Read Backtest
Trades
Request
Fetch the closed trades of a backtest for the project Id, backtest Id and steps provided. The /backtests/trades/read API accepts requests in the following format:
ReadBacktestTradesRequest Model - Request to read closed trades from a backtest. | |
|---|---|
| start | integer Starting index of the closed trades to be fetched. |
| end | integer Last index of the closed trades to be fetched. |
| projectId | integer Id of the project from which to read the backtest. |
| backtestId | string Id of the backtest from which to read the closed trades. |
| Example |
{
"start": 0,
"end": 100,
"projectId": 23456789,
"backtestId": "26c7bb06b8487cff1c7b3c44652b30f1"
}
|
Responses
The /backtests/trades/read API provides a response in the following format:
200 Success
BacktestTradesResponse Model - Contains the closed trades and the number of closed trades of the backtest in the request criteria. | |
|---|---|
| trades | ClosedTradeWithOrders Array Collection of closed trades. |
| length | integer Total number of closed trades matching the request criteria. |
| success | boolean Indicate if the API request was successful. |
| errors | string Array List of errors with the API call. |
| Example |
{
"trades": [
{
"id": "e1936b18-446b-4d57-95a6-6fd1a420e261",
"symbols": [
{
"value": "string",
"id": "string",
"permtick": "string"
}
],
"entryTime": "2021-11-26T15:18:27.693Z",
"entryPrice": 0,
"direction": 0,
"quantity": 0,
"exitTime": "2021-11-26T15:18:27.693Z",
"exitPrice": 0,
"profitLoss": 0,
"totalFees": 0,
"mae": 0,
"mfe": 0,
"duration": "string",
"endTradeDrawdown": 0,
"isWin": true,
"orderIds": [
"integer"
],
"orders": [
{
"id": 0,
"contingentId": 0,
"brokerId": [
"string"
],
"symbol": {
"value": "string",
"id": "string",
"permtick": "string"
},
"limitPrice": 0,
"stopPrice": 0,
"stopTriggered": true,
"price": 0,
"priceCurrency": "string",
"time": "2021-11-26T15:18:27.693Z",
"createdTime": "2021-11-26T15:18:27.693Z",
"lastFillTime": "2021-11-26T15:18:27.693Z",
"lastUpdateTime": "2021-11-26T15:18:27.693Z",
"canceledTime": "2021-11-26T15:18:27.693Z",
"quantity": 0,
"type": 0,
"status": 0,
"tag": "string",
"securityType": 0,
"direction": 0,
"value": 0,
"orderSubmissionData": {
"bidPrice": 0,
"askPrice": 0,
"lastPrice": 0
},
"isMarketable": true,
"properties": {
"timeInForce":
},
"events": [
{
"algorithmId": "string",
"symbol": "string",
"symbolValue": "string",
"symbolPermtick": "string",
"orderId": 0,
"orderEventId": 0,
"id": "string",
"status": "new",
"orderFeeAmount": 0,
"orderFeeCurrency": "string",
"fillPrice": 0,
"fillPriceCurrency": "string",
"fillQuantity": 0,
"direction": "buy",
"message": "string",
"isAssignment": true,
"stopPrice": 0,
"limitPrice": 0,
"quantity": 0,
"time": 0,
"isInTheMoney": true
}
],
"trailingAmount": 0,
"trailingPercentage": true,
"groupOrderManager": {
"id": 0,
"quantity": 0,
"count": 0,
"limitPrice": 0,
"orderIds": [
"integer"
],
"direction": 0
},
"triggerPrice": 0,
"triggerTouched": true
}
]
}
],
"length": 0,
"success": true,
"errors": [
"string"
]
}
|
ClosedTradeWithOrders Model - Represents a closed trade of a backtest or a live algorithm, with the orders that opened and closed it. | |
|---|---|
| id | string Unique identifier of the closed trade. |
| symbols | Symbol Array The securities involved in the trade. |
| entryTime | string($date-time) The date and time the trade was opened. |
| entryPrice | number The price at which the trade was opened (or the average price if multiple entries). |
| direction | integer Enum Direction of a trade. 0=Long, 1=Short. Options : [0, 1] |
| quantity | number The total unsigned quantity of the trade. |
| exitTime | string($date-time) The date and time the trade was closed. |
| exitPrice | number The price at which the trade was closed (or the average price if multiple exits). |
