en raison de leur notoriété, sauf si "
"l'assureur pose des questions à ce sujet.\n"
"5.2 Aggravation du risque\n"
"5.2.1 Obligation de la personne assurée\n"
"La personne assurée doit déclarer sans tarder à l'assureur les circonstances qui "
"aggravent les risques spécifiés dans le contrat d'assurance.\n"
"Les circonstances à déclarer doivent résulter des faits et gestes de la personne "
"assurée. Elles doivent aussi être de nature à influencer de façon importante un assureur dans :\n"
"\t son analyse du risque;\n"
"\t sa décision de maintenir le contrat d'assurance ou d'y mettre fin; ou\n"
"\t l'établissement de la prime d'assurance.\n"
"5.2.2 Droits de l'assureur\n"
"L'assureur qui est informé de nouvelles circonstances peut :\n"
"\t proposer à l'assuré désigné, par écrit, une nouvelle prime d'assurance.\n"
"L'assuré désigné doit alors accepter et payer la nouvelle prime d'assurance "
"dans les 30 jours de la proposition qui lui est faite. S'il ne le fait pas, le contrat "
"d'assurance prend fin; ou\n"
"\t résilier le contrat d'assurance en respectant les conditions énoncées à l'article 3 "
"de la section « Prise d'effet, renouvellement et expiration du contrat d'assurance ».\n"
"Par contre, si l'assureur continue d'accepter le paiement de la prime d'assurance ou "
"s'il paie une indemnité après un sinistre, il est réputé avoir accepté les nouvelles "
"circonstances qui lui ont été déclarées.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"5.3 Conséquences en cas de fausses déclarations ou d'informations non déclarées\n"
"5.3.1 Conséquences d'application au chapitre A\n"
"A. Annulation du chapitre A\n"
"À tout moment, l'assureur peut demander l'annulation du chapitre A si :\n"
"a) le preneur ou une personne assurée :\n"
"\t a fait une fausse déclaration sur les informations à déclarer aux "
"paragraphes 5.1 et 5.2 de la présente section; ou\n"
"\t n'a volontairement pas déclaré une information visée aux "
"paragraphes 5.1 et 5.2 de la présente section (appelée une « réticence »);\n"
"et\n"
"b) cette fausse déclaration ou cette réticence est de nature à influencer sensiblement un assureur "
"raisonnable dans sa décision d'accepter le risque.\n"
"B. Réduction de l'indemnité à la suite d'un sinistre\n"
"Si, à la suite d'un sinistre, l'assureur ne réussit pas à démontrer que la fausse déclaration ou la "
"réticence était de nature à influencer sensiblement un assureur raisonnable dans sa décision d'accepter "
"le risque, il devra payer une partie de l'indemnité.\n"
"L'indemnité est calculée en proportion de la prime d'assurance établie par l'assureur avant qu'il prenne "
"connaissance de la fausse déclaration ou de la réticence, divisée par la prime d'assurance qu'il aurait "
"fixée si le preneur ou la personne assurée lui avait fourni les informations qu'il devait déclarer.\n"
"5.3.2 Conséquences d'application au chapitre B\n"
"A. Annulation du chapitre B\n"
"À tout moment, l'assureur peut demander l'annulation du chapitre B si :\n"
"a) le preneur ou une personne assurée :\n"
"\t a fait une fausse déclaration sur les informations à déclarer aux paragraphes 5.1 et 5.2 de la "
"présente section; ou\n"
"\t n'a volontairement pas déclaré une information visée aux paragraphes 5.1 et 5.2 de la présente "
"section (appelée une « réticence »);\n"
"et\n"
"b) cette fausse déclaration ou cette réticence est de nature à influencer sensiblement un assureur "
"raisonnable dans sa décision d'accepter le risque.\n"
"À la suite d'un sinistre, l'assureur peut demander l'annulation du chapitre B même si le sinistre "
"découle d'un risque qui n'a pas été dénaturé par la fausse déclaration ou la réticence.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"B. Réduction de l'indemnité à la suite d'un sinistre\n"
"À la suite d'un sinistre, malgré toute fausse déclaration ou réticence, l'assureur devra payer une "
"partie de l'indemnité s'il ne réussit pas à démontrer :\n"
"\t la mauvaise foi de l'assuré désigné ou du preneur; ou\n"
"\t qu'il n'aurait pas accepté le risque s'il avait été informé des vraies circonstances.\n"
"L'indemnité est calculée en proportion de la prime d'assurance établie par l'assureur avant qu'il prenne "
"connaissance de la fausse déclaration ou de la réticence, divisée par la prime d'assurance qu'il aurait "
"fixée si le preneur ou la personne assurée lui avait fourni les informations qu'il devait déclarer.\n"
"6. NON-RESPECT D'UN ENGAGEMENT FORMEL\n"
"En cas de non-respect d'un engagement formel qui aggrave le risque, la garantie qui couvre le risque visé "
"par l'engagement formel est suspendue.\n"
"La suspension prend fin lorsque :\n"
"\t une personne assurée respecte de nouveau son engagement formel; ou\n"
"\t l'assureur donne son consentement.\n"
"Les engagements formels peuvent, entre autres, se retrouver :\n"
"\t à la section « Conditions particulières »;\n"
"\t dans les avenants.\n"
"7. USAGES INTERDITS D'UN VÉHICULE ASSURÉ\n"
"Les personnes assurées ne doivent pas conduire le véhicule assuré, ni le faire fonctionner, dans les "
"situations suivantes :\n"
"a) Les personnes assurées :\n"
"\t n'ont pas au moins 16 ans ou l'âge légal pour conduire; et\n"
"\t ne sont pas autorisées à conduire selon la loi, ou aptes à conduire ou à faire fonctionner le véhicule.\n"
"b) Pour faire du transport ou du commerce illégalement.\n"
"c)Pour participer à une course ou à une épreuve de vitesse.\n"
"Les personnes assurées ne doivent pas non plus permettre à toute autre personne de faire usage du "
"véhicule assuré dans ces situations.\n"
"8. EXAMEN DES VÉHICULES ASSURÉS\n"
"À tout moment raisonnable, l'assureur a le droit d'examiner les véhicules assurés ou leurs équipements "
"et leurs accessoires.\n"
"9. ENVOI DES AVIS PAR L'ASSUREUR ET L'ASSURÉ DÉSIGNÉ\n"
"Les avis destinés à l'assureur peuvent être envoyés à l'assureur, ou à son représentant autorisé, "
"par tout moyen de communication reconnu.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"Les avis destinés à l'assuré désigné peuvent lui être remis en mains propres ou lui être envoyés "
"par courrier à sa dernière adresse connue.\n"
)
return text
def generate_loss_and_claims_reporting_text() -> str:
"""
Function to generate FPQ1 loss reporting and claims processing.
Return:
The FPQ1 loss reporting and claims processing.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
"DÉCLARER UN SINISTRE ET FAIRE UNE RÉCLAMATION\n"
"1. QUOI FAIRE LORS D'UN SINISTRE\n"
"1.1 Déclarer certaines informations à l'assureur\n"
"1.1.1 Déclarer le sinistre\n"
"Dès qu'une personne assurée a connaissance d'un sinistre qui pourrait être couvert par le contrat "
"d'assurance, elle doit en informer l'assureur.\n"
"Toutes les personnes intéressées peuvent aussi en informer l'assureur.\n"
"Si cette obligation de déclarer le sinistre n'est pas respectée et que l'assureur en subit un "
"préjudice, la personne assurée perd son droit à l'indemnisation.\n"
"1.1.2 Déclarer certaines autres informations\n"
"Lorsque l'assureur le demande, la personne assurée doit l'informer le plus tôt possible de toutes "
"les circonstances relatives au sinistre, y compris :\n"
"\t la cause probable du sinistre;\n"
"\t la nature et l'étendue des dommages;\n"
"\t l'endroit où se trouve le véhicule assuré ou tout autre bien;\n"
"\t les droits de toute autre personne;\n"
"\t les autres contrats d'assurance qui peuvent s'appliquer.\n"
"La personne assurée doit aussi remettre à l'assureur les pièces justificatives qui permettent de "
"prouver ces informations. Elle doit affirmer sous serment que toutes les informations fournies sont "
"véridiques.\n"
"Si, pour un motif sérieux, la personne assurée ne peut pas respecter ces obligations le plus tôt "
"possible, elle a droit à un délai raisonnable pour le faire.\n"
"Si la personne assurée ne respecte pas ces obligations, toute personne intéressée peut le faire "
"à sa place.\n"
"La personne assurée doit aussi remettre à l'assureur, dans les meilleurs délais, une copie de tous "
"les documents qu'elle reçoit concernant une réclamation, y compris :\n"
"\t les avis;\n"
"\t les lettres;\n"
"les assignations et tout autre acte de procédure.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"1.1.3 Conséquences en cas de déclarations mensongères\n"
"La personne qui fait une déclaration mensongère relative au sinistre perd son droit à l'indemnisation."
"Elle perd ce droit uniquement pour les dommages causés par la réalisation du risque auquel se rattache "
"la déclaration mensongère.\n"
"Par contre, si la réalisation de ce risque a causé des dommages tant à des biens à usage professionnel "
"qu'à des biens à usage personnel, cette personne perd son droit à l'indemnisation uniquement pour "
"les dommages causés à la catégorie de biens à laquelle se rattache la déclaration mensongère.\n"
"1.2 Respecter certaines obligations relatives au véhicule assuré\n"
"1.2.1 Ne pas abandonner le véhicule assuré\n"
"La personne assurée ne doit pas abandonner le véhicule assuré ou tout autre bien endommagé, sans le "
"consentement de l'assureur.\n"
"1.2.2 Faciliter le sauvetage du véhicule assuré et les vérifications de l'assureur\n"
"La personne assurée doit faciliter le sauvetage du véhicule assuré et de tout autre bien assuré.\n"
"Elle doit aussi faciliter les vérifications de l'assureur. Elle doit, entre autres, permettre à "
"l'assureur et à ses représentants de visiter tout lieu et d'examiner le véhicule assuré ou "
"ses équipements et accessoires.\n"
"1.2.3 Protéger le véhicule assuré\n"
"La personne assurée doit se charger de protéger le véhicule assuré contre tout danger de perte "
"ou de dommage supplémentaire, dans la mesure du possible et aux frais de l'assureur.\n"
"Si elle ne respecte pas cette obligation, tout dommage qui en découle, dans quelque mesure que "
"ce soit, sera à ses frais.\n"
"1.2.4 Ne pas réparer le véhicule assuré ni enlever des éléments\n"
"Tant que l'assureur n'a pas examiné le véhicule assuré dans un délai raisonnable, comme prévu à "
"l'article 8 de la section « Conditions générales » :\n"
"\t aucune réparation ne doit être faite au véhicule; et\n"
"\t aucun élément utile à l'évaluation des dommages ne doit être enlevé du véhicule.\n"
"Par contre, ces actions peuvent être posées dans l'une des situations suivantes :\n"
"\t si elles sont nécessaires pour protéger le véhicule assuré;\n"
"\t si l'assureur donne son consentement par écrit.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"1.3 Ne pas se prononcer sur sa responsabilité et ne pas régler la réclamation\n"
"Sauf à ses propres frais, la personne assurée, à la suite d'un sinistre :\n"
"\t ne doit pas se prononcer sur sa responsabilité; et\n"
"\t ne doit pas régler ou tenter de régler une réclamation.\n"
"Si une personne assurée conclut une entente par rapport au sinistre (appelée une « transaction ») "
"et ce, sans le consentement de l'assureur, l'assureur n'est pas lié par cette entente.\n"
"1.4 Collaborer avec l'assureur\n"
"La personne assurée doit collaborer avec l'assureur dans le traitement de toute réclamation.\n"
"2. COMMENT SE DÉTERMINE LA VALEUR DES DOMMAGES\n"
"La valeur des dommages payable par l'assureur ne peut pas dépasser la « valeur au jour du sinistre » "
"du véhicule assuré.\n"
"Lorsque l'assuré désigné a été indemnisé, l'assureur a le droit de récupérer le bien ou la partie du "
"bien endommagé.\n"
"2.1 Valeur des dommages payable par l'assureur pour la réparation du véhicule assuré\n"
"La valeur des dommages est déterminée, entre autres, selon le prix des matériaux au jour du sinistre.\n"
"Les matériaux utilisés pour la réparation du véhicule assuré, ou pour le remplacement de pièces "
"endommagées, doivent être de même nature et de même qualité, en tenant compte de la dépréciation de "
"quelque nature qu'elle soit.\n"
"2.1.1 Précisions pour les pièces de carrosserie\n"
"Dans les cas suivants, l'assureur détermine le prix des matériaux sur la base des pièces d'origine "
"du fabricant :\n"
"\t le véhicule est âgé de moins de 2 ans ou il a moins de 40 000 km;\n"
"\t le véhicule est un véhicule à usage commercial âgé de moins d'un an.\n"
"Dans les autres cas, l'assureur peut se baser sur le prix de pièces similaires de carrosserie."
"Par contre, l'assuré désigné peut demander des pièces d'origine du fabricant si elles sont disponibles."
"Il doit en informer l'assureur au moment où il déclare le sinistre. L'assureur précisera alors les "
"conditions applicables et les coûts supplémentaires que l'assuré désigné devra payer.\n"
"2.1.2 Pièces non disponibles ou qui ne sont plus fabriquées\n"
"Si parmi les matériaux nécessaires à la réparation du véhicule, certaines pièces de rechange ne sont "
"pas disponibles ou ne sont plus fabriquées, l'assureur n'est tenu qu'au dernier prix courant des "
"pièces d'origine du fabricant.\n"
"L'assureur peut aussi tenir compte de la dépréciation de quelque nature qu'elle soit.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"2.2 Valeur des dommages payable par l'assureur pour le véhicule assuré qui est une perte totale\n"
"Lorsque le véhicule assuré est une perte totale ou que la perte est réputée totale, la valeur des "
"dommages équivaut à la « valeur au jour du sinistre » du véhicule assuré.\n"
"Malgré la perte totale ou réputée totale, l'assuré désigné peut demander que le véhicule soit "
"remis dans l'état où il était au jour du sinistre.\n"
"L'assuré désigné doit remettre à l'assureur les pièces justificatives qui permettent de démontrer "
"l'état de son véhicule au jour du sinistre.\n"
"Dans un tel cas, l'assureur doit accepter cette demande s'il juge que les coûts sont raisonnables "
"pour remettre le véhicule dans l'état où il était au jour du sinistre.\n"
"2.3 Cas où l'assureur peut décider de faire réparer, reconstruire ou remplacer le bien endommagé\n"
"S'il n'y a pas d'arbitrage, et sous réserve des droits des créanciers prioritaires et hypothécaires, "
"l'assureur peut décider de réparer, reconstruire ou remplacer le bien endommagé avec d'autres "
"biens de même nature et de même qualité, et ce, au lieu de payer une indemnité en argent.\n"
"Avant de procéder à la réparation, à la reconstruction ou au remplacement du bien, l'assureur "
"doit en informer l'assuré désigné par écrit dans les 7 jours où il reçoit la demande d'indemnité.\n"
"De plus, la réparation, la reconstruction ou le remplacement doit être fait dans un délai raisonnable.\n"
"3. DROIT DE L'ASSUREUR APRÈS AVOIR PAYÉ UNE INDEMNITÉ (DROIT DE SUBROGATION)\n"
"3.1 Règle générale\n"
"Après avoir payé une indemnité, l'assureur est subrogé dans les droits de la personne assurée "
"contre la personne responsable des dommages. Cela signifie que les droits de la personne assurée "
"sont transférés à l'assureur.\n"
"Cette subrogation s'opère jusqu'à concurrence de l'indemnité que l'assureur a payée.\n"
"Si l'assureur ne peut pas exercer son droit de subrogation du fait de la personne assurée, "
"l'assureur peut être libéré de ses obligations envers la personne assurée, en partie ou en totalité.\n"
"3.2 Exceptions\n"
"Dans les deux cas suivants, l'assureur ne peut pas demander à la personne responsable des dommages "
"de lui rembourser l'indemnité qu'il a payée :\n"
"a) Lorsque cette personne fait partie de la maison de la personne assurée.\n"
"b) Pour le chapitre B seulement, lorsque cette personne avait un pouvoir de direction ou de "
"gestion sur le véhicule assuré ou en avait la garde, avec le consentement de l'assuré désigné."
"Cette dernière exception ne s'applique pas si cette personne :\n"
"\t exerçait une activité professionnelle de garagiste au moment du sinistre; ou\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"\t n'a pas respecté le contrat d'assurance.\n"
"4.1 Faire une demande d'arbitrage\n"
"L'assuré désigné ou l'assureur peuvent faire une demande d'arbitrage s'ils ne sont pas d'accord "
"sur les questions suivantes :\n"
"\t la nature, l'étendue ou la valeur des dommages;\n"
"\t si la réparation ou le remplacement est suffisant.\n"
"Cette demande d'arbitrage peut être faite même si la validité du contrat d'assurance est contestée.\n"
"4.1.1 Demande faite par l'assuré désigné\n"
"L'assuré désigné doit envoyer un avis écrit à l'assureur et y préciser la raison du désaccord.\n"
"L'assureur doit accepter la demande d'arbitrage faite par l'assuré désigné et lui envoyer un "
"accusé de réception dans les 15 jours francs où il reçoit l'avis.\n"
"4.1.2 Demande faite par l'assureur\n"
"L'assureur doit envoyer un avis écrit à l'assuré désigné qui précise la raison du désaccord.\n"
"L'assuré désigné doit confirmer à l'assureur son acceptation ou son refus de soumettre le désaccord à "
"l'arbitrage dans les 15 jours francs où il reçoit l'avis.\n"
"4.2 Choisir les experts et l'arbitre\n"
"L'assureur et l'assuré désigné doivent chacun choisir un expert.\n"
"Selon la nature du désaccord, les deux experts choisis doivent :\n"
"\t déterminer la nature, l'étendue et la valeur des dommages. Pour ce faire, ils doivent évaluer "
"séparément la « valeur au jour du sinistre » et le coût de réparation ou de remplacement; ou\n"
"\t évaluer si la réparation ou le remplacement est suffisant.\n"
"Si les évaluations des experts sont différentes, ils doivent tenter de s'entendre sur une valeur commune.\n"
"S'ils n'y arrivent pas, ils doivent soumettre leur différend à un arbitre neutre qu'ils choisissent, "
"c'est-à-dire un arbitre qui ne représente ni les intérêts de l'assureur ni les intérêts de l'assuré "
"désigné.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"Dans les cas suivants, l'assureur ou l'assuré désigné doit demander à un tribunal compétent à "
"l'endroit de l'arbitrage de nommer les experts ou l'arbitre :\n"
"\t l'assureur ou l'assuré désigné n'a pas choisi son expert dans les 30 jours francs de la "
"date de l'avis;\n"
"\t les experts n'ont pas choisi un arbitre dans les 15 jours francs de leur nomination; l'un "
"des experts ou l'arbitre refuse de faire l'arbitrage ou n'est pas disponible.\n"
"4.3 Valeur des dommages payable par l'assureur\n"
"Même s'il y a un arbitrage, l'assureur doit payer la partie de la valeur des dommages qui n'est pas "
"contestée. Ce paiement doit être fait au plus tard :\n"
"\t dans les 60 jours où le sinistre a été déclaré; ou\n"
"\t dans les 60 jours où l'assureur a reçu les informations ou les pièces justificatives qu'il a exigées.\n"
"Par contre, si la validité ou l'application du contrat d'assurance est contestée, l'assureur n'a "
"pas à payer ce montant dans ces délais.\n"
"À la suite de l'arbitrage, l'assureur doit payer le montant fixé par l'arbitre dans les 15 jours à "
"compter du moment où l'assuré désigné a accepté la décision de l'arbitre.\n"
"4.4 Déroulement de l'arbitrage\n"
"L'arbitrage doit se dérouler selon les articles 940 à 951.2 du Code de procédure civile du Québec, en "
"tenant compte des adaptations nécessaires en raison des règles particulières prévues au contrat "
"d'assurance.\n"
"Comme le prévoit l'article 944.1 du Code de procédure civile du Québec, l'arbitre peut décider "
"quelle procédure il appliquera lors de l'arbitrage. Il doit malgré tout s'assurer de respecter les "
"règles prévues aux articles 940 à 951.2 du Code de procédure civile du Québec.\n"
"4.5 Choix de la langue\n"
"L'arbitre, l'assureur et l'assuré désigné peuvent utiliser la langue de leur choix pendant "
"l'arbitrage. Des mesures doivent être prises pour assurer la compréhension de tous.\n"
"4.6 Endroit où se déroule l'arbitrage\n"
"Le lieu de l'arbitrage est déterminé en fonction du domicile de l'assuré désigné.\n"
"4.7 Décision de l'arbitre\n"
"L'arbitre rend une décision en se basant sur les lois applicables au Québec.\n"
"Sa décision doit être écrite et motivée. Elle doit aussi être signée et inclure la date et le lieu où "
"elle a été rendue.\n"
"La décision doit être envoyée à l'assureur et à l'assuré désigné dans les 30 jours de la date "
"où elle a été rendue.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"4.8 Frais et honoraires de l'arbitrage\n"
"L'assureur et l'assuré désigné paient les frais et les honoraires de leur propre expert et la "
"moitié des frais et honoraires de l'arbitrage.\n"
"Par contre, si l'arbitre considère que la façon de partager les frais et les honoraires de "
"l'arbitrage n'est pas justifiée ou équitable dans les circonstances, il peut en décider autrement.\n"
"5. MAINTIEN DES DROITS DE L'ASSURÉ DÉSIGNÉ ET DE L'ASSUREUR\n"
"Les actes posés par l'assuré désigné ou l'assureur ne sont pas considérés comme une renonciation "
"aux droits que leur donne le contrat d'assurance s'ils sont posés dans le cadre:\n"
"\t d'une enquête sur un sinistre;\n"
"\t d'un règlement de sinistre;\n"
"\t d'un arbitrage;\n"
"\t d'une demande d'indemnité.\n"
"6. DÉLAI POUR ENTREPRENDRE UNE ACTION DÉCOULANT DU CONTRAT D'ASSURANCE (DÉLAI DE PRESCRIPTION)\n"
"Une action qui découle du contrat d'assurance, incluant toute action en justice, doit être exercée "
"dans les 3 ans à partir du moment où le droit d'action a commencé à exister.\n"
)
return text
def generate_dates_text() -> str:
"""
Function to generate FPQ1 dates.
Return:
The FPQ1 dates.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
"PRISE D'EFFET, RENOUVELLEMENT ET EXPIRATION DU CONTRAT D'ASSURANCE\n"
"1. PRISE D'EFFET ET EXPIRATION DU CONTRAT D'ASSURANCE\n"
"Le contrat d'assurance prend effet et expire aux dates et à l'heure écrites à l'article 2 de la section "
"« Conditions particulières » ou, selon le cas, dans les avenants.\n"
"2. RENOUVELLEMENT DU CONTRAT D'ASSURANCE\n"
"À sa date d'expiration, le contrat d'assurance se renouvelle automatiquement, à moins d'un avis "
"contraire de l'assuré désigné ou de l'assureur.\n"
"Il se renouvelle pour la même prime d'assurance et la même durée, à moins d'un avis contraire de "
"l'assuré désigné ou de l'assureur.\n"
"L'avis envoyé par l'assureur peut être un avis de non-renouvellement ou un avis pour modifier la "
"prime d'assurance. Cet avis doit être adressé à l'assuré désigné au plus tard 30 jours avant la "
"date d'expiration du contrat d'assurance, à sa dernière adresse connue.\n"
"Si l'assuré désigné utilise les services d'un courtier en assurance, l'avis de l'assureur doit être "
"remis au courtier en assurance, qui doit ensuite le remettre à l'assuré désigné.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"3. RÉSILIATION DU CONTRAT D'ASSURANCE (METTRE FIN AU CONTRAT D'ASSURANCE)\n"
"3.1 Résiliation par l'assuré désigné\n"
"3.1.1. Conditions à respecter\n"
"À tout moment, l'assuré désigné peut résilier le contrat d'assurance en envoyant un "
"avis écrit à l'assureur.\n"
"Les assurés désignés peuvent mandater un ou plusieurs d'entre eux pour envoyer un avis en leur nom à tous.\n"
"La résiliation prend effet dès que l'assureur reçoit l'avis de chacun des assurés désignés "
"ou de leur mandataire.\n"
"3.1.2 Remboursement de la prime d'assurance\n"
"Si le contrat d'assurance est résilié par l'assuré désigné, l'assureur doit lui rembourser la "
"partie de la prime d'assurance payée en trop, telle que calculée selon le « Tableau de résiliation ».\n"
"Ce « Tableau de résiliation » fait partie du contrat d'assurance.\n"
"Par contre, si la prime d'assurance a été payée à l'assureur par le courtier en assurance, "
"l'assuré désigné peut être remboursé uniquement pour ce qu'il a effectivement payé ou remboursé au "
"courtier en assurance.\n"
"3.2 Résiliation par l'assureur\n"
"3.2.1 Conditions à respecter\n"
"A. Résiliation faite dans les 60 jours\n"
"L'assureur peut résilier le contrat d'assurance dans les 60 jours de la prise d'effet du contrat "
"d'assurance.\n"
"Il doit envoyer un avis écrit à chacun des assurés désignés ou à leur mandataire.\n"
"La résiliation prend effet 15 jours après la réception de l'avis par chacun des assurés désignés ou "
"par leur mandataire, à leur dernière adresse connue.\n"
"B. Résiliation faite après 60 jours\n"
"Plus de 60 jours après la prise d'effet du contrat d'assurance, l'assureur peut résilier le "
"contrat d'assurance uniquement dans l'une des situations suivantes :\n"
"\t il y a eu une aggravation des risques de nature à influencer sensiblement un assureur raisonnable "
"dans sa décision de maintenir le contrat d'assurance;\n"
"\t la prime d'assurance n'a pas été payée.\n"
"L'assureur doit alors envoyer un avis écrit à chacun des assurés désignés ou à leur mandataire.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"La résiliation prend effet, selon le cas :\n"
"\t 30 jours après la réception de l'avis par chacun des assurés désignés ou par leur mandataire, "
"à leur dernière adresse connue;\n"
"\t 15 jours après la réception de l'avis par chacun des assurés désignés ou par leur mandataire, "
"à leur dernière adresse connue, si le véhicule désigné est un véhicule visé par le titre VIII.I "
"du Code de la sécurité routière et qu'il n'est pas un autobus scolaire.\n"
"3.2.2 Remboursement de la prime d'assurance\n"
"Si l'assureur résilie le contrat d'assurance, il n'a droit qu'à la partie de la prime d'assurance "
"équivalente au nombre de jours pendant lesquels l'assuré désigné a effectivement bénéficié du "
"contrat d'assurance.\n"
"Si l'assuré désigné a payé la prime d'assurance à l'avance, l'assureur doit lui rembourser ce qui "
"a été payé en trop. Par contre, si la prime d'assurance a été payée à l'assureur par le courtier "
"en assurance, l'assuré désigné peut être remboursé uniquement pour ce qu'il a effectivement payé "
"ou remboursé au courtier en assurance.\n"
f"{NEW_PAGE_TAG}\n"
)
return text
def generate_cancellation_table_text() -> str:
"""
Function to generate FPQ1 cancellation table.
Return:
The FPQ1 cancellation table.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = f"{fpq1_pages_header_text}TABLEAU DE RÉSILIATION\n{NEW_PAGE_TAG}\n"
return text
def generate_definitions_text() -> str:
"""
Function to generate FPQ1 definitions.
Return:
The FPQ1 definitions.
"""
fpq1_pages_header_text = generate_fpq1_pages_header_text()
text = (
f"{fpq1_pages_header_text}"
"DÉFINITIONS\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"Sauf si le contexte indique un sens différent, les définitions ci-dessous s'appliquent aux mots et aux "
"expressions en caractère gras dans le contrat d'assurance. À noter qu'en raison du contexte, un mot "
"défini ou une expression définie peut ne pas être en caractère gras dans le contrat d'assurance; dans un "
"tel cas, ils sont utilisés dans leur sens ordinaire et la définition ne s'y applique pas.\n"
"Certaines des définitions sont une version simplifiée de celles déjà prévues dans les lois suivantes :\n"
"\t le Code civil du Québec;\n"
"\t le Code de procédure civile du Québec;\n"
"\t la Loi sur l'assurance automobile; et\n"
"\t la Loi sur les véhicules hors route.\n"
"En cas d'ambiguïté ou de divergence, c'est le texte de ces lois qui a priorité.\n"
"ACTIVITÉ PROFESSIONNELLE DE GARAGISTE : entre autres, toute activité professionnelle relative à la "
"garde, la vente, l'équipement, la réparation, l'entretien et le remisage de véhicules automobiles, "
"ainsi qu'au stationnement, au déplacement et au contrôle du bon fonctionnement de ces véhicules.\n"
"ASSURÉ DÉSIGNÉ : toute personne nommée à l'article 1 de la section « Conditions particulières ».\n"
"ASSUREUR : l'assureur du présent contrat d'assurance.\n"
"AUTRE PERSONNE : toute personne qui n'est pas une « personne assurée » au contrat d'assurance.\n"
"AVENANT : document qui modifie le contrat d'assurance. Il est officiellement appelé « Formulaire "
"d'avenant du Québec » ou « F.A.Q. ».\n"
"CONJOINT : celui ou celle qui, au moment du sinistre :\n"
"\t a) est marié et cohabite avec la personne à qui il est marié;\n"
"\t b) n'est pas marié, mais vit maritalement et cohabite avec une personne de sexe différent ou "
"de même sexe. Cette personne doit aussi être publiquement représentée comme son conjoint. Ces "
"conditions doivent exister depuis au moins trois ans ou, dans les cas suivants, depuis au moins un an :\n"
"\t un enfant est né ou est à naître de leur union;\n"
"\t ils ont adopté ensemble un enfant;\n"
"\t l'un a adopté un enfant de l'autre.\n"
"DOMMAGE :\n"
"\t Au chapitre A, « dommage » fait référence aux dommages matériels et aux dommages corporels.\n"
"\t Au chapitre B, « dommage » fait référence seulement aux dommages matériels.\n"
"DOMMAGE CORPOREL : tout dommage de nature physique ou psychique, y compris le décès.\n"
"DOMMAGE MATÉRIEL : tout dommage causé à un véhicule automobile ou à un autre bien, y compris "
"leur disparition.\n"
"FRANCHISE : montant laissé à la charge de l'assuré désigné.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"MONTANT D'ASSURANCE : montant maximum payable par l'assureur, écrit à l'article 4 de la "
"section « Conditions particulières » ou dans un avenant.\n"
"PRENEUR : personne qui soumet une demande à l'assureur pour conclure un contrat d'assurance. "
"Cette demande (appelée une « proposition d'assurance ») peut être faite pour le preneur lui-même ou "
"pour une autre personne. Le preneur n'est pas nécessairement l'assuré désigné.\n"
"PRIME D'ASSURANCE : montant payable à l'assureur en échange des garanties accordées par le contrat "
"d'assurance.\n"
"PROPRIÉTAIRE : personne qui acquiert un véhicule automobile ou qui le possède en vertu de l'un "
"des documents suivants :\n"
"\t un document qui confirme son statut de propriétaire du véhicule (appelé un « titre de propriété »);\n"
"\t un document qui lui donne le droit de devenir propriétaire du véhicule à certaines conditions ou "
"à un certain moment;\n"
"\t un document qui lui donne le droit de bénéficier du véhicule comme s'il en était propriétaire, "
"pendant un certain temps seulement;\n"
"\t un contrat de location d'une durée d'au moins un an.\n"
"REMORQUE OU SEMI-REMORQUE DONT L'ASSURÉ DÉSIGNÉ EST PROPRIÉTAIRE : toute remorque ou toute "
"semi-remorque dont l'assuré désigné est propriétaire et qui n'est pas désignée à l'article 3 de "
"la section « Conditions particulières », si :\n"
"\t a) la remorque ou la semi-remorque n'est pas conçue ni utilisée pour le transport de personnes, ni "
"à des fins de démonstration, de vente, de bureau ou d'habitation; et\n"
"\t b) la remorque ou la semi-remorque est attelée à un véhicule automobile utilisé à des "
"fins personnelles qui est assuré, ou n'est pas attelée à un tel véhicule à la condition qu'elle "
"le soit habituellement.\n"
"RISQUE NUCLÉAIRE : risque découlant de la nature dangereuse de substances :\n"
"\t qui ont des propriétés radioactives, toxiques ou explosives; et\n"
"\t qui sont désignées dans la Loi sur la sûreté et la réglementation nucléaire ou ses règlements.\n"
"SINISTRE : un risque qui se réalise et qui cause un dommage.\n"
"VÉHICULE AUTOMOBILE : tout véhicule qui est mis en mouvement par un pouvoir autre que la "
"force musculaire et qui est adapté au transport sur les chemins publics, mais non sur les rails.\n"
"VÉHICULE AUTOMOBILE UTILISÉ À DES FINS PERSONNELLES : inclut, entre autres, tout véhicule "
"automobile de type utilitaire lorsqu'il est utilisé à des fins personnelles et que son poids total "
"en charge ne dépasse pas 4500 kg (10000 lb).\n"
"VÉHICULE DE REMPLACEMENT TEMPORAIRE : tout véhicule automobile utilisé de façon temporaire en "
"remplacement d'un véhicule désigné, si les conditions suivantes sont respectées :\n"
"\t le véhicule désigné est inutilisable pour l'une des raisons suivantes : panne, réparation, "
"entretien, perte, destruction, vente ou contrôle du bon fonctionnement; et\n"
"\t ni l'assuré désigné ni toute personne qui a le même domicile que lui n'est propriétaire du "
"véhicule de remplacement temporaire.\n"
"VÉHICULE DÉSIGNÉ : tout véhicule automobile, toute remorque ou toute semi-remorque décrit à "
"l'article 3 de la section « Conditions particulières » ou inclus dans une désignation générale de "
"cet article.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"VÉHICULE DONT L'ASSURÉ DÉSIGNÉ EST NOUVELLEMENT PROPRIÉTAIRE : tout véhicule automobile, toute "
"remorque ou toute semi-remorque dont l'assuré désigné est nouvellement propriétaire, si les "
"conditions suivantes sont respectées :\n"
"\t a) Dans les 14 jours de la prise de possession du véhicule, l'assuré désigné informe "
"l'assureur qu'il en est le propriétaire.\n"
"\t b) Le véhicule remplace ou s'ajoute à un ou plusieurs véhicules désignés. Si le véhicule "
"s'ajoute à un ou plusieurs véhicules désignés :\n"
"\t l'assuré désigné ne doit posséder aucune autre assurance spécifique pour ce véhicule à "
"la date du sinistre; et\n"
"\t l'assureur doit assurer tous les autres véhicules dont l'assuré désigné est propriétaire "
"à la date de la prise de possession du véhicule.\n"
"\t c) L'assuré désigné s'engage à payer la prime d'assurance additionnelle exigée par l'assureur.\n"
"Si l'assuré désigné exerce une activité professionnelle de vente de véhicules automobiles, "
"les véhicules automobiles qu'il acquiert aux fins de son activité ne sont pas considérés comme "
"des « véhicules dont l'assuré désigné est nouvellement propriétaire ».\n"
"VÉHICULE DONT L'ASSURÉ DÉSIGNÉ N'EST PAS PROPRIÉTAIRE : tout véhicule automobile dont l'assuré "
"désigné n'est pas propriétaire, si les conditions énoncées ci-dessous sont respectées. Ces conditions "
"sont différentes si l'assuré désigné est un individu ou une personne morale, une société ou une "
"association.\n"
"a) Si l'assuré désigné est un individu : au moment du sinistre, le conducteur doit être l'assuré "
"désigné ou son conjoint.\n"
"Par contre, dans les quatre cas d'exception énumérés ci-dessous, le véhicule est considéré "
"comme un véhicule assuré seulement s'il est conduit par le propriétaire d'un véhicule désigné.\n"
"De plus, seul le propriétaire sera couvert, et ce, pour un montant d'assurance réduit (voir les "
"paragraphes 6.7 et 6.8 du chapitre A) :\n"
"\t 1. Au moment du sinistre, le véhicule est conduit dans le cadre d'une activité professionnelle de "
"garagiste.\n"
"\t 2. Le propriétaire du véhicule est une personne qui a le même domicile que l'assuré désigné.\n"
"\t 3. Le véhicule est fourni par l'employeur de l'assuré désigné ou par l'employeur d'une "
"personne qui a le même domicile que lui.\n"
"\t 4. Le véhicule est affecté, à l'extérieur du Québec :\n"
"- à l'usage de taxi, d'autobus, d'autocar; ou\n"
"- à la livraison commerciale.\n"
"b) Si l'assuré désigné est une personne morale, une société ou une association :\n"
"1. Au moment du sinistre, le véhicule doit être conduit par l'un des conducteurs suivants ou "
"par leur conjoint :\n"
"\t un employé de l'assuré désigné;\n"
"\t un actionnaire de l'assuré désigné;\n"
"\t un membre de l'assuré désigné;\n"
"\t un associé de l'assuré désigné.\n"
"2. Ces conducteurs doivent habituellement faire usage du véhicule désigné.\n"
f"{NEW_PAGE_TAG}\n"
f"{fpq1_pages_header_text}"
"3. Ces conducteurs ou leur conjoint ne doivent pas être propriétaires d'un véhicule automobile.\n"
"4. Au moment du sinistre, le véhicule n'est pas conduit dans le cadre d'une activité "
"professionnelle de garagiste.\n"
"5. Le véhicule ne doit pas être affecté, à l'extérieur du Québec :\n"
"\t à l'usage de taxi, d'autobus, d'autocar; ou\n"
"\t à la livraison commerciale.\n"
"6. Ni l'assuré désigné, ni l'employé de l'assuré désigné, ni les personnes suivantes ne doivent "
"être propriétaires du véhicule ou en possession du véhicule en vertu d'un contrat écrit similaire "
"à une hypothèque, une vente conditionnelle ou un contrat de location :\n"
"\t un actionnaire, membre ou associé de l'assuré désigné;\n"
"\t une personne qui a le même domicile que l'assuré désigné ou que l'employé, l'actionnaire, "
"le membre ou l'associé de l'assuré désigné.\n"
"Cette 6e condition ne s'applique pas en cas de location pour un usage qui n'est pas habituel ou fréquent.\n"
f"{NEW_PAGE_TAG}\n"
)
return text
@staticmethod
def generate_fpq1_text() -> str:
"""
Static method to generate a complete FPQ1 contract text.
This static method is dynamically imported in the FPQ1 contract.
Return:
The FPQ1 contract text.
"""
text = generate_toc_text()
text += generate_introduction_text()
text += generate_declarations_text()
text += generate_section_a_text()
text += generate_section_b_text()
text += generate_general_conditions_text()
text += generate_loss_and_claims_reporting_text()
text += generate_dates_text()
text += generate_cancellation_table_text()
text += generate_definitions_text()
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/fr/fpq_1.py | 0.531209 | 0.261473 | fpq_1.py | pypi |
import re
from typing import Union
from ..general_header import generate_general_pages_header_text
from ...config import (
FAKE_INSURER_ADDRESS,
FAKE_INSURER_NAME,
FAKE_INSURER_WEBSITE,
NEW_PAGE_TAG,
FAKE_ROADSIDE_PROGRAM_NAME,
FAKE_FIDELITY_PROGRAM_NAME_FR,
)
from ....domain.premium import Premium
from ....domain.protections import Protections
from ....domain.tools import change_to_snake_case
all_property_damage_protection = [
"PropertyDamageB1Coverage",
"PropertyDamageB2Coverage",
"PropertyDamageB3Coverage",
"PropertyDamageB4Coverage",
]
endorsement_with_possible_premium = ["FAQ20", "FAQ20A", "FAQ33", "FAQ34", "FAQ34AB", "FAQ43"]
endorsement_without_premium = ["FAQ2", "FAQ5A", "FAQ23A", "FAQ27", "FAQ27A"]
# Base property damage text that we use to dynamically append the rest of the text base on the protections.
property_damage_b1_coverage_base_text = "Protection 1 : Tous risques"
property_damage_b2_coverage_base_text = "Protection 2 : Risques de collision et de renversement"
property_damage_b3_coverage_base_text = "Protection 3 : Tous les risques sauf collision ou renversement"
property_damage_b4_coverage_base_text = "Protection 4 : Risques spécifiques"
# Template for when the protection specified a deductible and a premium amount
property_damage_b1_coverage_deductible_template = "- Franchise {}$ par sinistre {}$"
property_damage_b2_coverage_deductible_template = "- Franchise {}$ par sinistre {}$"
property_damage_b3_coverage_deductible_template = "- Franchise {}$ par sinistre {}$"
property_damage_b4_coverage_deductible_template = "- Franchise {}$ par sinistre {}$"
def generate_declaration_header_text(policy_number: str) -> str:
"""
Function to generate the declaration header text.
policy_number (str): The policy number.
Return:
The declaration header text.
"""
general_header_text = generate_general_pages_header_text(policy_number=policy_number)
header = f"{general_header_text}" "CONDITIONS PARTICULIÈRES\n" "ÉMISSION de votre nouvelle police d'assurance\n"
return header
def generate_item_1_text(insuree_name: str, insuree_address: str) -> str:
"""
Function to generate the item 1 text for the declaration.
insuree_name (str): The name of the insuree.
insuree_address (str): The address of the insuree.
Return:
The item 1 text.
"""
text = (
"Article 1. NOM ET ADRESSE DE L'ASSURÉ DÉSIGNÉ*\n"
f"{insuree_name}\n"
f"{insuree_address}\n"
"*La ville et la province de l'adresse écrite à cet article 1 constituent les lieux d'usage principal, de "
"remisage et de stationnement du véhicule désigné. Si ce n'est pas le cas, le preneur ou l'assuré désigné doit "
"le déclarer.\n"
)
return text
def generate_item_2_text(contract_start_date: str, contract_end_date: str) -> str:
"""
Function to generate the item 2 text for the declaration.
contract_start_date (str): The start date of the contract.
contract_end_date (str): The end date of the contract.
Return:
The item 2 text.
"""
text = (
"Article 2. DURÉE DU CONTRAT\n"
f"DU : {contract_start_date}* AU : {contract_end_date}* EXCLUSIVEMENT\n"
"*à 0 h 01 selon l'heure normale à l'adresse de l'assuré désigné.\n"
)
return text
def generate_item_3_text(
formatted_vehicle_complete_details: str,
car_ownership: str,
vehicle_purchase_condition: str,
car_with_financing: Union[None, str],
financing_details: str,
) -> str:
"""
Function to generate the item 3 text for the declaration.
formatted_vehicle_complete_details (str): The vehicle complete details in the proper format.
car_ownership (str): The type of car ownership in the locale language (e.g. Achat/location).
vehicle_purchase_condition (str): The condition of the vehicle at purchase in the locale language (e.g. Neuf)
car_with_financing (Union[None, str]) The type of financing, if any. If None, it means no financing.
financing_details (str): Financing details, if any.
Return:
The item 3 text.
"""
text = (
"Article 3. CARACTÉRISTIQUES DU VÉHICULE DÉSIGNÉ 1\n"
f"{formatted_vehicle_complete_details} - {car_ownership} {vehicle_purchase_condition}\n"
)
if car_with_financing == "creditor":
text += (
"Créancier qui a droit aux indemnités du chapitre B, selon son intérêt - Sujet à l'avenant F.A.Q. N 23a\n"
f"{financing_details}\n"
)
elif car_with_financing == "lessor":
text += (
"Locateur qui a droit aux indemnités du chapitre B, selon son intérêt - Sujet à l'avenant F.A.Q. N 5a\n"
f"{financing_details}\n"
)
return text
# Endorsements with premium <
def generate_faq_20_text(faq_premium: str) -> str:
"""
Function to generate FAQ20 text with a premium amount
"""
text = (
f"F.A.Q. N 20 - Frais de déplacement (formule étendue) (Chapitre B) {faq_premium}$\n"
"Frais de déplacement 50$ par jour, limitation totale de 1500$ par sinistre\n"
"Autres frais couverts au cours d'un voyage - 750$\n"
)
return text
def generate_faq_20a_text(faq_premium: str) -> str:
"""
Function to generate FAQ20A text with a premium amount
"""
text = (
f"F.A.Q. N 20a - Frais de déplacement (formule étendue) (Chapitre B) {faq_premium}$\n"
"Frais de déplacement 50$ par jour, limitation totale de 1500$ par sinistre\n"
"Autres frais couverts au cours d'un voyage - 750$\n"
)
return text
def generate_faq_33_text(faq_premium: str) -> str:
"""
Function to generate FAQ33 text with a premium amount
"""
text = (
"F.A.Q. N 33 - Assurance pour les frais d'assistance routière\n"
f"{FAKE_ROADSIDE_PROGRAM_NAME} Programme d'assistance routière, disponible 24 heures sur 24, 7 jours sur 7\n"
"Rayon maximum 50 km -\n"
"En cas de panne, la distance de remorquage est haussée à 100 km dans le parc des Laurentides, "
"150 km dans le parc de la Vérendrye et 100 km dans le parc national de la Gaspésie\n"
f"Nombre d'événements maximum par année d'assurance 4 {faq_premium}$\n"
"Limite par dépannage 60$(1) - Pour un remorquage ou un véhicule enlisé, cette limite est haussée à 100$(1)\n"
"Limite par année d'assurance 400$(1)\n"
"(1) Ces limites s'appliquent uniquement lorsque, de façon exceptionnelle, le service de dépannage ou de "
"remorquage n'est pas disponible par le programme d'assistance routière\n"
"Consultez votre brochure pour connaître tous les services additionnels qui vous sont offerts\n"
)
return text
def generate_faq_34ab_text(faq_premium: str) -> str:
"""
Function to generate FAQ34AB text with a premium amount
"""
text = (
f"F.A.Q. N 34ab - Assurance de personnes : {faq_premium}$\n"
"Division 1 : Subdivision A et B - Indemnités en cas de décès - mutilation : 20000$ capital assuré\n"
"Subdivision C - Remboursement de frais médicaux : 2000$ par personne\n"
"Division 2 : Incapacité totale : non couvert\n"
)
return text
def generate_faq_34_text(faq_premium: str) -> str:
"""
Function to generate FAQ34 text with a premium amount
"""
text = (
f"F.A.Q. N 34 - Assurance de personnes : {faq_premium}$\n"
"Division 1 : Subdivision A et B - Indemnités en cas de décès - mutilation : 20000$ capital assuré\n"
"Subdivision C - Remboursement de frais médicaux : 2000$ par personne\n"
"Division 2 : Incapacité totale : non couvert\n"
)
return text
def generate_faq_43_text(faq_premium: str) -> str:
"""
Function to generate FAQ43 text with a premium amount.
25% of the premium is the FAQ43A and 75% of the premium is the FAQ43E.
"""
text = (
f"F.A.Q. N 43a - Modification à l'indemnisation (Chapitre B) - Perte partielle - Pièces neuves "
f"{round(int(faq_premium) * 0.25)}$\n"
"F.A.Q. N 43e - Modification à l'indemnisation (Chapitre B) - Perte totale - Indemnisation selon la "
f"valeur de remplacement du véhicule {round(int(faq_premium) * 0.75)}$\n"
)
return text
# Endorsements with premium >
# Endorsements with no premium <
def generate_faq_2_text() -> str:
"""
Function to generate FAQ2 text.
"""
text = (
"F.A.Q. N 2 - Conduite de véhicules dont l'assuré désigné n'est pas propriétaire par des conducteurs "
"désignés (Chapitre A) Incluse\n"
)
return text
def generate_faq_5a_text() -> str:
"""
Function to generate FAQ5a text.
"""
text = "F.A.Q. N 5a - Véhicules loués ou sous contrat de location Incluse\n"
return text
def generate_faq_23a_text() -> str:
"""
Function to generate FAQ23a text.
"""
text = "F.A.Q. N 23a - Véhicules sous financement Incluse\n"
return text
def generate_faq_27_text() -> str:
"""
Function to generate FAQ27 text.
"""
text = (
"F.A.Q. N 27 - Responsabilité civile du fait de dommages causés à des véhicules dont l'assuré désigné "
"n'est pas propriétaire (incluant les véhicules fournis par un employeur) (Chapitre A) - 75000$\n"
"Véhicules assimilables au véhicule désigné, aux caravanes ou remorques utilitaires Chapitre "
"B2 - Franchise 250$ et chapitre B3 - Franchise 50$ Incluse\n"
)
return text
def generate_faq_27a_text() -> str:
"""
Function to generate FAQ27a text.
"""
text = (
"F.A.Q. N 27a - Responsabilité civile du fait de dommages causés à des véhicules dont l'assuré désigné "
"n'est pas propriétaire (incluant les véhicules fournis par un employeur) (Chapitre A) - 75000$\n"
"Véhicules assimilables au véhicule désigné, aux caravanes ou remorques utilitaires Chapitre "
"B2 - Franchise 250$ et chapitre B3 - Franchise 50$ Incluse\n"
)
return text
# Endorsements with no premium >
def generate_item_4_text(protections: Protections, premium: Premium) -> str:
"""
Function to generate the item 4 text for the declaration.
protections (Protections): The protections.
premium (Premium): The premiums.
Return:
The item 4 text.
"""
text = (
"Article 4. GARANTIES / RISQUES : Les risques couverts par le contrat d'assurance sont ceux pour lesquels "
"un montant d'assurance, une franchise ou une prime d'assurance est écrit au tableau ci-dessous. "
"Ils sont couverts aux conditions énoncées dans le contrat d'assurance.\n"
"PRIME\n"
"\t Chapitre A - RESPONSABILITÉ CIVILE -\n"
f"Dommages matériels ou dommages corporels causés à d'autres personnes - Montant : "
f"{protections.get('LiabilityCoverage')}$ {premium.get_premium('liability_coverage_premium')}$\n"
f"\t Chapitre B - DOMMAGES AUX VÉHICULES ASSURÉS\n"
)
# Chapter B text
protection_with_deductible = protections.property_damage_protections()
# We construct the text to use using template filling.
for protection_name in all_property_damage_protection:
# To extract the proper property damage text, we use the protection damage name written in CamelCase
# and convert it into snake_case.
snake_case_protection_name = change_to_snake_case(protection_name)
base_text = eval(f"{snake_case_protection_name}_base_text")
if protection_name in protection_with_deductible:
# If the protection is one with a deductible, thus it need to be written in the protection text and include
# a premium amount.
protection_text = eval(f"{snake_case_protection_name}_deductible_template")
protection_text = protection_text.format(
protections.get(protection_name), premium.get_premium(f"{protection_name}Premium")
)
else:
# The protection is either 'Include' or 'Exclude' (written in the locale language).
if protections.is_protected(protection_name):
# If the protection name is protected, it means it is 'include' (but written in the local language).
protection_text = "Incluse"
else:
# If the protection name is not protected, it means it is 'exclude' (but written in the local language).
protection_text = "Non couvert"
text += base_text + " " + protection_text + "\n"
# We arbitrarily split the item 4 after the chapter B
text += NEW_PAGE_TAG + "\n"
# Endorsement text
endorsement_protections = protections.endorsement_protections()
for endorsement in endorsement_protections:
if endorsement.strip("Coverage") in endorsement_with_possible_premium and protections.is_protected(
f"{endorsement}"
):
text += "Avenant(s) : "
faq_premium = premium.get_premium(f"{endorsement}Premium")
endorsement_number = re.findall(r'[0-9]+[AB]*', endorsement)[0].lower()
text += eval(f"generate_faq_{endorsement_number}_text(faq_premium={faq_premium})")
elif endorsement.strip("Coverage") in endorsement_without_premium and protections.is_protected(
f"{endorsement}"
):
text += "Avenant(s) : "
endorsement_number = re.findall(r'[0-9]+[AB]*', endorsement)[0].lower()
text += eval(f"generate_faq_{endorsement_number}_text()")
text += (
f"\t Programme {FAKE_FIDELITY_PROGRAM_NAME_FR}\n"
f"F.A.Q. N 41\n"
f"- Modification aux franchises (Chapitre B) : Incluse\n"
f"Cet avenant apporte les modifications suivantes aux franchises du chapitre B :\n"
f"\t - Suppression de la franchise, pour un délit de fuite s'il y a eu un rapport de police.\n"
f"\t - Suppression de la franchise, pour une perte totale.\n"
f"\t - Suppression de la franchise, pour une réparation de pare-brise sauf lors de son remplacement.\n"
f"\t - Si vous êtes victime d'un sinistre qui affecte deux produits ou plus, assurés à "
f"{FAKE_INSURER_NAME}, vous n'aurez qu'une seule franchise à payer, soit la plus élevée.\n"
)
text += "Date d'échéance de prime : selon le mode de paiement convenu\n"
return text
def generate_premium_ticket(contract_starting_date: str, premium: Premium) -> str:
text = (
f"Fait par l'Assureur à Québec {contract_starting_date.lower()}\n"
f"Sherlock Holmes\n"
f"Président et chef de la direction\n"
f"Ceci n'est pas une facture, veuillez vous référer aux documents de la facturation pour "
f"les montants à payer ou à recevoir\n"
f"PRIME DU VÉHICULE 1\n"
f"Catégorie d'assurance :\n"
f"AUTOMOBILE\n"
f"PRIME ANNUELLE\n"
f"{premium.total}$ (excluant taxe)\n"
f"VOTRE NOUVELLE POLICE 12 MOIS\n"
f"MONTANT\n"
f"{premium.total}$ (excluant taxe)\n"
f"TAXE\n"
f"{premium.total * 0.09}$\n"
) # The Quebec taxes is 9%
return text
def generate_item_6_text(
insuree_name: str, insuree_birth_date: str, has_suspension: bool, number_of_claims_past_years: int
) -> str:
"""
Function to generate the item 6 text for the declaration.
insuree_name (str): The name of the insuree.
insuree_birth_date (str): The birthdate of the insuree.
has_suspension (bool): Either or not the insuree has a suspension.
number_of_claims_past_years (int): The number of claims the insuree has.
