private void PublishSentiment(IDictionary <string, TrackingResult[]> retrieve, string type)
{
log.LogInformation("Retrieving sentiment {0}...", type);
if (retrieve == null ||
retrieve.Count == 0)
{
log.LogWarning("Nothing to process - {0}", type);
return;
}
var messages = new List <string>();
foreach (var stock in retrieve)
{
if (stock.Value != null)
{
foreach (var record in stock.Value)
{
if (record.TotalMessages > 0)
{
messages.Add($"{record.GetEmoji()} {stock.Key}: {record.Average:F2}({record.TotalMessages})");
}
}
}
else
{
log.LogWarning("Not found sentiment for {0}", stock);
}
}
var message = new MultiItemMessage($"Average sentiment ({type}):", messages.ToArray());
publisher.PublishMessage(message);
}
protected override Task Execute(CancellationToken token)
{
log.LogInformation("Publishing...");
IFeedMessage message;
if (string.IsNullOrEmpty(config.Image))
{
message = new MultiItemMessage("Test Message", config.Text.Split(' '));
}
else
{
message = new MediaMessage(config.Text, File.ReadAllBytes(config.Image));
}
publisher.PublishMessage(message);
return(Task.CompletedTask);
}
public async Task ProcessMarket(string[] stockItems)
{
log.LogDebug("Processing market");
var sentimentTask = await twitterAnalysis.GetTrackingResults(new SentimentRequest(stockItems.Select(item => $"${item}").ToArray()) { Hours = new[] { 24 } }, CancellationToken.None)
.ConfigureAwait(false);
foreach (string stock in stockItems)
{
log.LogInformation("Processing {0}", stock);
PredictionResult result = await instance().Start(stock).ConfigureAwait(false);
double sellAccuracy = result.Performance.PerClassMatrices[0].Accuracy;
double buyAccuracy = result.Performance.PerClassMatrices[1].Accuracy;
string header = $"${stock} trading signals ({sellAccuracy * 100:F0}%/{buyAccuracy * 100:F0}%)";
var text = new StringBuilder();
if (sentimentTask.TryGetValue($"${stock}", out var sentiment))
{
var sentimentValue = sentiment.First();
text.AppendFormat(
"Average sentiment: {2}{0:F2}({1})\r\n",
sentimentValue.Average,
sentimentValue.TotalMessages,
sentimentValue.GetEmoji());
}
else
{
log.LogWarning("Not found sentiment for {0}", stock);
}
for (int i = 0; i < result.Predictions.Length || i < 2; i++)
{
MarketDirection prediction = result.Predictions[result.Predictions.Length - i - 1];
log.LogInformation("{2}, Predicted T-{0}: {1}\r\n", i, prediction, stock);
string icon = prediction == MarketDirection.Buy ? Emoji.CHART_WITH_UPWARDS_TREND.Unicode : Emoji.CHART_WITH_DOWNWARDS_TREND.Unicode;
text.AppendFormat("T-{0}: {2}{1}\r\n", i, prediction, icon);
}
var message = new MultiItemMessage(header, new[] { text.ToString() });
publisher.PublishMessage(message);
}
}