| profitLoss | number The gross profit/loss of the trade (as account currency). |
| totalFees | number The total fees associated with the trade (always positive value) (as account currency). |
| mae | number The Maximum Adverse Excursion (as account currency). |
| mfe | number The Maximum Favorable Excursion (as account currency). |
| duration | string The duration of the trade. |
| endTradeDrawdown | number The amount of profit given back before the trade was closed. |
| isWin | boolean Whether the trade closed at a profit. |
| orderIds | integer Array Ids of the orders that opened and closed the trade. |
| orders | Order Array The orders that opened and closed the trade. |
| Example |
{
"id": "e1936b18-446b-4d57-95a6-6fd1a420e261",
"symbols": [
{
"value": "string",
"id": "string",
"permtick": "string"
}
],
"entryTime": "2021-11-26T15:18:27.693Z",
"entryPrice": 0,
"direction": 0,
"quantity": 0,
"exitTime": "2021-11-26T15:18:27.693Z",
"exitPrice": 0,
"profitLoss": 0,
"totalFees": 0,
"mae": 0,
"mfe": 0,
"duration": "string",
"endTradeDrawdown": 0,
"isWin": true,
"orderIds": [
"integer"
],
"orders": [
{
"id": 0,
"contingentId": 0,
"brokerId": [
"string"
],
"symbol": {
"value": "string",
"id": "string",
"permtick": "string"
},
"limitPrice": 0,
"stopPrice": 0,
"stopTriggered": true,
"price": 0,
"priceCurrency": "string",
"time": "2021-11-26T15:18:27.693Z",
"createdTime": "2021-11-26T15:18:27.693Z",
"lastFillTime": "2021-11-26T15:18:27.693Z",
"lastUpdateTime": "2021-11-26T15:18:27.693Z",
"canceledTime": "2021-11-26T15:18:27.693Z",
"quantity": 0,
"type": 0,
"status": 0,
"tag": "string",
"securityType": 0,
"direction": 0,
"value": 0,
"orderSubmissionData": {
"bidPrice": 0,
"askPrice": 0,
"lastPrice": 0
},
"isMarketable": true,
"properties": {
"timeInForce":
},
"events": [
{
"algorithmId": "string",
"symbol": "string",
"symbolValue": "string",
"symbolPermtick": "string",
"orderId": 0,
"orderEventId": 0,
"id": "string",
"status": "new",
"orderFeeAmount": 0,
"orderFeeCurrency": "string",
"fillPrice": 0,
"fillPriceCurrency": "string",
"fillQuantity": 0,
"direction": "buy",
"message": "string",
"isAssignment": true,
"stopPrice": 0,
"limitPrice": 0,
"quantity": 0,
"time": 0,
"isInTheMoney": true
}
],
"trailingAmount": 0,
"trailingPercentage": true,
"groupOrderManager": {
"id": 0,
"quantity": 0,
"count": 0,
"limitPrice": 0,
"orderIds": [
"integer"
],
"direction": 0
},
"triggerPrice": 0,
"triggerTouched": true
}
]
}
|
Symbol Model - Represents a unique security identifier. This is made of two components, the unique SID and the Value. The value is the current ticker symbol while the SID is constant over the life of a security. | |
|---|---|
| value | string The current symbol for this ticker. |
| id | string The security identifier for this symbol. |
| permtick | string The ticker at IPO for this security. |
| Example |
{
"value": "string",
"id": "string",
"permtick": "string"
}
|
Order Model - Order struct for placing new trade. | |
|---|---|
| id | integer Order ID. |
| contingentId | integer Order Id to process before processing this order. |
| brokerId | string Array Brokerage Id for this order for when the brokerage splits orders into multiple pieces. |
| symbol | Symbol object Represents a unique security identifier. This is made of two components, the unique SID and the Value. The value is the current ticker symbol while the SID is constant over the life of a security. |
| limitPrice | number Limit price of the Order. |
| stopPrice | number Stop price of the Order. |
| stopTriggered | boolean Indicates if the stop price has been reached, so the limit order has been triggered. |
| price | number Price of the Order. |
| priceCurrency | string Currency for the order price. |