Return:
The item 6 text.
"""
text = (
"Article 6. DÉCLARATIONS IMPORTANTES POUR L'ANALYSE DU RISQUE\n"
f"\t Conducteur principal : {insuree_name} Date de naissance : {insuree_birth_date}\n"
)
if has_suspension:
text += (
"\t Au moins une révocation ou suspension de permis a été déclarée au cours des trois dernières années\n"
)
else:
text += "\t Aucune révocation ou suspension de permis n'ont été déclarées au cours des trois dernières années\n"
if number_of_claims_past_years > 0:
text += (
f"\t {number_of_claims_past_years} sinistre(s) ou réclamation(s) ont été déclarés au cours des "
f"cinq dernières années\n"
)
else:
text += "\t Aucun sinistre, aucune réclamation n'a été déclaré au cours des cinq dernières années\n"
return text
def generate_item_7_text(association_rebate: bool, payment_method: str) -> str:
"""
Function to generate the item 7 text for the declaration.
association_rebate (bool): Either or not the insuree has an association rebate.
payment_method (str): The payment method.
Return:
The item 7 text.
"""
text = "Article 7. INFORMATIONS POUR L'ASSURÉ DÉSIGNÉ\n"
if association_rebate or payment_method == "pre-authorize":
text += "\t La prime tient comptes des réductions suivantes :\n"
if association_rebate:
text += "- En tant que membre/client d'une association, vous avez droit au rabais suivant: 10%.\n"
if payment_method == "pre-authorize":
text += "- 2 % pour avoir choisi le Prélèvement préautorisé comme mode de paiement de votre prime\n"
text += (
"\t Consentement : Si une autorisation nous a été donnée afin d'obtenir des informations de crédit "
"pour l'émission du présent contrat, veuillez noter que les renseignements obtenus seront mis à "
"jour et utilisés pour votre renouvellement et pour le traitement de vos dossiers d'assurances "
"générales. Ce consentement peut être révoqué en tout temps en nous avisant par écrit.\n"
)
return text
def generate_divulgation_text() -> str:
"""
Function to generate the divulgation text for the declaration.
Return:
The divulgation text.
"""
text = (
"DIVULGATION\n\n"
"AVIS CONCERNANT LA PROTECTION DES RENSEIGNEMENTS PERSONNELS\n"
f"{FAKE_INSURER_NAME} traite de façon confidentielle les renseignements personnels qu'elle détient sur vous.\n"
f"Objet de votre dossier\n"
f"Nous recueillons et utilisons les renseignements personnels qui vous concernent dans le but de gérer "
f"votre dossier d'assurance de dommages.\n"
f"Sécurité\n"
f"Vos renseignements personnels sont conservés à nos bureaux et protégés par des standards de sécurité "
f"élevés. Seuls nos employés, mandataires, partenaires de distribution et fournisseurs de services peuvent "
f"y avoir accès et ce, uniquement lorsque requis par leurs fonctions, mandats ou contrats.\n"
f"{FAKE_INSURER_NAME} peut faire affaires avec un (ou des) fournisseur(s) de services basés à "
f"l'extérieur du Québec. Ainsi, il est possible que certains de vos renseignements personnels détenus par "
f"{FAKE_INSURER_NAME} puissent être hébergés à l'extérieur du Québec et être régis par les lois applicables à "
f"des pays ou états étrangers.\n"
f"Accès et rectification\n"
f"Pour avoir accès à votre dossier ou en demander la rectification, faites-en la demande à "
f"l'adresse suivante :\n"
f"{FAKE_INSURER_NAME}\n"
f"a/s du Service d'accès à l'information\n"
f"{FAKE_INSURER_ADDRESS}\n"
f"Offre de service\n"
f"Il se peut que {FAKE_INSURER_NAME}, ses filiales et représentants autorisés utilisent vos renseignements "
f"nominatifs pour vous informer des produits et services susceptibles de vous intéresser. "
f"Si toutefois vous ne désirez pas recevoir ce type d'information, écrivez-nous à l'adresse ci-dessus.\n"
f"Pour plus d'informations sur nos pratiques en matière de protection des renseignements personnels,"
f" consultez notre Énoncé de confidentialité des renseignements personnels sur "
f"{FAKE_INSURER_WEBSITE}/fr/protection-renseignements-personnels.\n"
f"Votre agent offre exclusivement les produits de {FAKE_INSURER_NAME} et il ne reçoit aucune commission.\n"
)
return text | /risc_generator-0.0.1.tar.gz/risc_generator-0.0.1/risc_generator/content/fr/declaration_articles/items.py | 0.698535 | 0.322486 | items.py | pypi |
# RiscEmu - RISC-V (userspace) emulator in python
[](https://riscemu.readthedocs.io/en/latest/?badge=latest)
Implementing a basic RISC-V emulator, aimed at being easily extendable. Check out the docs at [readthedocs](https://riscemu.readthedocs.io/en/latest/index.html)
or [riscemu.datenvorr.at](https://riscemu.datenvorr.at/index.html).
This emulator contains:
* RISC-V Assembly parser
* RISC-V Assembly loader
* Emulation for most parts of the basic RISC-V instruction set and the M and A extensions
* Naive memory emulator
* Basic implementation of some syscalls
* A debugging environment
## Installation:
```bash
$ pip install riscemu
```
## Running simple Assembly:
A couple of basic assembly programs are provided inside `examples/`, such as [`hello-world.asm`](examples/hello-world.asm).
You can run it by typing `python -m riscemu examples/hello-world.asm`. It will produce output similar to:
```
[MMU] Successfully loaded: LoadedExecutable[examples/hello-world.asm](base=0x00000100, size=24bytes, sections=data text, run_ptr=0x00000110)
[CPU] Started running from 0x00000110 (examples/hello-world.asm)
Hello world
Program exited with code 0
```
If you want to run it from a python script, here is [an online demo](https://AntonLydike.github.io/riscemu/lab/index.html?path=PythonDemo.ipynb).
The [`read` syscall](docs/syscalls.md) defaults to readline behaviour. Reading "true chunks" (ignoring newlines) is currently not supported.
See the docs on [asembly](docs/assembly.md) for more detail on how to write assembly code for this emulator.
See the [list of implemented syscalls](docs/syscalls.md) for more details on how to syscall.
Currently, symbols (such as `main` or `loop`) are looked-up at runtime. This allows for better debugging, I believe.
Basic IO should work, as open, read, write and close are supported for stdin/stdout/stderr and even aribtrary file paths (if enabled)
When trying to run an assembly program, the emulator first tries to find a symbol named `_start`, then a symbol named `main`. if both
symbols were not found in the file, it simply starts at the beginning of the `.text` segment.
## Using the CLI:
*Current CLI is not final, options may change frequently until a stable version is reached*
This is how the interface is used:
```
usage: riscemu [-h] [--options OPTIONS] [--syscall-opts SYSCALL_OPTS] [--instruction-sets INSTRUCTION_SETS] [--stack_size stack-size] file.asm [file.asm ...]
OPTIONS and SYSCALL_OPTIONS is a list of comma-separated flags that will be enabled
--options OPTIONS: (-o)
disable_debug Disable the ebreak and sbreak instructions
no_syscall_symbols Don't make syscall symbols globally available
fail_on_ex Do not launch an interactive debugger when the CPU loop catches an exception
add_accept_imm accept "add rd, rs, imm" instructions, even though they are not standard
--syscall-opts SYSCALL_OPTS: (-so)
Options to control syscall behaviour
fs_access Allow access to the filesystem
disable_io Disallow reading/writing from stdin/stdout/stderr
--instruction-sets INSTRUCTION_SETS: (-is)
A list of comma separated instruction sets you want to load:
Currently implemented: RV32I, RV32M
```
If multiple files are specified, all are loaded into memeory, but only the last one is executed. This might be improved
later, maybe the `_init` section of each binary is executed before the main loop starts?
If `stack_size` is greater than zero, a stack is allocated and initialized, with the `sp` register pointing to the end of the stack.
## Debugging
Debugging is done using the `ebreak` (formerly `sbreak`) instruction, which will launch a debugging session if encountered.
See [docs/debugging.md](docs/debugging.md) for more info.
## The source code:
Check out the [documentation](https://riscemu.readthedocs.io/en/latest/riscemu.html).
## Accessing local documentation:
To generate your local documentation, first install everything in `sphinx-docs/requirements.txt`. Then run `./generate-docs.sh`, which will
generate and make all doc files for you. Finally, you can open the docs locall by runnint `open sphinx-docs/build/html/index.html`.
## Resources:
* RISC-V Programmers Handbook: https://github.com/riscv-non-isa/riscv-asm-manual/blob/master/riscv-asm.md
* Pseudo ops: https://www.codetd.com/article/8981522
* detailed instruction definition: https://msyksphinz-self.github.io/riscv-isadoc/html/rvi.html#add
* RISC-V reference card: https://www.cl.cam.ac.uk/teaching/1617/ECAD+Arch/files/docs/RISCVGreenCardv8-20151013.pdf
## TODO:
* Correctly handle 12 and 20 bit immediate (currently not limited to bits at all)
* Add a cycle limit to the options and CPU to catch infinite loops
* Move away from `print` and use `logging.logger` instead
* Writer proper tests
| /riscemu-2.1.1.tar.gz/riscemu-2.1.1/README.md | 0.400163 | 0.956675 | README.md | pypi |
import alembic.config
import alembic.environment
import alembic.migration
import alembic.script
import os
import risclog.sqlalchemy.interfaces
import sqlalchemy
import sqlalchemy.ext.declarative
import sqlalchemy.orm
import transaction
import zope.component
import zope.interface
import zope.sqlalchemy
# Mapping engine name registered using Database.register_engine --> base class
_ENGINE_CLASS_MAPPING = {}
def assert_engine_not_registered(name, mapping):
"""Ensure a consistent error message."""
assert name not in mapping, \
f'An engine for name `{name}` is already registered.'
def register_class(class_):
"""Register a (base) class for an engine."""
name = class_._engine_name
assert_engine_not_registered(name, _ENGINE_CLASS_MAPPING)
_ENGINE_CLASS_MAPPING[name] = class_
def unregister_class(class_):
"""Clear registration of a (base) class for an engine."""
del _ENGINE_CLASS_MAPPING[class_._engine_name]
class RoutingSession(sqlalchemy.orm.Session):
"""Session which routes mapped objects to the correct database engine."""
_name = None
def get_bind(
self,
mapper=None,
clause=None,
bind=None,
_sa_skip_events=None,
_sa_skip_for_implicit_returning=False,
):
if bind:
return bind
db_util = zope.component.getUtility(
risclog.sqlalchemy.interfaces.IDatabase)
if self._name:
# Engine was set using self.using_bind:
return db_util.get_engine(self._name)
if not mapper:
if len(_ENGINE_CLASS_MAPPING) == 1:
return db_util.get_engine(
list(_ENGINE_CLASS_MAPPING.keys())[0])
raise RuntimeError(
"Don't know how to determine engine, no mapper.")
for engine_name, class_ in _ENGINE_CLASS_MAPPING.items():
if issubclass(mapper.class_, class_):
return db_util.get_engine(engine_name)
raise RuntimeError(
f"Did not find an engine for {mapper.class_}")
def using_bind(self, name):
"""Select an engine name if not using mappers."""
session = RoutingSession()
vars(session).update(vars(self))
session._name = name
return session
def get_database(testing=False):
"""Get or create the database utility."""
db = zope.component.queryUtility(
risclog.sqlalchemy.interfaces.IDatabase)
if db is None:
db = Database(testing)
assert db.testing == testing, \
'Requested testing status `%s` does not match Database.testing.' % (
testing)
return db
@zope.interface.implementer(risclog.sqlalchemy.interfaces.IDatabase)
class Database:
def __init__(self, testing=False):
assert zope.component.queryUtility(
risclog.sqlalchemy.interfaces.IDatabase) is None, \
'Cannot create Database twice, use `.get_database()` to get '\
'the instance.'
self._engines = {}
self.testing = testing
self.session_factory = sqlalchemy.orm.scoped_session(
sqlalchemy.orm.sessionmaker(class_=RoutingSession))
self.zope_transaction_events = zope.sqlalchemy.register(
self.session_factory, keep_session=testing)
self._setup_utility()
def register_engine(self, dsn, engine_args={}, name='',
alembic_location=None):
assert_engine_not_registered(name, self._engines)
engine_args['echo'] = bool(int(os.environ.get(
'ECHO_SQLALCHEMY_QUERIES', '0')))
engine = sqlalchemy.create_engine(dsn, **engine_args)
self._verify_engine(engine)
self._engines[name] = dict(
engine=engine, alembic_location=alembic_location)
# Some model classes may already have been constructed without having
# had access to a db engine so far, so give them a chance to do the
# reflection now.
self.prepare_deferred(_ENGINE_CLASS_MAPPING.get(name))
def get_engine(self, name=''):
return self._engines[name]['engine']
def get_all_engines(self):
return [x['engine'] for x in self._engines.values()]
def drop_engine(self, name=''):
engine = self.get_engine(name)
engine.dispose()
del self._engines[name]
def prepare_deferred(self, class_):
if class_ is None:
return
if issubclass(class_, sqlalchemy.ext.declarative.DeferredReflection):
class_.prepare(self.get_engine(class_._engine_name))
def create_all(self, engine_name='', create_defaults=True):
"""Create all tables etc. for an engine."""
engine = self._engines[engine_name]
_ENGINE_CLASS_MAPPING[engine_name].metadata.create_all(
engine['engine'])
# mark the database to be in the latest revision
location = engine['alembic_location']
if location:
with alembic_context(engine['engine'], location) as ac:
ac.migration_context.stamp(
ac.script,
ac.script.get_current_head())
if create_defaults:
self.create_defaults(engine_name)
def create_defaults(self, engine_name=''):
for name, class_ in risclog.sqlalchemy.model.class_registry.items():
# do not call create_defaults for foreign engines,
# since they may not be set up yet
if engine_name != getattr(class_, '_engine_name', NotImplemented):
continue
if hasattr(class_, 'create_defaults'):
class_.create_defaults()
def _verify_engine(self, engine):
# Step 1: Try to identify a testing table
conn = engine.connect()
try:
conn.execute("SELECT * FROM tmp_functest")
except sqlalchemy.exc.DatabaseError:
db_is_testing = False
else:
db_is_testing = True
conn.invalidate()
if (self.testing and db_is_testing):
# We're running as a test and it is a test dabase. Continue
return
if (not self.testing and not db_is_testing):
# We're running as a production system and we have a production
# database. Continue.
return
# We're not in a valid state. Bail out.
raise SystemExit("Not working against correct database (live vs "
"testing). Refusing to set up database connection "
"to {}.".format(engine.url))
def assert_database_revision_is_current(self, engine_name=''):
def assert_revision(ac, head_rev, db_rev):
if head_rev != db_rev:
raise ValueError(
'Database revision {} of engine "{}" does not match '
'current revision {}.\nMaybe you want to call '
'`bin/alembic upgrade head`.'.format(
db_rev, engine_name, head_rev))
self._run_in_alembic_context(assert_revision, engine_name)
def update_database_revision_to_current(self, engine_name=''):
def upgrade_revision(ac, head_rev, db_rev):
if head_rev != db_rev:
ac.upgrade(head_rev)
self._run_in_alembic_context(upgrade_revision, engine_name)
@property
def session(self):
return self.session_factory()
def add(self, obj):
return self.session.add(obj)
def delete(self, obj):
return self.session.delete(obj)
def query(self, *args, **kw):
return self.session.query(*args, **kw)
def _setup_utility(self):
zope.component.provideUtility(self)
def _teardown_utility(self):
zope.component.getGlobalSiteManager().unregisterUtility(self)
def empty(self, engine, table_names=None, cascade=False,
restart_sequences=True,
empty_alembic_version=False, commit=True):
transaction.abort()
if table_names is None:
inspector = sqlalchemy.inspect(engine)
table_names = inspector.get_table_names()
try:
# never truncate the PostGIS table
table_names.remove('spatial_ref_sys')
except ValueError:
pass
if not empty_alembic_version:
# Don't truncate alembic-version (unless explicitly asked to).
# Ususally it does not make sense to clear it, because TRUNCATE
# does not change the schema. Clearing the alembic_version will
# cause "confusion and delay".
try:
table_names.remove('alembic_version')
except ValueError:
pass
if not table_names:
return
tables = ', '.join('"%s"' % x for x in table_names)
self.session.execute(
'TRUNCATE {} {} {}'.format(
tables,
'RESTART IDENTITY' if restart_sequences else '',
'CASCADE' if cascade else ''),
bind=engine)
zope.sqlalchemy.mark_changed(self.session)
if commit:
transaction.commit()
def _run_in_alembic_context(self, func, engine_name=''):
"""Run a function in `alembic_context`.
The function must take three parameters:
* ac ... AlembicContext object
* head_rev ... revision of alembic head
* db_rev ... revision of database
"""
engine = self._engines[engine_name]
location = engine['alembic_location']
if not location:
return
with alembic_context(engine['engine'], location) as ac:
head_rev = ac.script.get_current_head()
db_rev = ac.migration_context.get_current_revision()
return func(ac, head_rev, db_rev)
class alembic_context:
def __init__(self, engine, script_location):
self.engine = engine
self.script_location = script_location
def __enter__(self):
self.conn = conn = self.engine.connect()
return AlembicContext(conn, self.script_location)
def __exit__(self, exc_type, exc_value, tb):
self.conn.close()
if exc_type is not None:
transaction.doom()
raise exc_value
class AlembicContext:
def __init__(self, conn, script_location):
self.conn = conn
self.config = alembic.config.Config()
self.config.set_main_option('script_location', script_location)
self.migration_context = alembic.migration.MigrationContext.configure(
conn)
self.script = alembic.script.ScriptDirectory.from_config(self.config)
def upgrade(self, dest_rev):
"""Upgrade from current to `dest_rev`."""
def upgrade_fn(rev, context):
return self.script._upgrade_revs(dest_rev, rev)
with alembic.environment.EnvironmentContext(
self.config, self.script, fn=upgrade_fn,
destination_rev=dest_rev) as ec:
ec.configure(self.conn)
ec.run_migrations() | /risclog.sqlalchemy-5.1-py3-none-any.whl/risclog/sqlalchemy/db.py | 0.69285 | 0.236919 | db.py | pypi |
from risclog.sqlalchemy.db import register_class
from risclog.sqlalchemy.interfaces import Added
from risclog.sqlalchemy.interfaces import IDatabase
import sqlalchemy
import sqlalchemy.ext.declarative
import sqlalchemy.orm
import zope.component
import zope.interface
import zope.sqlalchemy
class ObjectBase:
_engine_name = '' # set another name to use multiple databases
@sqlalchemy.ext.declarative.declared_attr
def __tablename__(cls):
return cls.__name__.lower()
@classmethod
def create(cls, **kw):
"""Canonical way to create an object of this class."""
obj = cls(**kw)
obj.persist()
return obj
@classmethod
def find_or_create(cls, **kw):
try:
return cls.query().filter_by(**kw).one()
except sqlalchemy.orm.exc.NoResultFound:
return cls.create(**kw)
@classmethod
def create_defaults(cls):
"""Overwrite in subclass to create example data of this model."""
pass
def __json__(self, request):
"""Returns json serializable representation of this object."""
import risclog.sqlalchemy.serializer # prevent circular import
return risclog.sqlalchemy.serializer.sqlalchemy_encode(self)
def persist(self):
"""Add make the newly created object known to the database."""
zope.component.getUtility(IDatabase).add(self)
zope.event.notify(Added(self))
def delete(self):
"""Remove the object from the database."""
zope.component.getUtility(IDatabase).delete(self)
@classmethod
def query(cls):
return zope.component.getUtility(IDatabase).query(cls)
@classmethod
def get(cls, id):
return cls.query().get(id)
@classmethod
def context_factory(cls, request):
return cls.query().filter_by(**request.matchdict).first()
class ReflectedObjectBase(
ObjectBase, sqlalchemy.ext.declarative.DeferredReflection):
pass
# Reflection may (have to) happen before all model classes are imported. (We
# might import the whole model before doing reflection but we don't want to
# have to.) We therefore need to give each class another chance to do the
# reflection after it is constructed.
class EnsureDeferredReflection(sqlalchemy.ext.declarative.DeclarativeMeta):
def __init__(cls, name, bases, dct):
super().__init__(name, bases, dct)
db = zope.component.queryUtility(IDatabase)
if db is not None:
db.prepare_deferred(cls)
# To create your own ReflectedObject as declarative_base you may call:
# ReflectedObject = declarative_base(cls=ReflectedObjectBase,
# metaclass=EnsureDeferredReflection)
# Enable your own class_registry by calling
# ObjectBase = declarative_base(ObjectBase, class_registry=class_registry)
# You will need this if you want to use `create_defaults` on a model.
class_registry = {}
def declarative_base(cls, **kw):
"""Create a `declarative_base` from a base Object."""
obj = sqlalchemy.ext.declarative.declarative_base(cls=cls, **kw)
register_class(obj)
return obj | /risclog.sqlalchemy-5.1-py3-none-any.whl/risclog/sqlalchemy/model.py | 0.804521 | 0.178418 | model.py | pypi |
from ..events import toolbox_handler
from ..objects.printdbox import PrintEvent
from .. import report_exception, BBox, Point
import ctypes
import swi
class PrintMixin:
Transform = ctypes.c_int32*2*2
@property
def pages(self):
return 1
def declare_fonts(self):
"""
Declare the fonts used in this document, returns a list of
handle, name, flags, as required by PDriver_DeclareFont. There is no
need to add the final 0,0,0 to the list as the Mixin will call
PDriver_DeclareFont with the 0,0,0 end-of-list marker.
Drawfile_DelcareFonts etc can also be called here.
"""
return []
def give_rectangles(self, page, sideways, scale):
"""
Gets the rectangles needed to draw the given page. If sideways is True
it should be drawn sidewase, otherwise upright.
Returns a list of
( id (unsigned int),
rect (BBox),
transform (PrintMixin.Transform),
origin (point),
background_colour (unsigned int) ) # 0xBBGGRR00
"""
return []
def draw_rectangle(self, page, rectangle, sideways, scale, id):
"""
Called to draw the given rectangle.
"""
pass
@toolbox_handler(PrintEvent)
def print_event(self, code, id_block, event):
copies = event.copies
scale = event.scale_factor
sideways = event.sideways
try:
features = swi.swi("PDriver_Info",";...I")
except:
raise RuntimeError("Printer driver not loaded.")
job = swi.swi("OS_Find","Is;I",0x83,"printer:")
if job == 0:
raise RuntimeError("Failed to open printer:")
try:
prev_job = swi.swi("PDriver_SelectJob","Is;I",job,"Pyper")
if features & 1<<29: # Declare font
declared_fonts = self.declare_fonts()
if declared_fonts is not None:
for handle,name,flags in declared_fonts:
swi.swi("PDriver_DeclareFont","IsI",handle,name,flags)
swi.swi("PDriver_DeclareFont","000")
start_page = event.start_page
if start_page == -1:
start_page = 1
finish_page = self.pages
else:
finish_page = event.finish_page
for page in range(start_page, finish_page+1):
for id,rect,transform,origin,background in \
self.give_rectangles(page, sideways, scale):
swi.swi("PDriver_GiveRectangle", "IIIII",
id,
ctypes.addressof(rect),
ctypes.addressof(transform),
ctypes.addressof(origin),
background)
rect = BBox.zero()
more,rect_id = \
swi.swi("PDriver_DrawPage","IIII;I.I",
copies, ctypes.addressof(rect),
0,0 )
while more:
self.draw_rectangle(page, rect, sideways, scale, rect_id)
more,rect_id = \
swi.swi("PDriver_GetRectangle",".I;I.I",
ctypes.addressof(rect))
if job != 0:
swi.swi("PDriver_EndJob","I",job)
swi.swi("OS_Find","II",0,job)
job = 0
if prev_job != 0:
swi.swi("PDriver_SelectJob","II",prev_job, 0)
except Exception as e:
if job != 0:
swi.swi("PDriver_AbortJob","I",job)
swi.swi("OS_Find","II",0,job)
report_exception(e) | /riscos_toolbox-1.0.1-py3-none-any.whl/riscos_toolbox1/mixins/printing.py | 0.545528 | 0.156137 | printing.py | pypi |
from ..events import toolbox_handler
from ..objects.printdbox import PrintEvent
from .. import report_exception, BBox, Point
import ctypes
import swi
class PrintMixin:
Transform = ctypes.c_int32*2*2
@property
def pages(self):
return 1
def declare_fonts(self):
"""
Declare the fonts used in this document, returns a list of
handle, name, flags, as required by PDriver_DeclareFont. There is no
need to add the final 0,0,0 to the list as the Mixin will call
PDriver_DeclareFont with the 0,0,0 end-of-list marker.
Drawfile_DelcareFonts etc can also be called here.
"""
return []
def give_rectangles(self, page, sideways, scale):
"""
Gets the rectangles needed to draw the given page. If sideways is True
it should be drawn sidewase, otherwise upright.
Returns a list of
( id (unsigned int),
rect (BBox),
transform (PrintMixin.Transform),
origin (point),
background_colour (unsigned int) ) # 0xBBGGRR00
"""
return []
def draw_rectangle(self, page, rectangle, sideways, scale, id):
"""
Called to draw the given rectangle.
"""
pass
@toolbox_handler(PrintEvent)
def print_event(self, code, id_block, event):
copies = event.copies
scale = event.scale_factor
sideways = event.sideways
try:
features = swi.swi("PDriver_Info",";...I")
except:
raise RuntimeError("Printer driver not loaded.")
job = swi.swi("OS_Find","Is;I",0x83,"printer:")
if job == 0:
raise RuntimeError("Failed to open printer:")
try:
prev_job = swi.swi("PDriver_SelectJob","Is;I",job,"Pyper")
if features & 1<<29: # Declare font
declared_fonts = self.declare_fonts()
if declared_fonts is not None:
for handle,name,flags in declared_fonts:
swi.swi("PDriver_DeclareFont","IsI",handle,name,flags)
swi.swi("PDriver_DeclareFont","000")
start_page = event.start_page
if start_page == -1:
start_page = 1
finish_page = self.pages
else:
finish_page = event.finish_page
for page in range(start_page, finish_page+1):
for id,rect,transform,origin,background in \
self.give_rectangles(page, sideways, scale):
swi.swi("PDriver_GiveRectangle", "IIIII",
id,
ctypes.addressof(rect),
ctypes.addressof(transform),
ctypes.addressof(origin),
background)
rect = BBox.zero()
more,rect_id = \
swi.swi("PDriver_DrawPage","IIII;I.I",
copies, ctypes.addressof(rect),
0,0 )
while more:
self.draw_rectangle(page, rect, sideways, scale, rect_id)
more,rect_id = \
swi.swi("PDriver_GetRectangle",".I;I.I",
ctypes.addressof(rect))
if job != 0:
swi.swi("PDriver_EndJob","I",job)
swi.swi("OS_Find","II",0,job)
job = 0
if prev_job != 0:
swi.swi("PDriver_SelectJob","II",prev_job, 0)
except Exception as e:
if job != 0:
swi.swi("PDriver_AbortJob","I",job)
swi.swi("OS_Find","II",0,job)
report_exception(e) | /riscos_toolbox-1.0.1-py3-none-any.whl/riscos_toolbox/mixins/printing.py | 0.545528 | 0.156137 | printing.py | pypi |
from riscv_assembler.instr_arr import *
from riscv_assembler.parse import *
from os.path import exists
__all__ = ['AssemblyConverter']
class AssemblyConverter:
def __init__(self, output_mode : str = 'a', nibble_mode : bool = False, hex_mode : bool = False) -> None:
self.__output_mode = self.__check_output_mode(output_mode)
self.__nibble_mode = self.__check_nibble_mode(nibble_mode)
self.__hex_mode = self.__check_hex_mode(hex_mode)
def __str__(self):
return "Output: {output_mode}, Nibble: {nibble_mode}, Hex: {hex_mode}".format(
output_mode = self.__output_mode,
nibble_mode = self.__nibble_mode,
hex_mode = self.__hex_mode
)
def __repr__(self):
return "Output: {output_mode}, Nibble: {nibble_mode}, Hex: {hex_mode}".format(
output_mode = self.__output_mode,
nibble_mode = self.__nibble_mode,
hex_mode = self.__hex_mode
)
def clone(self):
return AssemblyConverter(
output_mode = self.__output_mode,
nibble_mode = self.__nibble_mode,
hex_mode = self.__hex_mode
)
def __call__(self, *args):
return self.convert(*args)
def __check_output_mode(self, x) -> str:
mod = ''.join(sorted(x.split()))
assert mod in ['a', 'f', 'p', None], "Output Mode needs to be one of a(rray), f(ile), p(rint), or None."
return x
def __check_nibble_mode(self, x) -> str:
assert type(x) == bool, "Nibble mode needs to be a boolean."
return x
def __check_hex_mode(self, x) -> str:
assert type(x) == bool, "Hex mode needs to be a boolean."
return x
'''
Property: the way to output machine code
Options: 'a', 'f', 'p'
'''
@property
def output_mode(self) -> str:
return self.__output_mode
@output_mode.setter
def output_mode(self, x : str) -> None:
self.__output_mode = x
'''
Property: whether to print in nibbles (only applicable for text or print)
True = nibble
False = full number
'''
@property
def nibble_mode(self) -> str:
return self.__nibble_mode
@nibble_mode.setter
def nibble_mode(self, x : str) -> None:
self.__nibble_mode = x
'''
Property: whether to return as hex or not
True = hex
False = binary
'''
@property
def hex_mode(self) -> str:
return self.__hex_mode
@hex_mode.setter
def hex_mode(self, x : str) -> None:
self.__hex_mode = x
'''
Put it all together. Need to modify for output type.
Input is either a file name or string of assembly.
'''
def convert(self, input : str, file : str = None):
output = Parser(input)
assert len(output) > 0, "Provided input yielded nothing from parser. Check input."
output = self.mod(output) # apply nibble mode, hex mode
if self.__output_mode == 'a':
return output
elif self.__output_mode == 'f':
prov_dir = '/'.join(file.split('/')[:-1])
assert file != None, "For output mode to file, need to provided file name."
assert exists(prov_dir if prov_dir != '' else '.'), "Directory of provided file name does not exist."
if self.__hex_mode and file[-4:] == '.bin':
# change back to binary
print('Warning: hex mode overrided in over to output to binary file.')
output = [format(int(elem, 16), '032b') for elem in output]
AssemblyConverter.write_to_file(output, file)
return
elif self.__output_mode == 'p':
print('\n'.join(output))
return
raise NotImplementedError()
@staticmethod
def write_to_file(output : list, file : str) -> None:
extension = file[-4:]
if extension == '.bin':
with open(file, 'wb') as f:
for instr in output:
byte_array = [instr[i:i+8] for i in range(0,len(instr),8)]
byte_list = [int(b,2) for b in byte_array]
f.write(bytearray(byte_list))
return
elif extension == '.txt':
with open(file, 'w') as f:
for instr in output:
f.write(instr + "\n")
return
elif extension == '.csv':
raise NotImplementedError()
elif extension == '.dat':
raise NotImplementedError()
raise NotImplementedError()
def mod(self, output : list) -> list:
if self.__nibble_mode:
output = AssemblyConverter.apply_nibble(output)
elif self.__hex_mode:
output = AssemblyConverter.apply_hex(output)
return output
@staticmethod
def apply_nibble(output : list) -> list:
return ['\t'.join([elem[i:i+4] for i in range(0, len(elem), 4)]) for elem in output]
@staticmethod
def apply_hex(output : list) -> list:
return ['0x' + '{:08X}'.format(int(elem, 2)).lower() for elem in output] | /riscv-assembler-1.2.1.tar.gz/riscv-assembler-1.2.1/src/riscv_assembler/convert.py | 0.579638 | 0.207395 | convert.py | pypi |
import logging
import argparse
import operator
import ruamel
from ruamel.yaml import YAML
import yaml as pyyaml
def hexint_presenter(dumper, data):
return dumper.represent_int(hex(data))
class NoAliasDumper(pyyaml.Dumper):
def ignore_aliases(self, data):
return True
def dump_yaml(foo, outfile, no_anchors=False):
if no_anchors:
pyyaml.add_representer(int, hexint_presenter)
pyyaml.dump(foo, outfile, Dumper=NoAliasDumper)
else:
yaml = YAML(typ="rt")
yaml.default_flow_style = False
yaml.allow_unicode = True
yaml.compact(seq_seq=False, seq_map=False)
yaml.indent = 4
yaml.block_seq_indent = 2
yaml.dump(foo, outfile)
def load_yaml(foo, no_anchors=False):
if no_anchors:
yaml = YAML(typ="safe")
else:
yaml = YAML(typ="rt")
yaml.default_flow_style = False
yaml.allow_unicode = True
yaml.compact(seq_seq=False, seq_map=False)
yaml.indent = 4
yaml.block_seq_indent = 2
try:
with open(foo, "r") as file:
return yaml.load(file)
except ruamel.yaml.constructor.DuplicateKeyError as msg:
logger = logging.getLogger(__name__)
error = "\n".join(str(msg).split("\n")[2:-7])
logger.error(error)
raise SystemExit
class ColoredFormatter(logging.Formatter):
"""
Class to create a log output which is colored based on level.
"""
def __init__(self, *args, **kwargs):
super(ColoredFormatter, self).__init__(*args, **kwargs)
self.colors = {
'DEBUG': '\033[94m',
'INFO': '\033[92m',
'WARNING': '\033[93m',
'ERROR': '\033[91m',
}
self.reset = '\033[0m'
def format(self, record):
msg = str(record.msg)
level_name = str(record.levelname)
name = str(record.name)
color_prefix = self.colors[level_name]
return '{0}{1:<9s} {4}: {2}{3}'.format(color_prefix,
'[' + level_name + ']', msg,
self.reset, name)
def setup_logging(log_level):
"""Setup logging
Verbosity decided on user input
:param log_level: User defined log level
:type log_level: str
"""
numeric_level = getattr(logging, log_level.upper(), None)
if not isinstance(numeric_level, int):
print(
"\033[91mInvalid log level passed. Please select from debug | info | warning | error\033[0m"
)
raise ValueError("{}-Invalid log level.".format(log_level))
logging.basicConfig(level=numeric_level)
class SortingHelpFormatter(argparse.HelpFormatter):
def add_arguments(self, actions):
actions = sorted(actions, key=operator.attrgetter('option_strings'))
super(SortingHelpFormatter, self).add_arguments(actions)
def riscv_config_cmdline_args():
parser = argparse.ArgumentParser(
formatter_class=SortingHelpFormatter,
prog="riscv_config",
description="RISC-V Configuration Validator")
parser.add_argument('--version',
'-v',
help='Print version of RISCV-CONFIG being used',
action='store_true')
parser.add_argument('--isa_spec',
'-ispec',
type=str,
metavar='YAML',
default=None,
help='The YAML which contains the ISA specs.')
parser.add_argument('--platform_spec',
'-pspec',
type=str,
metavar='YAML',
default=None,
help='The YAML which contains the Platfrorm specs.')
parser.add_argument('--debug_spec',
'-dspec',
type=str,
metavar='YAML',
default=None,
help='The YAML which contains the debug csr specs.')
parser.add_argument('--custom_spec',
'-cspec',
type=str,
metavar='YAML',
default=None,
help='The YAML which contains the custom csr specs.')
parser.add_argument(
'--work_dir',
type=str,
default="riscv_config_work",
metavar='DIR',
help='The name of the work dir to dump the output files to.')
parser.add_argument('--verbose',
action='store',
default='info',
help='debug | info | warning | error',
metavar="")
parser.add_argument('--no_anchors',
action='store_true',
help='Unroll/Disable all anchors')
return parser
def pretty_print_yaml(yaml):
res = ''''''
for line in ruamel.yaml.round_trip_dump(yaml, indent=5, block_seq_indent=3).splitlines(True):
res += line
return res | /riscv_config-3.13.1.tar.gz/riscv_config-3.13.1/riscv_config/utils.py | 0.469763 | 0.17075 | utils.py | pypi |
def simd_val_vars(operand, xlen, bit_width):
'''
This function generates the operand value variables for SIMD elements of the given operand.
:param operand: a string indicating the name of the desired operand.
:param xlen: an integer indicating the XLEN value to be used.
:param bit_width: an integer indicating the element bit width for the current SIMD format.
:type operand: str
:type xlen: int
:type bit_width: int
:return: a list containing the element value variables for the given operand.
'''
val_list = []
nelms = xlen // bit_width
if bit_width == 8:
sz = "b"
elif bit_width == 16:
sz = "h"
elif bit_width == 32:
sz = "w"
else:
sz = "d"
for i in range(nelms):
val_list += [f"{operand}_{sz}{i}_val"]
return val_list
def get_fmt_sz(bit_width):
if bit_width == 8:
fmt = f"#02x"
elif bit_width == 16:
fmt = f"#04x"
elif bit_width == 32:
fmt = f"#08x"
else:
fmt = f"#016x"
if bit_width == 8:
sz = "b"
elif bit_width == 16:
sz = "h"
elif bit_width == 32:
sz = "w"
else:
sz = "d"
return fmt, sz
def gen_fmt(bit_width):
'''
This function generate fmt string by bit_width.
:param bit_width: an integer indicating the element bit width of the current RVP instruction.
:type bit_width: int
'''
if bit_width == 8:
fmt = f"#02x"
elif bit_width == 16:
fmt = f"#04x"
elif bit_width == 32:
fmt = f"#08x"
else:
fmt = f"#016x"
return fmt
def gen_sz(bit_width):
'''
This function generate size string by bit_width.
:param bit_width: an integer indicating the element bit width of the current RVP instruction.
:type bit_width: int
'''
if bit_width == 8:
sz = "b"
elif bit_width == 16:
sz = "h"
elif bit_width == 32:
sz = "w"
else:
sz = "d"
return sz
def concat_simd_data(instr_dict, xlen, _bit_width):
'''
This function concatenates all element of a SIMD register into a single value in the hex format.
:param instr_dict: a dict holding metadata and operand data for the current instruction.
:param xlen: an integer indicating the XLEN value to be used.
:param bit_width: an integer or string of integer pair indicating the element bit width of rs1/rs2 of the current RVP instruction.
:type instr_dict: dict
:type xlen: int
:type bit_width: int
'''
if type(_bit_width)==str:
_bit_width = eval(_bit_width)
if type(_bit_width)==tuple:
bit_width1, bit_width2 = _bit_width
else:
bit_width1, bit_width2 = _bit_width, _bit_width
for instr in instr_dict:
if 'rs1' in instr:
twocompl_offset = 1<<bit_width1
fmt, sz= get_fmt_sz(bit_width1)
if 'rs1_val' in instr: # single element value
rs1_val = int(instr['rs1_val'])
if rs1_val < 0:
rs1_val = rs1_val + twocompl_offset
instr['rs1_val'] = format(rs1_val, f"#0x")
else: # concatenates all element of a SIMD register into a single value
rs1_val = 0
for i in range(xlen//bit_width1):
val_var = f"rs1_{sz}{i}_val"
val = int(instr[val_var])
if val < 0:
val = val + twocompl_offset
rs1_val += val << (i*bit_width1)
instr['rs1_val'] = format(rs1_val, f"#0{xlen//4}x")
if 'rs2' in instr:
# bit_width1 == bit_width2 except for instructions with pwhrrformat.
# but even for pwhrrformat, the values are aligned to bit_width1 instead of bit_width2.
twocompl_offset = 1<<bit_width2
fmt, sz= get_fmt_sz(bit_width2)
if 'rs2_val' in instr: # single element value
rs2_val = int(instr['rs2_val'])
if rs2_val < 0:
rs2_val = rs2_val + twocompl_offset
instr['rs2_val'] = format(rs2_val, f"#0x")
else: # concatenates all element of a SIMD register into a single value
rs2_val = 0
for i in range(xlen//bit_width2):
val_var = f"rs2_{sz}{i}_val"
val = int(instr[val_var])
if val < 0:
val = val + twocompl_offset
rs2_val += val << (i*bit_width2)
instr['rs2_val'] = format(rs2_val, f"#0{xlen//4}x")
if 'imm_val' in instr:
imm_val = int(instr['imm_val'])
instr['imm_val'] = format(imm_val, f"#0x")
def incr_reg_num(reg):
name = reg[0]
num = int(reg[1:])
num = num + 1
return name + str(num)
def gen_pair_reg_data(instr_dict, xlen, _bit_width, p64_profile):
'''
This function generate high registers for paired register operands, rs1_hi, rs2_hi and rd_hi depending on the specification of the p64_profile string.
It also generate the corresponding values rs1_val_hi, rs2_val_hi.
:param instr_dict: a dict holding metadata and operand data for the current instruction.
:param xlen: an integer indicating the XLEN value to be used.
:param bit_width: an integer or string of integer pair indicating the element bit width of rs1/rs2 of the current RVP instruction.
:param p64_profile: a string of 3 chars indicating the type of operands (pair/non-pair) of the current RVP instruction. (rd, rs1 and rs2)
:type instr_dict: dict
:type xlen: int
:type bit_width: int
:type p64_profile: string
'''
if type(_bit_width)==str:
_bit_width = eval(_bit_width)
if type(_bit_width)==tuple:
bit_width1, bit_width2 = _bit_width
else:
bit_width1, bit_width2 = _bit_width, _bit_width
rs1_width = 64 if len(p64_profile) >= 3 and p64_profile[1]=='p' else xlen
rs2_width = 64 if len(p64_profile) >= 3 and p64_profile[2]=='p' else xlen
rd_width = 64 if len(p64_profile) >= 3 and p64_profile[0]=='p' else xlen
for instr in instr_dict:
if 'rs1' in instr:
twocompl_offset = 1<<bit_width1
fmt, sz= get_fmt_sz(bit_width1)
if 'rs1_val' in instr:
rs1_val = int(instr['rs1_val'])
if rs1_val < 0:
rs1_val = rs1_val + twocompl_offset
else:
rs1_val = 0
for i in range(rs1_width//bit_width1):
val_var = f"rs1_{sz}{i}_val"
val = int(instr[val_var])
if val < 0:
val = val + twocompl_offset
rs1_val += val << (i*bit_width1)
if rs1_width > xlen:
instr['rs1_val'] = format(0xffffffff & rs1_val, f"#0{2+xlen//4}x")
instr['rs1_val_hi'] = format(0xffffffff & (rs1_val>>32), f"#0{2+xlen//4}x")
instr['rs1_hi'] = incr_reg_num(instr['rs1'])
else:
instr['rs1_val'] = format(rs1_val, f"#0{2+xlen//4}x")
if rs1_width == 64 and (len(p64_profile) >= 3):
instr['rs1_val64'] = format(rs1_val, f"#018x")
if 'rs2' in instr:
twocompl_offset = 1<<bit_width2
fmt, sz= get_fmt_sz(bit_width2)
if 'rs2_val' in instr: # single element value
rs2_val = int(instr['rs2_val'])
if rs2_val < 0:
rs2_val = rs2_val + twocompl_offset
else: # concatenates all element of a SIMD register into a single value
rs2_val = 0
for i in range(rs2_width//bit_width2):
val_var = f"rs2_{sz}{i}_val"
val = int(instr[val_var])
if val < 0:
val = val + twocompl_offset
rs2_val += val << (i*bit_width2)
if rs2_width > xlen:
instr['rs2_val'] = format(0xffffffff & rs2_val, f"#0{2+xlen//4}x")
instr['rs2_val_hi'] = format(0xffffffff & (rs2_val>>32), f"#0{2+xlen//4}x")
instr['rs2_hi'] = incr_reg_num(instr['rs2'])
else:
instr['rs2_val'] = format(rs2_val, f"#0{2+xlen//4}x")
if rs2_width == 64 and (len(p64_profile) >= 3):
instr['rs2_val64'] = format(rs2_val, f"#018x")
if 'rd' in instr and rd_width > xlen:
instr['rd_hi'] = incr_reg_num(instr['rd'])
if 'imm_val' in instr:
imm_val = int(instr['imm_val'])
instr['imm_val'] = format(imm_val, f"#0x") | /riscv_ctg-0.11.1.tar.gz/riscv_ctg-0.11.1/riscv_ctg/dsp_function.py | 0.53437 | 0.627181 | dsp_function.py | pypi |
"""Common Utils """
import sys
import os
import subprocess
import shlex
from riscv_ctg.log import logger
import ruamel
from ruamel.yaml import YAML
from collections import defaultdict
import riscv_ctg.constants as const
from riscv_isac.utils import combineReader
yaml = YAML(typ="rt")
yaml.default_flow_style = False
yaml.allow_unicode = True
def load_yaml(foo):
try:
with open(foo, "r") as file:
return dict(yaml.load(file))
except ruamel.yaml.constructor.DuplicateKeyError as msg:
logger = logging.getLogger(__name__)
error = "\n".join(str(msg).split("\n")[2:-7])
logger.error(error)
raise SystemExit
def gen_format_data():
'''
Generate dictionary from template.yaml file with the structure:
Format:
- ISA
- Mnemonics
'''
op_template = load_yaml(const.template_file)
# Initialize nested dictionary
nested_dict = lambda: defaultdict(nested_dict)
format_dict = nested_dict()
for mnemonic, data in op_template.items():
if mnemonic not in ['metadata']:
format_type = data['formattype']
isa = data['isa']
for each in isa:
format_dict[format_type][each][mnemonic] = None
return format_dict
def get_instr_list():
'''
Get list of all instructions defined in template file
'''
op_template = load_yaml(const.template_file)
instr_lst = list(op_template.keys())
instr_lst.remove('metadata')
return instr_lst
def load_yamls(foo):
with combineReader(foo) as fp:
return dict(yaml.load(fp))
class makeUtil():
"""
Utility for ease of use of make commands like `make` and `pmake`.
Supports automatic addition and execution of targets. Uses the class
:py:class:`shellCommand` to execute commands.
"""
def __init__(self,makeCommand='make',makefilePath="./Makefile"):
""" Constructor.
:param makeCommand: The variant of make to be used with optional arguments.
Ex - `pmake -j 8`
:type makeCommand: str
:param makefilePath: The path to the makefile to be used.
:type makefilePath: str
"""
self.makeCommand=makeCommand
self.makefilePath = makefilePath
self.targets = []
def add_target(self,command,tname=""):
"""
Function to add a target to the makefile.
:param command: The command to be executed when the target is run.
:type command: str
:param tname: The name of the target to be used. If not specified, TARGET<num> is used as the name.
:type tname: str
"""
if tname == "":
tname = "TARGET"+str(len(self.targets))
with open(self.makefilePath,"a") as makefile:
makefile.write("\n\n.PHONY : " + tname + "\n" + tname + " :\n\t"+command.replace("\n","\n\t"))
self.targets.append(tname)
def execute_target(self,tname,cwd="./"):
"""
Function to execute a particular target only.
:param tname: Name of the target to execute.
:type tname: str
:param cwd: The working directory to be set while executing the make command.
:type cwd: str
:raise AssertionError: If target name is not present in the list of defined targets.
"""
assert tname in self.targets, "Target does not exist."
shellCommand(self.makeCommand+" -f "+self.makefilePath+" "+tname).run(cwd=cwd)
def execute_all(self,cwd):
"""
Function to execute all the defined targets.
:param cwd: The working directory to be set while executing the make command.
:type cwd: str
"""
shellCommand(self.makeCommand+" -f "+self.makefilePath+" "+" ".join(self.targets)).run(cwd=cwd)
class Command():
"""
Class for command build which is supported
by :py:mod:`suprocess` module. Supports automatic
conversion of :py:class:`pathlib.Path` instances to
valid format for :py:mod:`subprocess` functions.
"""
def __init__(self, *args, pathstyle='auto', ensure_absolute_paths=False):
"""Constructor.
:param pathstyle: Determine the path style when adding instance of
:py:class:`pathlib.Path`. Path style determines the slash type
which separates the path components. If pathstyle is `auto`, then
on Windows backslashes are used and on Linux forward slashes are used.
When backslashes should be prevented on all systems, the pathstyle
should be `posix`. No other values are allowed.
:param ensure_absolute_paths: If true, then any passed path will be
converted to absolute path.
:param args: Initial command.
:type pathstyle: str
:type ensure_absolute_paths: bool
"""
self.ensure_absolute_paths = ensure_absolute_paths
self.pathstyle = pathstyle
self.args = []
for arg in args:
self.append(arg)
def append(self, arg):
"""Add new argument to command.
:param arg: Argument to be added. It may be list, tuple,
:py:class:`Command` instance or any instance which
supports :py:func:`str`.
"""
to_add = []
if type(arg) is list:
to_add = arg
elif type(arg) is tuple:
to_add = list(arg)
elif isinstance(arg, type(self)):
to_add = arg.args
elif isinstance(arg, str) and not self._is_shell_command():
to_add = shlex.split(arg)
else:
# any object which will be converted into str.
to_add.append(arg)
# Convert all arguments to its string representation.
# pathlib.Path instances
to_add = [
self._path2str(el) if isinstance(el, pathlib.Path) else str(el)
for el in to_add
]
self.args.extend(to_add)
def clear(self):
"""Clear arguments."""
self.args = []
def run(self, **kwargs):
"""Execute the current command.
Uses :py:class:`subprocess.Popen` to execute the command.
:return: The return code of the process .
:raise subprocess.CalledProcessError: If `check` is set
to true in `kwargs` and the process returns
non-zero value.
"""
kwargs.setdefault('shell', self._is_shell_command())
cwd = self._path2str(kwargs.get(
'cwd')) if not kwargs.get('cwd') is None else self._path2str(
os.getcwd())
kwargs.update({'cwd': cwd})
logger.debug(cwd)
# When running as shell command, subprocess expects
# The arguments to be string.
logger.debug(str(self))
cmd = str(self) if kwargs['shell'] else self
x = subprocess.Popen(cmd,
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
**kwargs)
out, err = x.communicate()
out = out.rstrip()
err = err.rstrip()
if x.returncode != 0:
if out:
logger.error(out.decode("ascii"))
if err:
logger.error(err.decode("ascii"))
else:
if out:
logger.warning(out.decode("ascii"))
if err:
logger.warning(err.decode("ascii"))
return x.returncode
def _is_shell_command(self):
"""
Return true if current command is supposed to be executed
as shell script otherwise false.
