from pandas import DataFrame
from pandas import Series
from pandas import concat
from pandas import read_csv
from pandas import datetime
import pandas as pd
from sklearn.metrics import mean_squared_error
from sklearn.preprocessing import MinMaxScaler
from keras.models import Sequential
from keras.layers import Dense
from keras.layers import LSTM
from keras_tqdm import TQDMCallback, TQDMNotebookCallback
import gdax
from time import sleep
from math import sqrt
from matplotlib import pyplot
import numpy
def get_loads(symbol, start=None, end=None, granularity=86400):
""" This was fiddly so I'm not live-coding this one"""
public_client = gdax.PublicClient()
if end is None:
end = pd.to_datetime('now')
if start is None:
start = end-pd.Timedelta(seconds=granularity)
while True:
response = public_client.get_product_historic_rates(
product_id=symbol,
granularity=granularity,
start=start.isoformat(),
end=end.isoformat()
)
if not response:
raise StopIteration()
if not isinstance(response,list):
raise ValueError(response)
for r in response:
yield r
sleep(3)
end = pd.to_datetime(r[0], unit='s')
start = end-pd.Timedelta(seconds=granularity*len(response))
print(f"{start}-{end}")
def get_data():
df = pd.DataFrame(
get_loads('BTC-USD'),
columns=['time','low','high','open','close','volume']
)
df['time'] = pd.to_datetime(df['time'], unit='s')
return df.set_index('time')['close']
# date-time parsing function for loading the dataset
def parser(x):
return datetime.strptime('190'+x, '%Y-%m')
# frame a sequence as a supervised learning problem
def timeseries_to_supervised(data, lag=1):
df = DataFrame(data)
columns = [df.shift(i) for i in range(1, lag+1)]
columns.append(df)
df = concat(columns, axis=1)
df.fillna(0, inplace=True)
return df
# create a differenced series
def difference(dataset, interval=1):
diff = list()
for i in range(interval, len(dataset)):
value = dataset[i] - dataset[i - interval]
diff.append(value)
return Series(diff)
# invert differenced value
def inverse_difference(history, yhat, interval=1):
return yhat + history[-interval]
# scale train and test data to [-1, 1]
def scale(train, test):
# fit scaler
scaler = MinMaxScaler(feature_range=(-1, 1))
scaler = scaler.fit(train)
# transform train
train = train.reshape(train.shape[0], train.shape[1])
train_scaled = scaler.transform(train)
# transform test
test = test.reshape(test.shape[0], test.shape[1])
test_scaled = scaler.transform(test)
return scaler, train_scaled, test_scaled
# inverse scaling for a forecasted value
def invert_scale(scaler, X, value):
new_row = [x for x in X] + [value]
array = numpy.array(new_row)
array = array.reshape(1, len(array))
inverted = scaler.inverse_transform(array)
return inverted[0, -1]
# fit an LSTM network to training data
def fit_lstm(train, batch_size, nb_epoch, neurons):
X, y = train[:, 0:-1], train[:, -1]
X = X.reshape(X.shape[0], 1, X.shape[1])
model = Sequential()
model.add(LSTM(neurons, batch_input_shape=(batch_size, X.shape[1], X.shape[2]), stateful=True))
model.add(Dense(1))
model.compile(loss='mean_squared_error', optimizer='adam')
for i in range(nb_epoch):
model.fit(X, y, epochs=1, batch_size=batch_size, verbose=0, shuffle=False,
callbacks=[TQDMNotebookCallback(leave_inner=False,leave_outer=False)])
model.reset_states()
return model
# make a one-step forecast
def forecast_lstm(model, batch_size, X):
X = X.reshape(1, 1, len(X))
yhat = model.predict(X, batch_size=batch_size)
return yhat[0,0]
# load dataset
#series = read_csv(source_file, header=0, parse_dates=[0], index_col=0, squeeze=True, date_parser=parser)
series = get_data()
split = series.shape[0]//3
# transform data to be stationary
raw_values = series.values
diff_values = difference(raw_values, 1)
# transform data to be supervised learning
supervised = timeseries_to_supervised(diff_values, 1)
supervised_values = supervised.values
