---
id: "T:cAlgo.API.Indicators.LinearRegressionSlope"
kind: "interface"
namespace: "cAlgo.API.Indicators"
url: "https://help.ctrader.com/ctrader-algo/references/Indicators/LinearRegressionSlope/"
---

> Documentation index for agents: https://help.ctrader.com/ctrader-algo/llms.txt · machine index: https://help.ctrader.com/ctrader-algo/api.json

# LinearRegressionSlope (interface)

The calculation of the Linear Regression Slope Indicator.

Environments: Desktop supported · CLI supported · Cloud supported.

## Definition

```csharp
public interface LinearRegressionSlope
```

## Remarks

Linear Regression Slope refers to the slope of the Least Squares Line. This slope represents how prices change per unit of time.

## Examples

C#:

```csharp
private LinearRegressionSlope _lrSlope;
protected override void Initialize()
{
    _lrSlope = Indicators.LinearRegressionSlope(Bars.ClosePrices, 14);
}
```

Python:

```python
import clr
clr.AddReference("cAlgo.API")

from cAlgo.API import *

class Test():
    def initialize(self):
        self.linearRegressionSlope = api.Indicators.LinearRegressionSlope(api.Bars.ClosePrices, 14)
```

C#:

```csharp
using cAlgo.API;
using cAlgo.API.Indicators;
using cAlgo.API.Internals;

namespace cAlgo.Robots
{
    // This sample cBot shows how to use the Linear Regression Slope indicator
    public partial class LinearRegressionSlopeSample : Robot
    {
        private double _volumeInUnits;

        private LinearRegressionSlope _linearRegressionSlope;

        private SimpleMovingAverage _simpleMovingAverage;

        private ExponentialMovingAverage _exponentialMovingAverage;

        public Position[] BotPositions
        {
            get
            {
                return Positions.FindAll(Label);
            }
        }

        protected override void OnStart()
        {
            _volumeInUnits = Symbol.QuantityToVolumeInUnits(VolumeInLots);

            _linearRegressionSlope = Indicators.LinearRegressionSlope(Bars.ClosePrices, 20);

            _simpleMovingAverage = Indicators.SimpleMovingAverage(_linearRegressionSlope.Result, 10);

            _exponentialMovingAverage = Indicators.ExponentialMovingAverage(Bars.ClosePrices, 20);
        }

        protected override void OnBar()
        {
            if (Bars.ClosePrices.Last(1) > _exponentialMovingAverage.Result.Last(1) && Bars.ClosePrices.Last(2) <= _exponentialMovingAverage.Result.Last(2))
            {
                ClosePositions(TradeType.Sell);

                if (_linearRegressionSlope.Result.Last(1) > _simpleMovingAverage.Result.Last(1))
                {
                    ExecuteMarketOrder(TradeType.Buy, SymbolName, _volumeInUnits, Label, StopLossInPips, TakeProfitInPips);
                }
            }
            else if (Bars.ClosePrices.Last(1) < _exponentialMovingAverage.Result.Last(1) && Bars.ClosePrices.Last(2) >= _exponentialMovingAverage.Result.Last(2))
            {
                ClosePositions(TradeType.Buy);

                if (_linearRegressionSlope.Result.Last(1) > _simpleMovingAverage.Result.Last(1))
                {
                    ExecuteMarketOrder(TradeType.Sell, SymbolName, _volumeInUnits, Label, StopLossInPips, TakeProfitInPips);
                }
            }
        }

        private void ClosePositions(TradeType tradeType)
        {
            foreach (var position in BotPositions)
            {
                if (position.TradeType != tradeType) continue;

                ClosePosition(position);
            }
        }
    }
}
```

Python:

```python
import clr

clr.AddReference("cAlgo.API")

# Import cAlgo API types
from cAlgo.API import *

# Import trading wrapper functions
from robot_wrapper import *

class LinearRegressionSlopeSample():
    def on_start(self):
        self.volumeInUnits = api.Symbol.QuantityToVolumeInUnits(api.VolumeInLots)
        self.linearRegressionSlope = api.Indicators.LinearRegressionSlope(api.Bars.ClosePrices, 20)
        self.simpleMovingAverage = api.Indicators.SimpleMovingAverage(self.linearRegressionSlope.Result, 10)
        self.exponentialMovingAverage = api.Indicators.ExponentialMovingAverage(api.Bars.ClosePrices, 20)

    def on_bar_closed(self):
        if api.Bars.ClosePrices.Last(0) > self.exponentialMovingAverage.Result.Last(0) and api.Bars.ClosePrices.Last(1) <= self.exponentialMovingAverage.Result.Last(1):
            self.close_positions(TradeType.Sell)
            if self.linearRegressionSlope.Result.Last(0) > self.simpleMovingAverage.Result.Last(0):
                api.ExecuteMarketOrder(TradeType.Buy, api.SymbolName, self.volumeInUnits, api.Label, api.StopLossInPips, api.TakeProfitInPips)
        elif api.Bars.ClosePrices.Last(0) < self.exponentialMovingAverage.Result.Last(0) and api.Bars.ClosePrices.Last(1) >= self.exponentialMovingAverage.Result.Last(1):
            self.close_positions(TradeType.Buy)
            if self.linearRegressionSlope.Result.Last(0) > self.simpleMovingAverage.Result.Last(0):
                api.ExecuteMarketOrder(TradeType.Sell, api.SymbolName, self.volumeInUnits, api.Label, api.StopLossInPips, api.TakeProfitInPips)

    def get_bot_positions(self):
        return api.Positions.FindAll(api.Label)

    def close_positions(self, tradeType):
        for position in self.get_bot_positions():
            if position.TradeType != tradeType:
                continue
            api.ClosePosition(position)
```

config.json:

```json
{
  "AccessRights": "None",
  "TimeZone": "UTC",
  "Parameters": [
    {
      "Name": "VolumeInLots",
      "DisplayName": "Volume (Lots)",
      "Type": "Double",
      "DefaultValue": 0.01
    },
    {
      "Name": "StopLossInPips",
      "DisplayName": "Stop Loss (Pips)",
      "Type": "Double",
      "DefaultValue": 10
    },
    {
      "Name": "TakeProfitInPips",
      "DisplayName": "Take Profit (Pips)",
      "Type": "Double",
      "DefaultValue": 10
    },
    {
      "Name": "Label",
      "Type": "String",
      "DefaultValue": "Sample"
    }
  ]
}
```

## Properties

- `IndicatorDataSeries Result {get;}` — The resulting time series of the calculation of the Linear Regression Slope indicator. [details](https://help.ctrader.com/ctrader-algo/references/Indicators/LinearRegressionSlope/Result/index.md)

## Inherited members

- `ChartIndicator AddToChart()` (from StandardIndicator) [details](https://help.ctrader.com/ctrader-algo/references/General/StandardIndicator/AddToChart/index.md)
- `Symbol Symbol {get;}` (from StandardIndicator) [details](https://help.ctrader.com/ctrader-algo/references/General/StandardIndicator/Symbol/index.md)
- `TimeFrame TimeFrame {get;}` (from StandardIndicator) [details](https://help.ctrader.com/ctrader-algo/references/General/StandardIndicator/TimeFrame/index.md)
- `Bars Bars {get;}` (from StandardIndicator) [details](https://help.ctrader.com/ctrader-algo/references/General/StandardIndicator/Bars/index.md)