"""
return any('|' in arg for arg in self.args)
def _path2str(self, path):
"""Convert :py:class:`pathlib.Path` to string.
The final form of the string is determined by the
configuration of `Command` instance.
:param path: Path-like object which will be converted
into string.
:return: String representation of `path`
"""
path = pathlib.Path(path)
if self.ensure_absolute_paths and not path.is_absolute():
path = path.resolve()
if self.pathstyle == 'posix':
return path.as_posix()
elif self.pathstyle == 'auto':
return str(path)
else:
raise ValueError(f"Invalid pathstyle {self.pathstyle}")
def __add__(self, other):
cmd = Command(self,
pathstyle=self.pathstyle,
ensure_absolute_paths=self.ensure_absolute_paths)
cmd += other
return cmd
def __iadd__(self, other):
self.append(other)
return self
def __iter__(self):
"""
Support iteration so functions from :py:mod:`subprocess` module
support `Command` instance.
"""
return iter(self.args)
def __repr__(self):
return f'<{self.__class__.__name__} args={self.args}>'
def __str__(self):
return ' '.join(self.args)
class shellCommand(Command):
"""
Sub Class of the command class which always executes commands as shell commands.
"""
def __init__(self, *args, pathstyle='auto', ensure_absolute_paths=False):
"""
:param pathstyle: Determine the path style when adding instance of
:py:class:`pathlib.Path`. Path style determines the slash type
which separates the path components. If pathstyle is `auto`, then
on Windows backslashes are used and on Linux forward slashes are used.
When backslashes should be prevented on all systems, the pathstyle
should be `posix`. No other values are allowed.
:param ensure_absolute_paths: If true, then any passed path will be
converted to absolute path.
:param args: Initial command.
:type pathstyle: str
:type ensure_absolute_paths: bool
"""
return super().__init__(*args,
pathstyle=pathstyle,
ensure_absolute_paths=ensure_absolute_paths)
def _is_shell_command(self):
return True
def sys_command(command):
logger.warning('$ {0} '.format(' '.join(shlex.split(command))))
x = subprocess.Popen(shlex.split(command),
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
)
try:
out, err = x.communicate(timeout=5)
except subprocess.TimeoutExpired:
x.kill()
out, err = x.communicate()
out = out.rstrip()
err = err.rstrip()
if x.returncode != 0:
if out:
logger.error(out.decode("ascii"))
if err:
logger.error(err.decode("ascii"))
else:
if out:
logger.debug(out.decode("ascii"))
if err:
logger.debug(err.decode("ascii"))
return out.decode("ascii")
def sys_command_file(command, filename):
cmd = command.split(' ')
cmd = [x.strip(' ') for x in cmd]
cmd = [i for i in cmd if i]
logger.debug('{0} > {1}'.format(' '.join(cmd), filename))
fp = open(filename, 'w')
out = subprocess.Popen(cmd, stdout=fp, stderr=fp)
stdout, stderr = out.communicate()
fp.close() | /riscv_ctg-0.11.1.tar.gz/riscv_ctg-0.11.1/riscv_ctg/utils.py | 0.569853 | 0.313118 | utils.py | pypi |
import logging
import colorlog
class Log:
"""
this class holds all the logic; see the end of the script to
see how it's instantiated in order to have the line
"from zenlog import log" work
"""
aliases = {
logging.CRITICAL: ("critical", "crit", "fatal"),
logging.ERROR: ("error", "err"),
logging.WARNING: ("warning", "warn"),
logging.INFO: ("info", "inf"),
logging.DEBUG: ("debug", "dbg")
}
def __init__(self, format=None):
if not format:
format = "%(log_color)s%(levelname)8s%(reset)s | %(log_color)s%(message)s%(reset)s"
self.format = format
self.colors = {
'DEBUG': 'purple',
'INFO': 'green',
'WARNING': 'red',
'ERROR': 'bold_red',
'CRITICAL': 'bold_red',
}
self.logger = logging.getLogger()
# the magic happens here: we use the "extra" argument documented in
# https://docs.python.org/2/library/logging.html#logging.Logger.debug
# to inject new items into the logging.LogRecord objects
# we also create our convenience methods here
def critical(self, message, *args, **kwargs):
for line in str(message).splitlines():
self.logger.critical(line,
*args, **kwargs)
crit = c = fatal = critical
def error(self, message, *args, **kwargs):
for line in str(message).splitlines():
self.logger.error(line,
*args, **kwargs)
err = e = error
def warn(self, message, *args, **kwargs):
for line in str(message).splitlines():
self.logger.warning(line,
*args, **kwargs)
warning = w = warn
def info(self, message, *args, **kwargs):
for line in str(message).splitlines():
self.logger.info(line,
*args, **kwargs)
inf = nfo = i = info
def debug(self, message, *args, **kwargs):
for line in str(message).splitlines():
self.logger.debug(line,
*args, **kwargs)
dbg = d = debug
# other convenience functions to set the global logging level
def _parse_level(self, lvl):
for log_level in self.aliases:
if lvl == log_level or lvl in self.aliases[log_level]:
return log_level
print('Invalid log level passed. Please select from debug | info | warning | error')
raise ValueError("{}-Invalid log level.".format(lvl))
def level(self, lvl=logging.CRITICAL):
'''Setup the Logger.'''
self._lvl = self._parse_level(lvl)
self.stream = logging.StreamHandler()
self.stream.setLevel(self._lvl)
self.stream.setLevel(self._lvl)
self.stream.setFormatter(colorlog.ColoredFormatter(self.format,log_colors=self.colors))
self.logger.setLevel(self._lvl)
self.logger.addHandler(self.stream)
logging.root.setLevel(self._lvl)
logger = Log() | /riscv_ctg-0.11.1.tar.gz/riscv_ctg-0.11.1/riscv_ctg/log.py | 0.436382 | 0.251514 | log.py | pypi |
import os
root = os.path.abspath(os.path.dirname(__file__))
cwd = os.getcwd()
dpr_template = '''
# Data Propagation Report
- **STAT1** : Number of instructions that hit unique coverpoints and update the signature
- **STAT2** : Number of instructions that hit covepoints which are not unique but still update the signature (completely or partially)
- **STAT3** : Number of instructions that hit a unique coverpoint but do not update the signature completely
- **STAT4** : Number of multiple signature updates for the same coverpoint
- **STAT5** : Number of times the signature was overwritten
| Param | Value |
|---------------------------|----------|
| XLEN | {0} |
| TEST_REGION | {1} |
| SIG_REGION | {2} |
| COV_LABELS | {3} |
| TEST_NAME | {4}.S |
| Total Number of coverpoints| {5} |
| Total Coverpoints Hit | {7} |
| Total Signature Updates | {6} |
| STAT1 | {8} |
| STAT2 | {9} |
| STAT3 | {10} |
| STAT4 | {11} |
| STAT5 | {12} |
## Details for STAT2:
```
{13}
```
## Details of STAT3
```
{14}
```
## Details of STAT4:
```
{15}
```
## Details of STAT5:
{16}
## Details of STAT1:
- The first column indicates the signature address(es) and the data at that location in hexadecimal in the following format:
```
[Address1]
Data1
[Address2]
Data2
...
```
- The second column captures all the coverpoints which have been captured by that particular signature location
- The third column captures all the insrtuctions since the time a coverpoint was
hit to the point when a store to the signature was performed. Each line has
the following format:
```
[PC of instruction] : mnemonic
```
- The order in the table is based on the order of signatures occuring in the
test. These need not necessarily be in increasing or decreasing order of the
address in the signature region.
''' | /riscv_isac-0.18.0.tar.gz/riscv_isac-0.18.0/riscv_isac/constants.py | 0.470493 | 0.742317 | constants.py | pypi |
"""Common Utils """
import sys
import os
import subprocess
import shlex
import riscv_isac
from riscv_isac.log import logger
import ruamel
from ruamel.yaml import YAML
from ruamel.yaml.representer import RoundTripRepresenter,SafeRepresenter
import yaml as pyyaml
from elftools.elf.elffile import ELFFile
yaml = YAML(typ="rt")
yaml.default_flow_style = False
yaml.explicit_start = True
yaml.allow_unicode = True
yaml.allow_duplicate_keys = False
safe_yaml = YAML(typ="safe")
safe_yaml.default_flow_style = False
safe_yaml.explicit_start = True
safe_yaml.allow_unicode = True
safe_yaml.allow_duplicate_keys = False
def collect_label_address(elf, label):
with open(elf, 'rb') as f:
elffile = ELFFile(f)
# elfclass is a public attribute of ELFFile, read from its header
symtab = elffile.get_section_by_name('.symtab')
size = symtab.num_symbols()
mains = symtab.get_symbol_by_name(label)
main = mains[0]
return int(main.entry['st_value'])
def dump_yaml(foo, outfile):
yaml.dump(foo, outfile)
def load_yaml_file(foo):
try:
with open(foo, "r") as file:
return yaml.load(file)
except ruamel.yaml.constructor.DuplicateKeyError as msg:
logger = logging.getLogger(__name__)
error = "\n".join(str(msg).split("\n")[2:-7])
logger.error(error)
raise SystemExit
class makeUtil():
"""
Utility for ease of use of make commands like `make` and `pmake`.
Supports automatic addition and execution of targets. Uses the class
:py:class:`shellCommand` to execute commands.
"""
def __init__(self,makeCommand='make',makefilePath="./Makefile"):
""" Constructor.
:param makeCommand: The variant of make to be used with optional arguments.
Ex - `pmake -j 8`
:type makeCommand: str
:param makefilePath: The path to the makefile to be used.
:type makefilePath: str
"""
self.makeCommand=makeCommand
self.makefilePath = makefilePath
self.targets = []
def add_target(self,command,tname=""):
"""
Function to add a target to the makefile.
:param command: The command to be executed when the target is run.
:type command: str
:param tname: The name of the target to be used. If not specified, TARGET<num> is used as the name.
:type tname: str
"""
if tname == "":
tname = "TARGET"+str(len(self.targets))
with open(self.makefilePath,"a") as makefile:
makefile.write("\n\n.PHONY : " + tname + "\n" + tname + " :\n\t"+command.replace("\n","\n\t"))
self.targets.append(tname)
def execute_target(self,tname,cwd="./"):
"""
Function to execute a particular target only.
:param tname: Name of the target to execute.
:type tname: str
:param cwd: The working directory to be set while executing the make command.
:type cwd: str
:raise AssertionError: If target name is not present in the list of defined targets.
"""
assert tname in self.targets, "Target does not exist."
shellCommand(self.makeCommand+" -f "+self.makefilePath+" "+tname).run(cwd=cwd)
def execute_all(self,cwd):
"""
Function to execute all the defined targets.
:param cwd: The working directory to be set while executing the make command.
:type cwd: str
"""
shellCommand(self.makeCommand+" -f "+self.makefilePath+" "+" ".join(self.targets)).run(cwd=cwd)
class combineReader(object):
def __init__(self, file_names):
self._to_do = list(file_names[:])
self._fp = None
def __enter__(self):
return self
def __exit__(self, exception_type, exception_value, exception_traceback):
if self._fp:
self._fp.close()
def read(self, size=None):
res = ''
while True:
if self._fp is None:
if not self._to_do:
return res
else:
self._fp = open(self._to_do.pop(0))
if size is None:
data = self._fp.read()
else:
data = self._fp.read(size)
if size is None or not data:
self._fp.close()
self._fp = None
res += data
if size is None:
continue
size -= len(data)
if size == 0:
break
return res
def load_cgf(files):
with combineReader(files) as fp:
# Intermediate fix for no aliasing in output cgf.
# Load in safe mode, dump to string and load in
# rt mode to support comments.
# TODO: Find a better way of doing this by
# overloading functions from the original library
# representers.
from io import StringIO
string_stream = StringIO()
safe_yaml.dump(dict(safe_yaml.load(fp)),string_stream)
output_str = string_stream.getvalue()
string_stream.close()
return yaml.load(output_str)
class Command():
"""
Class for command build which is supported
by :py:mod:`suprocess` module. Supports automatic
conversion of :py:class:`pathlib.Path` instances to
valid format for :py:mod:`subprocess` functions.
"""
def __init__(self, *args, pathstyle='auto', ensure_absolute_paths=False):
"""Constructor.
:param pathstyle: Determine the path style when adding instance of
:py:class:`pathlib.Path`. Path style determines the slash type
which separates the path components. If pathstyle is `auto`, then
on Windows backslashes are used and on Linux forward slashes are used.
When backslashes should be prevented on all systems, the pathstyle
should be `posix`. No other values are allowed.
:param ensure_absolute_paths: If true, then any passed path will be
converted to absolute path.
:param args: Initial command.
:type pathstyle: str
:type ensure_absolute_paths: bool
"""
self.ensure_absolute_paths = ensure_absolute_paths
self.pathstyle = pathstyle
self.args = []
for arg in args:
self.append(arg)
def append(self, arg):
"""Add new argument to command.
:param arg: Argument to be added. It may be list, tuple,
:py:class:`Command` instance or any instance which
supports :py:func:`str`.
"""
to_add = []
if type(arg) is list:
to_add = arg
elif type(arg) is tuple:
to_add = list(arg)
elif isinstance(arg, type(self)):
to_add = arg.args
elif isinstance(arg, str) and not self._is_shell_command():
to_add = shlex.split(arg)
else:
# any object which will be converted into str.
to_add.append(arg)
# Convert all arguments to its string representation.
# pathlib.Path instances
to_add = [
self._path2str(el) if isinstance(el, pathlib.Path) else str(el)
for el in to_add
]
self.args.extend(to_add)
def clear(self):
"""Clear arguments."""
self.args = []
def run(self, **kwargs):
"""Execute the current command.
Uses :py:class:`subprocess.Popen` to execute the command.
:return: The return code of the process .
:raise subprocess.CalledProcessError: If `check` is set
to true in `kwargs` and the process returns
non-zero value.
"""
kwargs.setdefault('shell', self._is_shell_command())
cwd = self._path2str(kwargs.get(
'cwd')) if not kwargs.get('cwd') is None else self._path2str(
os.getcwd())
kwargs.update({'cwd': cwd})
logger.debug(cwd)
# When running as shell command, subprocess expects
# The arguments to be string.
logger.debug(str(self))
cmd = str(self) if kwargs['shell'] else self
x = subprocess.Popen(cmd,
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
**kwargs)
out, err = x.communicate()
out = out.rstrip()
err = err.rstrip()
if x.returncode != 0:
if out:
logger.error(out.decode("ascii"))
if err:
logger.error(err.decode("ascii"))
else:
if out:
logger.warning(out.decode("ascii"))
if err:
logger.warning(err.decode("ascii"))
return x.returncode
def _is_shell_command(self):
"""
Return true if current command is supposed to be executed
as shell script otherwise false.
"""
return any('|' in arg for arg in self.args)
def _path2str(self, path):
"""Convert :py:class:`pathlib.Path` to string.
The final form of the string is determined by the
configuration of `Command` instance.
:param path: Path-like object which will be converted
into string.
:return: String representation of `path`
"""
path = pathlib.Path(path)
if self.ensure_absolute_paths and not path.is_absolute():
path = path.resolve()
if self.pathstyle == 'posix':
return path.as_posix()
elif self.pathstyle == 'auto':
return str(path)
else:
raise ValueError(f"Invalid pathstyle {self.pathstyle}")
def __add__(self, other):
cmd = Command(self,
pathstyle=self.pathstyle,
ensure_absolute_paths=self.ensure_absolute_paths)
cmd += other
return cmd
def __iadd__(self, other):
self.append(other)
return self
def __iter__(self):
"""
Support iteration so functions from :py:mod:`subprocess` module
support `Command` instance.
"""
return iter(self.args)
def __repr__(self):
return f'<{self.__class__.__name__} args={self.args}>'
def __str__(self):
return ' '.join(self.args)
class shellCommand(Command):
"""
Sub Class of the command class which always executes commands as shell commands.
"""
def __init__(self, *args, pathstyle='auto', ensure_absolute_paths=False):
"""
:param pathstyle: Determine the path style when adding instance of
:py:class:`pathlib.Path`. Path style determines the slash type
which separates the path components. If pathstyle is `auto`, then
on Windows backslashes are used and on Linux forward slashes are used.
When backslashes should be prevented on all systems, the pathstyle
should be `posix`. No other values are allowed.
:param ensure_absolute_paths: If true, then any passed path will be
converted to absolute path.
:param args: Initial command.
:type pathstyle: str
:type ensure_absolute_paths: bool
"""
return super().__init__(*args,
pathstyle=pathstyle,
ensure_absolute_paths=ensure_absolute_paths)
def _is_shell_command(self):
return True
def sys_command(command):
logger.warning('$ {0} '.format(' '.join(shlex.split(command))))
x = subprocess.Popen(shlex.split(command),
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
)
try:
out, err = x.communicate(timeout=5)
except subprocess.TimeoutExpired:
x.kill()
out, err = x.communicate()
out = out.rstrip()
err = err.rstrip()
if x.returncode != 0:
if out:
logger.error(out.decode("ascii"))
if err:
logger.error(err.decode("ascii"))
else:
if out:
logger.debug(out.decode("ascii"))
if err:
logger.debug(err.decode("ascii"))
return out.decode("ascii")
def sys_command_file(command, filename):
cmd = command.split(' ')
cmd = [x.strip(' ') for x in cmd]
cmd = [i for i in cmd if i]
logger.debug('{0} > {1}'.format(' '.join(cmd), filename))
fp = open(filename, 'w')
out = subprocess.Popen(cmd, stdout=fp, stderr=fp)
stdout, stderr = out.communicate()
fp.close()
def import_instr_alias(alias):
'''
Return instructions pertaining to a particular alias
alias: (string) The alias to be imported
'''
# Function to flatten nested lists
from collections import Iterable
def flatten(lis):
for item in lis:
if isinstance(item, Iterable) and not isinstance(item, str):
for x in flatten(item):
yield x
else:
yield item
isac_path = os.path.dirname(riscv_isac.__file__)
alias_dict = load_yaml_file(isac_path + '/data/instr_alias.yaml')
if alias in alias_dict:
return list(flatten(alias_dict[alias]))
else:
return None | /riscv_isac-0.18.0.tar.gz/riscv_isac-0.18.0/riscv_isac/utils.py | 0.537284 | 0.223314 | utils.py | pypi |
import logging
import colorlog
class Log:
"""
this class holds all the logic; see the end of the script to
see how it's instantiated in order to have the line
"from zenlog import log" work
"""
aliases = {
logging.CRITICAL: ("critical", "crit", "fatal"),
logging.ERROR: ("error", "err"),
logging.WARNING: ("warning", "warn"),
logging.INFO: ("info", "inf"),
logging.DEBUG: ("debug", "dbg")
}
def __init__(self, format=None):
if not format:
format = "%(log_color)s%(levelname)8s%(reset)s | %(log_color)s%(message)s%(reset)s"
self.format = format
self.colors = {
'DEBUG': 'purple',
'INFO': 'green',
'WARNING': 'red',
'ERROR': 'bold_red',
'CRITICAL': 'bold_red',
}
self.logger = logging.getLogger()
# the magic happens here: we use the "extra" argument documented in
# https://docs.python.org/2/library/logging.html#logging.Logger.debug
# to inject new items into the logging.LogRecord objects
# we also create our convenience methods here
def critical(self, message, *args, **kwargs):
for line in str(message).splitlines():
self.logger.critical(line,
*args, **kwargs)
crit = c = fatal = critical
def error(self, message, *args, **kwargs):
for line in str(message).splitlines():
self.logger.error(line,
*args, **kwargs)
err = e = error
def warn(self, message, *args, **kwargs):
for line in str(message).splitlines():
self.logger.warning(line,
*args, **kwargs)
warning = w = warn
def info(self, message, *args, **kwargs):
for line in str(message).splitlines():
self.logger.info(line,
*args, **kwargs)
inf = nfo = i = info
def debug(self, message, *args, **kwargs):
for line in str(message).splitlines():
self.logger.debug(line,
*args, **kwargs)
dbg = d = debug
# other convenience functions to set the global logging level
def _parse_level(self, lvl):
for log_level in self.aliases:
if lvl == log_level or lvl in self.aliases[log_level]:
return log_level
print('Invalid log level passed. Please select from debug | info | warning | error')
raise ValueError("{}-Invalid log level.".format(lvl))
def level(self, lvl=logging.CRITICAL):
'''Setup the Logger.'''
self._lvl = self._parse_level(lvl)
self.stream = logging.StreamHandler()
self.stream.setLevel(self._lvl)
self.stream.setLevel(self._lvl)
self.stream.setFormatter(colorlog.ColoredFormatter(self.format,log_colors=self.colors))
self.logger.setLevel(self._lvl)
self.logger.addHandler(self.stream)
logging.root.setLevel(self._lvl)
logger = Log() | /riscv_isac-0.18.0.tar.gz/riscv_isac-0.18.0/riscv_isac/log.py | 0.436382 | 0.251514 | log.py | pypi |
from abc import ABCMeta, abstractmethod
from collections import deque
from .variant import Variant
from .model import Model, Memory
from .isa import InstructionNOP
from .program import Program
from .types import RVFISignals, TraceIntegerRegister, Register
from .code import decode
class GoldenException(Exception):
pass
class GoldenProgramEndException(Exception):
pass
class Golden(metaclass=ABCMeta):
def __init__(self, variant: Variant):
self.model = Model(variant)
self.memory = Memory()
self.program = None
@abstractmethod
def fetch(self, pc):
pass
class GoldenUnbuffered(Golden):
def __init__(self, variant: Variant, *, pc: int = 0):
super().__init__(variant)
self.reset(pc=pc)
def fetch(self, pc):
if self.pc != pc:
raise GoldenException("Unexpected fetch PC: {}, expected {}".format(pc, self.pc))
try:
insn = self.program[pc >> 2]
except IndexError:
raise GoldenProgramEndException()
self.issued.append(insn)
self.pc += 4
return insn
def commit(self, trace, *, insn = None):
if not isinstance(trace, list):
trace = [trace]
# Test if any other exceptions are issued and get in order
try:
exp = self.issued.popleft()
except IndexError:
# If not we may be able to verify this is a NOP, then its okay. If no NOP, its probably okay too..
if insn is not None:
if insn != InstructionNOP():
raise GoldenProgramEndException()
raise GoldenProgramEndException()
# If we got an instruction check if it matches
if insn is not None:
if exp != insn:
raise GoldenException("Expected instruction: {}, expected {}".format(insn, exp))
# Execute the expected instruction and verify the state is the same
exp_trace = self.model.issue(exp)
if not self.model.check(trace):
raise GoldenException("Unexpected state change: {}, expected: {}".format(",".join([str(t) for t in trace]),
",".join([str(t) for t in exp_trace])))
def reset(self, *, pc: int = 0):
self.model.reset(pc=pc)
self.pc = pc
self.issued = deque()
def load_program(self, pgm: Program):
self.program = pgm.insns
def traces_from_rvfi(rvfi: RVFISignals) -> list:
insn = decode(rvfi.insn)
if rvfi.valid != 1:
return []
t = []
if rvfi.rd_addr == 0 and rvfi.rd_wdata != 0:
raise ValueError("rd[0] cannot be written by core")
if rvfi.rd_addr != 0:
if "rd" in insn.__dict__:
reg = Register(32)
reg.set(rvfi.rd_wdata)
t.append(TraceIntegerRegister(rvfi.rd_addr, reg))
return t | /riscv-model-0.6.6.tar.gz/riscv-model-0.6.6/riscvmodel/golden.py | 0.778607 | 0.233313 | golden.py | pypi |
from random import randrange
from abc import ABCMeta, abstractmethod
from collections import namedtuple
from .variant import Variant
from .model import Model
from .types import Immediate, Register
from .variant import RV32I
Field = namedtuple("Field", ["name", "base", "size", "offset", "description", "static", "value"])
Field.__new__.__defaults__ = (None, None, None, 0, None, False, None)
class Instruction(metaclass=ABCMeta):
"""
Base class for instructions
This is the abstract base class for all instruction. They are derived via
their instruction type.
"""
# Class members starting with "field_" are defined by the ISA
field_opcode = Field(name="opcode", base=0, size=7, description="", static=True)
# Class members starting with "isa_" are defined by the ISA and describe and
# identify an instruction
mnemonic = None
coding = None
isa_variant = None
isa_format_id = None
asm_arg_signature = ""
@classmethod
def asm_signature(cls):
signature = cls.mnemonic
if len(cls.asm_arg_signature) > 0:
signature += " " + cls.asm_arg_signature
return signature
@classmethod
def extract_field(cls, field, word):
fname = "field_{}".format(field)
base = getattr(cls, fname).base
size = getattr(cls, fname).size
if not isinstance(base, list):
base = [base]
size = [size]
off = 0
value = 0
for part in range(len(base)):
value |= ((word >> base[part]) & (2**size[part] - 1)) << off
off += size[part]
return value << getattr(cls, fname).offset
@classmethod
def set_field(cls, field, word, value):
fname = "field_{}".format(field)
base = getattr(cls, fname).base
size = getattr(cls, fname).size
if not isinstance(base, list):
base = [base]
size = [size]
off = getattr(cls, fname).offset
for part in range(len(base)):
word |= (((value >> off) & (2**size[part] - 1)) << base[part])
off += size[part]
return word
@classmethod
def get_fields(cls):
return [getattr(cls, member) for member in dir(cls) if member.startswith("field_")]
@classmethod
def get_static_fields(cls):
return [field for field in cls.get_fields() if field.static]
@classmethod
def get_isa_format(cls, *, asdict: bool=False):
fields = [getattr(cls, attr) for attr in dir(cls) if attr.startswith("field_")]
if asdict:
fields = [field._asdict() for field in fields]
return {"id": cls.isa_format_id, "fields": fields}
@classmethod
def match(cls, word: int):
"""Try to match a machine code to this instruction"""
for field in cls.get_static_fields():
if cls.extract_field(field.name, word) != field.value:
return False
return True
def ops_from_string(self, ops: str):
"""
Extract operands from string
"""
self.ops_from_list(ops.split(","))
def ops_from_list(self, ops: list):
"""
Extract operands from list of string
"""
def randomize(self, variant: Variant):
"""
Randomize this instruction
This function randomizes the instance of an instruction according to the
given variant.
:param variant: RISC-V ISA variant :return: nothing
"""
@abstractmethod
def execute(self, model: Model):
"""
Execute this instruction
Execute the instruction on the given model
:param model: RISC-V core model
:return: nothing
"""
def decode(self, word: int):
"""
Decode a machine code and configure this instruction from it.
:param word: Machine code as 32-bit integer
:type word: int
"""
for field in self.get_fields():
if field.static:
assert self.extract_field(field.name, word) == field.value
else:
attr = getattr(self, field.name)
value = self.extract_field(field.name, word)
if isinstance(attr, Register):
attr.set(value)
elif isinstance(attr, Immediate):
attr.set_from_bits(value)
else:
setattr(self, field.name, value)
def encode(self) -> int:
"""
TODO: document
"""
word = 0
for field in self.get_fields():
if field.value is not None:
word = self.set_field(field.name, word, field.value)
else:
value = getattr(self, field.name)
if isinstance(value, Immediate):
word = self.set_field(field.name, word, value.unsigned())
elif isinstance(value, bool):
word = self.set_field(field.name, word, 1 if value else 0)
else:
word = self.set_field(field.name, word, value)
return word
def __str__(self):
"""
Generate assembler code
Generate the assembler code for this instruction
:return: Assembly string
"""
return str(self.mnemonic)
# pylint: disable=R0201,W0613
def inopstr(self, model) -> str:
"""
TODO: document
"""
return ""
# pylint: disable=R0201,W0613
def outopstr(self, model) -> str:
"""
TODO: document
"""
return ""
def __setattr__(self, key, value):
if key in self.__dict__ and isinstance(self.__dict__[key], Immediate):
raise AttributeError(
"Instruction does not allow to overwrite immediates, use set() on them"
)
super().__setattr__(key, value)
def __eq__(self, other):
for field in self.get_fields():
if field.static:
if getattr(self, field) != getattr(other, field):
return False
else:
if getattr(self, field[6:]) != getattr(other, field[6:]):
return False
return True
class InstructionFunct3Type(Instruction, metaclass=ABCMeta):
field_funct3 = Field(name="funct3", base=12, size=3, description="", static=True)
class InstructionFunct5Type(Instruction, metaclass=ABCMeta):
field_funct5 = Field(name="funct5", base=27, size=5, description="", static=True)
class InstructionFunct7Type(Instruction, metaclass=ABCMeta):
field_funct7 = Field(name="funct7", base=25, size=7, description="", static=True)
class InstructionRType(InstructionFunct3Type, InstructionFunct7Type, metaclass=ABCMeta):
"""
R-type instructions are 3-register instructions which use two source
registers and write one output register.
:param rd: Destination register
:type rd: int
:param rs1: Source register 1
:type rs1: int
:param rs2: Source register 2
:type rs2: int
"""
isa_format_id = "R"
asm_arg_signature = "<rd>, <rs1>, <rs2>"
field_rd = Field(name="rd", base=7, size=5, description="")
field_rs1 = Field(name="rs1", base=15, size=5, description="")
field_rs2 = Field(name="rs2", base=20, size=5, description="")
def __init__(self, rd: int = None, rs1: int = None, rs2: int = None):
super(InstructionRType, self).__init__()
# pylint: disable=C0103
self.rd = rd
self.rs1 = rs1
self.rs2 = rs2
def ops_from_list(self, ops):
(self.rd, self.rs1, self.rs2) = [int(op[1:]) for op in ops]
def randomize(self, variant: Variant):
self.rd = randrange(0, variant.xlen)
self.rs1 = randrange(0, variant.xlen)
self.rs2 = randrange(0, variant.xlen)
def inopstr(self, model):
opstr = "{:>3}={}, ".format("x{}".format(self.rs1),
model.state.intreg[self.rs1])
opstr += "{:>3}={} ".format("x{}".format(self.rs2),
model.state.intreg[self.rs2])
return opstr
def outopstr(self, model):
return "{:>3}={} ".format("x{}".format(self.rd),
model.state.intreg[self.rd])
def __str__(self):
return "{} x{}, x{}, x{}".format(self.mnemonic, self.rd, self.rs1,
self.rs2)
class InstructionIType(InstructionFunct3Type, metaclass=ABCMeta):
"""
I-type instructions are registers that use one source register and an
immediate to produce a new value for the destination register.
Two specialization exist for this class: :class:`InstructionILType` for load
instructions and :class:`InstructionISType` for instructions that shift by
an immediate value.
:param rd: Destination register
:type rd: int
:param rs1: Source register 1
:type rs1: int
:param imm: 12-bit signed immediate
:type imm: int
"""
isa_format_id = "I"
asm_arg_signature = "<rd>, <rs1>, <imm>"
field_rd = Field(name="rd", base=7, size=5, description="")
field_rs1 = Field(name="rs1", base=15, size=5, description="")
field_imm = Field(name="imm", base=20, size=12, description="")
def __init__(self, rd: int = None, rs1: int = None, imm: int = None):
super(InstructionIType, self).__init__()
self.rd = rd # pylint: disable=C0103
self.rs1 = rs1
self.imm = Immediate(bits=12, signed=True)
if imm is not None:
self.imm.set(imm)
def ops_from_list(self, ops):
if len(ops) == 0: # ecall
return
self.rd = int(ops[0][1:])
if ops[1][0] == "x":
self.rs1 = int(ops[1][1:])
self.imm.set(int(ops[2], 0))
else: # Load
self.rs1 = int(ops[2][1:])
self.imm.set(int(ops[1], 0))
def randomize(self, variant: Variant):
self.rd = randrange(0, variant.xlen)
self.rs1 = randrange(0, variant.xlen)
self.imm.randomize()
def inopstr(self, model) -> str:
return "{:>3}={} ".format("x{}".format(self.rs1),
model.state.intreg[self.rs1])
def outopstr(self, model) -> str:
return "{:>3}={} ".format("x{}".format(self.rd),
model.state.intreg[self.rd])
def __str__(self) -> str:
return "{} x{}, x{}, {}".format(self.mnemonic, self.rd, self.rs1,
self.imm)
class InstructionILType(InstructionIType, metaclass=ABCMeta):
"""
I-type instruction specialization for stores. The produce a different
assembler than the base class
:param rd: Destination register
:type rd: int
:param rs1: Source register 1
:type rs1: int
:param imm: 12-bit signed immediate
:type rs2: int
"""
def __str__(self):
return "{} x{}, {}(x{})".format(self.mnemonic, self.rd, self.imm,
self.rs1)
class InstructionISType(InstructionFunct3Type,InstructionFunct7Type, metaclass=ABCMeta):
"""
Similar to R-Type instruction specialization for shifts by immediate.
:param rd: Destination register
:type rd: int
:param rs1: Source register 1
:type rs1: int
:param imm: 12-bit signed immediate
:type imm: int
"""
isa_format_id = "IS"
field_rd = Field(name="rd", base=7, size=5, description="")
field_rs1 = Field(name="rs1", base=15, size=5, description="")
field_shamt = Field(name="shamt", base=20, size=5, description="")
asm_arg_signature = "<rd>, <rs1>, <shamt>"
def __init__(self, rd: int = None, rs1: int = None, shamt: int = None):
super(InstructionISType, self).__init__()
self.rd = rd
self.rs1 = rs1
self.shamt = Immediate(bits=5, init=shamt)
def ops_from_list(self, ops):
self.rd = int(ops[0][1:])
self.rs1 = int(ops[1][1:])
self.shamt.set(int(ops[2], 0))
def randomize(self, variant: Variant):
self.rd = randrange(0, variant.xlen)
self.rs1 = randrange(0, variant.xlen)
self.shamt.randomize()
def inopstr(self, model):
return "{:>3}={} ".format("x{}".format(self.rs1),
model.state.intreg[self.rs1])
def __str__(self):
return "{} x{}, x{}, 0x{:02x}".format(self.mnemonic, self.rd, self.rs1,
self.shamt)
class InstructionSType(InstructionFunct3Type, metaclass=ABCMeta):
"""
S-type instructions are used for stores. They don't have a destination
register, but two source registers.
:param rs1: Source register for base address
:type rs1: int
:param rs2: Source register for data
:type rs2: int
:param imm: Offset of store, for calculation of address relative to rs1
:type imm: int
"""
isa_format_id = "S"
field_rs1 = Field(name="rs1", base=15, size=5, description="")
field_rs2 = Field(name="rs2", base=20, size=5, description="")
field_imm = Field(name="imm", base=[7, 25], size=[5, 7], description="")
asm_arg_signature = "<rs2>, <imm>(<rs1>)"
def __init__(self, rs1: int = None, rs2: int = None, imm: int = None):
super(InstructionSType, self).__init__()
self.rs1 = rs1
self.rs2 = rs2
self.imm = Immediate(bits=12, signed=True, init=imm)
def ops_from_list(self, ops):
self.rs1 = int(ops[2][1:])
self.rs2 = int(ops[0][1:])
self.imm.set(int(ops[1], 0))
def randomize(self, variant: Variant):
self.rs1 = randrange(0, variant.xlen)
self.rs2 = randrange(0, variant.xlen)
self.imm.randomize()
def inopstr(self, model):
opstr = "{:>3}={}, ".format("x{}".format(self.rs1),
model.state.intreg[self.rs1])
opstr += "{:>3}={}".format("x{}".format(self.rs2),
model.state.intreg[self.rs2])
return opstr
def __str__(self):
return "{} x{}, {}(x{})".format(self.mnemonic, self.rs2, self.imm,
self.rs1)
class InstructionBType(InstructionFunct3Type, metaclass=ABCMeta):
"""
B-type instructions encode branches. Branches have two source registers that
are compared. They then change the program counter by the immediate value.
:param rs1: Source 1 for comparison
:type rs1: int
:param rs2: Source 2 for comparison
:type rs2: int
:param imm: Immediate for branch destination address calculation (13-bit, signed,
16-bit aligned)
:type imm: int
"""
isa_format_id = "B"
field_rs1 = Field(name="rs1", base=15, size=5, description="")
field_rs2 = Field(name="rs2", base=20, size=5, description="")
field_imm = Field(name="imm", base=[8, 25, 7, 31], size=[4, 6, 1, 1], offset=1, description="")
asm_arg_signature = "<rs1>, <rs2>, <imm>"
def __init__(self, rs1: int = None, rs2: int = None, imm: int = None):
super(InstructionBType, self).__init__()
self.rs1 = rs1
self.rs2 = rs2
self.imm = Immediate(bits=13, signed=True, lsb0=True, init=imm)
def ops_from_list(self, ops):
self.rs1 = int(ops[0][1:])
self.rs2 = int(ops[1][1:])
self.imm.set(int(ops[2], 0))
def randomize(self, variant: Variant):
self.rs1 = randrange(0, variant.xlen)
self.rs2 = randrange(0, variant.xlen)
self.imm.randomize()
def inopstr(self, model):
opstr = "{:>3}={}, ".format("x{}".format(self.rs1),
model.state.intreg[self.rs1])
opstr += "{:>3}={}".format("x{}".format(self.rs2),
model.state.intreg[self.rs2])
return opstr
def __str__(self):
return "{} x{}, x{}, .{:+}".format(self.mnemonic, self.rs1, self.rs2,
self.imm)
class InstructionUType(Instruction, metaclass=ABCMeta):
"""
U-type instructions are used for constant formation and set the upper bits of a register.
:param rd: Destination register
:type rd: int
:param imm: Immediate (20-bit, unsigned)
:type imm: int
"""
field_rd = Field(name="rd", base=7, size=5, description="")
field_imm = Field(name="imm", base=12, size=20, description="")
def __init__(self, rd: int = None, imm: int = None):
super(InstructionUType, self).__init__()
self.rd = rd # pylint: disable=invalid-name
self.imm = Immediate(bits=20, init=imm)
def ops_from_list(self, ops):
self.rd = int(ops[0][1:])
self.imm.set(int(ops[1], 0))
def randomize(self, variant: Variant):
self.rd = randrange(0, variant.xlen)
self.imm.randomize()
def outopstr(self, model):
return "{:>3}={} ".format("x{}".format(self.rd),
model.state.intreg[self.rd])
def __str__(self):
return "{} x{}, {}".format(self.mnemonic, self.rd, self.imm)
class InstructionJType(Instruction, metaclass=ABCMeta):
"""
J-type instruction are used for jump and link instructions.
:param rd: Destination register
:type rd: int
:param imm: Immediate for the jump (21-bit, signed, 16-bit aligned)
:type imm: int
"""
field_rd = Field(name="rd", base=7, size=5, description="")
field_imm = Field(name="imm", base=[21,20,12,31], size=[10,1,8,1], description="", offset=1)
def __init__(self, rd: int = None, imm: int = None):
super(InstructionJType, self).__init__()
self.rd = rd # pylint: disable=invalid-name
self.imm = Immediate(bits=21, signed=True, lsb0=True)
if imm is not None:
self.imm.set(imm)
def ops_from_list(self, ops):
self.rd = int(ops[0][1:])
self.imm.set(int(ops[1]))
def randomize(self, variant: Variant):
self.rd = randrange(0, variant.xlen)
self.imm.randomize()
def outopstr(self, model):
return "{:>3}={} ".format("x{}".format(self.rd),
model.state.intreg[self.rd])
def __str__(self):
return "{} x{}, .{:+}".format(self.mnemonic, self.rd, self.imm)
class InstructionCType(Instruction, metaclass=ABCMeta):
"""
Compact instructions
"""
@abstractmethod
def expand(self):
"""
Expand to full instruction
"""
class InstructionCBType(InstructionCType, metaclass=ABCMeta):
"""
TODO: document
"""
def __init__(self, rd: int = None, imm: int = None):
super(InstructionCBType, self).__init__()
self.rd = rd # pylint: disable=invalid-name
if self.rd is not None:
self.rd = rd + 8
self.imm = Immediate(bits=6, signed=True, lsb0=True)
if imm is not None:
self.imm.set(imm)
def decode(self, machinecode: int):
self.rd = machinecode
def __str__(self):
return "{} x{}, {}".format(self.mnemonic, self.rd, self.imm)
class InstructionCRType(InstructionCType, metaclass=ABCMeta):
"""
TODO: document
"""
def __init__(self, rd: int = None, rs: int = None):
super(InstructionCRType, self).__init__()
self.rd = rd # pylint: disable=invalid-name
self.rs = rs # pylint: disable=invalid-name
def randomize(self, variant: Variant):
self.rd = randrange(8, 16)
self.rs = randrange(8, 16)
def __str__(self):
return "{} x{}, x{}".format(self.mnemonic, self.rd, self.rs)
class InstructionCIType(InstructionCType, metaclass=ABCMeta):
"""
TODO: document
"""
def __init__(self, rd: int = None, imm: int = None):
super(InstructionCIType, self).__init__()
self.rd = rd # pylint: disable=invalid-name
self.imm = Immediate(bits=6, signed=True, lsb0=True)
if imm is not None:
self.imm.set(imm)
def randomize(self, variant: Variant):
self.rd = randrange(0, 16)
self.imm.randomize()
def decode(self, machinecode: int):
self.rd = (machinecode >> 7) & 0x1F
imm12 = (machinecode >> 12) & 0x1
imm6to2 = (machinecode >> 2) & 0x1F
self.imm.set_from_bits((imm12 << 5) | imm6to2)
def __str__(self):
return "{} x{}, {}".format(self.mnemonic, self.rd, self.imm)
class InstructionCSSType(InstructionCType, metaclass=ABCMeta):
"""
TODO: document
"""
def __init__(self, rs: int = None, imm: int = None):
super(InstructionCSSType, self).__init__()
self.rs = rs # pylint: disable=invalid-name
self.imm = Immediate(bits=6, signed=True, lsb0=True)
if imm is not None:
self.imm.set(imm)
def __str__(self):
return "{} x{}, {}(x2)".format(self.mnemonic, self.rs, self.imm)
def randomize(self, variant: Variant):
self.rs = randrange(0, 16)
self.imm.randomize()
class InstructionAMOType(InstructionFunct3Type, InstructionFunct5Type, metaclass=ABCMeta):
"""
AMO-type instructions used a modified version of the R-type instruction.
These are also 3-register instructions (use 2 source, write 1 output) but
have additional flags for controlling acquisition (aq) and release (rl) of
locks on target addresses.
:param rd: Destination register
:type rd: int
:param rs1: Source register 1
:type rs1: int
:param rs2: Source register 2
:type rs2: int
:param rl: Lock release flag
:type rl: int
:param aq: Lock acquisition flag
:type aq: int
"""
isa_format_id = "R"
asm_arg_signature = "<rd>, <rs1>, <rs2>, <rl>, <aq>"
field_rd = Field(name="rd", base=7, size=5, description="")
field_rs1 = Field(name="rs1", base=15, size=5, description="")
field_rs2 = Field(name="rs2", base=20, size=5, description="")
field_rl = Field(name="rl", base=25, size=1, description="Lock release")
field_aq = Field(name="aq", base=26, size=1, description="Lock acquire")
def __init__(
self,
rd: int = None,
rs1: int = None,
rs2: int = None,
rl: int = None,
aq: int = None,
):
super(InstructionAMOType, self).__init__()
self.rd = rd
self.rs1 = rs1
self.rs2 = rs2
self.rl = rl
self.aq = aq
def ops_from_list(self, ops):
(self.rd, self.rs1, self.rs2, self.rl, self.aq) = [int(op[1:]) for ops in ops]
def randomize(self, variant: Variant):
self.rd = randrange(0, variant.xlen)
self.rs1 = randrange(0, variant.xlen)
self.rs2 = randrange(0, variant.xlen)
self.rl = randrange(0, variant.xlen)
self.aq = randrange(0, variant.xlen)
def inopstr(self, model):
opstr = "{:>3}={}, ".format(
"x{}".format(self.rs1), model.state.intreg[self.rs1]
)
opstr += "{:>3}={} ".format(
"x{}".format(self.rs2), model.state.intreg[self.rs2]
)
return opstr
def outopstr(self, model):
return "{:>3}={} ".format(
"x{}".format(self.rd), model.state.intreg[self.rd]
)
def __str__(self):
return "{} x{}, x{}, x{}, {}, {}".format(
self.mnemonic, self.rd, self.rs1, self.rs2, self.rl, self.aq
)
def isa(mnemonic: str,
variant: Variant,
*,
opcode: int,
**kwargs
):
"""
Decorator for the instructions. The decorator contains the static information for the
instructions, in particular the encoding parameters and the assembler mnemonic.
:param mnemonic: Assembler mnemonic
:param opcode: Opcode of this instruction
:return: Wrapper class that overwrites the actual definition and contains static data
"""
def wrapper(wrapped):
wrapped.field_opcode = wrapped.field_opcode._replace(value=opcode)
wrapped.mnemonic = mnemonic
wrapped.variant = variant
for field in kwargs:
fid = "field_"+field
assert fid in dir(wrapped), "Invalid field {} for {}".format(fid, wrapped.__name__)
setattr(wrapped, fid, getattr(wrapped, fid)._replace(value=kwargs[field]))
return wrapped
return wrapper
def isa_c(mnemonic: str,
variant: Variant,
*,
opcode: int,
funct3=None,
funct4=None,
funct6=None):
"""
Decorator for the instructions. The decorator contains the static information for the
instructions, in particular the encoding parameters and the assembler mnemonic.
:param mnemonic: Assembler mnemonic
:return: Wrapper class that overwrites the actual definition and contains static data
"""
def wrapper(wrapped):
"""Get wrapper"""
class WrappedClass(wrapped): # pylint: disable=too-few-public-methods
"""Generic wrapper class"""
WrappedClass.__name__ = wrapped.__name__
WrappedClass.__module__ = wrapped.__module__
WrappedClass.__qualname__ = wrapped.__qualname__
WrappedClass.__doc__ = wrapped.__doc__
return WrappedClass
return wrapper
def isa_pseudo():
"""
TODO: documentation
"""
def wrapper(wrapped):
class WrappedClass(wrapped): # pylint: disable=too-few-public-methods
"""
Wrapper class
"""
_pseudo = True
WrappedClass.__name__ = wrapped.__name__
WrappedClass.__module__ = wrapped.__module__
WrappedClass.__qualname__ = wrapped.__qualname__
WrappedClass.__doc__ = wrapped.__doc__
return WrappedClass
return wrapper
def get_insns(*, cls=None, variant: Variant = RV32I):
"""
Get all Instructions. This is based on all known subclasses of `cls`. If non
is given, all Instructions are returned. Only such instructions are returned
that can be generated, i.e., that have a mnemonic, opcode, etc. So other
classes in the hierarchy are not matched.
:param cls: Base class to get list :type cls: Instruction :return: List of
instruction classes
"""
insns = []
if cls is None:
cls = Instruction
# This filters out abstract classes
if cls.mnemonic:
if variant is None or cls.variant <= variant:
insns = [cls]
for subcls in cls.__subclasses__():
insns += get_insns(cls=subcls, variant=variant)
insns = list(dict.fromkeys(insns)) # Remove duplicates
return insns
def reverse_lookup(mnemonic: str, variant: Variant = None):
"""
Find instruction that matches the mnemonic.
:param mnemonic: Mnemonic to match
:return: :class:`Instruction` that matches or None
"""
for i in get_insns(variant=variant):
if i.mnemonic == mnemonic:
return i
return None
def get_mnemomics():
"""
Get all known mnemonics
:return: List of all known mnemonics
:rtype: List[str]
"""
return [i.mnemonic for i in get_insns()] | /riscv-model-0.6.6.tar.gz/riscv-model-0.6.6/riscvmodel/isa.py | 0.716417 | 0.230855 | isa.py | pypi |
import argparse
import re
from collections import namedtuple
Extension = namedtuple("Extension", ["name", "description", "implies"])
class Variant:
'''
RISC-V ISA Variants
'''
stdext = {
"M": Extension("M", "Integer Multiplication and Division", []),
"A": Extension("A", "Atomics", []),
"F": Extension("F", "Single-Precision Floating-Point", ["Zicsr"]),
"D": Extension("D", "Double-Precision Floating-Point", ["F"]),
"C": Extension("C", "16-bit Compressed Instructions", [])
}
stdextZ = {
"Zicsr": Extension("Zicsr", "Control and Status Register Access", []),
"Zifencei": Extension("Zifencei", "Instruction-Fetch Fence", [])
}
regex = re.compile(
r"^RV(32|64|128)(A|I|E|G)({})*((?:(?:Z|X).+)(?:_(?:(?:Z|X).*))*)?$".
format("|".join(list(stdext.keys()) + ["G"])))
G_expand = ["I", "M", "A", "F", "D", "Zicsr", "Zifencei"]
def __init__(self, name: str, *, custext=None):
self.custext = {}
for ext in custext or []:
self.custext[ext.name] = ext
self.name = name
match = self.regex.match(name.upper())
assert match, "Invalid variant string '{}'".format(name)
self.extensions = set()
self.xlen = int(match.group(1))
self.baseint = match.group(2)
if self.baseint == "G":
self.extensions |= set(Variant.G_expand)
self.baseint = "I"
assert (self.baseint == "I"
or self.xlen == 32), "E base integer is only valid for 32-bit"
if match.group(3):
for ext in match.group(3):
if ext == "G":
assert (self.baseint == "I"), "G is not defined for I"
self.extensions |= set(Variant.G_expand)
else:
self.extensions |= set([ext] + Variant.stdext[ext].implies)
if match.group(4):
for ext in match.group(4).split("_"):
if ext[0] == "Z":
self.extensions |= set(
[ext[0]+ext[1:].lower()] + Variant.stdextZ["Z" + ext[1:].lower()].implies)
elif ext[0] == "X":
self.extensions |= set(
[ext[0]+ext[1:].lower()] + self.custext["X" + ext[1:].lower()].implies)
def __str__(self):
return self.name
def describe(self):
'''
Describe what this RISC-V ISA Variant defines
'''
desc = self.name + "\n"
desc += " XLEN={}, {} integer registers ({})\n".format(
self.xlen, "16" if self.baseint == "E" else "32", self.baseint)
desc += " Extensions:\n"
if len(self.extensions) == 0:
desc += " None\n"
else:
for entry in sorted(self.extensions):
ext = None
if entry in Variant.stdext:
ext = Variant.stdext[entry]
elif "Z" + entry[1:].lower() in Variant.stdextZ:
ext = Variant.stdextZ["Z" + entry[1:].lower()]
elif "X" + entry[1:].lower() in self.custext:
ext = self.custext["X" + entry[1:].lower()]
assert ext, "Cannot find extension {}".format(entry)
desc += " {:8} {}\n".format(ext.name, ext.description)
return desc
def __eq__(self, other):
'''
Check if two Variants are equal
'''
return (self.xlen == other.xlen and self.baseint == other.baseint
and self.extensions == other.extensions)
def __le__(self, other):
'''
Check if Variant is a subset of another
'''
return (self.xlen == other.xlen and self.baseint == other.baseint
and self.extensions <= other.extensions)
def __add__(self, other):
'''
Add extensions to a Variant
'''
if isinstance(other, str):
self.extensions.add(other)
else:
if isinstance(other, Extension):
other = [other]
assert isinstance(other,
list), "Requires Extension or list of Extension"
for ext in other:
self.custext[ext.name] = ext
self.extensions.add(ext.name)
for i in ext.implies:
self.extensions.add(i)
return self
# Convenience
RV32I = Variant("RV32I")
RV32E = Variant("RV32E")
RV32IZicsr = Variant("RV32IZicsr")
RV32IZifencei = Variant("RV32IZifencei")
RV32IM = Variant("RV32IM")
RV32IC = Variant("RV32IC")
RV64I = Variant("RV64I")
RV64G = Variant("RV64G")
RV64GC = Variant("RV64GC")
RV128I = Variant("RV128I")
RV32A = Variant("RV32A")
def describe_argparser():
"""
Return an argument parser for the describe function
"""
parser = argparse.ArgumentParser()
parser.add_argument("variant", help="Variant to describe, example: RV64GC")
return parser
def describe():
'''
Function called by command line tool
Describe a RISC-V ISA Variant based on the name
'''
parser = describe_argparser()
args = parser.parse_args()
variant = Variant(args.variant)
print(variant.describe()) | /riscv-model-0.6.6.tar.gz/riscv-model-0.6.6/riscvmodel/variant.py | 0.586523 | 0.35796 | variant.py | pypi |
from riscvm import error, gen
class RAM:
def __init__(self, size):
# handle hold the lifetime of mmap object
self.size = size
self.handle = gen('mem.dat', size)
self.data = next(self.handle)
#self.data = [0 for i in range(size)]
def __len__(self):
return self.size
def read(self, address, size):
if size == 1:
return self.data[address] & 0xff
if size == 2:
return (
(self.data[address] & 0xff)
| (self.data[address + 1] & 0xff) << 8)
if size == 4:
return (
(self.data[address] & 0xff)
| (self.data[address + 1] & 0xff) << 8
| (self.data[address + 2] & 0xff) << 16
| (self.data[address + 3] & 0xff) << 24)
if size == 8:
return (
(self.data[address] & 0xff)
| (self.data[address + 1] & 0xff) << 8
| (self.data[address + 2] & 0xff) << 16
| (self.data[address + 3] & 0xff) << 24
| (self.data[address + 4] & 0xff) << 32
| (self.data[address + 5] & 0xff) << 40
| (self.data[address + 6] & 0xff) << 48
| (self.data[address + 7] & 0xff) << 56)
error(f'invalid address size {address}')
def write(self, address, size, value):
if size == 1:
self.data[address] = value & 0xff
elif size == 2:
self.data[address] = value & 0xff
self.data[address + 1] = (value >> 8) & 0xff
elif size == 4:
self.data[address] = value & 0xff
self.data[address + 1] = (value >> 8) & 0xff
self.data[address + 2] = (value >> 16) & 0xff
self.data[address + 3] = (value >> 24) & 0xff
elif size == 8:
self.data[address] = value & 0xff
self.data[address + 1] = (value >> 8) & 0xff
self.data[address + 2] = (value >> 16) & 0xff
self.data[address + 3] = (value >> 24) & 0xff
self.data[address + 4] = (value >> 32) & 0xff
self.data[address + 5] = (value >> 40) & 0xff
self.data[address + 6] = (value >> 48) & 0xff
self.data[address + 7] = (value >> 56) & 0xff
else:
error(f'invalid address size {address}')
def load(self, program):
pos = 0
for byte in program:
self.data[pos] = byte
pos += 1
def create_ram(content):
ram = RAM(len(content))
ram.data[:len(content)] = content
return ram | /riscx-0.1.0-py3-none-any.whl/riscvm/ram.py | 0.588298 | 0.455199 | ram.py | pypi |
from bisect import bisect_left, bisect_right
class RangeMangerException(Exception):
pass
class RangeManger:
def __init__(self):
self.starts = []
self.sizes = []
def add_range(self, range):
if range[0] < 0 or range[1] <= 0:
raise RangeMangerException(f'invalid range {range}')
if range[0] + range[1] < range[0]:
raise RangeMangerException(f'overflow range {range}')
position = bisect_left(self.starts, range[0])
if position == len(self.starts):
self.starts.append(range[0])
self.sizes.append(range[1])
return
assert position != len(self.starts)
if self.starts[position] == range[0]:
raise RangeMangerException(f'range {range} cannot fit in')
assert self.starts[position] > range[0]
if range[0] + range[1] > self.starts[position]:
raise RangeMangerException(f'range {range} cannot fit in')
self.starts.insert(position, range[0])
self.sizes.insert(position, range[1])
def get_range(self, start_address, size):
range = (start_address, size)
if range[0] < 0 or range[1] <= 0:
raise RangeMangerException(f'invalid range {range}')
if range[0] + range[1] < range[0]:
raise RangeMangerException(f'overflow range {range}')
# do not handle cross device access yet!
position = bisect_right(self.starts, range[0]) - 1
if position < 0:
raise RangeMangerException('no device mapped to this address range')
target_start = self.starts[position]
target_size = self.sizes[position]
assert target_start <= range[0]
if range[0] + range[1] > target_start + target_size:
raise RangeMangerException('access beyond the device address range')
return (target_start, target_size)
def test_rangemanger():
range_manger = RangeManger()
range_manger.add_range((-1, 1)) | /riscx-0.1.0-py3-none-any.whl/riscvm/rangemanager.py | 0.850965 | 0.42668 | rangemanager.py | pypi |
# Required for true (non-integer) division
from __future__ import division
from builtins import object
class ProperMotion(object):
def __init__(self, component, time = 'year'):
'''ProperMotion takes an angular component, which can be either
an Angle, RightAscension, or Declination object, and an optional
unit of time, either 'year' or 'century'.'''