# split data into train and test-sets
train, test = supervised_values[0:-split], supervised_values[-split:]
# transform the scale of the data
scaler, train_scaled, test_scaled = scale(train, test)
# fit the model
lstm_model = fit_lstm(train_scaled, 1, 3000, 4)
# forecast the entire training dataset to build up state for forecasting
train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
lstm_model.predict(train_reshaped, batch_size=1)
# walk-forward validation on the test data
predictions = list()
for i in range(len(test_scaled)):
# make one-step forecast
X, y = test_scaled[i, 0:-1], test_scaled[i, -1]
yhat = forecast_lstm(lstm_model, 1, X)
# invert scaling
yhat = invert_scale(scaler, X, yhat)
# invert differencing
yhat = inverse_difference(raw_values, yhat, len(test_scaled)+1-i)
# store forecast
predictions.append(yhat)
expected = raw_values[len(train) + i + 1]
print('Month=%d, Predicted=%f, Expected=%f' % (i+1, yhat, expected))
2016-09-01 00:00:00-2017-06-28 00:00:00 2015-11-06 00:00:00-2016-09-01 00:00:00 2015-01-10 00:00:00-2015-11-06 00:00:00 2014-03-23 00:00:00-2015-01-13 00:00:00 2014-11-21 00:00:00-2014-12-01 00:00:00
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Predicted=381.600027, Expected=409.380000 Month=21, Predicted=407.215899, Expected=418.540000 Month=22, Predicted=416.546021, Expected=375.270000 Month=23, Predicted=374.781438, Expected=384.890000 Month=24, Predicted=383.374401, Expected=378.460000 Month=25, Predicted=377.407838, Expected=388.700000 Month=26, Predicted=387.149283, Expected=357.530000 Month=27, Predicted=357.149885, Expected=430.030000 Month=28, Predicted=426.793993, Expected=432.770000 Month=29, Predicted=430.739357, Expected=434.010000 Month=30, Predicted=431.861754, Expected=449.190000 Month=31, Predicted=446.697704, Expected=449.990000 Month=32, Predicted=447.804693, Expected=450.380000 Month=33, Predicted=448.253435, Expected=454.440000 Month=34, Predicted=452.283470, Expected=459.070000 Month=35, Predicted=456.913034, Expected=430.870000 Month=36, Predicted=429.754538, Expected=433.340000 Month=37, Predicted=431.711951, Expected=433.850000 Month=38, Predicted=432.341179, Expected=431.910000 Month=39, Predicted=430.463449, Expected=435.400000 Month=40, Predicted=433.824827, Expected=435.660000 Month=41, Predicted=434.150902, Expected=430.350000 Month=42, Predicted=429.016177, Expected=427.950000 Month=43, Predicted=426.611857, Expected=433.890000 Month=44, Predicted=432.337539, Expected=421.940000 Month=45, Predicted=420.869724, Expected=424.720000 Month=46, Predicted=423.340991, Expected=419.410000 Month=47, Predicted=418.268258, Expected=455.840000 Month=48, Predicted=453.435341, Expected=455.740000 Month=49, Predicted=453.975361, Expected=442.430000 Month=50, Predicted=441.036563, Expected=433.920000 Month=51, Predicted=432.628232, Expected=436.810000 Month=52, Predicted=435.327062, Expected=442.220000 Month=53, Predicted=440.632817, Expected=461.290000 Month=54, Predicted=459.188882, Expected=463.170000 Month=55, Predicted=461.344836, Expected=455.500000 Month=56, Predicted=453.950036, Expected=453.970000 Month=57, Predicted=452.384680, Expected=464.270000 Month=58, Predicted=462.379950, Expected=444.010000 Month=59, Predicted=442.963506, Expected=433.830000 Month=60, Predicted=432.754968, Expected=436.870000 Month=61, Predicted=435.575497, Expected=452.950000 Month=62, Predicted=451.194637, Expected=415.680000 Month=63, Predicted=415.359578, Expected=418.390000 Month=64, Predicted=417.293920, Expected=418.940000 Month=65, Predicted=417.931796, Expected=394.730000 Month=66, Predicted=394.419884, Expected=387.550000 Month=67, Predicted=386.998613, Expected=387.990000 Month=68, Predicted=387.285376, Expected=363.980000 Month=69, Predicted=363.960979, Expected=361.770000 