| time | string($date-time) Gets the UTC time the order was created. |
| createdTime | string($date-time) Gets the UTC time this order was created. Alias for Time. |
| lastFillTime | string($date-time) Gets the UTC time the last fill was received, or null if no fills have been received. |
| lastUpdateTime | string($date-time) Gets the UTC time this order was last updated, or null if the order has not been updated. |
| canceledTime | string($date-time) Gets the UTC time this order was canceled, or null if the order was not canceled. |
| quantity | number Number of shares to execute. |
| type | integer Enum Order type. 0=Market, 1=Limit, 2=StopMarket, 3=StopLimit, 4=MarketOnOpen, 5=MarketOnClose, 6=OptionExercise, 7=LimitIfTouched, 8=ComboMarket, 9=ComboLimit, 10=ComboLegLimit, 11=TrailingStop. Options : [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11] |
| status | integer Enum Status of the Order. 0=New, 1=Submitted, 2=PartiallyFilled, 3=Filled, 5=Canceled, 6=None, 7=Invalid, 8=CancelPending, 9=UpdateSubmitted. Options : [0, 1, 2, 3, 5, 6, 7, 8, 9] |
| tag | string Tag the order with some custom data. |
| securityType | integer Enum Type of tradable security / underlying asset. 0=Base, 1=Equity, 2=Option, 3=Commodity, 4=Forex, 5=Future, 6=Cfd, 7=Crypto, 8=FutureOption, 9=Index, 10=IndexOption, 11=CryptoFuture. Options : [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11] |
| direction | integer Enum Order Direction Property based off Quantity. 0=Buy, 1=Sell, 2=Hold. Options : [0, 1, 2] |
| value | number Gets the executed value of this order. If the order has not yet filled, then this will return zero. |
| orderSubmissionData | OrderSubmissionData object Stores time and price information available at the time an order was submitted. |
| isMarketable | boolean Returns true if the order is a marketable order. |
| properties | OrderProperties object Additional properties of the order. |
| events | OrderEvent Array The order events. |
| trailingAmount | number Trailing amount for a trailing stop order. |
| trailingPercentage | boolean Determines whether the trailingAmount is a percentage or an absolute currency value. |
| groupOrderManager | GroupOrderManager object Manager of a group of orders. |
| triggerPrice | number The price which, when touched, will trigger the setting of a limit order at limitPrice. |
| triggerTouched | boolean Whether or not the triggerPrice has been touched. |
| Example |
{
"id": 0,
"contingentId": 0,
"brokerId": [
"string"
],
"symbol": {
"value": "string",
"id": "string",
"permtick": "string"
},
"limitPrice": 0,
"stopPrice": 0,
"stopTriggered": true,
"price": 0,
"priceCurrency": "string",
"time": "2021-11-26T15:18:27.693Z",
"createdTime": "2021-11-26T15:18:27.693Z",
"lastFillTime": "2021-11-26T15:18:27.693Z",
"lastUpdateTime": "2021-11-26T15:18:27.693Z",
"canceledTime": "2021-11-26T15:18:27.693Z",
"quantity": 0,
"type": 0,
"status": 0,
"tag": "string",
"securityType": 0,
"direction": 0,
"value": 0,
"orderSubmissionData": {
"bidPrice": 0,
"askPrice": 0,
"lastPrice": 0
},
"isMarketable": true,
"properties": {
"timeInForce":
},
"events": [
{
"algorithmId": "string",
"symbol": "string",
"symbolValue": "string",
"symbolPermtick": "string",
"orderId": 0,
"orderEventId": 0,
"id": "string",
"status": "new",
"orderFeeAmount": 0,
"orderFeeCurrency": "string",
"fillPrice": 0,
"fillPriceCurrency": "string",
"fillQuantity": 0,
"direction": "buy",
"message": "string",
"isAssignment": true,
"stopPrice": 0,
"limitPrice": 0,
"quantity": 0,
"time": 0,
"isInTheMoney": true
}
],
"trailingAmount": 0,
"trailingPercentage": true,
"groupOrderManager": {
"id": 0,
"quantity": 0,
"count": 0,
"limitPrice": 0,
"orderIds": [
"integer"
],
"direction": 0
},
"triggerPrice": 0,
"triggerTouched": true