# Check if the units are valid
possible_units_of_time = ['year', 'century']
if time not in possible_units_of_time:
msg = ("Valid units of time are either 'year' or 'century'")
raise RatesConfigError(msg)
self.time = time
self.component = component
def in_radians_per_year(self):
# Get the angle in radians
radians = self.component.in_radians()
# Convert the timescale if necessary
if self.time == 'century':
radians /= 100
return radians
def in_degrees_per_year(self):
# Get the angle in degrees
degrees = self.component.in_degrees()
# Convert the timescale if necessary
if self.time == 'century':
degrees /= 100
return degrees
def in_radians_per_century(self):
# Get the angle in radians
radians = self.component.in_radians()
# Convert the timescale if necessary
if self.time == 'year':
radians *= 100
return radians
def in_degrees_per_century(self):
# Get the angle in degrees
degrees = self.component.in_degrees()
# Convert the timescale if necessary
if self.time == 'year':
degrees *= 100
return degrees
def __key(self):
return (self.time, self.component)
def __eq__(self, other):
return self.__key() == other.__key()
def __hash__(self):
return hash(self.__key())
def __repr__(self):
return "%s/%s" % (self.component, self.time)
class RatesConfigError(Exception):
'''Error for invalid constructor arguments to the ProperMotion class.'''
pass | /rise_set-0.4.12.tar.gz/rise_set-0.4.12/rise_set/rates.py | 0.70619 | 0.468912 | rates.py | pypi |
# Required for true (non-integer) division
from __future__ import division
from builtins import str
from builtins import map
from builtins import object
# Standard library imports
import math
import re
# Usually one would use the six.string_types for the following,
# but since this is a small project we can use this to remove
# the dependency on six.
try:
basestring
except NameError:
basestring = str
class Angle(object):
'''A multi-unit Angle implementation.
Usage: Angle(degrees|radians)
e.g.
a = Angle(degrees=45)
a = Angle(radians=12 20 34.5)
'''
def __init__(self, degrees = None, radians = None, units = 'arc'):
self.units = units
self.degrees = 0.0
# Check if the units entered were in time or arc
if self.units not in ['arc', 'time']:
msg = (self.units + " not a valid unit. Try 'time' or 'arc'.")
raise AngleConfigError(msg)
# Complain if none or both are specified
if not (bool(degrees) ^ bool(radians)) and (degrees != 0) and (radians != 0):
msg = ("Specify an angle in either degrees or radians.")
raise AngleConfigError(msg)
# Must enter either degrees or radians
if degrees:
self.from_degrees(degrees)
elif radians:
self.units = 'arc'
self.from_radians(radians)
def from_degrees(self, degrees):
'''Set the Angle using a value provided in degrees.'''
if isinstance(degrees, basestring):
self.degrees = self.from_sexegesimal(degrees)
else:
if self.units == 'time':
self.degrees = degrees * 360/24
else:
self.degrees = degrees
def from_radians(self, radians):
'''Set the Angle using a value provided in radians.'''
if isinstance(radians, basestring):
radians = self.from_sexegesimal(radians)
self.degrees = math.degrees(radians)
def from_sexegesimal(self, sexegesimal):
'''Convert from sexegesimal into degrees'''
# Match sexegesimal with almost arbitrary delimiters
match = re.search(r'^([+-])?(\d*)[^-\d]+(\d\d?)[^-\d]+(\d\d?(?:[.]\d+)?)$'
,sexegesimal)
# Check we extracted three numbers
if ( match and len(match.groups()) == 4 ):
sign = match.groups()[0]
hrs, mins, secs = list(map(float, match.groups()[1:4]))
else:
error = "Invalid sexegesimal format '%s': " % sexegesimal
error += "Try colon or space delimiters instead (e.g. -12:34:56)"
raise InvalidAngleError(error)
if self.units == 'arc':
#Then we know its in seconds of arc
decimal_value = hrs + (mins/60) + (secs/60/60)
else:
#It must be in time
decimal_value = hrs*(360/24) + mins*(360/24/60) + secs*(360/24/60/60)
if sign == '-':
decimal_value *= -1
return decimal_value
def in_degrees(self):
'''Return the value of the angle in degrees.'''
return self.degrees
def in_radians(self):
'''Return the value of the angle in radians.'''
return math.radians(self.degrees)
def in_hours(self):
'''Return the value of the angle in hours of time.'''
return self.degrees / 15
def in_sexegesimal(self, radians = False):
"Convert from degrees to sexegesimal degrees"
negative = False
decimal_value = self.degrees
if radians:
self.units = 'arc'
decimal_value = self.in_radians()
if decimal_value < 0:
# Make it positive, and apply negative at the end
decimal_value *= -1
negative = True
if self.units == 'arc':
total, deg_hrs = decimal_value, int(decimal_value)
else:
# Convert into units of time
total, deg_hrs = decimal_value * (24/360), int(decimal_value * (24/360))
# Construct the minutes and seconds from the decimal part
all_min = (total - deg_hrs) * 60
mins = int(all_min)
secs = (all_min - mins) *60
if negative:
deg_hrs = "-" + str(deg_hrs)
return "%s %s %.12g" % (deg_hrs, mins, secs)
def __repr__(self):
return "Angle(%s degrees)" % self.in_degrees()
def __key(self):
return (self.degrees, self.units)
def __eq__(self, other):
return self.__key() == other.__key()
def __hash__(self):
return hash(self.__key())
class InvalidAngleError(Exception):
'''Error for out-of-range angles provided to the Angle class.'''
pass
class AngleConfigError(Exception):
'''Error for invalid constructor arguments to the Angle class.'''
pass | /rise_set-0.4.12.tar.gz/rise_set-0.4.12/rise_set/angle.py | 0.698844 | 0.414188 | angle.py | pypi |
def coalesce_adjacent_intervals(intervals):
'''Combine a set of datetime 2-tuples, coalescing adjacent intervals into
larger intervals wherever possible.
'''
# Catch the special case where the target never rose
if len(intervals) == 0:
return intervals
coalesced_intervals = [intervals[0]]
for interval in intervals[1:]:
# If the current interval end matches the next interval start...
if coalesced_intervals[-1][1] == interval[0]:
# ...the two intervals are contiguous - combine them
coalesced_intervals[-1] = (coalesced_intervals[-1][0], interval[1])
else:
# ...the two intervals are not contiguous - store seperately
coalesced_intervals.append(interval)
return coalesced_intervals
def intersect_intervals(int1, int2):
''' Computes the intersections of two sets of datetime 2-tuples, each of which
represents the overlap between the two tuples.
'''
intersect = []
for start1, end1 in int1:
for start2, end2 in int2:
start0 = max(start1,start2)
end0 = min(end1,end2)
if start0 < end0:
intersect.append((start0,end0))
return intersect
def intersect_many_intervals(*args):
''' Generalizes intersect_intervals to an arbitrary number of lists
e.g., when the object is up, sun is down, and hour angle within limits
'''
intersection = args[0]
for interval in args:
intersection = intersect_intervals(intersection,interval)
return intersection
def is_moving_object(target):
# If a type is not specified, default to sidereal objects
if 'type' in target and target['type'].lower() in ('mpc_minor_planet', 'mpc_comet', 'jpl_major_planet'):
return True
return False
def is_static_target(target):
# Static type targets are treated differently in that their exact intervals are not
# calculated. They are assumed to be observable when it is nighttime.
# We don't support explicit ephemeris calculations for satellite targets.
if 'type' in target and target['type'].lower() == 'satellite':
return True
# Hour angle target types are already tied to a particular location and time.
if 'type' not in target and 'hour_angle' in target:
return True
return False
def is_sidereal_target(target):
if 'type' not in target and 'ra' in target:
return True
return False
def target_to_jform(target):
target_type = target['type'].lower()
if target_type == 'mpc_minor_planet':
jform = 2
elif target_type == 'mpc_comet':
jform = 3
elif target_type == 'jpl_major_planet':
jform = 1
else:
raise MovingViolation("Unsupported target type: '{}'".format(target_type))
return jform
class MovingViolation(Exception):
'''Exception for moving object errors.'''
pass | /rise_set-0.4.12.tar.gz/rise_set-0.4.12/rise_set/utils.py | 0.712032 | 0.626153 | utils.py | pypi |
from __future__ import unicode_literals
from django.db import migrations, models
class Migration(migrations.Migration):
dependencies = [
('risefor_lobbying', '0002_auto_20200621_1128'),
]
operations = [
migrations.AddField(
model_name='actiongroup',
name='anytwittContent',
field=models.CharField(blank=True, max_length=280, null=True, verbose_name='Tweet Global - Content'),
),
migrations.AddField(
model_name='actiongroup',
name='anytwittExplination',
field=models.TextField(blank=True, null=True, verbose_name='Tweet Global - Explination'),
),
migrations.AddField(
model_name='actiongroup',
name='anytwittTargets',
field=models.TextField(blank=True, null=True, verbose_name='Tweet Global - Targets'),
),
migrations.AddField(
model_name='actiongroup',
name='callcontent',
field=models.TextField(blank=True, null=True, verbose_name='Contenu du texte à signer'),
),
migrations.AddField(
model_name='actiongroup',
name='callmoreinfo',
field=models.URLField(blank=True, max_length=9999999, null=True, verbose_name="Lien pour plus d'information"),
),
migrations.AddField(
model_name='actiongroup',
name='calltitle',
field=models.CharField(blank=True, max_length=255, null=True, verbose_name='Titre du texte à signer'),
),
migrations.AddField(
model_name='actiongroup',
name='twitterContent',
field=models.CharField(blank=True, max_length=280, null=True, verbose_name='Contenu du tweet'),
),
migrations.AddField(
model_name='actiongroup',
name='videotitle',
field=models.CharField(blank=True, max_length=255, null=True, verbose_name='Titre de la vidéo'),
),
migrations.AddField(
model_name='actiongroup',
name='videourl',
field=models.URLField(blank=True, max_length=9999999, null=True, verbose_name="Vidéo associé à l'action"),
),
] | /risefor_lobbying-1.1.2.tar.gz/risefor_lobbying-1.1.2/risefor_lobbying/migrations/0003_auto_20200621_1751.py | 0.651909 | 0.155046 | 0003_auto_20200621_1751.py | pypi |
from __future__ import unicode_literals
from django.conf import settings
from django.db import migrations, models
import django.db.models.deletion
import djangoldp.fields
class Migration(migrations.Migration):
initial = True
dependencies = [
('djangoldp_conversation', '0002_auto_20190917_1056'),
migrations.swappable_dependency(settings.AUTH_USER_MODEL),
]
operations = [
migrations.CreateModel(
name='ActionGroup',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('created_at', models.DateTimeField(auto_now_add=True)),
('name', models.CharField(max_length=255, verbose_name="Nom de l'action")),
('objective', models.TextField(verbose_name='Objectif')),
('actiondate', models.DateField(blank=True, null=True, verbose_name="Date de l'action")),
('endactiondate', models.DateField(blank=True, null=True, verbose_name="Date de fin de l'action")),
('description', models.TextField(blank=True, null=True, verbose_name='Description')),
('slug', models.SlugField(blank=True, null=True, unique=True)),
('address', models.CharField(blank=True, max_length=255, null=True, verbose_name='Adresse')),
('city', models.CharField(blank=True, max_length=255, null=True, verbose_name='Ville')),
('postcode', models.CharField(blank=True, max_length=255, null=True, verbose_name='Code postal')),
('lat', models.DecimalField(blank=True, decimal_places=12, max_digits=15, null=True, verbose_name='Latitude')),
('lng', models.DecimalField(blank=True, decimal_places=12, max_digits=15, null=True, verbose_name='Longitude')),
('jugementmaj', models.URLField(blank=True, max_length=9999999, null=True, verbose_name='Module jugement majoritaire')),
('linkcollabtext', models.URLField(blank=True, max_length=9999999, null=True, verbose_name='Liens vers un texte collaboratif')),
('pressreleasetitle', models.TextField(blank=True, null=True, verbose_name='Titre du Communiqué de Presse')),
('pressreleasecontent', models.TextField(blank=True, null=True, verbose_name='Contenu du Communiqué de Presse')),
('electedofficialemailsubject', models.TextField(blank=True, null=True, verbose_name="Sujet de l'email à envoyer aux élu.e.s")),
('electedofficialemailtext', models.TextField(blank=True, null=True, verbose_name="Texte de l'email à envoyer aux élu.e.s")),
('actioninfolink', models.URLField(blank=True, max_length=9999999, null=True, verbose_name="Plus d'informations sur l'action")),
('signuplink', models.URLField(blank=True, max_length=9999999, null=True, verbose_name="S'inscrire à l'action")),
('facebook', models.URLField(blank=True, max_length=9999999, null=True, verbose_name='Compte facebook à suivre')),
('instagram', models.URLField(blank=True, max_length=9999999, null=True, verbose_name='Compte instagram à suivre')),
('twitter', models.URLField(blank=True, max_length=9999999, null=True, verbose_name='Compte twitter à suivre')),
('actiongroups', models.ManyToManyField(blank=True, related_name='_actiongroup_actiongroups_+', to='risefor_lobbying.ActionGroup')),
('author', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, related_name='created_groups', to=settings.AUTH_USER_MODEL)),
('conversation', models.ManyToManyField(blank=True, to='djangoldp_conversation.Conversation')),
],
options={
'ordering': ['actiondate'],
},
),
migrations.CreateModel(
name='ActionGroupFrequency',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('name', models.CharField(max_length=255, verbose_name='Nom')),
],
options={
'abstract': False,
'default_permissions': ('add', 'change', 'delete', 'view', 'control'),
},
),
migrations.CreateModel(
name='ContactEO',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('created_at', models.DateTimeField(auto_now_add=True)),
('citizen_firstname', models.CharField(max_length=255, verbose_name='Prénom')),
('citizen_lastname', models.CharField(max_length=255, verbose_name='Nom')),
('email_subject', models.CharField(max_length=255, verbose_name='Sujet')),
('email_content', models.TextField(verbose_name="Contenu de l'email")),
('email_citizen', models.EmailField(max_length=200, verbose_name='Email du citoyen.ne')),
('elected_email', models.TextField(max_length=400, verbose_name='Contacted elected official ')),
('related_action', models.ForeignKey(blank=True, on_delete=django.db.models.deletion.CASCADE, related_name='related_text', to='risefor_lobbying.ActionGroup')),
],
),
migrations.CreateModel(
name='ContactReason',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('name', models.CharField(max_length=255, verbose_name='Raison du contact')),
],
options={
'abstract': False,
'default_permissions': ('add', 'change', 'delete', 'view', 'control'),
},
),
migrations.CreateModel(
name='ContactTeam',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('created_at', models.DateTimeField(auto_now_add=True)),
('subject', models.CharField(max_length=255, verbose_name="Sujet de l'email")),
('content', models.TextField(verbose_name="Contenu de l'email")),
('contact_email', models.EmailField(max_length=100, verbose_name='Adresse email du contact')),
('contact_reason', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='risefor_lobbying.ContactReason', verbose_name='Raison du contact')),
],
),
migrations.CreateModel(
name='Event',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('name', models.CharField(max_length=255, verbose_name="Nom de l'évenement")),
('image', models.URLField(blank=True, null=True, verbose_name='Image')),
('date', models.DateField(blank=True, null=True, verbose_name="Date de l'évenement")),
('location', models.CharField(blank=True, max_length=255, null=True, verbose_name='Lieu')),
('organization', models.CharField(blank=True, max_length=255, null=True, verbose_name='Organisation')),
('description', models.TextField(blank=True, null=True, verbose_name='Description')),
('actiongroup', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, related_name='events', to='risefor_lobbying.ActionGroup')),
],
options={
'ordering': ['-date'],
},
),
migrations.CreateModel(
name='HelpInstall',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('created_at', models.DateTimeField(auto_now_add=True)),
('orgname', models.CharField(max_length=255, verbose_name="Nom de l'organisation")),
('usage_tool', models.TextField(verbose_name="Cadre d'utilisation")),
('extra_msg', models.TextField(verbose_name='Message supplémentaire')),
('contact_email', models.EmailField(max_length=100, verbose_name='Adresse email du contact')),
],
),
migrations.CreateModel(
name='HelpLevel',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('name', models.CharField(max_length=255, verbose_name="Niveau d'aide nécessaire")),
],
options={
'abstract': False,
'default_permissions': ('add', 'change', 'delete', 'view', 'control'),
},
),
migrations.CreateModel(
name='HelpOrgType',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('name', models.CharField(max_length=255, verbose_name='Type de collectif')),
],
options={
'abstract': False,
'default_permissions': ('add', 'change', 'delete', 'view', 'control'),
},
),
migrations.CreateModel(
name='LoomioTopic',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('title', models.CharField(max_length=255, verbose_name='Titre du sujet')),
('url', models.URLField(blank=True, null=True, verbose_name='Loomio')),
],
),
migrations.CreateModel(
name='Organisation',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('created_at', models.DateTimeField(auto_now_add=True)),
('name', models.CharField(max_length=255, verbose_name="Nom de l'association")),
('tagline', models.CharField(blank=True, max_length=600, null=True, verbose_name='Tagline')),
('description', models.TextField(blank=True, null=True, verbose_name='Description')),
('site', models.URLField(blank=True, max_length=9999999, null=True, verbose_name='Site du collectif')),
('telephone', models.CharField(blank=True, max_length=50, null=True, verbose_name='Numéro de téléphone')),
('contact_address', models.EmailField(blank=True, max_length=100, null=True, verbose_name='NGO Contact email')),
('logo', models.CharField(blank=True, default='/static/img/action_group_blank.png', max_length=1000, null=True, verbose_name='Logo du collectif')),
('slug', models.SlugField(blank=True, null=True, unique=True)),
('address', models.CharField(blank=True, max_length=255, null=True, verbose_name='Adresse')),
('city', models.CharField(blank=True, max_length=255, null=True, verbose_name='Ville')),
('postcode', models.CharField(blank=True, max_length=255, null=True, verbose_name='Code postal')),
('lat', models.DecimalField(blank=True, decimal_places=12, max_digits=15, null=True, verbose_name='Latitude')),
('lng', models.DecimalField(blank=True, decimal_places=12, max_digits=15, null=True, verbose_name='Longitude')),
('facebook', models.URLField(blank=True, max_length=9999999, null=True, verbose_name='Facebook Account')),
('twitter', models.URLField(blank=True, max_length=9999999, null=True, verbose_name='Twitter Account')),
('instagram', models.URLField(blank=True, max_length=9999999, null=True, verbose_name='Instagram Account')),
('linkedin', models.URLField(blank=True, max_length=9999999, null=True, verbose_name='LinkedIn Account')),
('author', models.ForeignKey(blank=True, on_delete=django.db.models.deletion.CASCADE, related_name='created_ngo', to=settings.AUTH_USER_MODEL)),
('members', models.ManyToManyField(blank=True, related_name='ngomembers', to=settings.AUTH_USER_MODEL)),
('org_actions', models.ManyToManyField(blank=True, related_name='org_actions', to='risefor_lobbying.ActionGroup')),
],
options={
'ordering': ['-created_at'],
},
),
migrations.CreateModel(
name='OrgType',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('name', models.CharField(max_length=255, verbose_name="Type d'organisation")),
],
options={
'abstract': False,
'default_permissions': ('add', 'change', 'delete', 'view', 'control'),
},
),
migrations.CreateModel(
name='Phone',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('number', models.CharField(blank=True, max_length=50, null=True, verbose_name='Numéro de téléphone')),
],
options={
'abstract': False,
'default_permissions': ('add', 'change', 'delete', 'view', 'control'),
},
),
migrations.CreateModel(
name='Representative',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('civility', models.CharField(blank=True, max_length=100, null=True, verbose_name='Civilité')),
('firstname', models.CharField(blank=True, max_length=100, null=True, verbose_name='Prénom')),
('lastname', models.CharField(blank=True, max_length=100, null=True, verbose_name='Nom')),
('function', models.CharField(blank=True, max_length=255, null=True, verbose_name='Fonction')),
('title', models.CharField(blank=True, max_length=255, null=True, verbose_name='Titre')),
('protocol_role', models.CharField(blank=True, max_length=100, null=True, verbose_name='Rôle protocolaire')),
('protocol_person', models.CharField(blank=True, max_length=100, null=True, verbose_name='Personne protocolaire')),
('political_party', models.CharField(blank=True, max_length=100, null=True, verbose_name='Parti politique')),
('election_department', models.CharField(blank=True, max_length=100, null=True, verbose_name="Département d'élection")),
('election_region', models.CharField(blank=True, max_length=100, null=True, verbose_name="Région d'élection")),
('phone_organization', models.CharField(blank=True, max_length=50, null=True, verbose_name='Tél. organisation')),
('email_direct', models.EmailField(blank=True, max_length=100, null=True, verbose_name='Email direct')),
('email_organization', models.EmailField(blank=True, max_length=100, null=True, verbose_name='Email Organisation')),
('address1', models.CharField(blank=True, max_length=255, null=True, verbose_name='Adresse 1')),
('address2', models.CharField(blank=True, max_length=255, null=True, verbose_name='Adresse 2')),
('postal_code', models.CharField(blank=True, max_length=255, null=True, verbose_name='Code postal')),
('city', models.CharField(blank=True, max_length=150, null=True, verbose_name='Ville')),
('country', models.CharField(blank=True, max_length=150, null=True, verbose_name='Pays')),
('website', models.CharField(blank=True, max_length=150, null=True, verbose_name='Site web')),
('organization_type', models.CharField(blank=True, max_length=150, null=True, verbose_name="Type d'organisation")),
('organization_subtype', models.CharField(blank=True, max_length=150, null=True, verbose_name="Sous-type d'organisation")),
('photo', models.URLField(verbose_name='Photo')),
('slug', models.SlugField(blank=True, null=True, unique=True)),
('permanent_commission', models.CharField(blank=True, max_length=255, verbose_name='Commission permanente')),
('parliamentary_missions', models.TextField(blank=True, verbose_name='Missions parlementaires')),
('additional_functions', models.TextField(blank=True, verbose_name='Fonctions supplémentaires')),
('study_groups', models.TextField(blank=True, verbose_name="Groupes d'étude")),
('assistants', models.ManyToManyField(blank=True, to='risefor_lobbying.Representative')),
],
options={
'ordering': ['lastname'],
},
),
migrations.CreateModel(
name='TextSupporters',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('created_at', models.DateTimeField(auto_now_add=True)),
('supporter_firstname', models.CharField(max_length=100, verbose_name='Prénom')),
('supporter_lastname', models.CharField(max_length=100, verbose_name='Nom')),
('supporter_collectif', models.CharField(blank=True, max_length=100, null=True, verbose_name='Organisation')),
('supported_action', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, related_name='supported_group', to='risefor_lobbying.ActionGroup')),
],
options={
'ordering': ['-created_at'],
},
),
migrations.CreateModel(
name='TextSupporters_Email',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('email', models.EmailField(blank=True, max_length=100, null=True, verbose_name='Supporter email')),
],
),
migrations.CreateModel(
name='Theme',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('urlid', djangoldp.fields.LDPUrlField(blank=True, null=True, unique=True)),
('name', models.CharField(max_length=255, verbose_name='Nom')),
('photo', models.URLField(blank=True, max_length=9999999, null=True, verbose_name='Photo')),
],
options={
'abstract': False,
'default_permissions': ('add', 'change', 'delete', 'view', 'control'),
},
),
migrations.AddField(
model_name='phone',
name='representative',
field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='direct_phones', to='risefor_lobbying.Representative', verbose_name='Élu'),
),
migrations.AddField(
model_name='organisation',
name='organisation_type',
field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='risefor_lobbying.OrgType', verbose_name="Type d'organisation"),
),
migrations.AddField(
model_name='helpinstall',
name='helpLevel',
field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='risefor_lobbying.HelpLevel', verbose_name='Level of technical help needed'),
),
migrations.AddField(
model_name='helpinstall',
name='orgType',
field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='risefor_lobbying.HelpOrgType', verbose_name='Type de collectif'),
),
migrations.AddField(
model_name='event',
name='theme',
field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='risefor_lobbying.Theme', verbose_name="Type d'événement"),
),
migrations.AddField(
model_name='contacteo',
name='targeted_official',
field=models.ManyToManyField(related_name='linked_official', to='risefor_lobbying.Representative'),
),
migrations.AddField(
model_name='actiongroup',
name='frequency',
field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, to='risefor_lobbying.ActionGroupFrequency', verbose_name='Fréquence'),
),
migrations.AddField(
model_name='actiongroup',
name='loomios',
field=models.ManyToManyField(blank=True, to='risefor_lobbying.LoomioTopic'),
),
migrations.AddField(
model_name='actiongroup',
name='members',
field=models.ManyToManyField(blank=True, related_name='actiongroups', to=settings.AUTH_USER_MODEL),
),
migrations.AddField(
model_name='actiongroup',
name='representatives',
field=models.ManyToManyField(blank=True, related_name='actiongroups', to='risefor_lobbying.Representative'),
),
migrations.AddField(
model_name='actiongroup',
name='theme',
field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='risefor_lobbying.Theme', verbose_name="Type d'action"),
),
] | /risefor_lobbying-1.1.2.tar.gz/risefor_lobbying-1.1.2/risefor_lobbying/migrations/0001_initial.py | 0.477311 | 0.166675 | 0001_initial.py | pypi |
from collections import defaultdict
import errno
import io
import json
from os.path import dirname, join as pjoin
import re
I18N_DIR = dirname(__file__)
# Cache structure:
# {'nbjs': { # Domain
# 'zh-CN': { # Language code
# <english string>: <translated string>
# ...
# }
# }}
TRANSLATIONS_CACHE = {'nbjs': {}}
_accept_lang_re = re.compile(r'''
(?P<lang>[a-zA-Z]{1,8}(-[a-zA-Z]{1,8})?)
(\s*;\s*q\s*=\s*
(?P<qvalue>[01](.\d+)?)
)?''', re.VERBOSE)
def parse_accept_lang_header(accept_lang):
"""Parses the 'Accept-Language' HTTP header.
Returns a list of language codes in *ascending* order of preference
(with the most preferred language last).
"""
by_q = defaultdict(list)
for part in accept_lang.split(','):
m = _accept_lang_re.match(part.strip())
if not m:
continue
lang, qvalue = m.group('lang', 'qvalue')
# Browser header format is zh-CN, gettext uses zh_CN
lang = lang.replace('-', '_')
if qvalue is None:
qvalue = 1.
else:
qvalue = float(qvalue)
if qvalue == 0:
continue # 0 means not accepted
by_q[qvalue].append(lang)
res = []
for qvalue, langs in sorted(by_q.items()):
res.extend(sorted(langs))
return res
def load(language, domain='nbjs'):
"""Load translations from an nbjs.json file"""
try:
f = io.open(pjoin(I18N_DIR, language, 'LC_MESSAGES', 'nbjs.json'),
encoding='utf-8')
except IOError as e:
if e.errno != errno.ENOENT:
raise
return {}
with f:
data = json.load(f)
return data["locale_data"][domain]
def cached_load(language, domain='nbjs'):
"""Load translations for one language, using in-memory cache if available"""
domain_cache = TRANSLATIONS_CACHE[domain]
try:
return domain_cache[language]
except KeyError:
data = load(language, domain)
domain_cache[language] = data
return data
def combine_translations(accept_language, domain='nbjs'):
"""Combine translations for multiple accepted languages.
Returns data re-packaged in jed1.x format.
"""
lang_codes = parse_accept_lang_header(accept_language)
combined = {}
for language in lang_codes:
if language == 'en':
# en is default, all translations are in frontend.
combined.clear()
else:
combined.update(cached_load(language, domain))
combined[''] = {"domain":"nbjs"}
return {
"domain": domain,
"locale_data": {
domain: combined
}
} | /risei18n0-5.3.0.tar.gz/risei18n0-5.3.0/i18n/__init__.py | 0.501709 | 0.170715 | __init__.py | pypi |
from collections import defaultdict
import errno
import io
import json
from os.path import dirname, join as pjoin
import re
I18N_DIR = dirname(__file__)
# Cache structure:
# {'nbjs': { # Domain
# 'zh-CN': { # Language code
# <english string>: <translated string>
# ...
# }
# }}
TRANSLATIONS_CACHE = {'nbjs': {}}
_accept_lang_re = re.compile(r'''
(?P<lang>[a-zA-Z]{1,8}(-[a-zA-Z]{1,8})?)
(\s*;\s*q\s*=\s*
(?P<qvalue>[01](.\d+)?)
)?''', re.VERBOSE)
def parse_accept_lang_header(accept_lang):
"""Parses the 'Accept-Language' HTTP header.
Returns a list of language codes in *ascending* order of preference
(with the most preferred language last).
"""
by_q = defaultdict(list)
for part in accept_lang.split(','):
m = _accept_lang_re.match(part.strip())
if not m:
continue
lang, qvalue = m.group('lang', 'qvalue')
# Browser header format is zh-CN, gettext uses zh_CN
lang = lang.replace('-', '_')
if qvalue is None:
qvalue = 1.
else:
qvalue = float(qvalue)
if qvalue == 0:
continue # 0 means not accepted
by_q[qvalue].append(lang)
res = []
for qvalue, langs in sorted(by_q.items()):
res.extend(sorted(langs))
return res
def load(language, domain='nbjs'):
"""Load translations from an nbjs.json file"""
try:
f = io.open(pjoin(I18N_DIR, language, 'LC_MESSAGES', 'nbjs.json'),
encoding='utf-8')
except IOError as e:
if e.errno != errno.ENOENT:
raise
return {}
with f:
data = json.load(f)
return data["locale_data"][domain]
def cached_load(language, domain='nbjs'):
"""Load translations for one language, using in-memory cache if available"""
domain_cache = TRANSLATIONS_CACHE[domain]
try:
return domain_cache[language]
except KeyError:
data = load(language, domain)
domain_cache[language] = data
return data
def combine_translations(accept_language, domain='nbjs'):
"""Combine translations for multiple accepted languages.
Returns data re-packaged in jed1.x format.
"""
lang_codes = parse_accept_lang_header(accept_language)
combined = {}
for language in lang_codes:
if language == 'en':
# en is default, all translations are in frontend.
combined.clear()
else:
combined.update(cached_load(language, domain))
combined[''] = {"domain":"nbjs"}
return {
"domain": domain,
"locale_data": {
domain: combined
}
} | /risei18np-1.0.0.tar.gz/risei18np-1.0.0/rise/i18n/__init__.py | 0.501709 | 0.170715 | __init__.py | pypi |
<div align="center">
[](https://github.com/PhoenixDL/rising/actions/workflows/unittests.yml)
[](https://codecov.io/gh/PhoenixDL/rising)
[](https://join.slack.com/t/phoenixdl/shared_invite/enQtODgwODI0MTE1MjgzLTJkZDE4N2NhM2VmNzVhYTEyMzI3NzFmMDY0NjM3MzJlZWRmMTk5ZWM1YzY2YjY5ZGQ1NWI1YmJmOTdiYTdhYTE)
[](https://rising.readthedocs.io/en/latest/?badge=latest)
[](https://results.pre-commit.ci/latest/github/PhoenixDL/rising/master)[](https://zenodo.org/badge/latestdoi/222287924)
</div>
## What is `rising`?
Rising is a high-performance data loading and augmentation library for 2D *and* 3D data completely written in PyTorch.
Our goal is to provide a seamless integration into the PyTorch Ecosystem without sacrificing usability or features.
Multiple examples for different use cases can be found in our [tutorial docs](https://rising.readthedocs.io/en/latest/tutorials.html) e.g.
[2D Classification on MedNIST](https://github.com/PhoenixDL/rising/blob/master/notebooks/classification_2d_mednist.ipynb),
[3D Segmentation of Hippocampus (Medical Decathlon)](https://github.com/PhoenixDL/rising/blob/master/notebooks/lightning_segmentation.ipynb),
[Example Transformation Output](https://rising.readthedocs.io/en/latest/transformations.html),
[Integration of External Frameworks](https://rising.readthedocs.io/en/latest/external_augmentation.html)
## Why another framework?
| | rising | TorchIO | Batchgenerators | Kornia | DALI | Vanilla PyTorch | Albumentations |
| :--------: | :-----: | :----------: | :-------------: | :-----: | :--: | :-------------: | :------------: |
| Volumetric | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ |
| Gradients | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
| GPU | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ |
| Backend | PyTorch | PyTorch/SITK | NumPy | PyTorch | C++ | PyTorch | NumPy |
## Docs
[master](https://rising.readthedocs.io/en/latest/)
## Installation
Pypi Installation
```bash
pip install rising
```
Editable Installation for development
```bash
git clone git@github.com:PhoenixDL/rising.git
cd rising
pip install -e .
```
Running tests inside rising directory (top directory not the package directory)
```bash
python -m unittest
```
Check out our [contributing guide](https://rising.readthedocs.io/en/latest/contributing.html) for more information or additional help.
## What can I do with `rising`?
Rising currently consists out of two main modules:
### `rising.loading`
The `Dataloader` of rising will be your new best friend because it handles all your transformations and applies them efficiently to the data either on CPU or GPU.
On CPU you can easily switch between transformations which can only be performed per sample and transformations which can be applied per batch.
In contrast to the native PyTorch datasets you don't need to integrate your augmentation into your dataset.
Hence, the only purpose of the dataset is to provide an interface to access individual data samples.
Our `DataLoader` is a direct subclass of the PyTorch's dataloader and handles the batch assembly and applies the augmentations/transformations to the data.
### `rising.transforms`
This module implements many transformations which can be used during training for preprocessing and augmentation.
All of them are implemented directly in PyTorch such that gradients can be propagated through the transformations and (optionally) it can be applied on the GPU.
Finally, all transforms are implemented for 2D (natural images) and 3D (volumetric) data.
In the future, support for keypoints and other geometric primitives which can be assembled by connected points will be added.
## `rising` MNIST Example with CPU and GPU augmentation
`rising` uses the same `Dataset` structure as PyTorch and thus we can just reuse the MNIST dataset from torchvision.
```python3
import torchvision
from torchvision.transforms import ToTensor
# define dataset and use to tensor trafo to convert PIL image to tensor
dataset = torchvision.datasets.MNIST('./', train=True, download=True,
transform=ToTensor())
```
In the next step, the transformations/augmentations need to be defined.
The first transforms converts the Sequence from the torchvision dataset into a dict for the following `rising` transform which work on dicts.
At the end, the transforms are compose to one callable transform which can be passed to the `Dataloader`.
```python3
import rising.transforms as rtr
from rising.loading import DataLoader, default_transform_call
from rising.random import DiscreteParameter, UniformParameter
# define transformations
transforms = [
rtr.SeqToMap("data", "label"), # most rising transforms work on dicts
rtr.NormZeroMeanUnitStd(keys=["data"]),
rtr.Rot90((0, 1), keys=["data"], p=0.5),
rtr.Mirror(dims=DiscreteParameter([0, 1]), keys=["data"]),
rtr.Rotate(UniformParameter(0, 180), degree=True),
]
# by default rising assumes dicts but torchvision outputs tuples
# so we need to modify `transform_call` to support sequences and dicts
composed = rtr.Compose(transforms, transform_call=default_transform_call)
```
The `Dataloader` from `rising` automatically applies the specified transformations to the batches inside the multiprocessing context of the CPU.
```python3
dataloader = DataLoader(
dataset, batch_size=8, num_workers=8, batch_transforms=composed)
```
Alternatively, the augmentations can easily be applied on the GPU as well.
```python3
dataloader = DataLoader(
dataset, batch_size=8, num_workers=8, gpu_transforms=composed)
```
If either the GPU or CPU is the bottleneck of the pipeline, the `Dataloader` can be used to balance the augmentations load between them.
```python3
transforms_cpu = rtr.Compose(transforms[:2])
transforms_gpu = rtr.Compose(transforms[2:])
dataloader = DataLoader(
dataset, batch_size=8, num_workers=8,
batch_transforms=transforms_cpu,
gpu_transforms=transforms_gpu,
)
```
More details about how and where the augmentations are applied can be found below.
You can also check out our example Notebooks for [2D Classification](https://github.com/PhoenixDL/rising/blob/master/notebooks/classification_2d_mednist.ipynb), [3D Segmentation](https://github.com/PhoenixDL/rising/blob/master/notebooks/lightning_segmentation.ipynb)
and [Transformation Examples](https://rising.readthedocs.io/en/latest/transformations.html).
## Dataloading with `rising`
In general you do not need to be familiar with the whole augmentation process which runs in the background but if you are still curious about the
detailed pipeline this section will give a very short introduction into the backend of the `Dataloader`.
The flow charts below highlight the differences between a conventional augmentation pipeline and the pipeline used in `rising`.
CPU operations are visualized in blue while GPU operations are green.
The flow chart below visualizes the default augmentation pipeline of many other frameworks.
The transformations are applied to individual samples which are loaded and augmented inside of multiple background workers from the CPU.
This approach is already efficient and might only be slightly slower than batched execution of the transformations (if applied on the CPU).
GPU augmentations can be used to perform many operations in parallel and profit heavily from vectorization.
`rising` lets the user decide from case to case where augmentations should be applied during this pipeline.
This can heavily dependent on the specific tasks and the underlying hardware.
Running augmentations on the GPU is only efficient if they can be executed in a batched fashion to maximize the parallelization GPUs can provide.
As a consequence, `rising` implements all its transformations in a batched fashion and the `Dataloader` can execute them efficiently on the CPU and GPU.
Optionally, the `Dataloader` can still be used to apply transformations on a per sample fashion, e.g. when transforms from other frameworks should be integrated.
Because the `rising` augmentation pipeline is a superset of the currently used methods, external frameworks can be integrated into `rising`.
## Project Organization
`Issues`: If you find any bugs, want some additional features or maybe just have a question don't hesitate to open an issue :)
`General Project Future`: Most of the features and the milestone organisation can be found inside the `projects` tab.
Features which are planned for the next release/milestone are listed under `TODO Next Release` while features which are not scheduled yet are under `Todo`.
`Slack`: Join our Slack for the most up to date news or just to have a chat with us :)
| /rising-0.3.0.tar.gz/rising-0.3.0/README.md | 0.873309 | 0.972805 | README.md | pypi |
import warnings
from typing import Callable, Dict, Tuple, Union
import numpy as np
import pandas as pd
from scipy import optimize, special, stats
from risk_distributions.formatting import (
Parameter,
Parameters,
cast_to_series,
format_call_data,
format_data,
)
class BaseDistribution:
"""Generic vectorized wrapper around scipy distributions."""
distribution = None
expected_parameters = ()
def __init__(
self, parameters: Parameters = None, mean: Parameter = None, sd: Parameter = None
):
self.parameters = self.get_parameters(parameters, mean, sd)
@classmethod
def get_parameters(
cls, parameters: Parameters = None, mean: Parameter = None, sd: Parameter = None
) -> pd.DataFrame:
required_parameters = list(cls.expected_parameters + ("x_min", "x_max"))
if parameters is not None:
if not (mean is None and sd is None):
raise ValueError(
"You may supply either pre-calculated parameters or"
" mean and standard deviation but not both."
)
parameters = format_data(parameters, required_parameters, "parameters")
else:
if mean is None or sd is None:
raise ValueError(
"You may supply either pre-calculated parameters or"
" mean and standard deviation but not both."
)
mean, sd = cast_to_series(mean, sd)
parameters = pd.DataFrame(0, columns=required_parameters, index=mean.index)
computable = cls.computable_parameter_index(mean, sd)
parameters.loc[computable, ["x_min", "x_max"]] = cls.compute_min_max(
mean.loc[computable], sd.loc[computable]
)
# The scipy.stats distributions run optimization routines that handle FloatingPointErrors,
# transforming them into RuntimeWarnings. This gets noisy in our logs.
with warnings.catch_warnings():
warnings.simplefilter("ignore", RuntimeWarning)
parameters.loc[
computable, list(cls.expected_parameters)
] = cls._get_parameters(
mean.loc[computable],
sd.loc[computable],
parameters.loc[computable, "x_min"],
parameters.loc[computable, "x_max"],
)
return parameters
@staticmethod
def computable_parameter_index(mean: pd.Series, sd: pd.Series) -> pd.Index:
return mean[(mean != 0) & ~np.isnan(mean) & (sd != 0) & ~np.isnan(sd)].index
@staticmethod
def compute_min_max(mean: pd.Series, sd: pd.Series) -> pd.DataFrame:
"""Gets the upper and lower bounds of the distribution support."""
# noinspection PyTypeChecker
alpha = 1 + sd**2 / mean**2
scale = mean / np.sqrt(alpha)
s = np.sqrt(np.log(alpha))
x_min = stats.lognorm(s=s, scale=scale).ppf(0.001)
x_max = stats.lognorm(s=s, scale=scale).ppf(0.999)
return pd.DataFrame({"x_min": x_min, "x_max": x_max}, index=mean.index)
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
raise NotImplementedError()
def process(
self, data: pd.Series, parameters: pd.DataFrame, process_type: str
) -> pd.Series:
"""Function called before and after distribution looks to handle pre- and post-processing.
This function should look like an if sieve on the `process_type` and fall back with a call to
this method if no processing needs to be done.
Parameters
----------
data
The data to be processed.
parameters
Parameter data to be used in the processing.
process_type
One of `pdf_preprocess`, `pdf_postprocess`, `ppf_preprocess`, `ppf_post_process`.
Returns
-------
pandas.Series
The processed data.
"""
return data
def pdf(
self, x: Union[pd.Series, np.ndarray, float, int]
) -> Union[pd.Series, np.ndarray, float]:
single_val = isinstance(x, (float, int))
values_only = isinstance(x, np.ndarray)
x, parameters = format_call_data(x, self.parameters)
computable = parameters[
(parameters.sum(axis=1) != 0)
& ~np.isnan(x)
& (parameters["x_min"] <= x)
& (x <= parameters["x_max"])
].index
x.loc[computable] = self.process(
x.loc[computable], parameters.loc[computable], "pdf_preprocess"
)
p = pd.Series(np.nan, x.index)
if not computable.empty:
params = parameters.loc[computable, list(self.expected_parameters)]
p.loc[computable] = self.distribution(**params.to_dict("series")).pdf(
x.loc[computable]
)
p.loc[computable] = self.process(
p.loc[computable], parameters.loc[computable], "pdf_postprocess"
)
if single_val:
p = p.iloc[0]
if values_only:
p = p.values
return p
def ppf(
self, q: Union[pd.Series, np.ndarray, float, int]
) -> Union[pd.Series, np.ndarray, float]:
single_val = isinstance(q, (float, int))
values_only = isinstance(q, np.ndarray)
q, parameters = format_call_data(q, self.parameters)
computable = parameters[
(parameters.sum(axis=1) != 0)
& ~np.isnan(q)
& (0.001 <= q.values)
& (q.values <= 0.999)
].index
q.loc[computable] = self.process(
q.loc[computable], parameters.loc[computable], "ppf_preprocess"
)
x = pd.Series(np.nan, q.index)
if not computable.empty:
params = parameters.loc[computable, list(self.expected_parameters)]
x.loc[computable] = self.distribution(**params.to_dict("series")).ppf(
q.loc[computable]
)
x.loc[computable] = self.process(
x.loc[computable], parameters.loc[computable], "ppf_postprocess"
)
if single_val:
x = x.iloc[0]
if values_only:
x = x.values
return x
def cdf(
self, x: Union[pd.Series, np.ndarray, float, int]
) -> Union[pd.Series, np.ndarray, float]:
single_val = isinstance(x, (float, int))
values_only = isinstance(x, np.ndarray)
x, parameters = format_call_data(x, self.parameters)
computable = parameters[
(parameters.sum(axis=1) != 0)
& ~np.isnan(x)
& (parameters["x_min"] <= x)
& (x <= parameters["x_max"])
].index
x.loc[computable] = self.process(
x.loc[computable], parameters.loc[computable], "cdf_preprocess"
)
c = pd.Series(np.nan, x.index)
if not computable.empty:
params = parameters.loc[computable, list(self.expected_parameters)]
c.loc[computable] = self.distribution(**params.to_dict("series")).cdf(
x.loc[computable]
)
c.loc[computable] = self.process(
c.loc[computable], parameters.loc[computable], "cdf_postprocess"
)
if single_val:
c = c.iloc[0]
if values_only:
c = c.values
return c
class Beta(BaseDistribution):
distribution = stats.beta
expected_parameters = ("a", "b", "scale", "loc")
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
scale = x_max - x_min
a = 1 / scale * (mean - x_min)
# noinspection PyTypeChecker
b = (1 / scale * sd) ** 2
params = pd.DataFrame(
{
"a": a**2 / b * (1 - a) - a,
"b": a / b * (1 - a) ** 2 + (a - 1),
"scale": scale,
"loc": x_min,
},
index=mean.index,
)
return params
class Exponential(BaseDistribution):
distribution = stats.expon
expected_parameters = ("scale",)
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
return pd.DataFrame({"scale": mean}, index=mean.index)
class Gamma(BaseDistribution):
distribution = stats.gamma
expected_parameters = ("a", "scale")
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
# noinspection PyTypeChecker
params = pd.DataFrame(
{
"a": (mean / sd) ** 2,
"scale": sd**2 / mean,
},
index=mean.index,
)
return params
class Gumbel(BaseDistribution):
distribution = stats.gumbel_r
expected_parameters = ("loc", "scale")
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
params = pd.DataFrame(
{
"loc": mean - (np.euler_gamma * np.sqrt(6) / np.pi * sd),
"scale": np.sqrt(6) / np.pi * sd,
},
index=mean.index,
)
return params
class InverseGamma(BaseDistribution):
distribution = stats.invgamma
expected_parameters = ("a", "scale")
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
def target_function(guess, m, s):
alpha, beta = np.abs(guess)
mean_guess = beta / (alpha - 1)
var_guess = beta**2 / ((alpha - 1) ** 2 * (alpha - 2))
return (m - mean_guess) ** 2 + (s**2 - var_guess) ** 2
opt_results = _get_optimization_result(
mean, sd, target_function, lambda m, s: np.array((m, m * s))
)
result_indices = range(len(mean))
if not np.all([opt_results[k].success for k in result_indices]):
raise NonConvergenceError("InverseGamma did not converge!!", "invgamma")
params = pd.DataFrame(
{
"a": np.abs([opt_results[k].x[0] for k in result_indices]),
"scale": np.abs([opt_results[k].x[1] for k in result_indices]),
},
index=mean.index,
)
return params
class InverseWeibull(BaseDistribution):
distribution = stats.invweibull
expected_parameters = ("c", "scale")
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
# moments from Stat Papers (2011) 52: 591. https://doi.org/10.1007/s00362-009-0271-3
# it is much faster than using stats.invweibull.mean/var
def target_function(guess, m, s):
shape, scale = np.abs(guess)
mean_guess = scale * special.gamma(1 - 1 / shape)
var_guess = scale**2 * special.gamma(1 - 2 / shape) - mean_guess**2
return (m - mean_guess) ** 2 + (s**2 - var_guess) ** 2
opt_results = _get_optimization_result(
mean, sd, target_function, lambda m, s: np.array((max(2.2, s / m), m))
)
result_indices = range(len(mean))
if not np.all([opt_results[k].success for k in result_indices]):
raise NonConvergenceError("InverseWeibull did not converge!!", "invweibull")
params = pd.DataFrame(
{
"c": np.abs([opt_results[k].x[0] for k in result_indices]),
"scale": np.abs([opt_results[k].x[1] for k in result_indices]),
},
index=mean.index,
)
return params
class LogLogistic(BaseDistribution):
distribution = stats.burr12
expected_parameters = ("c", "d", "scale")
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
def target_function(guess, m, s):
shape, scale = np.abs(guess)
b = np.pi / shape
mean_guess = scale * b / np.sin(b)
var_guess = scale**2 * 2 * b / np.sin(2 * b) - mean_guess**2
return (m - mean_guess) ** 2 + (s**2 - var_guess) ** 2
opt_results = _get_optimization_result(
mean, sd, target_function, lambda m, s: np.array((max(2, m), m))
)
result_indices = range(len(mean))
if not np.all([opt_results[k].success for k in result_indices]):
raise NonConvergenceError("LogLogistic did not converge!!", "llogis")
params = pd.DataFrame(
{
"c": np.abs([opt_results[k].x[0] for k in result_indices]),
"d": 1,
"scale": np.abs([opt_results[k].x[1] for k in result_indices]),
},
index=mean.index,
)
return params
class LogNormal(BaseDistribution):
distribution = stats.lognorm
expected_parameters = ("s", "scale")
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
# noinspection PyTypeChecker
alpha = 1 + sd**2 / mean**2
params = pd.DataFrame(
{
"s": np.sqrt(np.log(alpha)),
"scale": mean / np.sqrt(alpha),
},
index=mean.index,
)
return params
class MirroredGumbel(BaseDistribution):
distribution = stats.gumbel_r
expected_parameters = ("loc", "scale")
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
params = pd.DataFrame(
{
"loc": x_max - mean - (np.euler_gamma * np.sqrt(6) / np.pi * sd),
"scale": np.sqrt(6) / np.pi * sd,
},
index=mean.index,
)
return params
def process(
self, data: pd.Series, parameters: pd.DataFrame, process_type: str
) -> pd.Series:
x_min, x_max = (
parameters.loc[data.index, "x_min"],
parameters.loc[data.index, "x_max"],
)
if process_type in ["pdf_preprocess", "cdf_preprocess"]:
value = x_max - data
elif process_type == "ppf_preprocess":
# noinspection PyTypeChecker
value = 1 - data
elif process_type == "ppf_postprocess":
value = x_max - data
else:
value = super().process(data, parameters, process_type)
return value
class MirroredGamma(BaseDistribution):
distribution = stats.gamma
expected_parameters = ("a", "scale")
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
# noinspection PyTypeChecker
params = pd.DataFrame(
{"a": ((x_max - mean) / sd) ** 2, "scale": sd**2 / (x_max - mean)},
index=mean.index,
)
return params
def process(
self, data: pd.Series, parameters: pd.DataFrame, process_type: str
) -> pd.Series:
x_min, x_max = (
parameters.loc[data.index, "x_min"],
parameters.loc[data.index, "x_max"],
)
if process_type in ["pdf_preprocess", "cdf_preprocess"]:
value = x_max - data
elif process_type == "ppf_preprocess":
# noinspection PyTypeChecker
value = 1 - data
elif process_type == "ppf_postprocess":
value = x_max - data
else:
value = super().process(data, parameters, process_type)
return value
class Normal(BaseDistribution):
distribution = stats.norm
expected_parameters = ("loc", "scale")
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
params = pd.DataFrame(
{
"loc": mean,
"scale": sd,
},
mean.index,
)
return params
class Weibull(BaseDistribution):
distribution = stats.weibull_min
expected_parameters = ("c", "scale")
@staticmethod
def _get_parameters(
mean: pd.Series, sd: pd.Series, x_min: pd.Series, x_max: pd.Series
) -> pd.DataFrame:
def target_function(guess, m, s):
shape, scale = np.abs(guess)
mean_guess = scale * special.gamma(1 + 1 / shape)
var_guess = scale**2 * special.gamma(1 + 2 / shape) - mean_guess**2
return (m - mean_guess) ** 2 + (s**2 - var_guess) ** 2
opt_results = _get_optimization_result(
mean, sd, target_function, lambda m, s: np.array((m, m / s))
)
result_indices = range(len(mean))
if not np.all([opt_results[k].success is True for k in result_indices]):
raise NonConvergenceError("Weibull did not converge!!", "weibull")
params = pd.DataFrame(
{
"c": np.abs([opt_results[k].x[0] for k in result_indices]),
"scale": np.abs([opt_results[k].x[1] for k in result_indices]),
},
index=mean.index,
)
return params
class EnsembleDistribution:
"""Represents an arbitrary distribution as a weighted sum of several concrete distribution types."""
