File: t_TimeSeries_std.py

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#! /usr/bin/env python

import openturns as ot


dim = 2

# We create an empty series
ts1 = ot.TimeSeries(0, dim)
ts1.setName("Ts1")

# We populate the empty ts
for p in range(3):
    pt = ot.Point(dim)
    for i in range(dim):
        pt[i] = 10.0 * (p + 1) + i
    ts1.add(pt)

print("ts1=", ts1)
print("len=", len(ts1))

# We get the second element of the ts
secondElement = ts1[1]
print("second element=", secondElement)

# We set the third element to a valid new element
newPoint = ot.Point(dim + 1)
for i in range(dim):
    newPoint[i + 1] = 1000.0 * (i + 1)
ts1[2] = newPoint
print("ts1=", ts1)

# We get the values of the second element of the ts
values1 = ts1.getValueAtIndex(1)
print("values of the second element=", values1)

# We set new values for the second element of the ts
newValues = values1 * 2.0
ts1.setValueAtIndex(1, newValues)
values2 = ts1.getValueAtIndex(1)
print("ts1=", ts1)
print("modified values of the second element=", values2, " should be ", newValues)

# We get the values of the second element of the ts
tree = ot.KDTree(ts1.getMesh().getVertices())
values3 = ts1.getValueAtIndex(tree.query([-1.0]))
print("values at t=-1.0 =", values3)
values4 = ts1.getValueAtIndex(tree.query([1.45]))
print("values at t=1.45 =", values4)
values5 = ts1.getValueAtIndex(tree.query([1.54]))
print("values at t=1.54 =", values5)
values6 = ts1.getValueAtIndex(tree.query([14.5]))
print("values at t=14.5 =", values6)

# We set new values for the third element of the ts
ts1.setValueAtIndex(tree.query([1.54]), values6 * -1.0)
print("ts1=", ts1)

ts2 = ot.TimeSeries(10, dim)
print("ts2=", ts2)

# ts2[5] = point2
# print 'ts2=', ts2

try:
    # We get the tenth element of the ts
    # THIS SHOULD NORMALLY FAIL
    tenthElement = ts1.at(9)
except Exception:
    print("Expected failure")

tg1 = ot.RegularGrid(0.0, 0.1, 11)
ts3 = ot.TimeSeries(tg1, dim)
print("ts3=", ts3)

tg2 = ot.RegularGrid(0.0, 0.2, 6)
ts4 = ot.TimeSeries(tg2, dim)
print("ts4=", ts4)

# We append a sample to a time series
ts5 = ot.TimeSeries(3, dim)
ns1 = ot.Sample(3, [99.9] * dim)
print("ts5=", ts5)
ts5.add(ns1)
print("ts5=", ts5)

# We retrieve the values of the time series as a sample
ns2 = ts5.getValues()
print("ns2=", ns2)

# We build a time series from a time grid and a sample
ns3 = ts4.getValues()
ts6 = ot.TimeSeries(tg2, ns3)
print("ts6=", ts6)