}
|
OrderSubmissionData Model - Stores time and price information available at the time an order was submitted. | |
|---|---|
| bidPrice | number The bid price at order submission time. |
| askPrice | number The ask price at order submission time. |
| lastPrice | number The current price at order submission time. |
| Example |
{
"bidPrice": 0,
"askPrice": 0,
"lastPrice": 0
}
|
OrderProperties Model - Additional properties of the order | |
|---|---|
| timeInForce | object Defines the length of time over which an order will continue working before it is cancelled. |
| Example |
{
"timeInForce":
}
|
OrderEvent Model - Change in an order state applied to user algorithm portfolio | |
|---|---|
| algorithmId | string Algorithm Id, BacktestId or DeployId. |
| symbol | string Easy access to the order symbol associated with this event. |
| symbolValue | string The current symbol for this ticker; It is a user friendly symbol representation. |
| symbolPermtick | string The original symbol used to generate this symbol. |
| orderId | integer Id of the order this event comes from. |
| orderEventId | integer The unique order event id for each order. |
| id | string The unique order event Id for each order. |
| status | string Enum Status of the Order. Options : ['new', 'submitted', 'partiallyFilled', 'filled', 'canceled', 'none', 'invalid', 'cancelPending', 'updateSubmitted'] |
| orderFeeAmount | number The fee amount associated with the order. |
| orderFeeCurrency | string The fee currency associated with the order. |
| fillPrice | number Fill price information about the order. |
| fillPriceCurrency | string Currency for the fill price. |
| fillQuantity | number Number of shares of the order that was filled in this event. |
| direction | string Enum Direction of the order. Options : ['buy', 'sell', 'hold'] |
| message | string Any message from the exchange. |
| isAssignment | boolean True if the order event is an assignment. |
| stopPrice | number The current stop price. |
| limitPrice | number The current limit price. |
| quantity | number The current order quantity. |
| time | number The time of this event in unix timestamp. |
| isInTheMoney | boolean True if the order event's option is In-The-Money (ITM). |
| Example |
{
"algorithmId": "string",
"symbol": "string",
"symbolValue": "string",
"symbolPermtick": "string",
"orderId": 0,
"orderEventId": 0,
"id": "string",
"status": "new",
"orderFeeAmount": 0,
"orderFeeCurrency": "string",
"fillPrice": 0,
"fillPriceCurrency": "string",
"fillQuantity": 0,
"direction": "buy",
"message": "string",
"isAssignment": true,
"stopPrice": 0,
"limitPrice": 0,
"quantity": 0,
"time": 0,
"isInTheMoney": true
}
|
OrderDirection Model - Direction of the order. | |
|---|---|
| GroupOrderManager | string Enum Direction of the order. Options : ['buy', 'sell', 'hold'] |
| Example |
{
"GroupOrderManager": "buy"
}
|
GroupOrderManager Model - Manager of a group of orders. | |
|---|---|
| id | integer The unique order group Id. |
| quantity | number The group order quantity. |
| count | integer The total order count associated with this order group. |
| limitPrice | number The limit price associated with this order group if any. |
| orderIds | integer Array The order Ids in this group. |
| direction | integer Order Direction Property based off Quantity. |
| Example |
{
"id": 0,
"quantity": 0,
"count": 0,
"limitPrice": 0,
"orderIds": [
"integer"
],
"direction": 0
}
|
401 Authentication Error
UnauthorizedError Model - Unauthorized response from the API. Key is missing, invalid, or timestamp is too old for hash. | |
|---|---|
| www_authenticate | string Header |
Examples
The following example demonstates creating, reading, updating, deleting, and listing backtests of a project through the cloud API.