_distribution_map = {
"betasr": Beta,
"exp": Exponential,
"gamma": Gamma,
"gumbel": Gumbel,
"invgamma": InverseGamma,
"invweibull": InverseWeibull,
"llogis": LogLogistic,
"lnorm": LogNormal,
"mgamma": MirroredGamma,
"mgumbel": MirroredGumbel,
"norm": Normal,
"weibull": Weibull,
}
def __init__(
self,
weights: Parameters,
parameters: Dict[str, Parameters] = None,
mean: Parameter = None,
sd: Parameter = None,
):
self.weights, self.parameters = self.get_parameters(weights, parameters, mean, sd)
@classmethod
def get_parameters(
cls,
weights: Parameters,
parameters: Parameters = None,
mean: Parameter = None,
sd: Parameter = None,
) -> Tuple[pd.DataFrame, Dict[str, pd.DataFrame]]:
weights = format_data(weights, list(cls._distribution_map.keys()), "weights")
params = {}
for name, dist in cls._distribution_map.items():
try:
param = parameters[name] if parameters else None
params[name] = dist.get_parameters(param, mean, sd)
except NonConvergenceError:
if weights[name].max() < 0.05:
weights.loc[name, :] = 0
else:
raise NonConvergenceError(
f"Divergent {name} distribution has "
f"weights: {100 * weights[name]}%",
name,
)
# Rescale weights in case we floored any of them:
non_zero_rows = weights[weights.sum(axis=1) != 0]
weights.loc[non_zero_rows.index] = non_zero_rows.divide(
non_zero_rows.sum(axis=1), axis=0
)
return weights, params
def pdf(
self, x: Union[pd.Series, np.ndarray, float, int]
) -> Union[pd.Series, np.ndarray, float]:
single_val = isinstance(x, (float, int))
values_only = isinstance(x, np.ndarray)
x, weights = format_call_data(x, self.weights)
computable = weights[(weights.sum(axis=1) != 0) & ~np.isnan(x)].index
p = pd.Series(np.nan, index=x.index)
if not computable.empty:
p.loc[computable] = 0
for name, parameters in self.parameters.items():
w = weights.loc[computable, name]
params = parameters.loc[computable] if len(parameters) > 1 else parameters
p += w * self._distribution_map[name](parameters=params).pdf(
x.loc[computable]
)
if single_val:
p = p.iloc[0]
if values_only:
p = p.values
return p
def ppf(
self,
q: Union[pd.Series, np.ndarray, float, int],
q_dist: Union[pd.Series, np.ndarray, float, int],
) -> Union[pd.Series, np.ndarray, float]:
"""Quantile function using 2 propensities.
Parameters
---------
q :
value propensity
q_dist :
propensity for picking the distribution
Returns
--------
Union[pandas.Series, numpy.ndarray, float]
Sample from the ensembled distribution.
"""
single_val = isinstance(q, (float, int))
values_only = isinstance(q, np.ndarray)
q, weights = format_call_data(q, self.weights)
q_dist, _ = format_call_data(q_dist, self.weights)
computable = weights[(weights.sum(axis=1) != 0) & ~np.isnan(q)].index
x = pd.Series(np.nan, index=q.index)
if not computable.empty:
p_bins = np.cumsum(weights.loc[computable], axis=1)
choice_index = (q_dist.loc[computable].values[np.newaxis].T > p_bins).sum(axis=1)
x.loc[computable] = 0
idx_lookup = {v: i for i, v in enumerate(weights.columns)}
for name, parameters in self.parameters.items():
idx = choice_index[choice_index == idx_lookup[name]].index
if len(idx):
params = (
parameters.loc[computable.intersection(idx)]
if len(parameters) > 1
else parameters
)
x[idx] = self._distribution_map[name](parameters=params).ppf(q[idx])
if single_val:
x = x.iloc[0]
if values_only:
x = x.values
return x
def cdf(
self, x: Union[pd.Series, np.ndarray, float, int]
) -> Union[pd.Series, np.ndarray, float]:
single_val = isinstance(x, (float, int))
values_only = isinstance(x, np.ndarray)
x, weights = format_call_data(x, self.weights)
computable = weights[(weights.sum(axis=1) != 0) & ~np.isnan(x)].index
c = pd.Series(np.nan, index=x.index)
c.loc[computable] = 0
if not computable.empty:
for name, parameters in self.parameters.items():
w = weights.loc[computable, name]
params = parameters.loc[computable] if len(parameters) > 1 else parameters
c += w * self._distribution_map[name](parameters=params).cdf(
x.loc[computable]
)
if single_val:
c = c.iloc[0]
if values_only:
c = c.values
return c
class NonConvergenceError(Exception):
"""Raised when the optimization fails to converge"""
def __init__(self, message: str, dist: str) -> None:
super().__init__(message)
self.dist = dist
def _get_optimization_result(
mean: pd.Series, sd: pd.Series, func: Callable, initial_func: Callable
) -> Tuple:
"""Finds the shape parameters of distributions which generates mean/sd close to actual mean/sd.
Parameters
---------
mean :
Series where each row has a mean for a single distribution, matches with sd.
sd :
Series where each row has a standard deviation for a single distribution, matches with mean.
func:
The optimization objective function. Takes arguments `initial guess`, `mean`, and `standard_deviation`.
initial_func:
Function to produce initial guess from a `mean` and `standard_deviation`.
Returns
--------
A tuple of the optimization results.
"""
mean, sd = mean.values, sd.values
results = []
with np.errstate(all="warn"):
for i in range(len(mean)):
initial_guess = initial_func(mean[i], sd[i])
result = optimize.minimize(
func,
initial_guess,
(
mean[i],
sd[i],
),
method="Nelder-Mead",
options={"maxiter": 10000},
)
results.append(result)
return tuple(results) | /risk_distributions-2.0.11.tar.gz/risk_distributions-2.0.11/src/risk_distributions/risk_distributions.py | 0.922391 | 0.501831 | risk_distributions.py | pypi |
from typing import Any, Dict, List, Tuple, TypeVar, Union
import numpy as np
import pandas as pd
Parameter = TypeVar("Parameter", np.ndarray, pd.Series, List, Tuple, int, float)
Parameters = TypeVar(
"Parameters", np.ndarray, pd.Series, pd.DataFrame, List, Tuple, Dict[str, Parameter]
)
def cast_to_series(mean: Parameter, sd: Parameter) -> (pd.Series, pd.Series):
"""Casts mean and standard deviation data to identically indexed series."""
if (
not isinstance(mean, (int, float))
and len(mean) == 0
or not isinstance(sd, (int, float))
and len(sd) == 0
):
raise ValueError("Empty data structure provided for mean or sd.")
mean_length = 1 if isinstance(mean, (int, float)) else len(mean)
sd_length = 1 if isinstance(sd, (int, float)) else len(sd)
if mean_length != sd_length:
raise ValueError(
"You must provide the same number of values for mean and standard deviation."
)
if isinstance(mean, pd.Series) and isinstance(sd, pd.Series):
if np.any(mean.index != sd.index):
raise ValueError(
"If providing mean and sd as pandas series, they must be identically indexed."
)
elif isinstance(mean, pd.Series):
sd = pd.Series(sd, index=mean.index)
elif isinstance(sd, pd.Series):
mean = pd.Series(mean, index=sd.index)
else:
mean, sd = pd.Series(mean), pd.Series(sd)
return mean, sd
def format_data(data: Parameters, required_columns: List[Any], measure: str) -> pd.DataFrame:
"""Formats parameter data into a dataframe."""
if isinstance(data, np.ndarray):
data = format_array(data, required_columns, measure)
elif isinstance(data, pd.Series):
data = format_series(data, required_columns, measure)
elif isinstance(data, pd.DataFrame):
data = format_data_frame(data, required_columns, measure)
elif isinstance(data, (list, tuple)):
data = format_list_like(data, required_columns, measure)
elif isinstance(data, dict):
data = format_dict(data, required_columns, measure)
return data
def format_array(data: np.ndarray, required_columns: List[any], measure: str) -> pd.DataFrame:
"""Transforms 1d and 2d arrays into dataframes with columns for the
parameters and (possibly) rows for each parameter variation."""
if not data.size:
raise ValueError(f"No data provided for {measure}.")
if len(required_columns) == 1:
# We can accept row or column vectors
if len(data.shape) == 1: # column vector, works directly
data = pd.DataFrame(data, columns=required_columns)
elif len(data.shape) == 2: # row vector
if data.shape[0] != 1:
raise ValueError(
f"2D array provided for {measure} where values for "
f"a single parameter were expected."
)
data = pd.DataFrame(data[0], columns=required_columns)
else:
raise ValueError(f"Invalid data shape {data.shape} provided for {measure}.")
else:
# We can take row or column vectors or a 2D array
if len(data.shape) == 1: # Column vector
if data.size != len(required_columns):
raise ValueError(
f"{data.size} values provided for {measure} when "
f"{len(required_columns)} were expected."
)
data = pd.DataFrame([data], columns=required_columns)
elif len(data.shape) == 2 and data.shape[0] == 1: # Row vector
if data.size != len(required_columns):
raise ValueError(
f"{data.size} values provided for {measure} when "
f"{len(required_columns)} were expected."
)
data = pd.DataFrame(data, columns=required_columns)
elif len(data.shape) == 2: # 2D array
# Presume a column for each parameter (to handle square case), but accept rows as well.
if data.shape[1] == len(required_columns):
data = pd.DataFrame(data, columns=required_columns)
elif data.shape[0] == len(required_columns):
data = pd.DataFrame(data.T, columns=required_columns)
else:
raise ValueError(
f"Expected one axis in {measure} data to have length {len(required_columns)} "
f"but data with shape {data.shape} was provided."
)
else:
raise ValueError(f"Invalid data shape {data.shape} provided for {measure}.")
return data
def format_series(data: pd.Series, required_columns: List[Any], measure: str) -> pd.DataFrame:
"""Transforms series data into dataframes with columns for the
parameters and (possibly) rows for each parameter variation."""
if data.empty:
raise ValueError(f"No data provided for {measure}.")
if len(required_columns) == 1: # Interpret the series as parameter variations
data = pd.DataFrame(data, columns=required_columns)
else: # Interpret the series as a dict or array of single parameter entries
if len(data) != len(required_columns):
raise ValueError(
f"{len(data)} values provided for {measure} when "
f"{len(required_columns)} were expected."
)
if set(data.index) == set(required_columns):
data = pd.DataFrame([data.values], columns=data.index)
else: # Interpret by order
data = pd.DataFrame([data.values], columns=required_columns)
return data
def format_data_frame(
data: pd.DataFrame, required_columns: List[Any], measure: str
) -> pd.DataFrame:
"""Checks that input data provided as a dataframe is properly formatted."""
if data.empty:
raise ValueError(f"No data provided for {measure.lower()}.")
missing_cols = set(required_columns).difference(data.columns)
if missing_cols:
raise ValueError(
f"{measure} data provided is missing "
f"columns {set(required_columns).difference(data.columns)}."
)
extra_cols = data.columns.difference(required_columns)
if np.any(extra_cols):
raise ValueError(f"{measure} data has extra columns: {extra_cols}.")
return data
def format_list_like(
data: Union[List, Tuple], required_columns: List[Any], measure: str
) -> pd.DataFrame:
"""Transforms 1d and 2d lists or tuples into dataframes with columns for
the parameters and (possibly) rows for each parameter variation."""
data = np.array(data)
return format_array(data, required_columns, measure)
def format_dict(
data: Dict[str, Parameter], required_columns: List[Any], measure: str
) -> pd.DataFrame:
"""Transform dictionaries with scalar or list-like values into dataframes
with columns for the parameters and (possibly) rows for each parameter
variation."""
if set(data.keys()) != set(required_columns):
raise ValueError(
f"If passing values for {measure} as a dictionary, you "
f"must supply only keys {required_columns}."
)
data = {key: list(val) for key, val in data.items()}
if len(set(len(val) for val in data.values())) != 1:
raise ValueError(
f"If passing values for {measure} as a dictionary, you "
"must specify the same number of values for each parameter."
)
data = pd.DataFrame(data)
return data
def format_call_data(call_data, parameters):
if len(parameters) != 1:
if isinstance(call_data, pd.Series) and np.any(call_data.index != parameters.index):
raise ValueError(
"If providing call_data as a series it must "
"be indexed consistently with the parameter data."
)
call_data = pd.Series(call_data, index=parameters.index)
else:
call_data = pd.Series(call_data)
parameters = parameters.reindex(call_data.index, method="nearest")
return call_data, parameters | /risk_distributions-2.0.11.tar.gz/risk_distributions-2.0.11/src/risk_distributions/formatting.py | 0.935685 | 0.704368 | formatting.py | pypi |
from sklearn.tree import DecisionTreeClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.tree import export_text
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from risk_manage.model_data_parse import model_data_parse
from risk_manage.cluster_model import cluster_model
class Decision_Boundary(cluster_model, model_data_parse):
def __init__(self, target, target_u, daypara, n_cluster):
super().__init__(target, target_u, daypara)
self.label = super(Decision_Boundary, self).fit(n_cluster)
self.dic_cluster = {"Date":self.df["Date"][-len(self.diff):], "price":self.df["price"][-len(self.diff):], "cluster":self.label[-len(self.diff):]}
self.df_cluster = pd.DataFrame(self.dic_cluster)
self.df_cluster.insert(2, "diff", self.diff)
self.df_cluster = self.df_cluster.dropna()
def plot(self, depth, n_estimator, resolution, use_tree):
global tree
tree = DecisionTreeClassifier(criterion='entropy', max_depth=depth,random_state=3)
forest = RandomForestClassifier(criterion="entropy", n_estimators=n_estimator, random_state=3)
tree.fit(self.df_cluster[['price','diff']], self.df_cluster[['cluster']])
forest.fit(self.df_cluster[['price','diff']], np.array(self.df_cluster[['cluster']]).ravel())
if use_tree:
classifier = tree
else:
classifier = forest
X = self.df_cluster[['price','diff']].values
y = self.df_cluster["cluster"].values
plt.figure(figsize=(8,6))
markers = ('s', 'x', 'o', '^', 'v')
x1_min, x1_max = X[:,0].min()-1, X[:,0].max()+1
x2_min, x2_max = X[:,1].min()-1, X[:,1].max()+1
xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, resolution),
np.arange(x2_min, x2_max, resolution))
Z = classifier.predict(np.array([xx1.ravel(), xx2.ravel()]).T)
Z = Z.reshape(xx1.shape)
plt.contourf(xx1, xx2, Z, alpha=0.4, cmap="viridis")
plt.xlim(xx1.min(), xx1.max())
plt.ylim(xx2.min(), xx2.max())
for idx, cl in enumerate(np.unique(y)):
plt.scatter(x=X[y==cl,0],
y=X[y==cl,1],
alpha=0.6,
marker=markers[idx],
label=cl)
plt.xlabel('vix')
plt.ylabel('diff')
plt.title("Decision Boundaries with respect to Vix & daily Changes")
plt.legend()
def log(self):
r = export_text(tree, feature_names = ["vix","diff"])
print(r) | /risk_manage-1.1.3.tar.gz/risk_manage-1.1.3/risk_manage/Decision_Boundary.py | 0.627152 | 0.385028 | Decision_Boundary.py | pypi |
import numpy as np
import matplotlib.pyplot as plt
from sklearn.mixture import GaussianMixture
import seaborn as sns
sns.set()
from risk_manage.model_data_parse import model_data_parse
class cluster_model(model_data_parse):
def __init__(self, target, target_u, daypara):
super().__init__(target, target_u, daypara)
#self.target = target
#self.daypara = daypara
#self.df_np = np.array(self.df["price"]).reshape(-1,1)
self.n = np.arange(1,8)
self.model = [GaussianMixture(n, covariance_type='full', random_state=0).fit(self.df_np) for n in self.n]
def plot_info_criteria(self):
plt.plot(self.n, [m.bic(self.df_np) for m in self.model], label='BIC')
plt.plot(self.n, [m.aic(self.df_np) for m in self.model], label='AIC')
plt.legend(loc='best')
plt.xlabel('n_clusters')
def fit(self, n_clusters):
#n = 3
global n_class
n_class = n_clusters
gmm = GaussianMixture(n_components=n_class)
gmm.fit(self.df_np)
labels = gmm.predict(self.df_np)
#self.labels = labels
return labels
def plot(self):
index, crash_date_index, crash_date_sort = super(cluster_model, self).parse_fig1(self.fit(n_class),n_class)
fig1 = plt.figure(figsize=(14,8), constrained_layout=True)
gs = fig1.add_gridspec(3,3, width_ratios=[1,2,1])
ax1 = fig1.add_subplot(gs[1,:-1])
ax2 = fig1.add_subplot(gs[-1,:-1], sharex=ax1)
ax3 = fig1.add_subplot(gs[1:,-1])
ax1.plot(self.diff.index, self.diff)
x = range(n_class)
y = []
for i in range(n_class):
ax2.scatter(self.df["Date"][index[i]], self.df["price"][index[i]],cmap="inferno",marker="o", label=i)
y.append(len(crash_date_sort[i]))
for i in range(len(crash_date_index)):
ax1.axvline(self.diff.index[crash_date_index][i],0,ymax=1000,c="lightblue")
ax2.axvline(self.diff.index[crash_date_index][i],0,ymax=80,c="lightblue")
ax1.title.set_text("Quote Change by Day of TWII")
ax1.set_ylabel("Changes")
ax2.title.set_text("Vix of S&P500")
ax2.set_ylabel("Vix")
color_set = ["red","blue","purple","grey","orange"]
ax2.legend()
ax3_list = ax3.bar(x,y, width=0.6)
ax3.title.set_text("Number of Crashes happen in nth Cluster")
ax3.locator_params(axis='x', integer=True)
for i in range(n_class):
ax3_list[i].set_color(color_set[i]) | /risk_manage-1.1.3.tar.gz/risk_manage-1.1.3/risk_manage/cluster_model.py | 0.611266 | 0.521349 | cluster_model.py | pypi |
from kedro.pipeline import Pipeline, node
from .nodes import *
def create_pipeline():
return Pipeline([
node(
func=create_random_alpha,
inputs=dict(ohlc="ohlc",
),
outputs=dict(alphas="model_alphas"),
tags=["alphas"]
),
node(
func=create_features_targets,
inputs=dict(instances="instances",
model_alphas="model_alphas",
target_ind_params="params:target_ind_params",
feature_ind_params="params:feature_ind_params",
lag_ind_params="params:lag_ind_params",
),
outputs=dict(features="features",
targets="targets"),
tags=["searching", "benchmarking"]
# tags=["benchmarking"]
),
node(
func=run_cross_validation,
inputs=dict(features="features",
targets="targets",
cv_search_params="params:cv_search_params",
search_params="params:search_params",
metrics="params:metrics",
),
outputs=dict(search_result="search_result"),
tags=["searching"]
),
node(
func=benchmark_best_model,
inputs=dict(features="features",
targets="targets",
best_params="params:best_params",
benchmark_cv_params="params:benchmark_cv_params",
metrics="params:metrics",
),
outputs=dict(benchmark_result="benchmark_result"),
tags=["benchmarking"]
),
node(
func=train_predict_best_params,
inputs=dict(instances="instances",
target_ind_params="params:target_ind_params",
feature_ind_params="params:feature_ind_params",
lag_ind_params="params:lag_ind_params",
best_params="params:best_params",
benchmark_cv_params="params:benchmark_cv_params"
),
outputs=dict(prediction_result="prediction_result"),
name="train_predict_best_params",
tags=["benchmarking"]
),
node(
func=create_alpha,
inputs=dict(instances="instances",
prediction_result="prediction_result"
),
outputs=dict(alphas="alphas"),
name="create_alphas",
tags=["benchmarking"]
),
node(
func=train_best_model_to_deploy,
inputs=dict(instances="instances",
target_ind_params="params:target_ind_params",
feature_ind_params="params:feature_ind_params",
lag_ind_params="params:lag_ind_params",
best_params="params:best_params",
final_train_len="params:final_train_len"
),
outputs=dict(best_model="best_model"),
name="training_name",
tags=["training"]
),
node(
func=inference_model,
inputs=dict(instances="instances",
best_model="best_model",
lag_ind_params="params:lag_ind_params",
),
outputs="inference_result",
name="inference_userapp",
tags=["inference"]
)
]) | /risk_mgm_pack-0.2-py3-none-any.whl/risk_mgm_pack/pipelines/ml_app/pipeline.py | 0.707203 | 0.191252 | pipeline.py | pypi |
from . import cov_matrix
from . import simulation
from . import calculation
import pandas as pd
import numpy as np
import seaborn as sns
from scipy.stats import norm, t
from statsmodels.tsa.arima.model import ARIMA
from scipy.optimize import minimize
# Calculate ES
def calculate_es(data, var):
return -np.mean(data[data <= -var])
# Calculate Var
def calculate_var(data, mean=0, alpha=0.05):
return mean - np.quantile(data, alpha)
# Normal distribution
def calculate_var_normal(returns, num_simulations=10000, alpha=0.05):
"""Calculate VaR using a normal distribution"""
mu = returns.mean()
sigma = returns.std()
sim_returns = np.random.normal(mu, sigma, num_simulations)
sim_returns.sort()
var_normal = -sim_returns[int(alpha * len(sim_returns))]
es_normal = calculate_es(sim_returns,var_normal)
return var_normal, es_normal, sim_returns
# Normal distribution with an Exponentially Weighted variance (λ = 0. 94)
def calculate_var_ew_normal(returns, lambda_=0.94, num_simulations=10000, alpha=0.05):
"""Calculate VaR using a normal distribution with exponentially weighted variance"""
mu = returns.mean()
sigma = np.sqrt(cov_matrix.exp_weighted_cov(returns, lambda_=lambda_))
sim_returns = np.random.normal(mu, sigma[0][0], num_simulations)
var_ew = -np.percentile(sim_returns, alpha*100)
es_ew = calculate_es(sim_returns,var_ew)
return var_ew, es_ew, sim_returns
# MLE fitted T distribution
def MLE_T(params, returns):
negLL = -1 * np.sum(t.logpdf(returns, df=params[0], loc=params[1], scale=params[2]))
return(negLL)
def calculate_var_t_MLE(returns, num_simulations=10000, alpha=0.05):
"""Calculate VaR using a T-distribution with MLE fitted degrees of freedom"""
constraints=({"type":"ineq", "fun":lambda x: x[0]-1}, {"type":"ineq", "fun":lambda x: x[2]})
returns_t = minimize(MLE_T, x0=[10, np.mean(returns), np.std(returns)], args=returns, constraints=constraints)
df, loc, scale = returns_t.x[0], returns_t.x[1], returns_t.x[2]
sim_returns = t.rvs(df, loc=loc, scale=scale, size=num_simulations)
var_t = -np.percentile(sim_returns, alpha*100)
es_t = calculate_es(sim_returns,var_t)
return var_t, es_t, sim_returns
# AR(1)
def calculate_var_ar1(returns, num_simulations=10000, alpha=0.05):
"""Calculate VaR using an AR(1) model"""
model = ARIMA(returns, order=(1, 0, 0)).fit()
alpha_1 = model.params[0]
beta = model.params[1]
resid = model.resid
sigma = np.std(resid)
sim_returns = np.empty(num_simulations)
returns = returns.values
for i in range(num_simulations):
sim_returns[i] = alpha_1 * returns[-1] + sigma * np.random.normal()
var_ar1 = -np.percentile(sim_returns, alpha*100)
es_ar1 = calculate_es(sim_returns,var_ar1)
return var_ar1, es_ar1, sim_returns
# Historic
def calculate_var_hist(returns, alpha=0.05):
"""Calculate VaR using historic simulation"""
var_hist = -np.percentile(returns, alpha*100)
es_hist = calculate_es(returns,var_hist)
return var_hist, es_hist, returns
### Portfolio
def calculate_delta_var(portfolio, prices, alpha=0.05, lambda_=0.94, portfolio_code="All"):
"""
Calculate delta VaR for a given portfolio using the Delta Normal VaR method.
Parameters:
- portfolio: a pandas DataFrame with columns 'Portfolio', 'Stock', and 'Holding'
- prices: a pandas DataFrame with columns 'Date' and stock codes as column names
- alpha: the significance level for VaR calculation, default 0.05
- lambda_: fraction for update the covariance matrix, default 0.94
- portfolio_code: a string for the specific portfolio to calculate, default "All"
Returns:
- current_value: current value for the specific portfolio
- VaR: delta VaR for the portfolio in $
"""
current_price, assets_prices, delta = calculation.get_portfolio_price(portfolio, prices, portfolio_code, Delta=True)
returns = calculation.return_calculate(assets_prices).drop('Date', axis=1)
assets_cov = cov_matrix.exp_weighted_cov(returns, lambda_)
p_sig = np.sqrt(np.transpose(delta) @ assets_cov @ delta)
var_delta = -current_price * norm.ppf(alpha) * p_sig
return current_price[0], var_delta[0][0]
def calculate_MC_var(portfolio, prices, alpha=0.05, lambda_=0.94, n_simulation = 10000, portfolio_code="All"):
"""
Calculate delta VaR for a given portfolio using the Delta Normal VaR method.
Parameters:
- portfolio: a pandas DataFrame with columns 'Portfolio', 'Stock', and 'Holding'
- prices: a pandas DataFrame with columns 'Date' and stock codes as column names
- alpha: the significance level for VaR calculation, default 0.05
- lambda_: fraction for update the covariance matrix, default 0.94
- portfolio_code: a string for the specific portfolio to calculate, default "All"
Returns:
- current_value: current value for the specific portfolio
- VaR: delta VaR for the portfolio in $
"""
current_price, assets_prices, holdings = calculation.get_portfolio_price(portfolio, prices, portfolio_code)
returns = calculation.return_calculate(assets_prices).drop('Date',axis=1)
returns_norm = returns - returns.mean()
assets_cov = cov_matrix.exp_weighted_cov(returns_norm, lambda_)
assets_prices = assets_prices.drop('Date',axis=1)
np.random.seed(0)
sim_returns = np.add(simulation.multivariate_normal_simulation(assets_cov, n_simulation, method='pca'), returns.mean().values)
sim_prices = np.dot(sim_returns* assets_prices.tail(1).values.reshape(assets_prices.shape[1],),holdings)
var_MC = -np.percentile(sim_prices, alpha*100)
es_MC = calculate_es(sim_prices,var_MC)
return current_price[0], var_MC, es_MC, sim_prices
def calculate_historic_var(portfolio, prices, alpha=0.05,n_simulation=1000, portfolio_code="All"):
"""
Calculate historical Value at Risk (VaR) for a given portfolio using exponentially weighted covariance.
Parameters:
- portfolio: a pandas DataFrame of the portfolio with columns "Portfolio", "Stock", "Holding"
- prices: a pandas DataFrame of historical prices with columns "Date" and stock codes as other columns
- alpha: a float between 0 and 1 for the confidence level, default 0.05
- portfolio_code: a string for the specific portfolio to calculate, default "All"
Returns:
- historic_var: a float for the historical VaR in $
"""
current_price, assets_prices, holdings = calculation.get_portfolio_price(portfolio, prices, portfolio_code)
returns = calculation.return_calculate(assets_prices).drop("Date", axis=1)
assets_prices = assets_prices.drop('Date',axis=1)
sim_returns = returns.sample(n_simulation, replace=True)
sim_prices = np.dot(sim_returns* assets_prices.tail(1).values.reshape(assets_prices.shape[1],),holdings)
var_hist = -np.percentile(sim_prices, alpha*100)
es_hist = calculate_es(sim_prices,var_hist)
return current_price[0], var_hist, es_hist, sim_prices | /risk_mgmt-0.4.0-py3-none-any.whl/risk_mgmt/VaR.py | 0.875787 | 0.546073 | VaR.py | pypi |
import numpy as np
from . import cov_matrix
from scipy.stats import t
from scipy.optimize import minimize
# Multivariate Normal Simulation
def multivariate_normal_simulation(covariance_matrix, n_samples, method='direct', mean = 0, explained_variance=1.0, randomseed=1234):
"""
A function to simulate multivariate normal distributions with different methods.
Parameters:
- covariance_matrix (np.array): The covariance matrix for the multivariate normal distribution
- n_samples (int): The number of samples to generate
- method (str, optional): The method to use for simulation, either 'direct' or 'pca', default 'direct'
'direct': simulate directly from the covariance matrix.
'pca': simulate using principal component analysis (PCA).
- explained_variance (float, optional): The percentage of explained variance to keep when using PCA, default 1.0
Returns:
np.array: An array with shape (covariance_matrix.shape[0], n_samples) with the simulated samples.
"""
np.random.seed(randomseed)
# If the method is 'direct', simulate directly from the covariance matrix
if method == 'direct':
L = cov_matrix.chol_psd(covariance_matrix)
normal_samples = np.random.normal(size=(covariance_matrix.shape[0], n_samples))
samples = np.transpose(np.dot(L, normal_samples) + mean)
return samples
# If the method is 'pca', simulate using PCA
elif method == 'pca':
eigenvalues, eigenvectors = np.linalg.eigh(covariance_matrix)
# Only consider eigenvalues greater than 0
idx = eigenvalues > 1e-8
eigenvalues = eigenvalues[idx]
eigenvectors = eigenvectors[:, idx]
# Sort the eigenvalues in descending order
idx = np.argsort(eigenvalues)[::-1]
eigenvalues = eigenvalues[idx]
eigenvectors = eigenvectors[:, idx]
# Update the explained_variance incase the explained_variance is higher than the cumulative sum of the eigenvalue
if explained_variance == 1.0:
explained_variance = (np.cumsum(eigenvalues)/np.sum(eigenvalues))[-1]
# Determine the number of components to keep based on the explained variance ratio
n_components = np.where((np.cumsum(eigenvalues)/np.sum(eigenvalues))>= explained_variance)[0][0] + 1
eigenvectors = eigenvectors[:,:n_components]
eigenvalues = eigenvalues[:n_components]
normal_samples = np.random.normal(size=(n_components, n_samples))
# Simulate the multivariate normal samples by multiplying the eigenvectors with the normal samples
B = np.dot(eigenvectors, np.diag(np.sqrt(eigenvalues)))
samples = np.transpose(np.dot(B, normal_samples))
return samples
# Fitting T
# MLE fitted T distribution
def MLE_T(params, returns):
negLL = -1 * np.sum(t.logpdf(returns, df=params[0], loc=params[1], scale=params[2]))
return(negLL)
def Fitting_t_MLE(returns):
constraints=({"type":"ineq", "fun":lambda x: x[0]-1}, {"type":"ineq", "fun":lambda x: x[2]})
returns_t = minimize(MLE_T, x0=[10, np.mean(returns), np.std(returns)], args=returns, constraints=constraints)
df, loc, scale = returns_t.x[0], returns_t.x[1], returns_t.x[2]
return df, loc, scale | /risk_mgmt-0.4.0-py3-none-any.whl/risk_mgmt/simulation.py | 0.898243 | 0.833291 | simulation.py | pypi |
import numpy as np
# Exponentially Weighted Covariance Matrix
def exp_weighted_cov(returns, lambda_=0.97):
"""
Perform calculation on the input data set with a given λ for exponentially weighted covariance.
Parameters:
- data: input data set, a pandas DataFrame
- lambda_: fraction for unpdate the covariance matrix, default 0.97
Returns:
cov: an exponentially weighted covariance matrix, a numpy array
"""
# Preprocess the data
returns = returns.values
mean_return = np.mean(returns, axis=0)
normalized_returns = returns - mean_return
# Initializing the covariance matrix
n_timesteps = normalized_returns.shape[0]
cov = np.cov(returns, rowvar=False)
# Updating the covariance matrix
for t in range(1, n_timesteps):
cov = lambda_ * cov + (1 - lambda_) * np.outer(normalized_returns[t], normalized_returns[t])
return cov
# Exponentially Weighted Matrix
def exp_weighted_matrix(returns, lambda_=0.97):
"""
Perform calculation on the input data set with a given λ for exponentially weighted covariance.
Parameters:
- data: input data set, a pandas DataFrame
- lambda_: fraction for unpdate the covariance matrix, default 0.97
Returns:
weights_matrix: an exponentially weighted matrix, a numpy array
"""
# Preprocess the data
returns = returns.values
# Initializing the matrix
n_timesteps = returns.shape[0]
weights = np.zeros(n_timesteps)
# Compute the weight for each time step
for t in range(n_timesteps):
weights[n_timesteps-1-t] = (1-lambda_)*lambda_**t
# Normalize the weights_matrix
weights_matrix = np.diag(weights/sum(weights))
return weights_matrix
# Cholesky Factorization
def chol_psd(cov_matrix):
"""
Perform Cholesky decomposition on the input matrix `covariance`.
Parameters:
- cov_matrix: input matrix, a numpy array with shape (n_samples, n_samples)
Returns:
The Cholesky decomposition of the input matrix `covariance`.
"""
n = cov_matrix.shape[0]
root = np.zeros_like(cov_matrix)
for j in range(n):
s = 0.0
if j > 0:
# calculate dot product of the preceeding row values
s = np.dot(root[j, :j], root[j, :j])
temp = cov_matrix[j, j] - s
if 0 >= temp >= -1e-8:
temp = 0.0
root[j, j] = np.sqrt(temp)
if root[j, j] == 0.0:
# set the column to 0 if we have an eigenvalue of 0
root[j + 1:, j] = 0.0
else:
ir = 1.0 / root[j, j]
for i in range(j + 1, n):
s = np.dot(root[i, :j], root[j, :j])
root[i, j] = (cov_matrix[i, j] - s) * ir
return root
# Dealing with Non-PSD Matrices - Rebonato and Jackel
def near_psd(matrix, epsilon=0.0):
"""
Calculates a near positive semi-definite (PSD) matrix from a given non-PSD matrix.
Parameters:
- matrix: The input matrix, a 2-dimensional numpy array
- epsilon: A small non-negative value used to ensure that the resulting matrix is PSD, default value is 0.0
Returns:
The output of this function is a 2-dimensional numpy array that represents a near PSD matrix.
"""
n = matrix.shape[0]
invSD = None
out = matrix.copy()
# calculate the correlation matrix if we got a covariance
if np.count_nonzero(np.diag(out) == 1.0) != n:
invSD = np.diag(1 / np.sqrt(np.diag(out)))
out = np.matmul(np.matmul(invSD, out), invSD)
# SVD, update the eigen value and scale
vals, vecs = np.linalg.eigh(out)
vals = np.maximum(vals, epsilon)
T = np.reciprocal(np.matmul(np.square(vecs), vals))
T = np.diag(np.sqrt(T))
l = np.diag(np.sqrt(vals))
B = np.matmul(np.matmul(T, vecs), l)
out = np.matmul(B, np.transpose(B))
# Add back the variance
if invSD is not None:
invSD = np.diag(1 / np.diag(invSD))
out = np.matmul(np.matmul(invSD, out), invSD)
return out
# Dealing with Non-PSD Matrices - Higham
def Pu(matrix):
"""The first projection for Higham method with the assumption that weight martrix is diagonal."""
result = matrix.copy()
for i in range(len(matrix)):
for j in range(len(matrix[0])):
if i==j:
result[i][i]=1
return result
def Ps(matrix, weight):
"""The second projection for Higham method."""
matrix = np.sqrt(weight)@ matrix @np.sqrt(weight)
vals, vecs = np.linalg.eigh(matrix)
vals = np.array([max(i,0) for i in vals])
result = np.sqrt(weight)@ vecs @ np.diagflat(vals) @ vecs.T @ np.sqrt(weight)
return result
def Frobenius_Norm(matrix_1, matrix_2):
distance = matrix_1 - matrix_2
result = 0
for i in range(len(distance)):
for j in range(len(distance)):
result += distance[i][j]**2
return result
def Higham_psd(matrix, weight = None, epsilon = 1e-9, max_iter = 1000, tolerance = 1e-8):
"""
Calculates a near positive semi-definite (PSD) matrix from a given non-PSD matrix.
Parameters:
- matrix: The input covariance matrix, a 2-dimensional numpy array
- weight: Assume weight is a diagonal matrix, if unweighted, set 𝑊 = 𝐼
- epsilon: Used to check the smallest eigenvalue from the result
- max_iter: Restriction on the maximum iteration loops
- tolerance: A small non-negative value used to restrict the distance for the original matrix, default value is 1e-8
Returns:
The output of this function is a 2-dimensional numpy array that represents a nearest PSD matrix.
"""
if weight is None:
weight = np.identity(len(matrix))
norml = np.inf
Yk = matrix.copy()
Delta_S = np.zeros_like(Yk)
invSD = None
if np.count_nonzero(np.diag(Yk) == 1.0) != matrix.shape[0]:
invSD = np.diag(1 / np.sqrt(np.diag(Yk)))
Yk = np.matmul(np.matmul(invSD, Yk), invSD)
Y0 = Yk.copy()
for i in range(max_iter):
Rk = Yk - Delta_S
Xk = Ps(Rk, weight)
Delta_S = Xk - Rk
Yk = Pu(Xk)
norm = Frobenius_Norm(Yk, Y0)
minEigVal = np.real(np.linalg.eigvals(Yk)).min()
if abs(norm - norml) < tolerance and minEigVal > -epsilon:
break
else:
norml = norm
if invSD is not None:
invSD = np.diag(1 / np.diag(invSD))
Yk = np.matmul(np.matmul(invSD, Yk), invSD)
return Yk
# Check the matrix is PSD or not
def is_psd(matrix):
"""For a given matrix, check if the matrix is psd or not."""
eigenvalues = np.linalg.eigh(matrix)[0]
return np.all(eigenvalues >= -1e-8) | /risk_mgmt-0.4.0-py3-none-any.whl/risk_mgmt/cov_matrix.py | 0.933688 | 0.824356 | cov_matrix.py | pypi |
import sys
import numpy as np
def scale_range (input_, min_, max_):
input_ += -(np.min(input_))
scaler = np.max(input_) / np.array(max_ - min_)
input_ = input_ / scaler
input_ += min_
return input_
def sub_psi(e_perc, a_perc):
"""Calculate the actual PSI value from comparing the values.
