static void Main(string[] args)
{
Console.WriteLine("Hello World!");
PrimitiveDataFrameColumn <DateTime> createdDate = new PrimitiveDataFrameColumn <DateTime>("CreatedDate");
PrimitiveDataFrameColumn <float> temp = new PrimitiveDataFrameColumn <float>("Temp");
PrimitiveDataFrameColumn <bool> status = new PrimitiveDataFrameColumn <bool>("Status", 10);
StringDataFrameColumn deviceName = new StringDataFrameColumn("DeviceName", 10);
StringDataFrameColumn actions = new StringDataFrameColumn("Actions", 10);
StringDataFrameColumn factory = new StringDataFrameColumn("Factory", 10);
Random rnd = new Random(Environment.TickCount);
Enumerable.Range(1, 10).ToList().ForEach(x => { createdDate.Append(DateTime.Now.AddDays(x)); temp.Append(rnd.Next(25, 50)); deviceName[x - 1] = $"device-{x}"; factory[x - 1] = $"factory-{rnd.Next(1, 3)}"; });
var df = new DataFrame(createdDate, deviceName, factory, temp, status, actions);
df.Info();
for (int row = 0; row < temp.Length; row++)
{
status[row] = temp[row] <= 30;
}
for (int row = 0; row < status.Length; row++)
{
if (!status[row].Value)
{
df[row, 5] = "device perlu di reset";
}
}
df["Actions"].FillNulls("-", inPlace: true);
DataTable dt = new DataTable("data sensor");
foreach (var dc in df.Columns)
{
dt.Columns.Add(dc.Name.Replace(" ", "").Trim());
}
dt.AcceptChanges();
for (long i = 0; i < df.Rows.Count; i++)
{
DataFrameRow row = df.Rows[i];
var newRow = dt.NewRow();
var cols = 0;
foreach (var cell in row)
{
newRow[cols] = cell.ToString();
cols++;
}
dt.Rows.Add(newRow);
}
dt.AcceptChanges();
/*
* Formatter<DataTable>.Register((df, writer) =>
* {
* var headers = new List<IHtmlContent>();
* headers.Add(th(i("index")));
* foreach (DataColumn dc in df.Columns)
* {
* headers.Add((IHtmlContent)th(dc.ColumnName));
* }
*
* var rows = new List<List<IHtmlContent>>();
* var take = 20;
* for (var i = 0; i < Math.Min(take, df.Rows.Count); i++)
* {
* var cells = new List<IHtmlContent>();
* cells.Add(td(i));
* DataRow obj = df.Rows[i];
*
* for (int x = 0; x < df.Columns.Count;x++)
* {
* cells.Add(td(obj[x].ToString()));
* }
*
*
* rows.Add(cells);
* }
*
* var t = table(
* thead(
* headers),
* tbody(
* rows.Select(
* r => tr(r))));
*
* writer.Write(t);
* }, "text/html");
*/
PrimitiveDataFrameColumn <bool> boolFilter = df["Actions"].ElementwiseNotEquals("-");
DataFrame filtered = df.Filter(boolFilter);
GroupBy groupBy = df.GroupBy("Factory");
DataFrame groupCounts = groupBy.Count();
DataFrame tempGroupAvg = groupBy.Mean("Temp");
var lineChart = Chart.Line(df.Rows.Select(g => new Tuple <DateTime, float>(Convert.ToDateTime(g[0]), Convert.ToSingle(g[3]))));
lineChart.WithTitle("Temperature per Date");
//display(lineChart);
}