from base64 import b64encode
from hashlib import sha256
from time import time
from requests import get, post
BASE_URL = 'https://www.quantconnect.com/api/v2/'
# You need to replace these with your actual credentials.
# You can request your credentials at https://www.quantconnect.com/settings/
# You can find our organization ID at https://www.quantconnect.com/organization/
USER_ID = 0
API_TOKEN = '____'
ORGANIZATION_ID = '____'
def get_headers():
# Get timestamp
timestamp = f'{int(time())}'
time_stamped_token = f'{API_TOKEN}:{timestamp}'.encode('utf-8')
# Get hased API token
hashed_token = sha256(time_stamped_token).hexdigest()
authentication = f'{USER_ID}:{hashed_token}'.encode('utf-8')
authentication = b64encode(authentication).decode('ascii')
# Create headers dictionary.
return {
'Authorization': f'Basic {authentication}',
'Timestamp': timestamp
}
# Authenticate to verify credentials
response = post(f'{BASE_URL}/authenticate', headers = get_headers())
print(response.json())
# --------------------
### Create Backtest
# Define placeholder compilation ID (replace with actual value)
compile_id = "compile_id..."
# Send a POST request to the /backtests/create endpoint to create a backtest
response = post(f'{BASE_URL}/backtests/create', headers=get_headers(), json={
"projectId": project_id, # ID of the project to backtest
"compileId": compile_id, # Compilation ID for the backtest
"backtestName": f"Backtest {int(time())}" # Unique name for the backtest using current timestamp
})
# Parse the JSON response into python managable dict
result = response.json()
# Extract the backtest ID from the response
backtest_id = result['backtest']['backtestId']
# Check if the request was successful and print the result
if result['success']:
print("Backtest Created Successfully:")
print(result)
### Read Backtest Statistics
# Prepare data payload to read backtest statistics
payload = {
"projectId": project_id, # ID of the project
"backtestId": backtest_id # ID of the backtest to read
}
# Send a POST request to the /backtests/read endpoint to get statistics
response = post(f'{BASE_URL}/backtests/read', headers=get_headers(), json=payload)
# Parse the JSON response into python managable dict
result = response.json()
# Check if the request was successful and print the statistics
if result['success']:
print("Backtest Statistics:")
print(result)
### Update Backtest
# Send a POST request to the /backtests/update endpoint to update backtest details
response = post(f'{BASE_URL}/backtests/update', headers=get_headers(), json={
"projectId": project_id, # ID of the project
"backtestId": backtest_id, # ID of the backtest to update
"name": f"Backtest_{backtest_id}", # New name for the backtest
"note": "The new backtest name is awesome!" # Additional note
})
# Parse the JSON response into python managable dict
result = response.json()
# Check if the request was successful and print the result
if result['success']:
print("Backtest Updated Successfully:")
print(result)
### Delete Backtest
# Prepare data payload to delete the backtest
payload = {
"projectId": project_id, # ID of the project
"backtestId": backtest_id # ID of the backtest to delete
}
# Send a POST request to the /backtests/delete endpoint to delete the backtest
response = post(f'{BASE_URL}/backtests/delete', headers=get_headers(), json=payload)
# Parse the JSON response into python managable dict
result = response.json()
# Check if the request was successful and print the result
if result['success']:
print("Backtest Deleted Successfully:")
print(result)
### List Backtests
# Prepare data payload to list backtests with statistics
payload = {
"projectId": project_id, # ID of the project
"includeStatistics": True # Include statistics in the response
}
# Send a POST request to the /backtests/list endpoint to list backtests
response = post(f'{BASE_URL}/backtests/list', headers=get_headers(), json=payload)
# Parse the JSON response into python managable dict
result = response.json()
# Check if the request was successful and print the list
if result['success']:
print("List of Backtests:")
print(result)