Update the actual value to a very small number if equal to zero
"""
if a_perc == 0:
a_perc = 0.0001
if e_perc == 0:
e_perc = 0.0001
value = (e_perc - a_perc) * np.log(e_perc / a_perc)
return value
def calculate_psi(expected, actual, buckettype="bins", breakpoints=None, buckets=10, axis=0):
"""Calculate the PSI (population stability index) across all variables
Args:
expected: numpy matrix of original values
actual: numpy matrix of new values
buckettype: type of strategy for creating buckets, bins splits into even splits,
quantiles splits into quantile buckets, customize split into customized buckets
breakpoints: if buckettype is customizer, pass a numpy array as breakpoints
buckets: number of quantiles to use in bucketing variables
axis: axis by which variables are defined, 0 for vertical, 1 for horizontal
Returns:
psi_values: ndarray of psi values for each variable
"""
def psi(expected_array, actual_array, buckets, breaks=None):
"""Calculate the PSI for a single variable
Args:
expected_array: numpy array of original values
actual_array: numpy array of new values
buckets: number of percentile ranges to bucket the values into
breaks: default None, customize breakpoints
Returns:
psi_value: calculated PSI value
"""
breakpoints = np.arange(0, buckets + 1) / (buckets) * 100
if buckettype == 'bins':
breakpoints = scale_range(breakpoints, np.min(expected_array), np.max(expected_array))
elif buckettype == 'quantiles':
breakpoints = np.stack([np.percentile(expected_array, b) for b in breakpoints])
elif buckettype == 'customize':
assert breaks is not None, "buckettype is customize, breakpoints should not be None"
breakpoints = breaks
expected_percents = np.histogram(expected_array, breakpoints)[0] / len(expected_array)
actual_percents = np.histogram(actual_array, breakpoints)[0] / len(actual_array)
psi_value = sum(sub_psi(expected_percents[i], actual_percents[i]) for i in range(0, len(expected_percents)))
return psi_value
if len(expected.shape) == 1:
psi_values = np.empty(len(expected.shape))
else:
psi_values = np.empty(expected.shape[axis])
for i in range(0, len(psi_values)):
if len(psi_values) == 1:
psi_values = psi(expected, actual, buckets, breakpoints)
elif axis == 0:
psi_values[i] = psi(expected[:,i], actual[:,i], buckets, breakpoints)
elif axis == 1:
psi_values[i] = psi(expected[i,:], actual[i,:], buckets, breakpoints)
return psi_values | /risk_model_tool-0.1.3.tar.gz/risk_model_tool-0.1.3/src/risk_model_tool/analysis/calculate_psi.py | 0.644337 | 0.751625 | calculate_psi.py | pypi |
import os
from datetime import datetime, timedelta
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
usage = """
此工具包包含计算变量的分布和稳定性指标
"""
def edd(df, missing_value=np.nan, ignore_col=[], save_path=None):
"""
计算变量的一些常规统计指标，其中数值型的均值，分位数等是去掉-1之后统计的
Parameters
----------
df: DataFrame
missing_value: int、float、str， default np.nan
变量缺失值
ignore_col: list, default []
不进行计算的变量列表
save_path: str
结果文件存储路径
Returns
-------
edd_result: DataFrame
"""
start_time = datetime.now()
header = ['var', 'type', 'sample_cnt', 'unique_values', 'missingrate', 'zerorate', 'mode', 'mean', 'std', 'min',
'qt1', 'qt5', 'qt25', 'qt50', 'qt75', 'qt95', 'qt99', 'max']
edd_result = pd.DataFrame(columns=header)
sample_cnt = df.shape[0]
for i, var in enumerate(df.columns):
if var in ignore_col:
continue
try:
var_type = type(df[var][df[var].isnull() == 0].iloc[0])
except:
var_type = type(df[var].iloc[0])
edd_result.loc[i, 'var'] = var
edd_result.loc[i, 'type'] = var_type.__name__
if var_type == str:
if missing_value in [np.nan, np.NaN]:
nomissingdata = df.loc[~((df[var].isnull()) | (df[var] == '')), var]
else:
nomissingdata = df.loc[df[var] != missing_value, var]
edd_result.loc[i, 'unique_values'] = nomissingdata.unique().size
edd_result.loc[i, 'missingrate'] = 1.0 * (sample_cnt - nomissingdata.shape[0]) / sample_cnt
if nomissingdata.shape[0] > 0:
edd_result.loc[i, 'mode'] = nomissingdata.mode().values[0]
elif var_type.__name__.startswith('int') or var_type.__name__.startswith('float'):
if missing_value in [np.nan, np.NaN]:
nomissingdata = df.loc[~df[var].isnull(), var]
else:
nomissingdata = df.loc[df[var] != missing_value, var]
quantiles = nomissingdata.quantile([0.0, 0.01, 0.05, 0.25, 0.5, 0.75, 0.95, 0.99, 1.0]).values
edd_result.loc[i, 'unique_values'] = nomissingdata.unique().size
edd_result.loc[i, 'missingrate'] = 1.0 * (sample_cnt - nomissingdata.shape[0]) / sample_cnt
edd_result.loc[i, 'zerorate'] = (nomissingdata == 0.0).sum() / sample_cnt
edd_result.loc[i, 'mean'] = nomissingdata.mean()
edd_result.loc[i, 'std'] = nomissingdata.std()
edd_result.loc[i, 'min'] = quantiles[0]
edd_result.loc[i, 'qt1'] = quantiles[1]
edd_result.loc[i, 'qt5'] = quantiles[2]
edd_result.loc[i, 'qt25'] = quantiles[3]
edd_result.loc[i, 'qt50'] = quantiles[4]
edd_result.loc[i, 'qt75'] = quantiles[5]
edd_result.loc[i, 'qt95'] = quantiles[6]
edd_result.loc[i, 'qt99'] = quantiles[7]
edd_result.loc[i, 'max'] = quantiles[8]
else:
raise Exception('unknown data type: {0}'.format(var))
edd_result['sample_cnt'] = sample_cnt
if save_path is not None:
if save_path.endswith('.csv'):
edd_result.to_csv(save_path, index=False, encoding='utf-8')
elif save_path.endswith('.xlsx'):
edd_result.to_excel(save_path, index=False)
elif os.path.isdir(save_path):
edd_result.to_csv(os.path.join(save_path, 'edd_result.csv'), index=False, encoding='utf-8')
else:
raise ValueError('No such file or directory: {0}'.format(save_path))
print('\n====================== time cost: {} =====================\n'.format(datetime.now() - start_time))
return edd_result
def var_distribution(datasets, var, quantiles=np.arange(0, 1, 0.1), names=None, colors=None, to_show=True, save_path=None):
"""
分组绘制变量变量的分布图
Parameters
----------
datasets: list
DataFrame的序列
var: str
变量名
names: list, default None
数据集的名字
quantiles: np.array, default np.arange(0, 1, 0.1)
分位点
colors: list, default None
每个数据集绘图的颜色
to_show: bool, default True
是否展示图片
save_path: str, default None
图片存储路径
Returns
-------
edd_result: DataFrame
"""
if names is None:
names = ['dataset%s' % i for i in range(1, len(datasets) + 1)]
if len(datasets) != len(names):
raise ValueError('datasets and names must have same length')
header = ['var_name', 'dataset', 'missingrate', 'zerorate', 'mean', 'quantiles']
df_result = pd.DataFrame(columns=header)
for i, df in enumerate(datasets):
df_result.loc[i, 'var_name'] = var
df_result.loc[i, 'dataset'] = names[i]
df_result.loc[i, 'missingrate'] = df[var].isnull().mean()
df_result.loc[i, 'zerorate'] = (df[var] == 0.0).mean()
df_result.loc[i, 'mean'] = df[var].mean()
df_result.loc[i, 'quantiles'] = df[var].quantile(quantiles).values
plt.subplots(1, 2, figsize=(7, 3), dpi=200)
if colors is None:
colors = plt.cm.Paired(np.linspace(0.1, 1, len(names)))
plt.subplot(1, 2, 1)
plt.bar(np.arange(len(names)), 1.0, width=.4, color='lightgray', label='Normal Value')
plt.bar(np.arange(len(names)), df_result['missingrate'] + df_result['zerorate'], width=.4, color='slategray', label='Zero Value')
plt.bar(np.arange(len(names)), df_result['missingrate'], width=.4, color='firebrick', label='Missing Value')
plt.axis(ymin=0, ymax=1.2)
plt.xticks(range(len(names)), names, fontsize=6)
plt.yticks(np.arange(0, 1.2, 0.2), ['0', '20%', '40%', '60%', '80%', '100%'], fontsize=6)
plt.xlabel('group', fontsize=6)
plt.ylabel('percent', fontsize=6)
plt.legend(loc=2, fontsize=5)
plt.title('Missing & Zero value rate', fontsize=8)
plt.subplot(1, 2, 2)
for i in range(len(names)):
plt.plot(np.arange(quantiles.size), df_result.loc[i, 'quantiles'], color=colors[i], linewidth=0.7, label=names[i])
xticks = [str(round(i, 2)) for i in quantiles]
plt.xticks(np.arange(quantiles.size), xticks, rotation=90, fontsize=6)
plt.yticks(fontsize=6)
plt.xlabel('quantile', fontsize=6)
plt.legend(loc=2, fontsize=5)
plt.title('Variable Quantile Values', fontsize=8)
plt.suptitle(var, fontsize=10, x=0.5, y=1.01)
plt.tight_layout(pad=1.0, w_pad=2.0, h_pad=1.0)
if save_path is not None:
if save_path.endswith('.png') or save_path.endswith('.jpg'):
plt.savefig(save_path, bbox_inches='tight')
elif os.path.isdir(save_path):
plt.savefig(os.path.join(save_path, '{0}.png'.format(var)), bbox_inches='tight')
else:
raise ValueError('No such file or directory: {0}'.format(save_path))
if to_show:
plt.show()
plt.close()
return df_result
def vlm(df, var, date, period='month'):
"""
根据周期看变量的趋势，计算指标有缺失率、均值、标准差、中位数、25%分位点、75%分位点
Parameters
----------
df: DataFrame
var: str
变量名
date: str
日期名
period: str, default 'month', options ['day', 'week', 'month', 'year']
图片存储路径
Returns
-------
df_vlm: DataFrame
变量不同时期样本的统计指标
population_index: dict
全量样本的统计指标
"""
try:
datetime.strptime(df[date].iloc[0], '%Y-%m-%d')
except:
raise Exception('"{0}" is not a correct date format'.format(date))
df_tmp = df[[var, date]].copy()
if period == 'day':
df_tmp['period'] = df_tmp[date].apply(lambda x: x[0:10])
elif period == 'week':
df_tmp['period'] = '9999-12-31'
week_start_date = df[date].min()
week_end_date = week_start_date
max_date = df[date].max()
while week_end_date < max_date:
week_end_date = datetime.strftime(datetime.strptime(week_start_date, '%Y-%m-%d') + timedelta(7), '%Y-%m-%d')
df_tmp.loc[(df_tmp[date] >= week_start_date) & (df_tmp[date] < week_end_date), 'period'] = week_start_date
week_start_date = week_end_date
elif period == 'month':
df_tmp['period'] = df_tmp[date].apply(lambda x: x[0:7])
elif period == 'year':
df_tmp['period'] = df_tmp[date].apply(lambda x: x[0:4])
else:
raise ValueError('period can only be "day", "week", "month" or "year"')
group = df_tmp.groupby('period')
df_vlm = group['period'].count().to_frame()
df_vlm.columns = ['sample_cnt']
df_vlm['missingcnt'] = group[var].apply(lambda x: x.isnull().sum()).to_frame()
df_vlm['missingrate'] = 1.0 * df_vlm['missingcnt'] / df_vlm['sample_cnt']
df_vlm['zerocnt'] = group[var].apply(lambda x: (x == 0.0).sum())
df_vlm['zerorate'] = 1.0 * df_vlm['zerocnt'] / df_vlm['sample_cnt']
df_vlm['mean'] = group[var].mean()
df_vlm['median'] = group[var].median()
df_vlm['std'] = group[var].std()
df_vlm['qt25'] = group[var].quantile(0.25)
df_vlm['qt75'] = group[var].quantile(0.75)
df_vlm['var_name'] = var
df_vlm = df_vlm.reset_index(drop=False)
# 计算全量样本的统计指标
population_index = dict()
population_index['missingrate'] = 1.0 * df_tmp[var].isnull().sum() / df_tmp.shape[0]
population_index['zerorate'] = 1.0 * (df_tmp[var] == 0.0).sum() / df_tmp.shape[0]
population_index['mean'] = df_tmp[var].mean()
population_index['median'] = df_tmp[var].median()
population_index['std'] = df_tmp[var].std()
population_index['qt25'] = df_tmp[var].quantile(0.25)
population_index['qt75'] = df_tmp[var].quantile(0.75)
return df_vlm, population_index
def vlm_plot(df_vlm, population_index, elasticity=0.3, to_show=True, save_path=None):
"""
绘制变量的vlm图像
Parameters
----------
df_vlm: DataFrame
population_index: dict
全量样本的统计量
elasticity: float, default 0.3
上界和下界的弹性
to_show: bool, default True
是否展示图片
save_path: str, default None
图片存储路径
"""
xticks_list = df_vlm['period'].tolist()
rows = len(xticks_list)
var_name = df_vlm['var_name'].iloc[0]
plt.subplots(3, 2, figsize=(12, 12), dpi=200)
plt.subplot(3, 2, 1)
plt.bar(range(rows), df_vlm['sample_cnt'], width=.3, color='lightgray', label='Sample count')
plt.bar(range(rows), df_vlm['missingcnt'] + df_vlm['zerocnt'], width=.3, color='slategray', label='Zero count')
plt.bar(range(rows), df_vlm['missingcnt'], width=.3, color='firebrick', label='Missing count')
plt.axis(ymin=0, ymax=1.4 * df_vlm['sample_cnt'].max())
plt.xticks(range(rows), xticks_list, rotation=60, fontsize=8)
plt.yticks(fontsize=6)
plt.ylabel('sample count', fontsize=8)
plt.legend(loc=2, fontsize=7)
plt.twinx()
plt.plot(range(rows), df_vlm['zerorate'], color='slategray', label='Zero rate')
plt.plot(range(rows), df_vlm['missingrate'], color='firebrick', label='Missing rate')
plt.axhline(population_index['zerorate'], color='lightsteelblue', linestyle='dashed',
linewidth=0.8, label='Overall Zero rate')
plt.axhline(population_index['missingrate'], color='lightcoral', linestyle='dashed',
linewidth=0.8, label='Overall Missing rate')
plt.yticks(np.arange(0.0, 1.3, 0.1), ['0', '10%', '20%', '30%', '40%', '50%', '60%', '70%', '80%', '90%', '100%'])
plt.yticks(fontsize=6)
plt.ylabel('value rate', fontsize=8)
plt.legend(loc=1, fontsize=7)
plt.title('Missing & Zero value rate', fontsize=11)
plt.subplot(3, 2, 2)
plt.plot(range(rows), df_vlm['mean'], color='firebrick', label='mean')
plt.axhline((1 + elasticity) * population_index['mean'], color='cornflowerblue', linestyle='dashed',
linewidth=0.8, label='Upper boundary')
plt.axhline((1 - elasticity) * population_index['mean'], color='cornflowerblue', linestyle='dashed',
linewidth=0.8, label='Lower boundary')
plt.xticks(range(rows), xticks_list, rotation=60, fontsize=8)
plt.yticks(fontsize=6)
plt.axis(ymin=0, ymax=1.7 * df_vlm['mean'].max())
plt.legend(loc=2, fontsize=8)
plt.title('Mean', fontsize=11)
plt.subplot(3, 2, 3)
plt.plot(range(rows), df_vlm['median'], color='firebrick', label='median')
plt.axhline((1 + elasticity) * population_index['median'], color='cornflowerblue', linestyle='dashed',
linewidth=0.7, label='Upper boundary')
plt.axhline((1 - elasticity) * population_index['median'], color='cornflowerblue', linestyle='dashed',
linewidth=0.7, label='Lower boundary')
plt.xticks(range(rows), xticks_list, rotation=60, fontsize=8)
plt.yticks(fontsize=6)
plt.axis(ymin=0, ymax=1.7 * df_vlm['median'].max())
plt.legend(loc=2, fontsize=8)
plt.title('Median', fontsize=11)
plt.subplot(3, 2, 4)
plt.plot(range(rows), df_vlm['std'], color='firebrick', label='std')
plt.axhline((1 + elasticity) * population_index['std'], color='cornflowerblue', linestyle='dashed',
linewidth=0.8, label='Upper boundary')
plt.axhline((1 - elasticity) * population_index['std'], color='cornflowerblue', linestyle='dashed',
linewidth=0.8, label='Lower boundary')
plt.xticks(range(rows), xticks_list, rotation=60, fontsize=8)
plt.yticks(fontsize=6)
plt.axis(ymin=0, ymax=1.7 * df_vlm['std'].max())
plt.legend(loc=2, fontsize=8)
plt.title('Standard deviation', fontsize=11)
plt.subplot(3, 2, 5)
plt.plot(range(rows), df_vlm['qt25'], color='firebrick', label='qt25')
plt.axhline((1 + elasticity) * population_index['qt25'], color='cornflowerblue', linestyle='dashed',
linewidth=0.8, label='Upper boundary')
plt.axhline((1 - elasticity) * population_index['qt25'], color='cornflowerblue', linestyle='dashed',
linewidth=0.8, label='Lower boundary')
plt.xticks(range(rows), xticks_list, rotation=60, fontsize=8)
plt.yticks(fontsize=6)
plt.axis(ymin=0, ymax=1.7 * df_vlm['qt25'].max())
plt.legend(loc=2, fontsize=8)
plt.title('25% Quantile', fontsize=11)
plt.subplot(3, 2, 6)
plt.plot(range(rows), df_vlm['qt75'], color='firebrick', label='qt75')
plt.axhline((1 + elasticity) * population_index['qt75'], color='cornflowerblue', linestyle='dashed',
linewidth=0.8, label='Upper boundary')
plt.axhline((1 - elasticity) * population_index['qt75'], color='cornflowerblue', linestyle='dashed',
linewidth=0.8, label='Lower boundary')
plt.xticks(range(rows), xticks_list, rotation=60, fontsize=8)
plt.yticks(fontsize=6)
plt.axis(ymin=0, ymax=1.7 * df_vlm['qt75'].max())
plt.legend(loc=2, fontsize=8)
plt.title('75% Quantile', fontsize=11)
plt.suptitle(var_name, fontsize=15, x=0.5, y=1.01)
plt.tight_layout(pad=1.0, w_pad=1.0, h_pad=1.0)
if save_path is not None:
if save_path.endswith('.png') or save_path.endswith('.jpg'):
plt.savefig(save_path, bbox_inches='tight')
elif os.path.isdir(save_path):
plt.savefig(os.path.join(save_path, '{0}.png'.format(var_name)), bbox_inches='tight')
else:
raise ValueError('No such file or directory: {0}'.format(save_path))
if to_show:
plt.show()
plt.close() | /risk_model_tool-0.1.3.tar.gz/risk_model_tool-0.1.3/src/risk_model_tool/analysis/data_overview.py | 0.44746 | 0.436202 | data_overview.py | pypi |
from __future__ import print_function, absolute_import, division
import os
import sys
import logging
import math
from datetime import datetime
import pandas as pd
import numpy as np
import scipy.stats
from sklearn import tree
import matplotlib.pyplot as plt
import contingency as cy
from plot_chs_config import zhfont
def woe_calc(bad, good, badfreq, goodfreq):
"""
计算woe值
Parameters
----------
bad: int or float
单个bin中正样本数
good: int or float
单个bin中负样本数
badfreq: int or float
所有样本中正的样本数
goodfreq: int or float
所有样本中负样本数
Returns
-------
woe: float
"""
target_rt = bad / float(badfreq)
non_target_rt = good / float(goodfreq)
if float(bad) != 0.0 and bad / float(bad + good) != 1.0:
woe = math.log(target_rt / non_target_rt)
elif target_rt == 0.0:
woe = -99999999.0
elif bad / float(bad + good) == 1.0:
woe = 99999999.0
return woe
def iv_calc(count_1, count_0):
"""
计算变量的iv值
Parameters
----------
count_1: Series or numpy.array
每个bin中正样本的数量
count_0: Series or numpy.array
每个bin中负样本的数量
Returns
-------
iv: float
"""
bad_dist = count_1 / float(count_1.sum())
good_dist = count_0 / float(count_0.sum())
bad_dist = bad_dist.apply(lambda x: 0.0001 if x == 0 else x)
iv_bin = (bad_dist - good_dist) * np.log(bad_dist / good_dist)
iv = iv_bin.sum()
return iv
def target_check(df_master, target):
"""
检查target是否正确，理论上target应该只有0和1
Parameters
----------
df_master: DataFrame
target: str
target列名
"""
# 检查target是否只有0和1两个取值
if set(df_master[target].unique()) != {0, 1}:
raise ValueError('Target are not only 0 and 1!')
def missing_check(df_master, var_name):
"""
检查变量是否有NaN，防止分bin时报错
Parameters
----------
df_master: DataFrame
var_name: str
变量名
"""
if df_master[var_name].isnull().sum() > 0:
raise ValueError('"{0}" exist NaN'.format(var_name))
def init_binning(df_master, var_name, target, max_bin_num=200, missing=False, cut_points=None):
"""
对数值型变量进行切bin，返回每个bin中target的分布情况和切bin的区间
Parameters
----------
df_master: DataFrame
var_name: str
变量名
target: str
target列名
max_bin_num
切bin的最大数量，默认为200个
missing: bool, default False
变量是否有缺失
cut_points: list or array-like
指定的切分点，若不指定则根据分位点分bin
Returns
-------
ds: DataFrame
每个bin的统计信息
"""
missing_check(df_master, var_name)
df_tmp = df_master[[var_name, target]].copy()
# 初始化切分点
if cut_points is not None:
if len(cut_points) == 0:
raise ValueError('wrong cut points: {0}'.format(var_name))
if np.max(df_tmp[var_name]) >= cut_points[-1]:
cut_points[-1] = np.inf # bins最后一个值改为inf, 防止忘记填最大值
if np.min(df_tmp[var_name]) < cut_points[0]:
cut_points[0] = np.min(df_tmp[var_name]) # bins第一个值改为min value, 防止忘记填最小值
# 若变量的unique value < max_bin_num，则每个value一个bin
elif len(df_tmp[var_name].unique()) < max_bin_num:
cut_points = np.sort(df_tmp[var_name].unique())
cut_points = np.append(cut_points, np.inf)
# 若变量的unique value >= max_bin_num, 则根据分位点切max_bin_num个bin
else:
pct = np.arange(max_bin_num + 1) / max_bin_num
cut_points = df_tmp[var_name].quantile(pct, interpolation='higher').unique() # 计算分位点并去重
cut_points = cut_points.astype(float) # 将切分点都改成，防止无法将最后一个值改成inf时报错
cut_points[-1] = np.inf
# 当变量存在缺失时，把-1.0单独放在一个bin中
if missing:
if cut_points[0] == -1.0:
tmp_ary1 = np.asarray([-1.0, 0.0])
tmp_ary2 = np.asarray(cut_points[2:])
cut_points = np.concatenate((tmp_ary1, tmp_ary2), axis=0)
else:
logging.warning('Expect variable has missing value but actually no missing')
# 按切分点分bin，并计算每个bin中target的分布
df_tmp[var_name + '_bin'] = np.digitize(df_tmp[var_name], bins=cut_points, right=False)
ds = df_tmp.groupby(var_name + '_bin')[target].value_counts().unstack().fillna(value=0)
ds['total'] = ds[0] + ds[1]
ds['bin'] = [[cut_points[i-1], cut_points[i]] for i in list(ds.index)]
ds['bin_lb'] = [cut_points[i-1] for i in list(ds.index)]
ds = ds.sort_values(by='bin_lb', axis=0, ascending=True).reset_index(drop=True) # 根据bin的下界进行排序
ds.columns = ['0', '1', 'total', 'bin', 'bin_lb']
return ds
def __value_match(map_dict, key_list):
"""
根据categorical变量的map_dict对index对应的值做匹配 eg:[1,3,4,5] → ['本科','大专','高中','研究生']
Parameters
----------
map_dict: dict
key_list: list
Returns
-------
result: list
"""
result = []
for key in key_list:
if key in map_dict:
result.append(map_dict[key])
else:
result.append('base')
return result
def __mergebin(ds, idx_list, idx, var_type):
"""
合并相邻的bin，并重新计算合并后bin的统计信息和卡方值
Parameters
----------
ds: DataFrame
idx_list: list
index list
idx: int
待合并的bin在index list中的位置
var_type: str, options ['numerical', 'categorical']
变量类型
Returns
-------
ds: DataFrame
"""
# 合并两个bin，重新计算bin的0-1分布
ds.at[idx_list[idx], ['0', '1']] = ds.loc[idx_list[idx], ['0', '1']] + ds.loc[idx_list[idx+1], ['0', '1']]
ds.at[idx_list[idx], 'total'] = ds.loc[idx_list[idx], 'total'] + ds.loc[idx_list[idx+1], 'total']
# 重新计算bin的范围
if var_type == 'numerical':
ds.at[idx_list[idx], 'bin'] = [ds.loc[idx_list[idx], 'bin'][0], ds.loc[idx_list[idx+1], 'bin'][1]]
elif var_type == 'categorical':
ds.at[idx_list[idx], 'bin'] = ds.loc[idx_list[idx:idx+2], 'bin'].sum()
ds = ds.drop(idx_list[idx+1], axis=0) # 删除被合并的bin
idx_list.pop(idx+1) # 从index list中删除被合并的bin的index
# 重新计算合并后的bin与前后两个bin的卡方值
# 若不是第一个bin，则计算与前一个bin的卡方值
if idx != 0:
ds.at[idx_list[idx-1], 'chisq'] = cy.chi2_contingency(ds.loc[idx_list[(idx-1):(idx+1)], ['0', '1']])[0]
# 若不是最后一个bin，则计算与后一个bin的卡方值，否则卡方值赋值成无穷大
if idx < ds.shape[0] - 1:
ds.at[idx_list[idx], 'chisq'] = cy.chi2_contingency(ds.loc[idx_list[idx:idx+2], ['0', '1']])[0]
else:
ds.at[idx_list[idx], 'chisq'] = 9999999.0
return ds
def __gene_reference(ds, var_name, var_type):
"""
生成变量的woe reference table
Parameters
----------
ds: DataFrame
var_name: str
变量名
var_type: str, options ['numerical', 'categorical']
变量类型
Returns
-------
df_ref_table: DataFrame
reference table
"""
# 计算每个bin的woe和iv值
goodfreq = ds['0'].sum()
badfreq = ds['1'].sum()
ds['woe_value'] = ds.apply(lambda x: woe_calc(x['1'], x['0'], badfreq, goodfreq), axis=1)
iv = iv_calc(ds['1'], ds['0'])
# 生成reference table
df_ref_table = pd.DataFrame(columns=['Var_Name', 'Var_Type', 'Bin_No', 'Var_Value', 'Ref_Value',
'Count_0', 'Count_1', 'Total', 'Target_Rate', 'Proportion', 'IV'])
df_ref_table['Bin_No'] = range(1, ds.shape[0] + 1) # Bin的编号，从1开始
df_ref_table['Var_Value'] = ds['bin'].astype(str) # 将list转成字符串
df_ref_table['Ref_Value'] = ds['woe_value']
df_ref_table['Count_0'] = ds['0']
df_ref_table['Count_1'] = ds['1']
df_ref_table['Total'] = ds['total']
df_ref_table['Target_Rate'] = 1.0 * df_ref_table['Count_1'] / df_ref_table['Total']
df_ref_table['Proportion'] = 1.0 * df_ref_table['Total'] / ds['total'].sum()
df_ref_table['IV'] = iv
df_ref_table['Var_Name'] = var_name
df_ref_table['Var_Type'] = var_type
return df_ref_table
def __get_list_str(x):
"""
取categorical变量的取值, 三个为一排排列
"""
str_list = x.split('\001')
# 如果这个bin的取值太多，则返回省略号
if len(str_list) > 10:
return '...'
res = ''
for i in range(len(str_list)):
res += str_list[i] + ','
if (i + 1) % 3 == 0 and i + 1 != len(str_list):
res += '\n'
return res[:-1]
def plot_reference(df_ref, to_show=True, save_path=None):
"""
根据reference table绘制变量的woe图
Parameters
----------
df_ref: DataFrame
reference table
to_show: bool, default True
是否展示图片
save_path: str, default None
图片存放的路径
"""
x = np.arange(df_ref.shape[0])
y = df_ref['Ref_Value'].values
z = df_ref['Target_Rate'].values
var_name = df_ref['Var_Name'].iloc[0]
iv = round(df_ref['IV'].iloc[0], 5)
plt.figure(figsize=(8, 4), dpi=200)
plt.bar(x, df_ref['Proportion'], color='royalblue', label='0', align='edge', width=0.985)
plt.bar(x, df_ref['Proportion'] * df_ref['Target_Rate'], color='firebrick', label='1', align='edge', width=0.985)
# 绘制横坐标的label
if df_ref['Var_Type'].iloc[0] == 'numerical':
xticks_list = [tuple([float(j) for j in i.strip('([] ').split(',')]) for i in df_ref['Var_Value'].tolist()]
xticks_list = [round(i[0], 4) for i in xticks_list]
plt.xticks(x, xticks_list, fontsize=8)
if df_ref['Var_Type'].iloc[0] == 'categorical':
xticks_list = df_ref['Var_Value'].apply(__get_list_str).tolist()
plt.xticks(x+0.5, xticks_list, fontproperties=zhfont, fontsize=8)
plt.axis(ymin=0.0, ymax=1.0)
plt.yticks(fontsize=8)
plt.ylabel('proportion', fontsize=8)
plt.legend(loc=2, fontsize=8)
ax2 = plt.twinx()
plt.plot(x+0.5, y, color='black', linewidth=1.5)
for i, j, k in zip(x, y, z):
ax2.annotate('%.2f(%.2f%%)' % (j, k*100), xy=(i+0.5, j), va='center', ha='center',
bbox={'boxstyle': 'round', 'fc': 'w'}, fontsize=8)
plt.yticks(fontsize=8)
plt.ylabel('Woe value(Target rate)', fontsize=8)
plt.title('{0}: IV={1}'.format(var_name, iv), fontproperties=zhfont, fontsize=12)
# 保存图片
if save_path is not None:
if save_path.endswith('.png') or save_path.endswith('.jpg'):
plt.savefig(save_path, bbox_inches='tight')
elif os.path.isdir(save_path):
plt.savefig(os.path.join(save_path, '{0}.png'.format(var_name)), bbox_inches='tight')
else:
raise ValueError('No such file or directory: {0}'.format(save_path))
if to_show:
plt.show()
plt.close()
def numwoe_autobinning(df_master, var_name, target, max_bins=6, min_prop_in_bin=0.05, missing=True, max_bin_init=200,
method='chisq', to_plot=True, to_show=True, save_path=None):
"""
对numerical变量进行自动分bin并计算woe和iv值，可选通过卡方值和信息熵的方式对变量进行分bin
Parameters
-----------
df_master: DataFrame
var_name: str
变量名
target: str
target列名
max_bins: int, defulat 6
最大分bin个数
min_prop_in_bin: float, default 0.05
每个bin中的最小样本数量占比
missing: bool, default True
是否有缺失值，目前只支持把-1当做缺失值
max_bin_init: int, defulat 200
初始分bin的最大分bin个数，一般根据样本数量和unique value来决定
method: str, default 'chisq', options ['chisq', 'entropy']
分bin的方式
to_plot: bool, default True
是否绘制reference图
to_show: bool, default True
是否展示图片
save_path: str
图片存放的文件夹路径
Returns
--------
df_ref_table: DataFrame
woe reference table
"""
min_samples_in_bin = int(df_master.shape[0] * min_prop_in_bin) # 计算每个bin的最小样本个数
if method == 'chisq':
ds = init_binning(df_master, var_name=var_name, target=target, max_bin_num=max_bin_init, missing=missing)
# 计算相邻两个bin的卡方值
chisq = []
for i in range(ds.shape[0] - 1):
chisq.append(cy.chi2_contingency(ds.iloc[[i, i + 1], [0, 1]])[0])
chisq.append(9999999.0)
ds['chisq'] = chisq
# 把missing值单独作为一个bin
if missing:
if ds[ds['bin_lb'] == -1.0].shape[0] > 0:
ds_miss = ds[ds['bin_lb'] == -1.0].copy()
ds = ds[ds['bin_lb'] != -1.0]
else:
ds_miss = pd.DataFrame()
# 合并卡方值较小的两个bin
ds_idx_list = list(ds.index)
while (ds.shape[0] > max_bins) | (ds['chisq'].min() <= scipy.stats.chi2.ppf(0.95, 1)):
# 找到卡方值最小的bin的index在index list中的位置
k = ds_idx_list.index(ds['chisq'].idxmin())
ds = __mergebin(ds, idx_list=ds_idx_list, idx=k, var_type='numerical')
# 限制每个bin的最小样本个数
while (ds['total'].min() < min_samples_in_bin) & (ds.shape[0] > 2):
# 找到样本个数最少的bin
k = ds_idx_list.index(ds['total'].idxmin())
# 如果与前一个bin的卡方值比后一个bin的卡方值小，则选择与前一个bin合并
if (k == len(ds_idx_list) - 1) | (ds.loc[ds_idx_list[k], 'chisq'] > ds.loc[ds_idx_list[k - 1], 'chisq']):
k -= 1
ds = __mergebin(ds, idx_list=ds_idx_list, idx=k, var_type='numerical')
elif method == 'entropy':
max_depth = int(math.log(max_bins, 2))
if missing:
df_miss = df_master.loc[df_master[var_name] == -1.0, [var_name, target]].reset_index(drop=True)
df_no_miss = df_master.loc[df_master[var_name] != -1.0, [var_name, target]].reset_index(drop=True)
if df_miss.shape[0] > 0:
ds_miss = init_binning(df_miss, var_name=var_name, target=target, cut_points=[-1.0, -0.5], missing=False)
else:
ds_miss = pd.DataFrame()
min_value = -0.5
else:
df_no_miss = df_master
min_value = df_no_miss[var_name].min()
clf = tree.DecisionTreeClassifier(criterion='entropy', max_depth=max_depth, min_samples_leaf=min_samples_in_bin)
clf.fit(df_no_miss[var_name].values.reshape(-1, 1), df_no_miss[target])
cut_points = np.sort(clf.tree_.threshold[clf.tree_.threshold != -2.0])
cut_points = np.append([min_value], cut_points)
cut_points = np.append(cut_points, df_no_miss[var_name].max())
ds = init_binning(df_no_miss, var_name=var_name, target=target, cut_points=cut_points, missing=False)
else:
raise ValueError('method can only be "chisq" or "entropy"')
# 生成最终的reference table
if missing:
ds = pd.concat([ds_miss, ds])
ds = ds.reset_index(drop=True)
df_ref_table = __gene_reference(ds, var_name=var_name, var_type='numerical')
# 画图
if to_plot:
plot_reference(df_ref_table, to_show=to_show, save_path=save_path)
return df_ref_table
def numwoe_aptbinning(df_master, var_name, target, bins, to_plot=True, to_show=True, save_path=None):
"""
根据指定的切bin区间对数值型变量进行分bin并计算woe和iv值
Parameters
-----------
df_master: DataFrame
var_name: str
变量名
target: str
target列名
bins: list or array-like
指定的切分点，eg. [0.0, 1.0, 3.0, 10.0]
to_plot: bool, default True
是否绘制reference图
to_show: bool, default True
是否展示图片
save_path: str, default None
图片存放的文件夹路径
Returns
-------
df_ref_table: DataFrame
woe reference table
"""
ds = init_binning(df_master, var_name=var_name, target=target, cut_points=bins, missing=False)
df_ref_table = __gene_reference(ds, var_name=var_name, var_type='numerical')
if to_plot:
plot_reference(df_ref_table, to_show=to_show, save_path=save_path)
return df_ref_table
def catwoe_autobinning(df_master, var_name, target, max_bins=6, min_prop_in_bin=0.05, min_samples_init=1,
missing_value=None, to_plot=True, to_show=True, save_path=None):
"""
对categorical变量进行自动分bin并计算woe和iv值
Parameters
----------
df_master: DataFrame
var_name: str
变量名
target: str
target列名
max_bins: int
最大分bin个数, 默认为6个
min_samples_init: int
初始分bin时的最小样本个数，将样本数较少的变量取值合并到一个bin中，默认为1
min_prop_in_bin: float, default None
每个bin中的最小样本数量占比
missing_value: str, default None
指定缺失值，分bin时会把该取值单独分到一个bin
to_plot: bool, default True
是否绘制reference图
to_show: bool, default True
是否展示图片
save_path: str, default None
图片存放路径
Returns
-------
df_ref_table: DataFrame
woe reference table
"""
min_samples_in_bin = int(df_master.shape[0] * min_prop_in_bin)
ds = pd.crosstab(df_master[var_name], df_master[target]).fillna(value=0).reset_index(drop=False)
ds['total'] = ds[1] + ds[0]
ds['bin'] = [[i] for i in ds.index] # 给每个bin编号
ds.columns = ['value', '0', '1', 'total', 'bin']
map_dict = dict(zip(ds.index, ds['value'])) # 生成每个编号与真实取值的映射
# 把缺失值单独作为一个bin
if missing_value is not None:
ds_miss = ds[ds['value'] == missing_value].copy()
ds = ds[ds['value'] != missing_value]
ds = ds.sort_values(by=['total'], ascending=True) # 根据每个bin中的样本个数排序
# 合并样本数量过小的bin
idx_small_bin = list(ds[ds['total'] < min_samples_init].index)
if len(idx_small_bin) >= 2:
ds.at[idx_small_bin[0], ['0', '1']] = ds.loc[idx_small_bin, ['0', '1']].sum()
ds.at[idx_small_bin[0], 'total'] = ds.loc[idx_small_bin, 'total'].sum()
ds.at[idx_small_bin[0], 'bin'] = idx_small_bin
ds = ds.drop(idx_small_bin[1:], axis=0)
# 计算每个bin的target rate
ds['target_rt'] = ds['1'] / (ds['0'] + ds['1'])
ds = ds.sort_values(by='target_rt', ascending=True) # 根据每个bin中的target rate排序
# 计算相邻两个bin的卡方值
chisq = []
for i in range(ds.shape[0] - 1):
try:
chisq.append(cy.chi2_contingency(ds.iloc[[i, i + 1], [1, 2]])[0])
except:
chisq.append(cy.chi2_contingency(ds.iloc[[i, i + 1], [0, 1]])[0])
chisq.append(9999999.0)
ds['chisq'] = chisq
# 循环合并相邻两个bin，重新计算与前后两个bin的卡方值
ds_idx_list = list(ds.index)
while (ds.shape[0] > max_bins) | (ds.chisq.min() <= scipy.stats.chi2.ppf(0.95, 1)):
k = ds_idx_list.index(ds['chisq'].idxmin())
ds = __mergebin(ds, idx_list=ds_idx_list, idx=k, var_type='categorical')
# 限制每个bin的最小样本数
while (ds['total'].min() < min_samples_in_bin) & (ds.shape[0] > 2):
# 找到样本个数最少的bin
k = ds_idx_list.index(ds['total'].idxmin())
if (k == len(ds_idx_list) - 1) | (ds.loc[ds_idx_list[k], 'chisq'] > ds.loc[ds_idx_list[k - 1], 'chisq']):
k -= 1
ds = __mergebin(ds, idx_list=ds_idx_list, idx=k, var_type='categorical')
# 生成reference table
if missing_value is not None:
ds = pd.concat([ds_miss, ds])
ds = ds.reset_index(drop=True)
ds['bin'] = ds['bin'].apply(lambda x: __value_match(map_dict, x)) # 将索引还原成变量原本的取值
ds['bin'] = ds['bin'].apply(lambda x: '\001'.join(x)) # 用特殊符号'\001'拼接value，防止出现value中有标点符号
df_ref_table = __gene_reference(ds, var_name=var_name, var_type='categorical')
# 画图
if to_plot:
plot_reference(df_ref_table, to_show=to_show, save_path=save_path)
return df_ref_table
def catwoe_aptbinning(df_master, var_name, target, bins, to_plot=True, to_show=True, save_path=None):
"""
根据指定的分bin方式对categorical变量进行分bin，并计算WOE
Parameters
----------
df_master: DataFrame
var_name: str
变量名
target: str
target列名
bins: list
分组规则，eg. [['初中', '高中'], ['大专', '本科', '硕士研究生'], ['博士研究生']]
to_plot: bool, default True
是否绘制reference图
to_show: bool, default True
是否展示图片
save_path: str, default None
图片存放路径
Returns
-------
df_ref_table: DataFrame
woe reference table
"""
unique_values = set(sum(bins, []))
if len(unique_values) != len(sum(bins, [])):
raise ValueError('Value is repetitive, please check bins is correct')
ds = pd.crosstab(df_master[var_name], df_master[target]).fillna(value=0).reset_index(drop=False)
ds['total'] = ds[1] + ds[0]
ds.columns = ['bin', '0', '1', 'total']
# 根据指定的分bin方式分bin
for bin in bins:
idx_list = []
for value in bin:
idx_list.append(int(ds[ds['bin'] == value].index.values))
ds.at[idx_list[0], ['0', '1']] = ds.loc[idx_list, ['0', '1']].sum()
ds.at[idx_list[0], 'total'] = ds.loc[idx_list, 'total'].sum()
ds.at[idx_list[0], 'bin'] = bin
ds = ds.drop(idx_list[1:], axis=0)
ds = ds.reset_index(drop=True)
# 生成reference table
ds['bin'] = ds['bin'].apply(lambda x: '\001'.join(x)) # 用特殊符号'\001'拼接value，防止出现value中有标点符号
df_ref_table = __gene_reference(ds, var_name=var_name, var_type='categorical')
# 画图
if to_plot:
plot_reference(df_ref_table, to_show=to_show, save_path=save_path)
return df_ref_table
def catwoe_isobinning(df_master, var_name, target, to_plot=True, to_show=True, save_path=None):
"""
根据指定的分bin方式对categorical变量进行分bin，并计算WOE
Parameters
----------
df_master: DataFrame
var_name: str
变量名
target: str
target列名
to_plot: bool, default True
是否绘制reference图
to_show: bool, default True
是否展示图片
save_path: str, default None
图片存放路径
Returns
-------
df_ref_table: DataFrame
woe reference table
"""
# 每个value单独一个bin
ds = pd.crosstab(df_master[var_name], df_master[target]).fillna(value=0).reset_index(drop=False)
ds['total'] = ds[1] + ds[0]
ds.columns = ['bin', '0', '1', 'total']
df_ref_table = __gene_reference(ds, var_name=var_name, var_type='categorical')
if to_plot:
plot_reference(df_ref_table, to_show=to_show, save_path=save_path)
return df_ref_table
def __str_convert(x):
"""
统一unicode和str类型
"""
if type(x) in [int, float, np.float64]:
return str(int(x))
elif type(x) is str:
return x
elif type(x) is unicode:
return x.encode('utf8')
else:
return x
def __restore_list(string, value_type):
"""
将字符串还原成list，eg:'[1, 2]' → [1,2]
Parameters
----------
string: str
需要还原的字符串
var_type: str, options ['numerical', 'categorical']
值的类型
"""
if value_type == 'numerical':
return [np.float(i.strip('[] ')) for i in string.split(',')]
elif value_type == 'categorical':
return string.split('\001')
else:
raise ValueError('Wrong value type')
def __cvlookup(value, map_dict):
"""
查找变量取值对应的woe值
Parameters
----------
value: str
变量取值
map_dict: dict
变量的woe值
Returns
-------
woe_value: float
woe值
"""
if value in map_dict.keys():
woe_value = map_dict[value]
else:
woe_value = 0
return woe_value
def numwoe_apply(df_master, ref_table, var_name, overwrite=False, prefix='nwoe_'):
"""
对单个numerical变量进行woe替换，替换方式为：若满足bin_lb[i] ≤ X ＜ bin_ub[i], 则将X替换成ref_value[i]
Parameters
----------
df_master: DataFrame
ref_table: DataFrame
reference table
var_name: str
变量名
overwrite: bool, default False
是否覆盖原始变量的值
prefix: str, default 'nwoe_'
woe后变量的前缀, overwrite=True时此参数不起作用
"""
ref_table = ref_table.loc[ref_table['Var_Name'] == var_name, :].reset_index(drop=True) # 确保ref_table只有这个变量
interval = ref_table['Var_Value'].apply(lambda x: __restore_list(x, 'numerical')).values # 还原list
bin_lb = np.asarray([i[0] for i in interval]).reshape((1, -1)) # bin的下界
bin_lb[0][0] = -np.Infinity # 把第一个bin的下界替换成负无穷
base_woe = ref_table['Ref_Value'].iloc[0] # 取第一个值作为baseline
x = (df_master[var_name].values.reshape((-1, 1)) >= bin_lb) * 1.0
w = ref_table['Ref_Value'].diff(periods=1).fillna(base_woe).values # 进行1阶差分
if overwrite:
df_master[var_name] = np.dot(x, w)
else:
df_master[prefix + var_name] = np.dot(x, w)
def catwoe_apply(df_master, ref_table, var_name, overwrite=False, prefix='cwoe_'):
"""
对单个categorical变量进行woe替换
Parameters
----------
df_master: DataFrame
ref_table: DataFrame
reference table
var_name: str
变量名
overwrite: bool, default False
是否覆盖原始变量的值
prefix: str, default 'cwoe_'
woe后变量的前缀, overwrite=True时此参数不起作用
"""
ref_table = ref_table.loc[ref_table['Var_Name'] == var_name, :].reset_index(drop=True) # 确保ref_table只有这个变量
var_value = ref_table['Var_Value'].apply(lambda x: __restore_list(x, 'categorical')).values # 还原list
df_master[var_name] = df_master[var_name].apply(lambda x: __str_convert(x)) # 统一字符编码
# 构造变量取值的字典
value_list = []
ref_value_list = []
for i, lst in enumerate(var_value):
value_list += lst
ref_value_list += [ref_table['Ref_Value'].iloc[i]] * len(lst)
value_dict = dict(zip(value_list, ref_value_list))
if overwrite:
df_master[var_name] = df_master[var_name].apply(lambda x: __cvlookup(x, value_dict))
else:
df_master[prefix + var_name] = df_master[var_name].apply(lambda x: __cvlookup(x, value_dict))
def iv_extract(woe_ref, save_path=None):
"""
根据WOE reference table提取每个变量的IV值，并降序排列
Parameters
----------
woe_ref: DataFrame
WOE的reference table
save_path: str, default None
csv存放路径
Returns
-------
df_iv: DataFrame
"""
iv = []
for var in woe_ref['Var_Name'].unique():
iv.append([var, woe_ref['IV'][woe_ref['Var_Name'] == var].iloc[0]])
df_iv = pd.DataFrame(iv, columns=['Var_Name', 'IV'])
df_iv = df_iv.sort_values(by='IV', ascending=False)
if save_path is not None:
df_iv.to_csv(save_path, index=False)
return df_iv
def replace_var_woe_ref(woe_ref_all, woe_ref_var):
"""
将woe reference table中某个变量的reference替换成新的
Parameters
----------
woe_ref_all: DataFrame
所有变量的reference table
woe_ref_var: DataFrame
单个变量的reference table
Returns
-------
woe_ref_new: DataFrame
新的reference table
"""
replace_var = woe_ref_var['Var_Name'].unique()[0]
woe_ref_new = woe_ref_all.loc[woe_ref_all['Var_Name'] != replace_var, :].copy()
woe_ref_new = pd.concat([woe_ref_new, woe_ref_var], axis=0, ignore_index=True)
return woe_ref_new | /risk_model_tool-0.1.3.tar.gz/risk_model_tool-0.1.3/src/risk_model_tool/analysis/woe_tools.py | 0.506591 | 0.345602 | woe_tools.py | pypi |
__all__ = ['sql2dict', 'create_dictionary']
import os
from datetime import datetime
import re
from pandas import DataFrame
def __sql_request(file_path):
"""
读取sql文件生成字符串
"""
sql_file = open(file_path)
try:
sql = sql_file.read()
except:
raise Exception
finally:
sql_file.close()
return sql
def __gettablename(sql):
"""
提取建表语句的表名
"""
table_view_pattern = re.compile(r'create +(table|view) +([^ ]+)', re.IGNORECASE)
table_name = table_view_pattern.findall(sql)
return table_name
def __getsourcetable(sql):
"""
提取建表语句中使用到的表名
"""
source_pattern = re.compile(r'(?:from|join(?:\s*\[shuffle\])?)\s+([^ ()\s]+)\s*', re.IGNORECASE)
source_table = source_pattern.findall(sql)
return source_table
def __getorigintable(table_name, source_table, res=None):
"""
提取建表语句的底层依赖表
"""
if res is None:
res = []
if table_name not in source_table.keys():
res.append(table_name)
return
for table in source_table[table_name]:
__getorigintable(table, source_table, res)
return set(res)
def sql2dict(sql, dict_col=['No.', 'Var name', 'Meaning']):
"""
根据sql代码字符串生成数据字典
Parameters
----------
sql: str
SQL代码字符串
dict_col: list, default ['No.', 'Var name', 'Meaning']
数据字典的字段名，需要和sql代码中的变量注释一一对应，默认为No.(变量编号)、Var name(变量名)、Comment(变量注释)
Returns
-------
var_dict: DataFrame
数据字典
"""
var_dict = DataFrame(columns=dict_col + ['Source table'])
sql_list = []
source_table = {}
for s in sql.split(';'):
s = s.lower()
sql_list.append(s)
for sql_part in sql_list:
if sql_part.find('create table') > -1:
new_table = __gettablename(sql_part)[0][1]
source_table[new_table] = __getsourcetable(sql_part)
i = 0
for sql_part in sql_list:
if sql_part.find('create') > -1 and sql_part.find('@var:') > -1:
from_table = __gettablename(sql_part)[0][1]
origin_table = __getorigintable(from_table, source_table=source_table)
var_list = re.findall(r"@var:.*@", sql_part)
for var in var_list:
line = var.replace('@var:', '').replace('@', '').lower().split(',')
if len(line) != len(dict_col):
raise Exception('This variable commit is error : {0}'.format(var))
line.append(', '.join(origin_table))
var_dict.loc[i, :] = line
i += 1
return var_dict
def create_dictionary(sql_file, dict_col=['No.', 'Var name', 'Comment'], save_path=None):
"""
根据.sql文件或文件路径批量生产数据字典，并保存为带有时间戳的csv文件
Parameters
----------
sql_file: str
sql文件路径或文件夹路径，若为文件夹路径则根据该路径下所有.sql文件生成数据字典
dict_col: list, default ['No.', 'Var name', 'Meaning']
数据字典的字段名，需要和sql代码中的变量注释一一对应，默认为No.(变量编号)、Var name(变量名)、Comment(变量注释)
save_path: str
数据字典存放路径
Returns
-------
var_dict: DataFrame
"""
if os.path.isfile(sql_file):
sqls = __sql_request(sql_file)
var_dict = sql2dict(sqls, dict_col=dict_col)
elif os.path.isdir(sql_file):
sqls = ''
for file_name in os.listdir(sql_file):
if file_name.endswith('.sql'):
sqls += '\n' + __sql_request(os.path.join(sql_file, file_name))
var_dict = sql2dict(sqls, dict_col=dict_col)
else:
raise Exception('请输入正确的SQL文件名或路径')
# 检查是否有字段重复
for col in ['Var name', 'Comment']:
value_cnt = var_dict[col].value_counts()
if (value_cnt > 1).sum() > 0:
print("{0}存在重复值: {1}".format(col, list(value_cnt.index[value_cnt > 1])))
if save_path is not None:
if save_path.endswith('.csv'):
var_dict.to_csv(save_path, index=False, encoding='utf-8')
elif save_path.endswith('.xlsx'):
var_dict.to_excel(save_path, index=False)
elif os.path.isdir(save_path):
var_dict.to_excel(os.path.join(save_path, 'variable_dictionary_{0}.csv'.format(str(datetime.now())[:19])), index=False)
else:
raise ValueError('No such file or directory: {0}'.format(save_path))
return var_dict
if __name__ == '__main__':
create_dictionary(os.getcwd(), dict_col=['No.', 'Var name', 'Comment', 'Author'], save_path=os.getcwd()) | /risk_model_tool-0.1.3.tar.gz/risk_model_tool-0.1.3/src/risk_model_tool/analysis/variable_dictionary.py | 0.413596 | 0.231289 | variable_dictionary.py | pypi |
import os
from openpyxl.drawing.image import Image
from openpyxl.utils import get_column_letter, coordinate_to_tuple
class Cell(object):
def __init__(self, coords):
"""
Parameters
----------
coords: str or tuple
单元格位置, 可以传入Excel单元格的格式, eg. 'A1'，也可传入单元格的坐标, eg. '(3, 1)'表示第3行第1列
"""
if isinstance(coords, tuple):
self.row = coords[0]
self.col = coords[1]
self.name = get_column_letter(coords[1]) + str(coords[0])
elif isinstance(coords, str):
self.name = coords.upper()
self.row, self.col = coordinate_to_tuple(self.name)
else:
raise ValueError('coords type must be tuple or str')
def shift(self, m, n):
"""
输出单元格移动m行，n列后的单元格名称
Parameters
----------
m: int
水平移动列数
n: int
垂直移动行数
Returns
-------
name: str
单元格名称
"""
row = self.row + m
col = self.col + n
if row <= 0 or col <= 0:
raise ValueError('row or column out of range after shift')
name = get_column_letter(col) + str(row)
return name
def insert_df(self, df, sheet, header=False):
"""
逐列将dataframe的内容写入excel指定的区域
Parameters
----------
df: pandas.DataFrame
需要写入的dataframe
sheet: object
active excel sheet
header: bool, default False
是否要写入DataFrame的列名
"""
offset = 0
if header:
for col, colname in enumerate(df.columns.tolist()):
sheet[self.shift(0, col)] = colname
offset = 1
# 将dataframe按列写入
for col, colname in enumerate(df.columns.tolist()):
for row, value in enumerate(df[colname].tolist()):
sheet[self.shift(offset + row, col)] = value
def insert_image(self, image_path, sheet, img_size):
"""
将图片插入excel指定的区域
Parameters
----------
image_path: str
图片路径
sheet: object
active excel sheet
img_size: tuple
每张图片占据的表格范围，几行几列
"""
# 计算将图片插入指定大小的区域时的像素(openpyxl插入图片时会被默认放大1.25倍，所以在插入时应该先缩小1.25倍)
if isinstance(image_path, str):
img = Image(image_path)
else:
img = image_path
img.width = int(img_size[1] * 80 / 1.25) # excel一列为80像素
img.height = int(img_size[0] * 23 / 1.25) # excel一行为23像素
sheet.add_image(img, self.name)
def insert_df(anchor, df, sheet, header=False):
"""
将dataframe的内容写入excel指定的区域
Parameters
----------
anchor: str
写入dataframe的顶点位置, eg.'A1'
df: pandas.DataFrame
需要写入的dataframe
sheet: object
active excel sheet
header: bool, default False
是否要写入DataFrame的列名
"""
vertex = Cell(anchor)
vertex.insert_df(df, sheet=sheet, header=header)
def batch_insert_image(anchor, images, sheet, img_size, interval=1, expand='vertical'):
"""
批量插入图片
Parameters
----------
anchor: str
第一张图片的起始单元格位置, eg. 'A1'
images: list or str
图片路径，当为list时，直接对list中每个元素循环插入，当为文件夹路径时，将文件夹中的jpg、png格式的图片循环插入
sheet: object
active excel sheet
img_size: tuple
每张图片占据的表格范围，几行几列
interval: int, default 1
图片间的间隔距离，单位是行或列
expand: str, options ['vertical', 'horizontal'], default 'vertical'
图片的排列方式，'vertical'为纵向排列, 'horizontal'为横向排列
"""
vertex = Cell(anchor)
if isinstance(images, list):
image_list = images
elif os.path.isdir(images):
image_list = []
for img in os.listdir(images):
if img.split('.')[-1] in ['jpg', 'png']:
image_list.append(os.path.join(images, img))
else:
raise ValueError('Wrong type images')
for img in image_list:
print(img)
vertex.insert_image(img, sheet, img_size)
if expand == 'vertical':
anchor = vertex.shift(img_size[0] + interval, 0)
elif expand == 'horizontal':
anchor = vertex.shift(0, img_size[1] + interval)
vertex = Cell(anchor)
else:
return True | /risk_model_tool-0.1.3.tar.gz/risk_model_tool-0.1.3/src/risk_model_tool/utils/autoexcel.py | 0.572603 | 0.444384 | autoexcel.py | pypi |
__all__ = ['split_data_set', 'downsample', 'calc_vif', 'repetitive_check', 'find_high_corr_var_pair', 'train_lr',
'choose_l1_param', 'dynamic_learningrate_gbdt', 'plot_feature_importance', 'save_model', 'load_model']
import os
from datetime import datetime
import numpy as np
import pandas as pd
import statsmodels.api as sm
import lightgbm as lgb
from statsmodels.stats.outliers_influence import variance_inflation_factor
from sklearn.model_selection import train_test_split
from sklearn.metrics import roc_curve, auc
import matplotlib.pyplot as plt
usage = '''
此工具包包含建模的功能函数
'''
def split_data_set(df, target, train_size=0.7, random_state=100):
"""
将一个DataFrame分成训练集和测试集，默认是按训练集70%，测试集30%
Parameters
----------
df: DataFrame
target: str
target列名
train_size: float, default 0.7
训练集原本占比
random_state: int, default 100
随机数种子
Returns
-------
df_train: DataFrame
训练数据集
df_test: DataFrame
测试数据集
"""
if train_size > 1:
raise ValueError('训练集占比不能超过1')
df_train, df_test, y_train, y_test = train_test_split(df, df[target], test_size=1 - train_size, random_state=random_state)
df_train = df_train.reset_index(drop=True)
df_test = df_test.reset_index(drop=True)
print('训练集样本数量:{0}, 测试样本数量:{1}'.format(df_train.shape[0], df_test.shape[0]))
return df_train, df_test
def downsample(df, target, fraction=0.5, random_state=100):
"""
实现对负样本的降采样
Parameters
----------
df: DataFrame
target: str
target的列名
fraction: float, default 0.5
正样本占抽样后数据的比例, 取值范围为[0, 1]之间
random_state: int, default 100
抽样的随机数种子
Returns
-------
df_sample: DataFrame
抽样后的数据集
"""
if fraction > 1.0 or fraction < 0.0:
raise ValueError('fraction be betwenn 0 and 1')
df_positive = df.loc[df[target] == 1, target]
df_negative = df.loc[df[target] == 0, target]
negative_samples = int(df_positive.size * (1 - fraction) / fraction) # 计算当前正样本占比下负样本的数量
df_negative_sample = train_test_split(df_negative, test_size=negative_samples, random_state=random_state)[1]
sample_index = pd.concat([df_positive, df_negative_sample]).sort_index().index
df_sample = df.loc[sample_index, :].reset_index(drop=True)
print('降采样后样本数量: {0}'.format(df_sample.shape[0]))
return df_sample
def calc_vif(df, save_path=None):
"""
计算每个变量的VIF值，并降序排列
Parameters
----------
df: DataFrame
save_path: str, default None
csv存放路径
Returns
-------
df_vif: DataFrame
"""
df_vif = pd.DataFrame(columns=['var_name', 'vif'])
df_vif['var_name'] = df.columns
df_vif['vif'] = [variance_inflation_factor(df.values, i) for i in range(df.shape[1])]
df_vif = df_vif.sort_values(by='vif', ascending=False)
if save_path is not None:
df_vif.to_csv(save_path, index=False)
return df_vif
def repetitive_check(df):
"""
检查DataFrame中是否有完全相同的行或者列
Parameters
----------
df: DataFrame
Returns
-------
same_row：DataFrame
same_col：list
相同的列，成对展示
"""
same_col = []
col_names = df.columns
# check repetitive columns
for i in range(len(col_names)):
for j in range(i+1, len(col_names)):
col_i = col_names[i]
col_j = col_names[j]
mean_i = df[col_i].mean()
mean_j = df[col_j].mean()
std_i = df[col_i].std()
std_j = df[col_j].std()
if abs(mean_i - mean_j) < 1e-6 and abs(std_i - std_j) < 1e-6:
same_col.append([col_i, col_j])
# check repetitive rows
same_row = df[df.duplicated(keep=False)]
return same_row, same_col
def find_high_corr_var_pair(df, corr_thres=0.8):
"""
查找DataFrame中相关性较高的变量组
Parameters
----------
df: DataFrame
corr_thres: 相关系数阈值，相关性大于该阈值的变量对会被输出
Returns
-------
corr_mat：DataFrame
所有变量相关系数矩阵的DataFrame
df_high_corr_pair：DataFrame
相关系数较大的变量组
"""
corr_mat = df.corr()
col_names = corr_mat.columns
high_corr_pair = []
for i in range(len(col_names)):
for j in range(i+1, len(col_names)):
if abs(corr_mat.iloc[i, j]) > corr_thres:
high_corr_pair.append([col_names[i], col_names[j], abs(corr_mat.iloc[i, j])])
df_high_corr_pair = pd.DataFrame(high_corr_pair, columns=['var1', 'var2', 'corr'])
df_high_corr_pair = df_high_corr_pair.sort_values(by='corr', ascending=False)
return corr_mat, df_high_corr_pair
def train_lr(df, input_vars, target, regular='l1', alpha=0.0, maxiter=1000):
"""
训练logistic regression模型
Parameters
----------
df: DataFrame
训练数据集
input_vars: list
进入模型的变量
target: str
target列名
regular: str, default 'l1', options ['l1', 'l2']
惩罚方式
alpha: float, default 0.0
惩罚系数
maxiter: int, default 1000
最大迭代次数
Returns
-------
model：object
训练好的lr模型
"""
if 'const' not in input_vars:
input_vars = input_vars + ['const']
x = df[input_vars]
y = df[target]
model = sm.Logit(y, x).fit_regularized(method=regular, alpha=alpha, maxiter=maxiter, trim_mode='size')
print('============ Logistic Regresion Model Summary============\n')
print('{0}'.format(model.summary()))
return model
def choose_l1_param(df_train, df_test, input_vars, target, epoch=30, delta=10.0, to_plot=True):
"""
逐渐增大L1正则化参数的值，计算模型的AUC和KS和剩余变量个数，帮助选择正则化参数
Parameters
----------
df_train: DataFrame
训练数据集
df_test: DataFrame
测试数据集
input_vars: list
进入模型的变量
target: str
target列名
epoch: int, default 30
训练轮数
delta: float, default 10.0
每轮训练惩罚系数的增长值
to_plot: bool, default True
是否展示每轮训练的结果图
Returns
-------
df_return: DataFrame
每轮训练的结果
"""
df_train_x = df_train[input_vars]
df_test_x = df_test[input_vars]
df_train_y = df_train[target]
df_test_y = df_test[target]
df_train_x['const'] = 1.0
df_test_x['const'] = 1.0
alpha = np.arange(0.0, epoch*delta, delta)
res = {'alpha': list(alpha), 'train_ks': [], 'test_ks': [], 'train_auc': [], 'test_auc': [], 'DF': []}
for i, alp in enumerate(alpha):
print('========================== Epoch {0}/{1} =========================='.format(i+1, epoch))
model = sm.Logit(df_train_y, df_train_x).fit_regularized(method='l1', alpha=alp, maxiter=1000.0, trim_mode='size')
train_predict = model.predict(df_train_x)
test_predict = model.predict(df_test_x)
train_fpr, train_tpr, train_thresholds = roc_curve(df_train_y, train_predict)
test_fpr, test_tpr, test_thresholds = roc_curve(df_test_y, test_predict)
train_ks = round(max(train_tpr - train_fpr), 4)
test_ks = round(max(test_tpr - test_fpr), 4)
train_auc = round(auc(train_fpr, train_tpr), 4)
test_auc = round(auc(test_fpr, test_tpr), 4)
DF = model.df_model
res['train_ks'].append(train_ks)
res['test_ks'].append(test_ks)
res['train_auc'].append(train_auc)
res['test_auc'].append(test_auc)
res['DF'].append(DF)
print('alpha:{0}, DF:{1}, train_ks:{2}, test_ks:{3}, train_auc:{4}, test_auc:{5}'.format(alp, DF, train_ks, test_ks, train_auc, test_auc))
df_return = pd.DataFrame(res)
if to_plot:
print('========================== Show performance ==========================')
plt.subplots(1, 3, figsize=(15, 5), dpi=200)
plt.subplot(1, 3, 1)
plt.plot(df_return['alpha'], df_return['DF'], color='red', linestyle='-')
plt.xlabel('alpha', fontsize=15)
plt.ylabel('Degree of Freedom', fontsize=13)
plt.subplot(1, 3, 2)
plt.plot(df_return['alpha'], df_return['train_ks'], color='salmon', linestyle='-', label='KS of train set')
plt.plot(df_return['alpha'], df_return['test_ks'], color='c', linestyle='-', label='KS of test set')
plt.legend(loc=1, fontsize=10)
plt.xlabel('alpha', fontsize=13)
plt.ylabel('KS', fontsize=13)
plt.subplot(1, 3, 3)
plt.plot(df_return['alpha'], df_return['train_auc'], color='salmon', linestyle='-', label='AUC of train set')
plt.plot(df_return['alpha'], df_return['test_auc'], color='c', linestyle='-', label='AUC of test set')
plt.legend(loc=1, fontsize=10)
plt.xlabel('alpha', fontsize=13)
plt.ylabel('AUC', fontsize=13)
plt.tight_layout(pad=1.0, w_pad=2.0, h_pad=1.0)
plt.show()
return df_return[['alpha', 'DF', 'train_ks', 'test_ks', 'train_auc', 'test_auc']]
def dynamic_learningrate_gbdt(params, train_set, total_boost_rounds, change_per_rounds, early_stopping_rounds,
init_learning_rate, change_rate=0.5, change_type='prod', valid_sets=None, valid_names=None):
"""
逐渐变化学习率训练lightgbm模型
Parameters
----------
params: dict
lightgbm模型参数, 注意参数中不要有learning_rate
train_set: lightgbm.DataSet object
训练数据集
total_boost_rounds: int
总训练轮数
change_per_rounds: int
每多少轮改变学习率
early_stopping_rounds: int
当度量指标多少轮不增长就提前停止训练
init_learning_rate: float
初始学习率
change_rate: float
每次学习率的变化比率
change_type: str, options ["prod", "sub"]
学习率变化方式, prod是乘上change_rate，sub是减去change_rate
valid_sets: lightgbm.DataSet object, default None
验证数据集
valid_names: str or tuple, default None
验证数据集名称
Returns
-------
booster: lightgbm.booster object
"""
if change_per_rounds > total_boost_rounds:
raise ValueError('"change_per_rounds" must less than "total_boost_rounds"')
from math import ceil
epoch = ceil(total_boost_rounds / change_per_rounds)
learning_rates = []
for i in range(epoch):
boost_rounds = min(change_per_rounds, total_boost_rounds - i * change_per_rounds)
if change_type == 'prod':
learning_rates.extend([init_learning_rate * change_rate**i] * boost_rounds)
elif change_type == 'sub':
learning_rates.extend([init_learning_rate - change_rate * i] * boost_rounds)
else:
raise ValueError('change_type can only be "prod" or "sub"')
if np.min(learning_rates) <= 0:
raise ValueError('learning_rate must greater than zero')
tmp = []
for a in learning_rates:
if a not in tmp:
tmp.append(a)
print('learning_rates: ', tmp)
booster = lgb.train(params, num_boost_round=total_boost_rounds, learning_rates=learning_rates,
train_set=train_set, valid_sets=valid_sets, valid_names=valid_names,
early_stopping_rounds=early_stopping_rounds, verbose_eval=1)
return booster
def get_feature_importance(gbm):
"""
统计模型的特征重要性
Parameters
----------
gbm: lightgbm.basic.Booster
训练好的Lightgbm模型
Returns
-------
df_result: DataFrame
特征重要性统计结果
"""
details = gbm.dump_model() # ravel model to dict
split_count = np.zeros(len(details['feature_names']))
split_gains = np.zeros(len(details['feature_names']))
split_cover = np.zeros(len(details['feature_names']))
df_result = pd.DataFrame({'var_name': details['feature_names']})
for i, tree in enumerate(details['tree_info']):
queue = [tree['tree_structure']] # 将根节点放入队列
# BFS遍历每棵树的节点
while queue:
node = queue.pop(0)
split_varid = node['split_feature']
split_count[split_varid] += 1
split_gains[split_varid] += node['split_gain']
split_cover[split_varid] += node['internal_count']
if 'leaf_index' not in node['left_child'].keys():
queue.append(node['left_child'])
if 'leaf_index' not in node['right_child'].keys():
queue.append(node['right_child'])
df_result['split'] = split_count
df_result['total_gain'] = split_gains
df_result['cover'] = split_cover / split_count
return df_result
def plot_feature_importance(obj, top_n=None, save_path=None):
"""
输出LGBM模型的feature importance，并绘制条形图
Parameters
----------
obj: lgbm object or DataFrame
训练好的Lightgbm模型，或是已经计算好的feature importan DataFrame
top_n: int, default None
展示TOP N的变量，若不填则展示全部变量，为保证显示效果，建议当变量个数多于30个时进行限制
save_path: str, default None
图片存放路径
Returns
-------
df_fi: DataFrame
模型的feature importance，包括以下几个指标:
'split': 被节点选为分裂特征的次数
'total_gain': 作为分裂特征时对损失函数的总增益
'cover': 作为分裂特征时平均每次覆盖的样本数量
'avg_gain': 作为分裂特征时平均每次对损失函数的增益
'split_weight': 单个特征的分裂次数占总分裂次数的比例
'gain_weight': 单个特征的增益占总分裂增益的比例
"""
if obj.__class__.__name__ == 'LGBMClassifier' or obj.__class__.__name__ == 'Booster':
if obj.__class__.__name__ == 'LGBMClassifier':
booster = obj.booster_
else:
booster = obj
df_fi = get_feature_importance(booster)
df_fi['avg_gain'] = df_fi['total_gain'] / df_fi['split']
df_fi['split_weight'] = df_fi['split'] / df_fi['split'].sum()
df_fi['gain_weight'] = df_fi['total_gain'] / df_fi['total_gain'].sum()
df_fi['split_rank'] = df_fi['split'].rank(method='first', ascending=False).values.reshape((-1,))
df_fi['gain_rank'] = df_fi['total_gain'].rank(method='first', ascending=False).values.reshape((-1,))
df_fi['avg_gain_rank'] = df_fi['avg_gain'].rank(method='first', ascending=False).values.reshape((-1,))
df_fi['cover_rank'] = df_fi['cover'].rank(method='first', ascending=False).values.reshape((-1,))
elif isinstance(obj, pd.DataFrame):
df_fi = obj
else:
raise ValueError('Unknown object type')
if top_n is not None:
df_gain_fi = df_fi.loc[df_fi['gain_rank'] <= top_n, :].copy().sort_values(by='gain_rank', ascending=False)
df_split_fi = df_fi.loc[df_fi['split_rank'] <= top_n, :].copy().sort_values(by='split_rank', ascending=False)
df_cover_fi = df_fi.loc[df_fi['cover_rank'] <= top_n, :].copy().sort_values(by='cover_rank', ascending=False)
title1 = 'Weight of Split Gain (Top {0})'.format(top_n)
title2 = 'Weight of Split Count (Top {0})'.format(top_n)
title3 = 'Sample Coverage across all splits (Top {0})'.format(top_n)
else:
df_gain_fi = df_fi.copy().sort_values(by='gain_rank', ascending=False)
df_split_fi = df_fi.copy().sort_values(by='split_rank', ascending=False)
df_cover_fi = df_fi.copy().sort_values(by='cover_rank', ascending=False)
title1 = 'Weight of Split Gain'
title2 = 'Weight of Split Count'
title3 = 'Sample coverage across all splits'
plt.figure(figsize=(4, 9), dpi=200)
plt.subplot(3, 1, 1)
plt.barh(np.arange(df_gain_fi.shape[0]), df_gain_fi['gain_weight'], height=0.6, color='lightskyblue')
for i, var in enumerate(df_gain_fi['var_name']):
plt.annotate(var, xy=(0.001, i), va='center', ha='left', fontsize=4, color='black', fontweight='normal')
ax = plt.gca()
for at in ['left', 'right', 'bottom', 'top']:
ax.spines[at].set_linewidth(0.7)
plt.xticks(fontsize=5)
plt.yticks([])
plt.xlabel('gain weight', fontsize=5)
plt.title(title1, fontsize=6)
plt.subplot(3, 1, 2)
plt.barh(np.arange(df_gain_fi.shape[0]), df_split_fi['split_weight'], height=0.6, color='lightgreen')
for i, var in enumerate(df_split_fi['var_name']):
plt.annotate(var, xy=(0.001, i), va='center', ha='left', fontsize=4, color='black', fontweight='normal')
ax = plt.gca()
for at in ['left', 'right', 'bottom', 'top']:
ax.spines[at].set_linewidth(0.7)
plt.xticks(fontsize=5)
plt.yticks([])
plt.xlabel('split weight', fontsize=5)
plt.title(title2, fontsize=6)
plt.tight_layout(pad=1.0, w_pad=1.0, h_pad=2.0)
plt.subplot(3, 1, 3)
plt.barh(np.arange(df_gain_fi.shape[0]), df_cover_fi['cover'], height=0.6, color='Salmon')
for i, var in enumerate(df_cover_fi['var_name']):
plt.annotate(var, xy=(0.001, i), va='center', ha='left', fontsize=4, color='black', fontweight='normal')
ax = plt.gca()
for at in ['left', 'right', 'bottom', 'top']:
ax.spines[at].set_linewidth(0.7)
plt.xticks(fontsize=5)
plt.yticks([])
plt.xlabel('sample coverage', fontsize=5)
plt.title(title3, fontsize=6)
plt.tight_layout(pad=1.0, w_pad=1.0, h_pad=2.0)
if save_path is not None:
if save_path.endswith('.png') or save_path.endswith('.jpg'):
plt.savefig(save_path, bbox_inches='tight')
elif os.path.isdir(save_path):
plt.savefig(os.path.join(save_path, 'lgbm_feature_importance.png'), bbox_inches='tight')
else:
raise ValueError('No such file or directory: {0}'.format(save_path))
plt.show()
plt.close()
return df_fi
def save_model(model, model_type, save_path):
"""
保存模型，若是logistics回归模型，则将模型的参数存成csv文件，若是lgbm或xgboost模型，则存为pickle文件
Parameters
----------
model: object
训练好的模型
model_type: str, option['lr', 'gbm']
模型类型
save_path: str
文件保存路径
Returns
-------
modelfile: DataFrame
模型系数
"""
if model_type == 'lr':
params = list(zip(model.params.index, model.params.values))
modelfile = pd.DataFrame(params, columns=['var_name', 'coefficient'])
modelfile.to_csv(save_path, index=False)
return modelfile
elif model_type == 'gbm':
import pickle
if os.path.isfile(save_path) == False:
os.mknod(save_path)
with open(save_path, 'wb+') as f:
pickle.dump(model, f, -1)
return True
else:
raise ValueError('model_type can only be "lr" or "gbm"')
def load_model(path):
"""
载入保存好的模型
Parameters
----------
path: str
模型pickle文件路径
Returns
-------
model: lightgbm.booster object
模型
"""
import pickle
with open(path, 'rb') as f:
model = pickle.load(f)
return model | /risk_model_tool-0.1.3.tar.gz/risk_model_tool-0.1.3/src/risk_model_tool/model/model_building.py | 0.588653 | 0.517937 | model_building.py | pypi |
from __future__ import division
from __future__ import print_function
from sklearn.metrics import roc_curve, auc, classification_report, confusion_matrix
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from datetime import datetime
import lightgbm as lgb
from matplotlib.ticker import FuncFormatter, LogitLocator, FixedLocator
from lgbm_util import search_split_with_feature, quick_model
from sklearn.model_selection import train_test_split
from pandas.api.types import is_categorical
def evaluate_performance(
y_true,
y_pred,
to_plot=True,
to_report=True,
binnum=10,
figsize=None,
accurate_confusion_matrix=False):
'''
评估模型的性能。
在默认参数下会画三张图（to_plot = True）：
第一张是 KS和AUC
第二张是 分数分布 和 平均分数
第三张是在percentile下的平均预测分和平均真实值
在默认参数（to_report = True）下还会打印 KS，AUC 和 样本数量N，
以及用全体样本的Target Rate做阈值时模型的分类表现和混淆矩阵。
Args:
y_true 真实的标签
y_pred 预测的分数
to_plot 是否画图。默认为 True
to_report 是否打印报告。默认为 True,
binnum 分bin的数量，默认为 10,
figsize 图的大小，默认为 None,
accurate_confusion_matrix 是否计算精准的混淆矩阵，耗时较长，否则用roc上的点计算，默认为 Fasle。
Return:
ks, roc_auc
'''
if isinstance(y_true, pd.core.series.Series):
y_true = y_true.values
if isinstance(y_pred, pd.core.series.Series):
y_pred = y_pred.values
if figsize is None:
figsize = (20, 6)
length = len(y_true)
fpr, tpr, thresholds = roc_curve(y_true, y_pred)
roc_auc = auc(fpr, tpr)
target_rate = np.mean(y_true)
positive_number = np.sum(y_true)
mean_pred = np.mean(y_pred)
ks = np.max(tpr - fpr)
ks_ind = np.argmax(tpr - fpr)
ks_tpr, ks_fpr = tpr[ks_ind], fpr[ks_ind]
tr_ind = np.argmin(abs(thresholds - np.array(target_rate)))
tpr_tr, fpr_tr = tpr[tr_ind], fpr[tr_ind]
if to_report:
print('KS=%.5f, AUC=%.5f, N=%d' % (ks, roc_auc, length))
print(
'With threshold %.5f which is the target rate, the classification report is as follow:' %
(target_rate))
print(classification_report(y_true, y_pred > target_rate))
# TODO This part can be removed for we now understand where the error comes. we can avoid these problems.
if not accurate_confusion_matrix:
print(pd.DataFrame([[(1 - fpr_tr) * (length - positive_number),
fpr_tr * (length - positive_number)],
[(1 - tpr_tr) * positive_number,
tpr_tr * positive_number]],
index=['True 0', 'True 1'],
columns=['Pred 0', 'Pred 1'],
dtype=np.int))
else:
print(
pd.DataFrame(
confusion_matrix(y_true, y_pred > target_rate),
index=['True 0', 'True 1'],
columns=['Pred 0', 'Pred 1']))
if to_plot:
# KS plot
plt.figure(figsize=figsize)
plt.subplot(1, 3, 1)
plt.plot(fpr, tpr, linewidth=2)
plt.plot([0, 1], [0, 1], color='k', linestyle='--', linewidth=2)
plt.title('KS=%.3f AUC=%.3f' % (ks, roc_auc), fontsize=20)
plt.plot([ks_fpr, ks_fpr], [ks_fpr, ks_tpr],
linewidth=3, color='r', label='KS')
plt.plot(
[fpr_tr],
[tpr_tr],
'k.',
markersize=10,
label='Target Rate Point')
plt.xlim([0, 1])
plt.ylim([0, 1])
plt.xlabel('False Positive', fontsize=20)
plt.ylabel('True Positive', fontsize=20)
plt.legend()
plt.subplot(1, 3, 2)
plt.hist(y_pred, bins=binnum * 2)
plt.axvline(
x=target_rate,
linestyle='--',
color='r',
label='Mean of Truth')
plt.axvline(
x=mean_pred,
linestyle=':',
color='b',
label='Mean of Prediction')
plt.title('N=%d Tru=%.3f Pred=%.3f' % (length, target_rate, mean_pred),
fontsize=20)
plt.legend()
plt.xlabel('Prediction', fontsize=20)
plt.ylabel('Target Count', fontsize=20)
ave_predict = []
ave_target = []
indices = np.argsort(y_pred)
indexs = [int(round(length * i / binnum)) for i in range(binnum + 1)]
for startind, endind in zip(indexs[:-1], indexs[1:]):
ave_predict.append(np.mean(np.array(y_pred)[np.array(indices)[startind:endind]]))
ave_target.append(np.mean(np.array(y_true)[np.array(indices)[startind:endind]]))
plt.subplot(1, 3, 3)
plt.plot(ave_predict, 'b.-', label='Prediction', markersize=5)
plt.plot(ave_target, 'r.-', label='Truth', markersize=5)
plt.legend()
plt.xlabel('Percentile', fontsize=20)
plt.ylabel('Target Rate / Prediction', fontsize=20)
plt.show()
return ks, roc_auc
def pd_date_string_2_timestamp(date_string_series):
return pd.to_datetime(date_string_series).apply(lambda x : x.timestamp())
def _get_df_in_bins(se_x, se_y, bins):
'''
get the pos and neg count in the bins.
'''
pos_se = se_x[se_y == 1]
neg_se = se_x[se_y == 0]
pos = pos_se.value_counts(bins=bins).sort_index()
neg = neg_se.value_counts(bins=bins).sort_index()
if (bins is not None) and (np.isnan(se_x).sum() > 0):
pos = pos.append(pd.Series([np.isnan(pos_se).sum()]))
neg = neg.append(pd.Series([np.isnan(neg_se).sum()]))
bins = pd.DataFrame.from_dict({'pos': pos, 'neg': neg})
bins['count'] = bins['pos'] + bins['neg']
return bins
def _calculate_iv(bins):
'''
calculate iv based on information given by the `bins` DataFrame.
'''
pn_sums = bins.sum()
bin_count = bins['count']
bins['p_data'] = bins['pos'] / bin_count
bins['pos_p'] = (bin_count * bins['p']) / pn_sums['pos']
bins['neg_p'] = (bin_count - bin_count * bins['p']) / pn_sums['neg']
base_woe = np.log(pn_sums['pos'] / pn_sums['neg'])
bins['woe'] = np.log(bins['p'] / (1 - bins['p'])) - base_woe
iv = ((bins['pos_p'] - bins['neg_p']) * bins['woe']).sum()
return iv, base_woe
def auto_xlog_bins(x, xlog=None):
low_bound = x.min()
high_bound = x.max()
if xlog is None:
xlog = False
if low_bound >= 0:
mean_point = (x.mean() - low_bound) / \
(high_bound - low_bound)
if mean_point < 0.2:
xlog = True
if xlog:
if low_bound == 0:
if high_bound <= 1:
bins = np.linspace(low_bound, high_bound, 50)
xscale = 'linear'
else:
bins_head = np.linspace(0, 1, 10)
bins_tail = np.logspace(0, np.log10(high_bound), 50)
bins = np.concatenate((bins_head, bins_tail[1:]))
xscale = 'symlog'
else:
bins = np.logspace(np.log10(low_bound), np.log10(high_bound), 50)
xscale = 'log'
else:
bins = np.linspace(low_bound, high_bound, 50)
xscale = 'linear'
return xlog, bins, xscale
def one_var_analysis(
x_single,
y_true,
sub_range=None,
xlog=None,
woe_scale=False,
more_smooth=True,
rev_mapper=None,
to_plot=True):
'''
单变量与标签间的分析，依赖LightGBM分bin以及拟合P_pos和P_neg。
Args:
x_single 单个x变量
y_true 真实标签
sub_range 在画图时可以传入一个tuple (from, to)来指定要画的区间 。默认为 None，画全部。
xlog 在画图时是否在x轴上使用对数轴。默认为 None, 表示自适应。
woe_scale，在画图时y是否使用woe，默认为False，使用 p 概率来作为绘图时的y。
Return:
gbm, lightGBM 模型
df_pn_bins, 分bin情况以及各个bin的woe等属性。
iv, IV 值
'''
iscat = is_categorical(x_single)
pd_x = x_single.to_frame()
lgb_train = lgb.Dataset(pd_x, y_true)
num_leaves = 4 if iscat else (2 if more_smooth else 3)
gbm = quick_model(
x_single,
y_true,
num_leaves=num_leaves)
model = gbm.dump_model()
if not iscat:
bins = search_split_with_feature(model)
bins = sorted(set([-1e300] + bins + [1e300]))
else:
bins = None
df_pn_bins = _get_df_in_bins(x_single, y_true, bins)
if iscat:
woe_x_df = df_pn_bins.index
else:
woe_x_df = df_pn_bins.index.map(
lambda x: x.mid if isinstance(
x, pd.Interval) else np.nan).T
woe_x = pd.DataFrame(
woe_x_df,
columns=pd_x.columns)
y_woe = gbm.predict(woe_x)
df_pn_bins['p'] = y_woe
evaluate_performance(y_true, gbm.predict(pd_x), to_plot=False)
iv, base_woe = _calculate_iv(df_pn_bins)
mean_p = (df_pn_bins['p'] * df_pn_bins['count']).sum() / \
df_pn_bins['count'].sum()
target_rate = df_pn_bins['pos'].sum() / df_pn_bins['count'].sum()
print(
'IV is %f; Mean p is %f; Target Rate is %f; Diff is %f (%f%%).' %
(iv,
mean_p,
target_rate,
mean_p - target_rate,
(mean_p - target_rate) / target_rate * 100))
if (not iscat) and 0 in df_pn_bins.index:
print('The data contains NaN and its props are: Count: {count:.0f}, p: {p:.4f}, WoE: {woe:.4f}.'.format(
**df_pn_bins.loc[0, ['count', 'p', 'woe']].to_dict()))
if iscat and (rev_mapper is not None):
df_pn_bins['cat_name'] = df_pn_bins.index.map(
lambda x: ','.join(rev_mapper[x]) if x in rev_mapper else 'None')
if iscat or (not to_plot):
return gbm, df_pn_bins, iv
x_single_u = pd.Series(x_single.unique())
if sub_range is not None:
low, high = sub_range
assert low < high, 'In sub_range 1st value must be smaller than 2nd value.'
x_single_u = x_single_u[(x_single_u >= low) & (x_single_u <= high)]
x_single = x_single[(x_single >= low) & (x_single <= high)]
pd_x_e = x_single_u.to_frame()
y_pred = gbm.predict(pd_x_e)
xlog, bins, xscale = auto_xlog_bins(x_single, xlog)
fig, ax1 = plt.subplots(figsize=(10, 5))
plt.title('%s: IV=%.3f' % (x_single.name, iv), fontsize=20)
ax1.hist(x_single[~np.isnan(x_single)], bins)
ax2 = ax1.twinx()
if woe_scale:
y_pred = np.log(y_pred / (1 - y_pred)) - base_woe
ax2.plot(x_single_u, y_pred, 'r.', alpha=0.5)
ax2.yaxis.grid()
ax1.set_xlabel('x value', fontsize=20)
ax1.set_ylabel('count', fontsize=20)
if woe_scale:
ax2.set_ylabel('Weight Of Evidence', fontsize=20)
else:
ax2.set_ylabel('Smoothed Target Rate', fontsize=20)
if xlog:
plt.xscale(xscale)
fig.tight_layout()
plt.show()
return gbm, df_pn_bins, iv
def apply_woe(woe_report, series):
'''
一个将计算好的WOE应用到变量上的工具
'''
if isinstance(woe_report.index, (pd.core.indexes.interval.IntervalIndex, pd.core.indexes.category.CategoricalIndex)):
return woe_report.loc[series, 'woe'].as_matrix()
else:
report_no_na = woe_report.iloc[:-1, woe_report.columns.get_loc('woe')]
report_no_na.index = pd.IntervalIndex(report_no_na.index)
na_woe = woe_report.iloc[-1, woe_report.columns.get_loc('woe')]
na_p = np.isnan(series).astype(float)
return report_no_na[series].as_matrix() * (1 - na_p) + na_woe * na_p
def plot_two_distribution(ser_old, ser_new, xlog=None, sub_range=None):
'''
Args:
ser_old 第一个要比较的变量
ser_new 第二个要比较的变量
xlog 在画图时是否在x轴上使用对数轴。默认为 None, 表示自适应。
sub_range 在画图时可以传入一个tuple (from, to)来指定要画的区间 。默认为 None，画全部。
'''
name = ser_old.name if ser_old.name == ser_new.name else '%s:%s' % (
ser_old.name, ser_new.name)
ser_old = ser_old[~np.isnan(ser_old)]
ser_new = ser_new[~np.isnan(ser_new)]
if sub_range is not None:
low, high = sub_range
assert low < high, 'In sub_range 1st value must be smaller than 2nd value.'
ser_old = ser_old[(ser_old >= low) & (ser_old <= high)]
ser_new = ser_new[(ser_new >= low) & (ser_new <= high)]
print('%s: #old: %d; #new: %d' % (name, len(ser_old), len(ser_new)))
xlog, bins, xscale = auto_xlog_bins(pd.concat([ser_old, ser_new]), xlog)
fig, ax = plt.subplots(figsize=(10, 5))
ax.hist(ser_old, bins, alpha=0.5, label='old')
ax.hist(ser_new, bins, alpha=0.5, label='new')
if xlog:
plt.xscale(xscale, basex=4)
ax.xaxis.set_major_formatter(FuncFormatter(lambda x, pos: x))
ax.legend()
plt.show()
def pivot_table_smooth(data,
values=None,
index=None,
columns=None,
weight=None,
):
index = index if isinstance(index, list) else [index]
columns = columns if isinstance(columns, list) else [columns]
df_xy = pd.DataFrame(data[index + columns])
gbm = quick_model(df_xy, data[values], num_leaves=3, weight=data[weight] if weight is not None else None)
df_xy['y_pred'] = gbm.predict(df_xy)
return pd.pivot_table(df_xy, values='y_pred', index=index,
columns=columns, aggfunc=np.mean)
def digitize_by_percentile(series, bin_num=10):
bins = set(np.percentile(series,list(range(0, 101, 100//bin_num))))
bins = sorted(list(bins))
bins[0] -= 1
bins[-1] += 1
return np.digitize(series, bins) | /risk_model_tool-0.1.3.tar.gz/risk_model_tool-0.1.3/src/risk_model_tool/model/one_var.py | 0.515864 | 0.391697 | one_var.py | pypi |
from .constants import *
import pandas as pd
from .binning.binning_utils import get_bins_map
def process_data(df, num_columns=None, cat_columns=None,
num_na_value=NUM_NA_VALUE, cat_na_value=CAT_NA_VALUE, cat_empty_value=CAT_EMPTY_VALUE):
"""
Returns processed copy of a Pandas DataFrame
:param df: initial Pandas DataFrame object
:param num_columns: iterable object of numerical columns names
:param cat_columns: iterable object of categorical columns names
:param num_na_value: replacement for numeric NaN values
:param cat_na_value: replacement for categorical NaN values
:param cat_empty_value: replacement for categorical empty values
:return: processed Pandas DataFrame
"""
df = df.copy()
if not num_columns:
num_columns = df.columns[df.dtypes != 'object']
if not cat_columns:
cat_columns = df.columns[df.dtypes == 'object']
for col in num_columns:
if df[col].dtype == 'bool':
df[col] = df[col].astype(int)
df[col].fillna(num_na_value, inplace=True)
for col in cat_columns:
df[col].fillna(cat_na_value, inplace=True)
df[col] = df[col].astype(str).str.lower()
df[col].replace('', cat_empty_value, inplace=True)
return df
def bins_to_dummies(X_bin, X_train, y_train, num_features, cat_features):
"""
Converts binarized features into dummies
:param X_bin: Pandas Dataframe of binarized features
:param X_train: Pandas Dataframe of binarized train data
:param y_train: Pandas Series of train data target
:param num_features: list of numerical features names
:param cat_features: list of categorical features names
:return: bins dummies DataFrame
"""
features = X_bin.columns
assert (set(features) == set(X_train.columns))
assert(set(features) == set(num_features + cat_features))
binary_df = pd.DataFrame(index=X_bin.index)
bins_maps = []
for feature in features:
x_train = X_train[feature]
target_rate = y_train.groupby(x_train, sort=False).mean()
share = x_train.value_counts(normalize=True)
bins_map = get_bins_map(
target_rate.index,
target_rate,
share
)
bins_maps.append(bins_map)
if feature in num_features:
bins = sorted(bins_map.keys())
else:
bins = list(bins_map.keys())
ranks = [i for i in range(len(bins))]
ranks_dct = dict(zip(bins, ranks))
x_rank = X_bin[feature].replace(ranks_dct)
for rank in ranks:
binary_df[feature + '_' + str(rank)] = (x_rank == rank).astype(int)
return binary_df, bins_maps | /risk-modeling-tools-0.0.9.tar.gz/risk-modeling-tools-0.0.9/risk_modeling_tools/data_processing.py | 0.708414 | 0.653638 | data_processing.py | pypi |
from sklearn.linear_model import LogisticRegression
import pandas as pd
from .metrics import iv_table, gini_normalized
from risk_modeling_tools.binning.binning_algorithms import Binning
def paired_correlations(df):
"""
Calculates paired Pearson's correlations for dataframe
:param df: dataframe of numerical features
:return: Pandas DataFrame of paired correlations
"""
correlations = df.corr().abs().unstack().sort_values().reset_index()
correlations = correlations[correlations['level_0'] != correlations['level_1']]
return correlations
def drop_correlated_features(X, y, threshold=0.6):
"""
Iteratively drops highly correlated features from dataframe
feature to drop takes by minimal IV
:param X: Pandas DataFrame of numerical features
:param y: Pandas Series binary target
:param threshold: correlation threshold
:return: Pandas DataFrame of non-correlated features
"""
no_corr_df = X.copy()
correlations = paired_correlations(no_corr_df)
features = (correlations.iloc[-1]['level_0'], correlations.iloc[-1]['level_1'])
max_corr = correlations.iloc[-1][0]
while max_corr > threshold:
iv_0 = iv_table(X[features[0]], y).iloc[0]['iv']
iv_1 = iv_table(X[features[1]], y).iloc[0]['iv']
if iv_0 < iv_1:
no_corr_df.drop(features[0], axis=1, inplace=True)
else:
no_corr_df.drop(features[1], axis=1, inplace=True)
correlations = paired_correlations(no_corr_df)
features = (correlations.iloc[-1]['level_0'], correlations.iloc[-1]['level_1'])
max_corr = correlations.iloc[-1][0]
return no_corr_df
def drop_unstable_features(X, y, date, n_periods=10, threshold=0.9):
"""
Drops unstable features from dataframe
:param X: Pandas DataFrame of features
:param y: Pandas Series binary target
:param n_periods: number of periods for stability index calculation
:param threshold: stability index threshold
:return: Pandas DataFrame of non-correlated features
"""
stable_features = []
periods = pd.qcut(date.rank(method='dense'), n_periods, duplicates='drop')
indexes = [periods[periods == p].index for p in sorted(periods.unique())]
features = X.columns
for feature in features:
sequence = y.groupby(X[feature]).mean().sort_values().index
numerator = 0
denominator = len(sequence) * len(indexes)
for index in indexes:
index_sequence = y.loc[index].groupby(X[feature].loc[index]).mean().sort_values().keys()
if len(index_sequence) == len(sequence):
numerator += sum(sequence == index_sequence)
if numerator / denominator >= threshold:
stable_features.append(feature)
stable_df = X[stable_features].copy()
return stable_df
def iv_report(X, y):
"""
Information Value calculation for features
:param X: Pandas DataFrame of features
:param y: Pandas Series binary target
:return: Pandas DataFrame of IV
"""
binning = Binning()
bin_df = binning.fit_transform(X, y)
iv_df = pd.DataFrame(index=X.columns)
iv_df['iv'] = iv_df.index.apply(lambda x: iv_table(bin_df[x], y)['iv'].iloc[0])
iv_df.sort_values(by='iv', ascending=False, inplace=True)
return iv_df
def train_logistic_regression(X_train, y_train, X_val, y_val, min_coef=1, max_iter=2000):
"""
Logistic regression training algorithm on binary features
:param X_train: Pandas DataFrame of train set features
:param y_train: Pandas Series of train set binary target
:param X_val: Pandas DataFrame of validation set features
:param y_val: Pandas Series of validation set binary target
:param min_coef: minimal absolute coefficient value to keep feature in model
:param max_iter: maximum number of iterations to converge
:return: Pandas DataFrame of ginies on every iteration, list of feature sets, list of models
"""
X_train_short = X_train.copy()
X_val_short = X_val.copy()
iteration = []
gini_train = []
gini_val = []
feature_sets = []
models = []
i = 1
min_abs_coef_value = 0
while min_abs_coef_value < min_coef:
log_reg = LogisticRegression(max_iter=max_iter)
log_reg.fit(X_train_short, y_train)
p_train = log_reg.predict_proba(X_train_short)[:, 1]
p_val = log_reg.predict_proba(X_val_short)[:, 1]
coef_abs = dict(zip(X_train_short.keys(), abs(log_reg.coef_[0])))
min_abs_coef_value = min(coef_abs.values())
min_abs_coef_name = min(coef_abs, key=coef_abs.get)
iteration.append(i)
gini_train.append(gini_normalized(y_train, p_train))
gini_val.append(gini_normalized(y_val, p_val))
feature_sets.append(coef_abs.keys())
models.append(log_reg)
X_train_short.drop(min_abs_coef_name, axis=1, inplace=True)
X_val_short.drop(min_abs_coef_name, axis=1, inplace=True)
i += 1
results_df = pd.DataFrame({
'iteration': iteration,
'gini_train': gini_train,
'gini_val': gini_val
})
return results_df, feature_sets, models | /risk-modeling-tools-0.0.9.tar.gz/risk-modeling-tools-0.0.9/risk_modeling_tools/modeling/feature_selection.py | 0.889631 | 0.771757 | feature_selection.py | pypi |
# Risk normalization
#### A set of procedures that evaluates a set of trades, determines the maximum safe position size, and estimates future equity growth.
Copyright © 2011 Dr. Howard Bandy, Blue Owl Press, Inc.
Traders are willing to trust the signals of their algorithmic trading systems as long as the drawdown experienced does not exceed their personal risk tolerance.
Final equity of a series of trades depends on the position size of each trade. Greater position size leads to greater final equity (up to a point that is not reached under ordinary trading circumstances), and also leads to greater drawdowns.
The risk_normalization.py program analyzes the 'best estimate' set of trades associated with a trading system and computes the maximum position size which results in the highest equity growth while limiting the drawdown to within the trader's personal risk tolerance.
As with all forecasting procedures, achieving high accuracy and high confidence from a system based on a model depends on the future data having the same distribution as that data used to develop the system.
## Two systems
There are two systems in play:
- The *Trading System,* which fits the model to historical data, identifies patterns, and generates signals during the development phase.
- The *Trading Management System,* which analyzes recent trades during live (or paper) trading, compares recent performance to that achieved during development, determines the health of the system, and sets the best position size for the next trade.
Position size is a parameter of the *Trading Management System,* not the *Trading System.* The *Trading Management System* monitors recent performance and adjusts position size appropriately. If the system begins to break down, it is the *Trading Management System* that detects that problem and reduces the position size accordingly -- perhaps taking it offline completely.
The *Trading System* has no way of knowing whether the recent trades are similar to those discovered during development or periods of earlier trading. Moving position size to the *Trading System* removes the only 'knob' the trader has to systematically respond to variation in the synchronization between the model and the data.
The trader uses the risk analysis components of risk_normalization to identify and adjust for distributional drift.
## Establishing the parameters
The trader establishes the parameters for the risk control process by stating his or her risk tolerance as follows:
>I am trading a $100,000 account and forecasting risk for the next two years. I want to hold the risk of a drawdown from highest equity to date to a 5 percent chance of a 10 percent drawdown.
That statement identifies the four risk tolerance parameters of the procedure:
<pre>
Account size: 100000 initial account size in currency of your choice
Forecast horizon: 504 2 years of daily results
Drawdown tolerance: 0.10 10% maximum drawdown
Tail risk: 5 at the 95th percentile
</pre>
Monte Carlo techniques are used to estimate the distributions of maximum drawdown and final equity with data drawn from a set of trades that represent the *best estimate* of future performance.
The *best estimate* set of trades can be any of:
* Real trades
* Paper trades
* Out-of-sample trades from development testing
* In-sample trades from development testing
* Hypothetical trades of interest
The most accurate results come when marking trading performance to market daily. Each trade is a one-day percentage change of the equity at risk that day. A two year forecast horizon will have 504 single day trading results. The number of trades and the number of days in the forecast will be the same.
Multi-day trades can be used. The number of trades and the number of days in the forecast will be different. Compute the number of trades required to span the forecast period -- that will be the value passed as *number_of_trades_in_forecast.* For a two year forecast, the *number_days_in_forecast* will be 504. Note that the gain or loss of the trade is based on the closed trade -- the intra-trade drawdown of multi-day trades will not be observed, but it will always be greater than the reported drawdown. Conservatively, and depending on the volatility of the issue being traded, the intra-trade (marked to market daily) drawdown you will experience will be greater than the closed trade drawdown by about 2% for trades held an average of 5 days, 3% for trades held 20 days, and 5% for trades held 60 days. Thus, if you wish to analyze trades held an average of five trading days and hold maximum intra-trade drawdown to a limit of 10%, enter 0.08 as the desired maximum drawdown.
The value of *number_of_trades_in_forecast* must be less than or equal to the value of *number_of_days_in_forecast*. If the *number_of_trades_in_forecast* is lower, the remaining days will be filled with values of zero.
## Getting Started
These programs were written in Python 3.7.
The example code shows the procedures and a main program that calls them.
The risk_normalization package can be installed from PyPI.
>>> pip install risk_normalization
Then imported within your program
>>> import risk_normalization
### The data in *trades*
A trade list has been created by some process. It could be live trades, validation trades, in-sample trades, or hypothetical trades. Each of the trades represents the gain from the trade for a single day. If the trader is trading today's MOC to tomorrow's MOC, the gain would be the change in price from today's close to tomorrow's close. A gain of 1% is represented as 0.0100. A day where the position is flat has a gain of 0.00. There are about 252 trades per year The account is marked to market daily. The account is managed daily. The trader is able and willing to change position daily.
Assuming the system is trading a single issue long/flat, the gain for days when the signal was to be flat will be 0.00. You can either enter those zeros as they occur or omit them. If you enter them as they occur, *number_of_trades_in_forecast* will be less than *number_of_days_in_forecast*. The remaining days will automatically be filled with the necessary number of zeros.
*Trades* is the set of trades being evaluated. Internally, it is a Python list or numpy array. There is one real value per element. That value represents the percentage gained or lost by the funds at risk that day.
If you are using a traditional trading system development platform, such as AmiBroker or TradeStation, use your trading system to produce a list of trades. Export those to a csv file, one trade per line, which will be read, then passed as *trades* to the risk_normalization procedure.
If your trading system is written in Python, there is no need to export the data. You can form a list or numpy array named *trades* and pass it directly to the risk_normalization procedure as part of the normal program flow.
If you wish to evaluate a hypothetical set of trades, simply write them to a csv file and process them as though they are actual trades.
The data examples included in this repository are each a single csv file containing one header line followed by one data value per row. Several csv files have been included. They are expected to be in the directory where your risk_normalization.py file is -- or adjust the path as necessary. Set skiprows to 1 to account for the header, or set skiprows to 0 if the file you pass has no header.
## License
This project is licensed under the MIT License - see the [LICENSE.md](LICENSE.md) file for details
# Overview of the program
Begin with a set of trades. These are analyzed to compute safe-f, and are assumed to be the best estimate of future performance. This set does not change throughout the procedure.
The simulation begins by setting the position size fraction to an initial value of 1.00. Create many equally likely equity curves, measure the maximum drawdown of each, keep them in a list. Treat the list of max drawdowns as a distribution and determine the maximum drawdown at the high risk tail -- probably at the 95th percentile. Compare the trader's personal risk tolerance with the tail risk of the distribution. If they are equal, the current value of the fraction is safe-f. If they are not equal, adjust the fraction and repeat.
Safe-f has been established. It is a fraction, typically between 0.50 and 1.00. It is the position size that will maximize equity growth while holding the drawdown of the trading account to within the risk of the trader.
Using safe-f as the fraction, create many equally likely equity curves, measure the final equity, keep that in a list. Treat the list of final equity as a distribution and determine the equity at the 25th percentile. Convert the relative gain in equity to a compound annual rate of return. That value is CAR25.
Run the analysis several times. Return the mean and standard deviation of safe-f and CAR25.
## Interpretation
Fitting an algorithmic model to a set of data results in a set of relationships that are contained in the model. When that model is supplied with a similar set of data, the model identifies patterns that precede profitable trades and informs the trader of the appropriate signals. The system will be profitable providing the future resembles the past. That is, the distribution of patterns and trades in the live data must come from the same distribution as was provided for the model fitting. Safe-f is the position size associated with that model and data. As the data changes, the patterns and profitability will change. Adding results of recent trades to the 'best estimate set' of trades will allow the risk normalization procedure to recalibrate safe-f, which enables the trader to adjust position size during live trading to manage risk.
## Use:
<pre>
safe_f_mean, safe_f_stdev, CAR25_mean, CAR25_stdev = risk_normalization(
trades,
number_days_in_forecast,
number_trades_in_forecast,
initial_capital,
tail_percentage,
drawdown_tolerance,
number_equity_in_CDF,
number_repetitions )
</pre>
Parameters:
* trades: The set of trades to evaluate. Expecting a numpy array with one dimension, or a Python list.
* number_days_in_forecast: the forecast period in days.
* number_trades_in_forecast: The number of trades to draw for each equity sequence.
* initial_capital: initial amount in the trading account. Typical = 100000.00.
* tail_percentage: The percentage at which to measure the tail risk. Typical = 5.
* drawdown_tolerance: The traders drawdown tolerance. Expressed as a proportion of maximum equity to date. Typical = 0.10 == a 10% drawdown.
* number_equity_in_CDF: The number of equity curves used to form a single CDF. Typical = 1000
* number_repetitions: The number of simulations to combine for calculation of mean and standard deviation of CAR25 and safe-f. An integer greater than 0. Typical = 10.
Returns:
* safe_f_mean: The fraction of the trading account that will be used for each trade. The mean of *number_repetitions* simulations.
* safe_f_stdev: The standard deviation of safe_f.
* CAR25_mean: The compound annual rate of return for the given set of trades and position size. The mean of *number_repetitions* simulations.
* CAR_25_stdev: The standard deviation of CAR25.
# Program to create normally distributed trades
make_trade_list.py
This program creates a list of trades drawn from a Normal distribution, and writes them to disc in a csv file readable by risk_normalization.py and useful for testing.
| /risk_normalization-1.1.2.tar.gz/risk_normalization-1.1.2/README.md | 0.890455 | 0.986739 | README.md | pypi |
def make_one_equity_sequence(
trades,
fraction,
number_days_in_forecast,
number_trades_in_forecast,
initial_capital ):
"""
Given a set of trades, draw a random sequence of trades
and form an equity sequence.
Parameters:
trades: the set of trades to be analyzed
fraction: the proportion of the trading account
to be used for each trade.
number_days_in_forecast: Length in days of forecast.
number_trades_in_forecast: Length in trades of the equity sequence.
initial_capital: Starting value of the trading account.
Returns:
Two scalars:
equity: The equity at the end of the sequence in dollars.
max_drawdown: The maximum drawdown experienced in the sequence
as a proportion of highest equity marked to market
after each trade.
"""
import numpy as np
import random
# initialize sequence
equity = initial_capital
max_equity = equity
drawdown = 0.0
max_drawdown = 0.0
# form the equity curve to display, if desired.
# it is not used for anything else.
daily_equity = np.zeros(number_days_in_forecast)
# form sequence
daily_equity[0] = equity
for i in range(1,number_trades_in_forecast+1):
trade_index = random.randint(0, len(trades) - 1)
trade = trades[trade_index]
trade_dollars = equity * fraction * trade
equity = equity + trade_dollars
daily_equity[i] = equity
max_equity = max(equity, max_equity)
drawdown = (max_equity - equity) / max_equity
max_drawdown = max(drawdown, max_drawdown)
# if necessary, fill remaining days
for i in range(number_trades_in_forecast,number_days_in_forecast):
daily_equity[i] = equity
# plt.plot(daily_equity)
# plt.show()
return (equity, max_drawdown)
def analyze_distribution_of_drawdown(
trades,
fraction,
number_days_in_forecast,
number_trades_in_forecast,
initial_capital,
tail_percentile,
number_equity_in_CDF ):
"""
Returns:
tail_risk: The maximum drawdown at the tail_percentile
of the distribution using the
current value of the position size.
"""
import numpy as np
equity_list = [] # computed, but not used
max_dd_list = []
for i in range(number_equity_in_CDF):
equity, max_drawdown = make_one_equity_sequence(
trades,
fraction,
number_days_in_forecast,
number_trades_in_forecast,
initial_capital)
equity_list.append(equity)
max_dd_list.append(max_drawdown)
sorted_max_dd = np.sort(max_dd_list)
# plt.plot(sorted_max_dd)
# plt.show()
tail_risk = np.percentile(sorted_max_dd, 100 - tail_percentile)
return tail_risk
def form_distribution_of_equity(
trades,
fraction,
number_days_in_forecast,
number_trades_in_forecast,
initial_capital,
number_equity_in_CDF ):
# plt.hist(trades,bins=50)
# plt.show()
import numpy as np
equity_list = []
max_dd_list = []
for i in range(number_equity_in_CDF):
equity, max_drawdown = make_one_equity_sequence(
trades,
fraction,
number_days_in_forecast,
number_trades_in_forecast,
initial_capital)
equity_list.append(equity)
max_dd_list.append(max_drawdown)
sorted_equity = np.sort(equity_list)
# plt.plot(sorted_equity)
# plt.show()
return sorted_equity
def risk_normalization(
trades,
number_days_in_forecast,
number_trades_in_forecast,
initial_capital,
tail_percentile,
drawdown_tolerance,
number_equity_in_CDF,
number_repetitions
):
import math
import numpy as np
import statistics
safe_fs = []
TWR25s = []
CAR25s = []
# Margin of agreement between drawdown tolerance and estimated trail risk
desired_accuracy = 0.002 # stops iteration when calculations agree
for rep in range(number_repetitions):
# Fraction is initially set to use all available funds
# It will be adjusted in response to the risk of drawdown.
# The final value of fraction is safe-f
fraction = 1.0
converged = False
while not converged:
# print(f"fraction this pass: {fraction:0.3f}")
tail_risk = analyze_distribution_of_drawdown(
trades,
fraction,
number_days_in_forecast,
number_trades_in_forecast,
initial_capital,
tail_percentile,
number_equity_in_CDF)
# print(f"tail_risk this pass: {tail_risk:0.3f}")
if abs(tail_risk - drawdown_tolerance) < desired_accuracy:
converged = True
else:
fraction = fraction * drawdown_tolerance / tail_risk
# print(f'final value: safe_f: {fraction:0.3f}')
# Compute CAR25
# fraction == safe_f
# Compute CDF of equity
# TWR25 is 25th percentile
# CAR25 is 25th percentile
CDF_equity = form_distribution_of_equity(trades,
fraction,
number_days_in_forecast,
number_trades_in_forecast,
initial_capital,
number_equity_in_CDF)
TWR25 = np.percentile(CDF_equity, 25)
# print(f'terminal wealth: {TWR25:9.0f}')
CAR25 = 100.0 * (math.exp((252.0 / number_days_in_forecast) *
math.log(TWR25/initial_capital)) - 1.0)
# print(f'Compound Annual Return: {CAR25:0.3f}%')
safe_fs.append(fraction)
TWR25s.append(TWR25)
CAR25s.append(CAR25)
# end of rep loop
# print(safe_fs)
# print(TWR25s)
# print(CAR25s)
# print (f'mean and standard deviation are based on {number_repetitions}'
# ' calculations')
safe_f_mean = statistics.mean(safe_fs)
# print (f'safe_f_mean: {safe_f_mean:0.3f}')
if number_repetitions > 1:
safe_f_stdev = statistics.stdev(safe_fs)
# print (f'safe_f_stdev: {safe_f_stdev:0.3f}')
else:
safe_f_stdev = 0.0
# print ('standard deviation calculation is not meaningful')
TWR25_mean = statistics.mean(TWR25s)
# print (f'TWR25_mean: {TWR25_mean:0.0f}')
if number_repetitions > 1:
TWR25_stdev = statistics.stdev(TWR25s)
# print (f'TWR25_stdev: {TWR25_stdev:0.3f}')
else:
TWR25_stdev = 0.0
# print ('standard deviation calculation is not meaningful')
CAR25_mean = statistics.mean(CAR25s)
# print (f'CAR25_mean: {CAR25_mean:0.3f}%')
if number_repetitions > 1:
CAR25_stdev = statistics.stdev(CAR25s)
# print (f'CAR25_stdev: {CAR25_stdev:0.3f}%')
else:
CAR25_stdev = 0.0
# print ('standard deviation calculation is not meaningful')
return (safe_f_mean, safe_f_stdev, CAR25_mean, CAR25_stdev) | /risk_normalization-1.1.2.tar.gz/risk_normalization-1.1.2/risk_normalization/risk_normalization.py | 0.691289 | 0.507629 | risk_normalization.py | pypi |
..
# ==============================================================================
# author :Ghislain Vieilledent
# email :ghislain.vieilledent@cirad.fr, ghislainv@gmail.com
# web :https://ecology.ghislainv.fr
# license :GPLv3
# ==============================================================================
.. image:: https://ecology.ghislainv.fr/riskmapjnr/_static/logo-riskmapjnr.svg
:align: right
:target: https://ecology.ghislainv.fr/riskmapjnr
:alt: Logo riskmapjnr
:width: 140px
``riskmapjnr`` Python package
*****************************
|Python version| |PyPI version| |GitHub Actions| |License| |Zenodo|
Overview
========
The ``riskmapjnr`` Python package can be used to obtain **maps of the
spatial risk of deforestation and forest degradation** following the
methodology developed in the context of the Jurisdictional and Nested
REDD+ (`JNR`_) and using only a forest cover change map as input.
.. _JNR:
https://verra.org/project/jurisdictional-and-nested-redd-framework/
.. image:: https://ecology.ghislainv.fr/riskmapjnr/_static/riskmapjnr-example.png
:align: center
:target: https://ecology.ghislainv.fr/riskmapjnr
:alt: riskmapjnr-example
:width: 1300px
Statement of Need
=================
The `VCS`_ (Verified Carbon Standard) program allows certified
projects to turn their greenhouse gas (GHG) emission reductions and
removals into tradable carbon credits. Since its launch in 2006, the
VCS program has grown into the world's largest voluntary GHG program.
In the forest sector, programs to mitigate GHG emissions across entire
national or subnational jurisdictions (called `REDD+`_ programs,
i.e. programs aiming at Reducing Emissions from Deforestation and
Forest Degradation) can be accounted for and credited using a
jurisdictional-scale framework, the Jurisdictional and Nested REDD+
(`JNR`_) framework. JNR integrates government-led and project-level
REDD+ activities and establishes a clear pathway for subnational- and
project-level activities to be incorporated within broader REDD+
programs. The JNR framework ensures all projects and other reducing
emissions from deforestation and degradation activities in a given
jurisdiction are developed using consistent baselines and crediting
approaches. They mitigate the risk of "leakage", i.e. the displacement
of emission-causing activities to areas outside the project boundary,
by monitoring emissions across an entire jurisdictional area.
The `JNR Risk Mapping Tool`_ is a "benchmark" methodology that
provides a standardized approach for developing deforestation and
forest degradation risk maps for users of the `JNR Allocation Tool`_
in the context of Jurisdictional and Nested REDD+ (JNR)
requirements. The methodology allows deriving a map of the
deforestation (or degradation) risk based on a minimal spatial
information provided by the past deforestation (or degradation) map at
the jurisdictional scale.
The `JNR Risk Mapping Tool`_ allows the creation of categorical and
spatially static maps whose categories represent different levels of
risk of deforestation or forest degradation in the validity period of
the Forest Reference Emissions Level (FREL) and throughout the
jurisdictional geographical boundaries. In the `JNR Allocation Tool`_,
the level of risk determines how the jurisdictional FREL is spatially
distributed to nested lower-level jurisdictional programs and
projects.
While the `JNR Risk Mapping Tool`_ methodology favors simplicity,
obtaining the risk map is not straightforward. The approach requires
several geoprocessing steps on raster data that can be large,
i.e. covering large spatial extent (eg. national scale) at high
spatial resolution (eg. 30 m). The ``riskmapjnr`` Python package
includes functions to perform these geoprocessing steps and derive a
risk map on any jurisdiction and at any spatial resolution following
the `JNR Risk Mapping Tool`_ methodology.
.. _VCS:
https://verra.org/project/vcs-program/
.. _REDD+:
https://redd.unfccc.int/
.. _JNR:
https://verra.org/project/jurisdictional-and-nested-redd-framework/
.. _JNR Risk Mapping Tool:
https://verra.org/wp-content/uploads/2021/04/DRAFT_JNR_Risk_Mapping_Tool_15APR2021.pdf
.. _JNR Allocation Tool:
https://verra.org/wp-content/uploads/2021/04/JNR_Allocation_Tool_Guidance_v4.0.pdf
Installation
============
You will need several dependencies to run the ``riskmapjnr`` Python
package. The best way to install the package is to create a Python
virtual environment, either through ``conda`` (recommended) or
``virtualenv``.
Using ``conda`` (recommended)
+++++++++++++++++++++++++++++
You first need to have ``miniconda3`` installed (see `here
<https://docs.conda.io/en/latest/miniconda.html>`__).
Then, create a conda environment (details `here
<https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html>`__)
and install the ``riskmapjnr`` package with the following commands:
.. code-block:: shell
conda create --name conda-rmj -c conda-forge python=3 gdal numpy matplotlib pandas pip scipy --yes
conda activate conda-rmj
pip install riskmapjnr # For PyPI version
# pip install https://github.com/ghislainv/riskmapjnr/archive/master.zip # For GitHub dev version
# conda install -c conda-forge sphinx flake8 jedi jupyter geopandas descartes folium --yes # Optional additional packages
To deactivate and delete the conda environment:
.. code-block:: shell
conda deactivate
conda env remove --name conda-rmj
Using ``virtualenv``
++++++++++++++++++++
You first need to have the ``virtualenv`` package installed (see `here <https://packaging.python.org/guides/installing-using-pip-and-virtual-environments/>`__).
Then, create a virtual environment and install the ``riskmapjnr``
package with the following commands:
.. code-block:: shell
cd ~
mkdir venvs # Directory for virtual environments
cd venvs
virtualenv --python=/usr/bin/python3 venv-rmj
source ~/venvs/venv-rmj/bin/activate
# Install numpy first
pip install numpy
# Install gdal (the correct version)
pip install --global-option=build_ext --global-option="-I/usr/include/gdal" gdal==$(gdal-config --version)
pip install riskmapjnr # For PyPI version, this will install all other dependencies
# pip install https://github.com/ghislainv/riskmapjnr/archive/master.zip # For GitHub dev version
# pip install sphinx flake8 jedi jupyter geopandas descartes folium # Optional additional packages
To deactivate and delete the virtual environment:
.. code-block:: shell
deactivate
rm -R ~/venvs/venv-rmj # Just remove the repository
Installation testing
++++++++++++++++++++
You can test that the package has been correctly installed using the
command ``riskmapjnr`` in a terminal:
.. code-block:: shell
riskmapjnr
This should return a short description of the ``riskmapjnr`` package
and the version number:
.. code-block:: shell
# riskmapjnr: Map of deforestation risk following JNR methodology.
# https://ecology.ghislainv.fr/riskmapjnr/
# riskmapjnr version x.x.
You can also test the package executing the commands in the `Get
started
<https://ecology.ghislainv.fr/riskmapjnr/notebooks/get_started.html>`__
tutorial.
Main functionalities
====================
The ``riskmapjnr`` package includes functions to:
1. Estimate the distance to forest edge beyond which the deforestation
risk is negligible: ``dist_edge_threshold()``.
2. Compute local deforestation rates using a moving window whose size
can vary: ``local_defor_rate()``.
3. Transform local deforestation rates into categories of
deforestation risks using several slicing algorithms:
``set_defor_cat_zero()`` and ``defor_cat()``
4. Validate maps of deforestation risk and select the map with the
higher accuracy: ``defrate_per_cat()`` and ``validation()``.
The ``riskmapjnr`` package uses several known Python scientific
packages such as ``NumPy``, ``SciPy``, and ``Pandas`` for fast matrix
and vector operations and ``gdal`` for processing georeferenced raster
data. Raster data are divided into blocks of data for in-memory
processing. Such an approach allow processing large raster files with
large geographical extents (e.g. country scale) and high spatial
resolutions (eg. 30 m).
Contributing
============
The ``riskmapjnr`` Python package is Open Source and released under
the `GNU GPL version 3 license
<https://ecology.ghislainv.fr/riskmapjnr/license.html>`__. Anybody
who is interested can contribute to the package development following
our `Community guidelines
<https://ecology.ghislainv.fr/riskmapjnr/contributing.html>`__. Every
contributor must agree to follow the project's `Code of conduct
<https://ecology.ghislainv.fr/riskmapjnr/code_of_conduct.html>`__.
.. |Python version| image:: https://img.shields.io/pypi/pyversions/riskmapjnr?logo=python&logoColor=ffd43b&color=306998
:target: https://pypi.org/project/riskmapjnr
:alt: Python version
.. |PyPI version| image:: https://img.shields.io/pypi/v/riskmapjnr
:target: https://pypi.org/project/riskmapjnr
:alt: PyPI version
.. |GitHub Actions| image:: https://github.com/ghislainv/riskmapjnr/actions/workflows/python-package.yml/badge.svg
:target: https://github.com/ghislainv/riskmapjnr/actions/workflows/python-package.yml
:alt: GitHub Actions
.. |License| image:: https://img.shields.io/badge/licence-GPLv3-8f10cb.svg
:target: https://www.gnu.org/licenses/gpl-3.0.html
:alt: License GPLv3
.. |Zenodo| image:: https://zenodo.org/badge/DOI/10.5281/zenodo.6670011.svg
:target: https://doi.org/10.5281/zenodo.6670011
:alt: Zenodo
| /riskmapjnr-1.2.tar.gz/riskmapjnr-1.2/README.rst | 0.768993 | 0.779154 | README.rst | pypi |
# Comparison with pyrb
The ``pyrb`` package uses different formulations for the risk parity problem with general linear constraints and with the addition of objective terms such as the mean return and the volatility. Nonetheless, we can fairly compare with their code for the case where only the risk parity term is included and the constraints are $\texttt{sum}(\mathbf{w}) = 1$ and $\mathbf{w} \geq 0$.
Following the example shown at https://github.com/jcrichard/pyrb/blob/master/notebooks/RiskBudgeting.ipynb, we have:
```
from pyrb import EqualRiskContribution
import pandas as pd
import numpy as np
import riskparityportfolio as rpp
covariance_matrix = pd.read_csv("https://raw.githubusercontent.com/jcrichard/pyrb/master/notebooks/data.csv",sep=";",index_col=0).pct_change().cov() * 260
covariance_matrix
cov = np.asarray(covariance_matrix)
ERC = EqualRiskContribution(cov)
%timeit ERC.solve()
optimal_weights = ERC.x
optimal_weights
risk_contributions_scaled = ERC.get_risk_contributions()
risk_contributions_scaled
b = np.ones(len(cov)) / len(cov)
%timeit rpp.vanilla.design(cov, b)
rpp.vanilla.design(cov, b)
```
It seems that, for this example, ``riskparityportfolio`` is around $40\times$ faster than ``pyrb``. However,
more examples are to be done in order to draw more conclusive results, especially on more interesting scenarios involving general linear constraints and additional objective terms such as the mean return.
## Constrained Risk Parity
For constrained risk parity, see the pyrb notebook: https://github.com/jcrichard/pyrb/blob/master/notebooks/ConstrainedRiskBudgeting.ipynb
```
vol = [0.05,0.05,0.07,0.1,0.15,0.15,0.15,0.18]
cor = np.array([[100, 80, 60, -20, -10, -20, -20, -20],
[ 80, 100, 40, -20, -20, -10, -20, -20],
[ 60, 40, 100, 50, 30, 20, 20, 30],
[-20, -20, 50, 100, 60, 60, 50, 60],
[-10, -20, 30, 60, 100, 90, 70, 70],
[-20, -10, 20, 60, 90, 100, 60, 70],
[-20, -20, 20, 50, 70, 60, 100, 70],
[-20, -20, 30, 60, 70, 70, 70, 100]])/100
cov = np.outer(vol,vol)*cor
my_rpp = rpp.RiskParityPortfolio(covariance=cov)
my_rpp.design()
my_rpp.weights
my_rpp.risk_contributions
# inequality constraints matrix and vector
Dmat = np.array([[0,0,0,0,-1,-1,-1,-1],
[1,-1,0,0,1,-1,0,0]])
dvec = np.array([-0.3,-0.05])
my_rpp.design(Dmat=Dmat, dvec=dvec)
my_rpp.weights
Dmat @ my_rpp.weights
my_rpp.risk_contributions
```
| /riskparityportfolio-0.4.tar.gz/riskparityportfolio-0.4/docs/source/tutorials/comparison-with-pyrb.ipynb | 0.527803 | 0.983279 | comparison-with-pyrb.ipynb | pypi |
# Including mean return and variance into the risk parity formulation
```
%matplotlib inline
import matplotlib.pyplot as plt
%config InlineBackend.figure_format = "retina"
from matplotlib import rcParams
rcParams["savefig.dpi"] = 100
rcParams["figure.dpi"] = 100
rcParams["font.size"] = 14
import riskparityportfolio as rp
import numpy as np
```
In this notebook, we will check out the necessary interface to take into account the mean return and the variance while optimizing risk parity portfolios.
## Adding the mean return
**riskparity.py** allows users to account for the mean return of the designed portfolio, i.e., we solve the following optimization problem:
\begin{array}{ll}
\underset{\mathbf{w}}{\textsf{minimize}} &
R(\mathbf{w}) - \alpha \mathbf{w}^{\top}\boldsymbol{\mu}\\
\textsf{subject to} & \mathbf{w} \geq \mathbf{0}, \mathbf{1}^\top\mathbf{w} = 1
\end{array}
In this notebook, we will construct the Mean Return x Risk Concentration profile for a simple universe with three assets. Like in the previous notebook, let's assume their covariance matrix, mean vector, and our budget vector are as follows:
$$\boldsymbol{\Sigma} = \left[
\begin{array}{ccc}
1.0000 & 0.0015 & -0.0119\\
0.0015 & 1.0000 & -0.0308\\
-0.0119 & -0.0308 & 1.0000
\end{array}
\right]$$
$$\boldsymbol{\mu} = \left[
\begin{array}{c}
0.1837 \\
0.3465 \\
0.5210
\end{array}
\right]$$
$$\mathbf{b} = \left[
\begin{array}{c}
0.1594 \\
0.0126 \\
0.8280
\end{array}
\right]$$
```
Sigma = np.vstack((np.array((1.0000, 0.0015, -0.0119)),
np.array((0.0015, 1.0000, -0.0308)),
np.array((-0.0119, -0.0308, 1.0000))))
Sigma
mu = np.array([0.1837, 0.3465, 0.5210])
mu
b = np.array((0.1594, 0.0126, 0.8280))
b
my_portfolio = rp.RiskParityPortfolio(covariance=Sigma, budget=b)
risk_parity = []
mean_return = []
for alpha in 10 ** np.arange(-5, 0, .25):
my_portfolio.add_mean_return(alpha=alpha, mean=mu)
my_portfolio.design()
risk_parity.append(my_portfolio.risk_concentration.evaluate())
mean_return.append(my_portfolio.mean_return)
plt.plot(risk_parity, mean_return, 'ko')
plt.plot(risk_parity, mean_return, 'k-')
plt.ylabel("mean return")
plt.xlabel("risk parity")
```
## Adding the variance
Likewise, **riskparity.py** allows users to include the variance of the portfolio into the objective function:
\begin{array}{ll}
\underset{\mathbf{w}}{\textsf{minimize}} &
R(\mathbf{w}) + \lambda \mathbf{w}^{\top}\boldsymbol{\Sigma}\mathbf{w}\\
\textsf{subject to} & \mathbf{w} \geq \mathbf{0}, \mathbf{1}^\top\mathbf{w} = 1
\end{array}
Let's also investigate the Volatility x Risk Concentration profile using the same parameters as in the previous example.
```
my_portfolio = rp.RiskParityPortfolio(covariance=Sigma, budget=b)
risk_parity = []
volatility = []
for lmd in 10 ** np.arange(-5, 0, .25):
my_portfolio.add_variance(lmd=lmd)
my_portfolio.design()
risk_parity.append(my_portfolio.risk_concentration.evaluate())
volatility.append(my_portfolio.volatility)
plt.plot(risk_parity, volatility, 'ko')
plt.plot(risk_parity, volatility, 'k-')
plt.ylabel("volatility")
plt.xlabel("risk parity")
```
| /riskparityportfolio-0.4.tar.gz/riskparityportfolio-0.4/docs/source/tutorials/including-mean-return-and-variance.ipynb | 0.476823 | 0.991032 | including-mean-return-and-variance.ipynb | pypi |
# Rispack - Pack of shared libraries from Rispar
Rispack is a collection of libraries developed by Rispar to help with serverless development on AWS.
## Handler
The Handler module is designed to make serverless development on AWS Lambda functions easier. There is two types of handler: route and job.
### Route Handler
The **route** decorator is used to define a route (http endpoint) for a Lambda function. It handles the API requests and responses and makes it easy to define the route handlers.
Here's an example of using the route decorator to define a route handler:
```python
from rispack.handler import Request, Response, route
from actions import GetProfile
from params import GetProfileParams
@route
def get_profile(request: Request):
params = GetProfileParams.load(request.params)
profile = GetProfile.run(params)
return Response.ok(profile)
```
The **route** decorator handles the incoming request and passes it to the decorated function. The decorated function must return a Response object with the appropriate HTTP status code and response body.
#### Interceptors
The route decorator also supports interceptors, which are functions that can be run before the route handler to perform additional checks or processing.
The two built-in interceptors are the **token interceptor** and the **role interceptor**.
#### Otp Interceptor
This interceptor checks if the request has a valid X-Authorization-Otp token. You can add the otp parameter to the route decorator to enable the otp interceptor.
```python
@route(otp=True)
def create_loan(request: Request):
# ...
```
#### Sign Interceptor
The sign interceptor verifies the X-Signature header and compares it with a previous registered Public Key using ecdsa secp256k1 algorithm. It fetches the key from the GlobalCache using the authorizer credential_id.
```python
@route(sign=True)
def create_loan(request: Request):
# ...
```
#### Scope Interceptor
The scope interceptor checks if the user has the required role to access the route. You can add the role parameter to the route decorator to enable the role interceptor.
```python
@route(scope="profile.create")
def get_profile(request: Request):
# ...
```
### Job Handler
The Rispack handler module also includes functionality for background job processing via the **@job** decorator. The provided job function parameter,
is based on the event being processed, which could be any supported AWS SAM events.
There is 2 built-in types, provided by the Rispack:
1. FileRecord - For S3 file events.
2. EventRecord - For SQS events (more details below).
Here is an example of a job using an FileRecord parameter:
```python
@job
def process_file(record: FileRecord):
# do some processing with the file
```
And another one using EventRecord:
```python
@job
def process_event(record: EventRecord):
# do something with the event payload
```
### Event System
Rispack's event system is designed around a fanout pattern, where events are published to SNS and then distributed to SQS queues. Each queue is responsible for handling the specific event that it receives.
It uses a strict payload format that must be used to ensure proper functionality. This format is defined by the EventRecord class:
```python
class EventRecord:
id: UUID
aggregate_id: UUID
payload: Dict[str, Any]
type: str
origin: str
at: datetime
version: str
```
The **EventRecord** class contains information such as the event ID, the aggregate ID, the payload data, and the event type, among other fields. This information is used by the event system to ensure that events are handled correctly and consistently.
## Database
Manage connection to RDS Cluster (or RDS Proxy) via Secret Manager.
## AWS
The AWS module included in the Rispack provides functions that simplify the use of some AWS services in Python. Here's a brief explanation of each function:
**get_signed_auth()**
Returns a signed URI for calling endpoints with IAM authorization. This is useful for accessing protected APIs, such as those created with AWS API Gateway.
**get_ssm_parameter(name: str, encrypted: bool = False) -> str**
Returns a parameter value from the Systems Manager parameter store.
- name: The name of the parameter.
- encrypted: Flag indicating whether the value is encrypted or not.
**put_ssm_parameter(name: str, value: str, param_type: str = "String", overwrite: bool = True) -> int**
Creates or updates a parameter in the Systems Manager parameter store.
- name: The name of the parameter.
- value: The value to be stored.
- param_type: The type of the parameter. Default is "String".
- overwrite: Whether to overwrite an existing parameter. Default is True.
**get_secret(name: str) -> str**
Returns a secret value from AWS Secrets Manager.
- name: The name of the secret.
**enqueue(queue_name: str, message: Any) -> None**
Adds a new message to an Amazon Simple Queue Service (SQS) queue.
- queue_name: The name of the SQS queue.
- message: The message to publish.
**get_url(bucket_name: str, object: str, expiration_in_seconds: int = 300) -> str**
Returns a presigned URL for an Amazon S3 object.
- bucket_name: The name of the S3 bucket.
- object: The complete object path.
- expiration_in_seconds: The period in seconds until URL expiration. Default is 300 (5 minutes).
## Schemas
Base Schema for entities, events and other data classes.
## Logger
AWS Lambda Powertools logger
## Stores
Base Store class and decorators to work with transactions
| /rispack-0.17.0.tar.gz/rispack-0.17.0/README.md | 0.452294 | 0.919715 | README.md | pypi |
from __future__ import print_function
import json
import os
try:
import risuclient.shell as risu
except:
import shell as risu
# Load i18n settings from risu
_ = risu._
extension = "__file__"
pluginsdir = os.path.join(risu.risudir, "plugins", extension)
def init():
"""
Initializes module
:return: List of triggers for extension
"""
return []
def run(data, quiet=False, options=None): # do not edit this line
"""
Executes plugin
:param quiet: be more silent on returned information
:param data: data to process
:return: returncode, out, err
"""
# Act on all faraday-exec plugins
idstodel = []
datatoadd = []
rhvlcid = risu.calcid(
string="/plugins/rhv-log-collector-analyzer/virtualization/base.txt"
)
# Loop over plugin id's in data
for pluginid in data:
if (
data[pluginid]["id"] == rhvlcid
and data[pluginid]["result"]["rc"] == risu.RC_OKAY
):
# Make a copy of dict for working on it
try:
plugin = json.loads(data[pluginid]["result"]["err"])[
"rhv-log-collector-analyzer"
]
except:
plugin = None
# Fake data until we've the way to run it
# plugin = json.load(open('/home/iranzo/DEVEL/risu/risu/logcollector2.json', 'r'))['rhv-log-collector-live']
# Add plugin ID to be removed for resulting data
idstodel.append(str(pluginid))
# Iterate over plugindata items
for item in plugin:
# Item ID in log-collector is not unique
newid = item["id"]
if "WARNING" in item["type"]:
returncode = risu.RC_FAILED
else:
returncode = risu.RC_OKAY
# Write plugin entry for the individual result
newitem = {
newid: {
"name": "rhv-log-collector-analyzer: %s" % item["name"],
"description": item["description"],
"long_name": item["name"],
"id": newid,
"category": "",
"priority": 400,
"bugzilla": item["bugzilla"],
"time": item["time"],
"subcategory": "",
"hash": item["hash"],
"result": {
"out": "",
"err": "%s" % item["result"],
"rc": returncode,
},
"plugin": item["path"],
"backend": "rhv-log-collector-analyzer",
"kb": item["kb"],
}
}
datatoadd.append(newitem)
# Process id's to remove
for id in idstodel:
del data[id]
# Process data to add
for item in datatoadd:
data.update(item)
return data
def help(): # do not edit this line
"""
Returns help for plugin
:return: help text
"""
commandtext = _(
"This hook proceses rhv-log-collector-analyzer results and converts to individual plugins"
)
return commandtext | /risu-1.14.2.20230215132619-py3-none-any.whl/risuclient/hooks/data/9/rhv-log-collector-analyzer-to-individual.py | 0.47171 | 0.153835 | rhv-log-collector-analyzer-to-individual.py | pypi |
from __future__ import print_function
import os
try:
import risuclient.shell as risu
except:
import shell as risu
# Load i18n settings from risu
_ = risu._
extension = "__file__"
pluginsdir = os.path.join(risu.risudir, "plugins", extension)
def init():
"""
Initializes module
:return: List of triggers for extension
"""
return []
def run(data, quiet=False, options=None): # do not edit this line
"""
Executes plugin
:param quiet: be more silent on returned information
:param data: data to process
:return: returncode, out, err
"""
# Act on all faraday-exec plugins
idstodel = []
datatoadd = []
# Loop over plugin id's in data
faradayids = risu.getids(include=["faraday/positive", "faraday/negative"])
for pluginid in data:
if data[pluginid]["id"] in faradayids:
# Make a copy of dict for working on it
plugin = dict(data[pluginid])
# Add plugin ID to be removed for resulting data so magui doesn't compare the whole set of nics at the same time
idstodel.append(str(pluginid))
err = str(plugin["result"]["err"])
rc = int(plugin["result"]["rc"])
plugpath = str(plugin["plugin"])
id = str(plugin["id"])
ln = str(plugin["long_name"])
desc = str(plugin["description"])
name = str(plugin["name"])
kb = str(plugin["kb"])
# Iterate over NIC pairs
for pair in err.split(";"):
if pair != "":
# For each value split and fake plugin entry
newid = "%s-%s" % (id, risu.calcid(string=pair.split(":")[0]))
update = {
"id": newid,
"description": "%s: %s" % (desc, pair.split(":")[0]),
"long_name": "%s: %s" % (ln, pair.split(":")[0]),
"plugin": "%s-%s" % (plugpath, pair.split(":")[0]),
"name": "Faraday: %s" % name,
"kb": kb,
}
resultupdate = {"result": {"err": pair, "out": "", "rc": rc}}
update.update(resultupdate)
# Update plugin dictionary with forged values
plugin.update(dict(update))
plugin["result"]["err"] = str(pair)
# Append new modified plugin to dataset
datatoadd.append({newid: dict(plugin)})
# Process id's to remove
for id in idstodel:
del data[id]
# Process data to add
for item in datatoadd:
data.update(item)
return data
def help(): # do not edit this line
"""
Returns help for plugin
:return: help text
"""
commandtext = _(
"This hook proceses faraday results and fakes individual plugins out of them"
)
return commandtext | /risu-1.14.2.20230215132619-py3-none-any.whl/risuclient/hooks/data/9/faraday-to-individual.py | 0.541651 | 0.200851 | faraday-to-individual.py | pypi |
from __future__ import print_function
import os
try:
import risuclient.shell as risu
except:
import shell as risu
# Load i18n settings from risu
_ = risu._
extension = "__file__"
pluginsdir = os.path.join(risu.risudir, "plugins", extension)
def init():
"""
Initializes module
:return: List of triggers for extension
"""
return []
def run(data, quiet=False, options=None): # do not edit this line
"""
Executes plugin
:param quiet: be more silent on returned information
:param data: data to process
:return: returncode, out, err
"""
# Act on all faraday-exec plugins
idstodel = []
datatoadd = []
mpathids = risu.calcid(string="/plugins/faraday/positive/system/multipathluns.sh")
# Loop over plugin id's in data
for pluginid in data:
if data[pluginid]["id"] == mpathids:
# Make a copy of dict for working on it
plugin = dict(data[pluginid])
# Add plugin ID to be removed for resulting data so magui doesn't compare the whole set of nics at the same time
idstodel.append(str(pluginid))
err = str(plugin["result"]["err"])
rc = int(plugin["result"]["rc"])
plugpath = str(plugin["plugin"])
id = str(plugin["id"])
ln = str(plugin["long_name"])
desc = str(plugin["description"])
# Iterate over NIC pairs
if ";" in err:
for pair in err.split(";"):
if pair != "":
# For each device:size pair, split on ":" for LUN/size and fake plugin entry
newid = "%s-%s" % (
id,
risu.calcid(string=pair.split(":")[0]),
)
update = {
"id": newid,
"description": "%s: %s" % (desc, pair.split(":")[0]),
"long_name": "%s: %s" % (ln, pair.split(":")[0]),
"plugin": "%s-%s" % (plugpath, pair.split(":")[0]),
"name": "mpath: %s" % pair.split(":")[0],
}
resultupdate = {"result": {"err": pair, "out": "", "rc": rc}}
update.update(resultupdate)
# Update plugin dictionary with forged values
plugin.update(dict(update))
plugin["result"]["err"] = str(pair)
# Append new modified plugin to dataset
datatoadd.append({newid: dict(plugin)})
# Process id's to remove
for id in idstodel:
del data[id]
# Process data to add
for item in datatoadd:
data.update(item)
return data
def help(): # do not edit this line
"""
Returns help for plugin
:return: help text
"""
commandtext = _(
"This hook proceses faraday-exec results and converts to faraday for Magui plugin to work"
)
return commandtext | /risu-1.14.2.20230215132619-py3-none-any.whl/risuclient/hooks/data/0/system/move-global-multipath-to-individual-faraday-positive.py | 0.557966 | 0.196768 | move-global-multipath-to-individual-faraday-positive.py | pypi |
from __future__ import print_function
import os
try:
import risuclient.shell as risu
except:
import shell as risu
# Load i18n settings from risu
_ = risu._
extension = "__file__"
pluginsdir = os.path.join(risu.risudir, "plugins", extension)
def init():
"""
Initializes module
:return: List of triggers for extension
"""
return []
def run(data, quiet=False, options=None): # do not edit this line
"""
Executes plugin
:param quiet: be more silent on returned information
:param data: data to process
:return: returncode, out, err
"""
# Act on all faraday-exec plugins
idstodel = []
datatoadd = []
mtuids = risu.calcid(string="/plugins/faraday/positive/network/mtus.sh")
# Loop over plugin id's in data
for pluginid in data:
if data[pluginid]["id"] == mtuids:
# Make a copy of dict for working on it
plugin = dict(data[pluginid])
# Add plugin ID to be removed for resulting data so magui doesn't compare the whole set of nics at the same time
idstodel.append(str(pluginid))
err = str(plugin["result"]["err"])
rc = int(plugin["result"]["rc"])
plugpath = str(plugin["plugin"])
id = str(plugin["id"])
ln = str(plugin["long_name"])
desc = str(plugin["description"])
# Iterate over NIC pairs
if ";" in err:
for pair in err.split(";"):
if pair != "":
# For each NIC pair, split on ":" for nic/MTU and fake plugin entry
newid = "%s-%s" % (
id,
risu.calcid(string=pair.split(":")[0]),
)
update = {
"id": newid,
"description": "%s: %s" % (desc, pair.split(":")[0]),
"long_name": "%s: %s" % (ln, pair.split(":")[0]),
"plugin": "%s-%s" % (plugpath, pair.split(":")[0]),
"name": "mtu: %s" % pair.split(":")[0],
}
resultupdate = {"result": {"err": pair, "out": "", "rc": rc}}
update.update(resultupdate)
# Update plugin dictionary with forged values
plugin.update(dict(update))
plugin["result"]["err"] = str(pair)
# Append new modified plugin to dataset
datatoadd.append({newid: dict(plugin)})
# Process id's to remove
for id in idstodel:
del data[id]
# Process data to add
for item in datatoadd:
data.update(item)
return data
def help(): # do not edit this line
"""
Returns help for plugin
:return: help text
"""
commandtext = _(
"This hook proceses faraday-exec results and converts to faraday for Magui plugin to work"
)
return commandtext | /risu-1.14.2.20230215132619-py3-none-any.whl/risuclient/hooks/data/0/network/move-global-mtu-to-individual-faraday-positive.py | 0.534612 | 0.201322 | move-global-mtu-to-individual-faraday-positive.py | pypi |
from __future__ import print_function
import json
import os
import re
try:
import risuclient.shell as risu
except:
import shell as risu
# Load i18n settings from risu
_ = risu._
extension = "profiles"
pluginsdir = os.path.join(risu.risudir, "plugins", extension)
def init():
"""
Initializes module
:return: List of triggers for extension
"""
return []
def plugidsforprofile(profile, plugins):
"""
Gets plugin id's related with profile includes/excludes
:param profile: profile file to open
:param plugins: plugins in risu execution
:return: array of id's
"""
# Open Profile definition for read and fill filters for plugins
include = []
exclude = []
with open(profile, "r") as f:
for line in f:
if re.match(r"\A\+.*", line):
include.append(line[1:].strip())
if re.match(r"\A\-.*", line):
exclude.append(line[1:].strip())
ids = risu.getids(plugins=plugins, include=include, exclude=exclude)
return ids
def run(data, quiet=False, options=None): # do not edit this line
"""
Executes plugin
:param quiet: be more silent on returned information
:param data: data to process
:return: returncode, out, err
"""
# prefill plugins we had used:
plugins = []
for item in data:
plugin = {"plugin": data[item]["plugin"], "id": data[item]["id"]}
plugins.append(plugin)
if options and options.extraplugintree:
folders = [pluginsdir, os.path.join(options.extraplugintree, extension)]
else:
folders = [pluginsdir]
# Find available profile definitions
try:
include = options.include
except:
include = None
try:
exclude = options.exclude
except:
exclude = None
profiles = risu.findplugins(
folders=folders,
executables=False,
fileextension=".txt",
include=include,
exclude=exclude,
)
for item in profiles:
uid = risu.getids(plugins=[item])[0]
profile = item["plugin"]
plugin = dict(item)
# Precreate storage for this profile
name = "Profiles: %s" % os.path.basename(
os.path.splitext(profile.replace(pluginsdir, ""))[0]
)
subcategory = ""
category = name
data[uid] = {
"category": category,
"hash": item["hash"],
"plugin": item["plugin"],
"name": name,
"result": {"rc": 0, "err": "", "out": ""},
"time": 0,
"backend": "profile",
"id": uid,
"subcategory": subcategory,
}
metadata = {
"description": risu.regexpfile(
filename=plugin["plugin"], regexp=r"\A# description:"
)[14:].strip(),
"long_name": risu.regexpfile(
filename=plugin["plugin"], regexp=r"\A# long_name:"
)[12:].strip(),
"bugzilla": risu.regexpfile(
filename=plugin["plugin"], regexp=r"\A# bugzilla:"
)[11:].strip(),
"priority": int(
risu.regexpfile(filename=plugin["plugin"], regexp=r"\A# priority:")[
11:
].strip()
or 0
),
}
data[uid].update(metadata)
# start with OK status
okay = int(os.environ["RC_OKAY"])
failed = int(os.environ["RC_FAILED"])
skipped = int(os.environ["RC_SKIPPED"])
info = int(os.environ["RC_INFO"])
# Start asembling data for the plugins relevant for profile
data[uid]["result"]["err"] = ""
ids = plugidsforprofile(profile=profile, plugins=plugins)
new_results = []
overallitems = []
for id in ids:
if id in data:
if "sysinfo" in name and data[id]["result"]["rc"] == skipped:
# Do nothing as we don't want to show skipped in sysinfo
pass
else:
new_results.append(
{
"plugin_id": id,
"plugin": data[id]["plugin"].replace(
os.path.join(risu.risudir, "plugins"), ""
),
"err": data[id]["result"]["err"].strip(),
"rc": data[id]["result"]["rc"],
}
)
overallitems.append(data[id]["result"]["rc"])
if "sysinfo" in name:
if okay in overallitems or failed in overallitems or info in overallitems:
overall = info
else:
# No plugins matched, so skip it
overall = skipped
else:
if failed in overallitems:
overall = failed
elif info in overallitems:
overall = info
elif skipped in overallitems:
overall = skipped
else:
overall = okay
data[uid]["result"]["err"] = json.dumps(new_results)
data[uid]["components"] = ids
data[uid]["result"]["rc"] = overall
return data
def help(): # do not edit this line
"""
Returns help for plugin
:return: help text
"""
commandtext = _(
"This hook proceses Risu profiles and assembles data for each one to be appended to results json"
)
return commandtext | /risu-1.14.2.20230215132619-py3-none-any.whl/risuclient/hooks/profiles/profiles.py | 0.446133 | 0.169148 | profiles.py | pypi |
from __future__ import print_function
import os
import sys
__version__ = "0.9.0"
TYPE = {
0: "bios",
1: "system",
2: "base board",
3: "chassis",
4: "processor",
7: "cache",
8: "port connector",
9: "system slot",
10: "on board device",
11: "OEM strings",
# 13: 'bios language',
15: "system event log",
16: "physical memory array",
17: "memory device",
19: "memory array mapped address",
24: "hardware security",
25: "system power controls",
27: "cooling device",
32: "system boot",
41: "onboard device",
}
def parse_dmi(content):
"""
Parse the whole dmidecode output.
Returns a list of tuples of (type int, value dict).
"""
info = []
lines = iter(content.strip().splitlines())
while True:
try:
line = next(lines)
except StopIteration:
break
if line.startswith("Handle 0x"):
typ = int(line.split(",", 2)[1].strip()[len("DMI type") :])
if typ in TYPE:
info.append((TYPE[typ], _parse_handle_section(lines)))
return info
def _parse_handle_section(lines):
"""
Parse a section of dmidecode output
* 1st line contains address, type and size
* 2nd line is title
* line started with one tab is one option and its value
* line started with two tabs is a member of list
"""
data = {"_title": next(lines).rstrip()}
k = None
for line in lines:
line = line.rstrip()
if line.startswith("\t\t"):
if isinstance(data[k], list):
data[k].append(line.lstrip())
elif line.startswith("\t"):
k, v = [i.strip() for i in line.lstrip().split(":", 1)]
if v:
data[k] = v
else:
data[k] = []
else:
break
return data
def profile():
"""
Parse output from dmidecode dump or tool
"""
if os.isatty(sys.stdin.fileno()):
content = _get_output()
else:
content = sys.stdin.read()
info = parse_dmi(content)
_show(info)
def _get_output():
import subprocess
try:
output = subprocess.check_output(
"PATH=$PATH:/bin:/sbin:/usr/bin:/usr/sbin:/usr/local/bin " "sudo dmidecode",
shell=True,
)
except Exception as e:
print(e, file=sys.stderr)
if str(e).find("command not found") == -1:
print("please install dmidecode", file=sys.stderr)
print("e.g. sudo apt install dmidecode", file=sys.stderr)
sys.exit(1)
return output.decode()
def _show(info):
def _get(i):
return [v for j, v in info if j == i]
system = _get("system")[0]
print(
"%s %s (SN: %s, UUID: %s)"
% (
system["Manufacturer"],
system["Product Name"],
system["Serial Number"],
system["UUID"],
)
)
for cpu in _get("processor"):
# fix for output in virtual machine environments
if "Thread Count" in cpu:
threads = cpu["Thread Count"]
else:
threads = "-"
if "Core Count" in cpu:
cores = cpu["Core Count"]
else:
cores = "-"
print(
"%s %s %s (Core: %s, Thead: %s)"
% (cpu["Manufacturer"], cpu["Family"], cpu["Max Speed"], cores, threads)
)
cnt, total, unit = 0, 0, None
for mem in _get("memory device"):
if mem["Size"] == "No Module Installed":
continue
i, unit = mem["Size"].split()
cnt += 1
total += int(i)
print("%d memory stick(s), %d %s in total" % (cnt, total, unit))
bios = _get("bios")[0]
print(
"BIOS: %s v.%s %s Systemversion: %s"
% (bios["Vendor"], bios["Version"], bios["Release Date"], system["Version"])
)
if __name__ == "__main__":
profile() | /risu-1.14.2.20230215132619-py3-none-any.whl/risuclient/tools/dmidecode.py | 0.41941 | 0.257713 | dmidecode.py | pypi |
# Description: Plugin for checking galera/mysql sequence number across servers
# Copyright (C) 2017-2022 Pablo Iranzo Gómez <Pablo.Iranzo@gmail.com>
from __future__ import print_function
try:
import risuclient.shell as risu
except:
import shell as risu
# Load i18n settings from risu
_ = risu._
extension = "pipeline-yaml"
def init():
"""
Initializes module
:return: List of triggers for Plugin
"""
ids = risu.getids(include=["/core/openstack/mysql/seqno.sh"])
return ids
def run(data, quiet=False): # do not edit this line
"""
Executes plugin
:param quiet: be more silent on returned information
:param data: data to process
:return: returncode, out, err
"""
returncode = risu.RC_OKAY
message = ""
for ourdata in data:
# 'err' in this case is something like: 08a94e67-bae0-11e6-8239-9a6188749d23:36117633
# being UUID: seqno
err = [
data[ourdata]["sosreport"][sosreport]["err"]
for sosreport in data[ourdata["sosreport"]]
]
if len(sorted(set(err))) != 1:
message = _("Galera sequence number differ across sosreports")
# Find max in values
maximum = 0
seqno = 0
for each in err:
try:
seqno = int(each.split(":")[1])
except:
seqno = 0
if seqno > maximum:
maximum = seqno
host = False
for sosreport in data[ourdata]["sosreport"]:
if data[ourdata]["sosreport"][sosreport]["rc"] == risu.RC_OKAY:
if data[ourdata]["sosreport"][sosreport]["err"].find("%s" % seqno):
host = sosreport
else:
message = _(
"Some of the sosreports failed to grab required data, skipping"
)
returncode = risu.RC_SKIPPED
if host:
message = _(
"Host %s contains highest sequence in Galera consider that one for bootstraping if needed."
% host
)
returncode = risu.RC_FAILED
# find max in sosreport to report host
out = ""
err = message
return returncode, out, err
def help(): # do not edit this line
"""
Returns help for plugin
:return: help text
"""
commandtext = _("This plugin checks Galera sequence number across sosreports")
return commandtext | /risu-1.14.2.20230215132619-py3-none-any.whl/maguiclient/plugins/openstack/mysql/seqno.py | 0.736306 | 0.189184 | seqno.py | pypi |
from __future__ import print_function
import os
import risuclient.shell as risu
# Load i18n settings from risu
_ = risu._
extension = "faraday"
pluginsdir = os.path.join(risu.risudir, "plugins", extension)
def init():
"""
Initializes module
:return: List of triggers for Plugin
"""
triggers = risu.getids(include=["faraday/positive", "faraday/negative"])
return triggers
def run(data, quiet=False): # do not edit this line
"""
Executes plugin
:param data: data to process
:param quiet: work in reduced noise mode
:return: returncode, out, err
"""
message = []
returncode = risu.RC_OKAY
for ourdata in data:
# 'err' in this case should be always equal to the md5sum of the file so that we can report the problem
err = []
allskipped = True
for sosreport in data[ourdata]["sosreport"]:
err.append(data[ourdata]["sosreport"][sosreport]["err"])
if data[ourdata]["sosreport"][sosreport]["rc"] != risu.RC_SKIPPED:
allskipped = False
if data[ourdata]["path"].strip() != "":
if not allskipped:
if "positive" in data[ourdata]["plugin"]:
if len(sorted(set(err))) != 1:
message.append(
_(
"%s contents differ across hosts, ensure proper behavior."
)
% data[ourdata]["path"].replace("${RISU_ROOT}", "")
)
returncode = risu.RC_FAILED
if "negative" in data[ourdata]["plugin"]:
if len(sorted(set(err))) == 1:
message.append(
_(
"%s contents are the same across hosts, ensure proper behavior."
)
% data[ourdata]["path"].replace("${RISU_ROOT}", "")
)
returncode = risu.RC_FAILED
out = ""
err = "\n".join(message)
return returncode, out, err
def help(): # do not edit this line
"""
Returns help for plugin
:return: help text
"""
commandtext = _(
"Plugin for reporting back files that should BE or NOT BE different across sosreports"
)
return commandtext | /risu-1.14.2.20230215132619-py3-none-any.whl/maguiclient/plugins/core/faraday-magui.py | 0.593491 | 0.16896 | faraday-magui.py | pypi |
from feature_engine.encoding import OrdinalEncoder, RareLabelEncoder
from feature_engine.imputation import (
AddMissingIndicator,
CategoricalImputer,
MeanMedianImputer,
)
from feature_engine.selection import DropFeatures
from feature_engine.transformation import LogTransformer
from feature_engine.wrappers import SklearnTransformerWrapper
from sklearn.linear_model import Lasso
from sklearn.pipeline import Pipeline
from sklearn.preprocessing import Binarizer, MinMaxScaler
from regression_model.config.core import config
from regression_model.processing import features as pp
price_pipe = Pipeline(
[
# ===== IMPUTATION =====
# impute categorical variables with string missing
(
"missing_imputation",
CategoricalImputer(
imputation_method="missing",
variables=config.model_config.categorical_vars_with_na_missing,
),
),
(
"frequent_imputation",
CategoricalImputer(
imputation_method="frequent",
variables=config.model_config.categorical_vars_with_na_frequent,
),
),
# add missing indicator
(
"missing_indicator",
AddMissingIndicator(variables=config.model_config.numerical_vars_with_na),
),
# impute numerical variables with the mean
(
"mean_imputation",
MeanMedianImputer(
imputation_method="mean",
variables=config.model_config.numerical_vars_with_na,
),
),
# == TEMPORAL VARIABLES ====
(
"elapsed_time",
pp.TemporalVariableTransformer(
variables=config.model_config.temporal_vars,
reference_variable=config.model_config.ref_var,
),
),
("drop_features", DropFeatures(features_to_drop=[config.model_config.ref_var])),
# ==== VARIABLE TRANSFORMATION =====
("log", LogTransformer(variables=config.model_config.numericals_log_vars)),
(
"binarizer",
SklearnTransformerWrapper(
transformer=Binarizer(threshold=0),
variables=config.model_config.binarize_vars,
),
),
# === mappers ===
(
"mapper_qual",
pp.Mapper(
variables=config.model_config.qual_vars,
mappings=config.model_config.qual_mappings,
),
),
(
"mapper_exposure",
pp.Mapper(
variables=config.model_config.exposure_vars,
mappings=config.model_config.exposure_mappings,
),
),
(
"mapper_finish",
pp.Mapper(
variables=config.model_config.finish_vars,
mappings=config.model_config.finish_mappings,
),
),
(
"mapper_garage",
pp.Mapper(
variables=config.model_config.garage_vars,
mappings=config.model_config.garage_mappings,
),
),
# == CATEGORICAL ENCODING
(
"rare_label_encoder",
RareLabelEncoder(
tol=0.01, n_categories=1, variables=config.model_config.categorical_vars
),
),
# encode categorical variables using the target mean
(
"categorical_encoder",
OrdinalEncoder(
encoding_method="ordered",
variables=config.model_config.categorical_vars,
),
),
("scaler", MinMaxScaler()),
(
"Lasso",
Lasso(
alpha=config.model_config.alpha,
random_state=config.model_config.random_state,
),
),
]
) | /risul-tid-regression-model-0.0.1.tar.gz/risul-tid-regression-model-0.0.1/regression_model/pipeline.py | 0.704364 | 0.202956 | pipeline.py | pypi |
from pathlib import Path
from typing import Dict, List, Sequence
from pydantic import BaseModel
from strictyaml import YAML, load
import regression_model
# Project Directories
PACKAGE_ROOT = Path(regression_model.__file__).resolve().parent
ROOT = PACKAGE_ROOT.parent
CONFIG_FILE_PATH = PACKAGE_ROOT / "config.yml"
DATASET_DIR = PACKAGE_ROOT / "datasets"
TRAINED_MODEL_DIR = PACKAGE_ROOT / "trained_models"
class AppConfig(BaseModel):
"""
Application-level config.
"""
package_name: str
training_data_file: str
test_data_file: str
pipeline_save_file: str
class ModelConfig(BaseModel):
"""
All configuration relevant to model
training and feature engineering.
"""
target: str
variables_to_rename: Dict
features: List[str]
test_size: float
random_state: int
alpha: float
categorical_vars_with_na_frequent: List[str]
categorical_vars_with_na_missing: List[str]
numerical_vars_with_na: List[str]
temporal_vars: List[str]
ref_var: str
numericals_log_vars: Sequence[str]
binarize_vars: Sequence[str]
qual_vars: List[str]
exposure_vars: List[str]
finish_vars: List[str]
garage_vars: List[str]
categorical_vars: Sequence[str]
qual_mappings: Dict[str, int]
exposure_mappings: Dict[str, int]
garage_mappings: Dict[str, int]
finish_mappings: Dict[str, int]
class Config(BaseModel):
"""Master config object."""
app_config: AppConfig
model_config: ModelConfig
def find_config_file() -> Path:
"""Locate the configuration file."""
if CONFIG_FILE_PATH.is_file():
return CONFIG_FILE_PATH
raise Exception(f"Config not found at {CONFIG_FILE_PATH!r}")
def fetch_config_from_yaml(cfg_path: Path = None) -> YAML:
"""Parse YAML containing the package configuration."""
if not cfg_path:
cfg_path = find_config_file()
if cfg_path:
with open(cfg_path, "r") as conf_file:
parsed_config = load(conf_file.read())
return parsed_config
raise OSError(f"Did not find config file at path: {cfg_path}")
def create_and_validate_config(parsed_config: YAML = None) -> Config:
"""Run validation on config values."""
if parsed_config is None:
parsed_config = fetch_config_from_yaml()
# specify the data attribute from the strictyaml YAML type.
_config = Config(
app_config=AppConfig(**parsed_config.data),
model_config=ModelConfig(**parsed_config.data),
)
return _config
config = create_and_validate_config() | /risul-tid-regression-model-0.0.1.tar.gz/risul-tid-regression-model-0.0.1/regression_model/config/core.py | 0.815049 | 0.348091 | core.py | pypi |
from typing import List, Optional, Tuple
import numpy as np
import pandas as pd
from pydantic import BaseModel, ValidationError
from regression_model.config.core import config
def drop_na_inputs(*, input_data: pd.DataFrame) -> pd.DataFrame:
"""Check model inputs for na values and filter."""
validated_data = input_data.copy()
new_vars_with_na = [
var
for var in config.model_config.features
if var
not in config.model_config.categorical_vars_with_na_frequent
+ config.model_config.categorical_vars_with_na_missing
+ config.model_config.numerical_vars_with_na
and validated_data[var].isnull().sum() > 0
]
validated_data.dropna(subset=new_vars_with_na, inplace=True)
return validated_data
def validate_inputs(*, input_data: pd.DataFrame) -> Tuple[pd.DataFrame, Optional[dict]]:
"""Check model inputs for unprocessable values."""
# convert syntax error field names (beginning with numbers)
input_data.rename(columns=config.model_config.variables_to_rename, inplace=True)
input_data["MSSubClass"] = input_data["MSSubClass"].astype("O")
relevant_data = input_data[config.model_config.features].copy()
validated_data = drop_na_inputs(input_data=relevant_data)
errors = None
try:
# replace numpy nans so that pydantic can validate
MultipleHouseDataInputs(
inputs=validated_data.replace({np.nan: None}).to_dict(orient="records")
)
except ValidationError as error:
errors = error.json()
return validated_data, errors
class HouseDataInputSchema(BaseModel):
Alley: Optional[str]
BedroomAbvGr: Optional[int]
BldgType: Optional[str]
BsmtCond: Optional[str]
BsmtExposure: Optional[str]
BsmtFinSF1: Optional[float]
BsmtFinSF2: Optional[float]
BsmtFinType1: Optional[str]
BsmtFinType2: Optional[str]
BsmtFullBath: Optional[float]
BsmtHalfBath: Optional[float]
BsmtQual: Optional[str]
BsmtUnfSF: Optional[float]
CentralAir: Optional[str]
Condition1: Optional[str]
Condition2: Optional[str]
Electrical: Optional[str]
EnclosedPorch: Optional[int]
ExterCond: Optional[str]
ExterQual: Optional[str]
Exterior1st: Optional[str]
Exterior2nd: Optional[str]
Fence: Optional[str]
FireplaceQu: Optional[str]
Fireplaces: Optional[int]
Foundation: Optional[str]
FullBath: Optional[int]
Functional: Optional[str]
GarageArea: Optional[float]
GarageCars: Optional[float]
GarageCond: Optional[str]
GarageFinish: Optional[str]
GarageQual: Optional[str]
GarageType: Optional[str]
GarageYrBlt: Optional[float]
GrLivArea: Optional[int]
HalfBath: Optional[int]
Heating: Optional[str]
HeatingQC: Optional[str]
HouseStyle: Optional[str]
Id: Optional[int]
KitchenAbvGr: Optional[int]
KitchenQual: Optional[str]
LandContour: Optional[str]
LandSlope: Optional[str]
LotArea: Optional[int]
LotConfig: Optional[str]
LotFrontage: Optional[float]
LotShape: Optional[str]
LowQualFinSF: Optional[int]
MSSubClass: Optional[int]
MSZoning: Optional[str]
MasVnrArea: Optional[float]
MasVnrType: Optional[str]
MiscFeature: Optional[str]
MiscVal: Optional[int]
MoSold: Optional[int]
Neighborhood: Optional[str]
OpenPorchSF: Optional[int]
OverallCond: Optional[int]
OverallQual: Optional[int]
PavedDrive: Optional[str]
PoolArea: Optional[int]
PoolQC: Optional[str]
RoofMatl: Optional[str]
RoofStyle: Optional[str]
SaleCondition: Optional[str]
SaleType: Optional[str]
ScreenPorch: Optional[int]
Street: Optional[str]
TotRmsAbvGrd: Optional[int]
TotalBsmtSF: Optional[float]
Utilities: Optional[str]
WoodDeckSF: Optional[int]
YearBuilt: Optional[int]
YearRemodAdd: Optional[int]
YrSold: Optional[int]
FirstFlrSF: Optional[int] # renamed
SecondFlrSF: Optional[int] # renamed
ThreeSsnPortch: Optional[int] # renamed
class MultipleHouseDataInputs(BaseModel):
inputs: List[HouseDataInputSchema] | /risul-tid-regression-model-0.0.1.tar.gz/risul-tid-regression-model-0.0.1/regression_model/processing/validation.py | 0.803598 | 0.42173 | validation.py | pypi |
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