Month=70, Predicted=361.314614, Expected=360.000000 Month=71, Predicted=359.519999, Expected=362.680000 Month=72, Predicted=361.975297, Expected=376.860000 Month=73, Predicted=375.670575, Expected=372.240000 Month=74, Predicted=371.360418, Expected=357.240000 Month=75, Predicted=356.671252, Expected=358.190000 Month=76, Predicted=357.300469, Expected=352.570000 Month=77, Predicted=351.845042, Expected=328.980000 Month=78, Predicted=328.829384, Expected=321.000000 Month=79, Predicted=320.634868, Expected=323.000000 Month=80, Predicted=322.395460, Expected=323.710000 Month=81, Predicted=323.026225, Expected=327.000000 Month=82, Predicted=326.130288, Expected=322.390000 Month=83, Predicted=321.647404, Expected=326.410000 Month=84, Predicted=325.389706, Expected=335.490000 Month=85, Predicted=334.208339, Expected=336.490000 Month=86, Predicted=335.276238, Expected=332.890000 Month=87, Predicted=331.760744, Expected=322.930000 Month=88, Predicted=322.033731, Expected=334.710000 Month=89, Predicted=333.253302, Expected=338.070000 Month=90, Predicted=336.701613, Expected=336.490000 Month=91, Predicted=335.180316, Expected=313.200000 Month=92, Predicted=312.591258, Expected=337.140000 Month=93, Predicted=335.364105, Expected=379.530000 Month=94, Predicted=376.854422, Expected=373.830000 Month=95, Predicted=371.998573, Expected=384.810000 Month=96, Predicted=382.513788, Expected=374.090000 Month=97, Predicted=372.424335, Expected=387.210000 Month=98, Predicted=384.981925, Expected=410.000000 Month=99, Predicted=407.364257, Expected=404.100000 Month=100, Predicted=402.074866, Expected=365.210000 Month=101, Predicted=364.366844, Expected=329.460000 Month=102, Predicted=329.161973, Expected=314.850000 Month=103, Predicted=314.473413, Expected=329.110000 Month=104, Predicted=328.034730, Expected=316.080000 Month=105, Predicted=315.599088, Expected=304.090000 Month=106, Predicted=303.652094, Expected=295.610000 Month=107, Predicted=295.196867, Expected=287.100000 Month=108, Predicted=286.740734, Expected=284.970000 Month=109, Predicted=284.451591, Expected=284.290000 Month=110, Predicted=283.676819, Expected=278.760000 Month=111, Predicted=278.219117, Expected=275.840000 Month=112, Predicted=275.212114, Expected=268.770000 Month=113, Predicted=268.245289, Expected=271.140000 Month=114, Predicted=270.342229, Expected=265.170000 Month=115, Predicted=264.538665, Expected=265.000000 Month=116, Predicted=264.189228, Expected=272.870000 Month=117, Predicted=271.756440, Expected=263.430000 Month=118, Predicted=262.686532, Expected=254.990000 Month=119, Predicted=254.281967, Expected=253.270000 Month=120, Predicted=252.443413, Expected=250.990000 Month=121, Predicted=250.159251, Expected=246.390000 Month=122, Predicted=245.605468, Expected=249.020000 Month=123, Predicted=248.020674, Expected=246.070000 Month=124, Predicted=245.163227, Expected=244.350000 Month=125, Predicted=243.388488, Expected=242.940000 Month=126, Predicted=241.955776, Expected=244.000000 Month=127, Predicted=242.915891, Expected=246.640000 Month=128, Predicted=245.453032, Expected=240.950000 Month=129, Predicted=239.950476, Expected=239.870000 Month=130, Predicted=238.771304, Expected=239.920000 Month=131, Predicted=238.784561, Expected=238.280000 Month=132, Predicted=237.165330, Expected=238.340000 Month=133, Predicted=237.166549, Expected=237.140000 Month=134, Predicted=235.982522, Expected=236.890000 Month=135, Predicted=235.693955, Expected=239.990000 Month=136, Predicted=238.671913, Expected=233.580000 Month=137, Predicted=232.497635, Expected=234.690000 Month=138, Predicted=233.437790, Expected=235.890000 Month=139, Predicted=234.615752, Expected=235.270000 Month=140, Predicted=234.011131, Expected=230.260000 Month=141, Predicted=229.131933, Expected=231.280000 Month=142, Predicted=230.019743, Expected=227.310000 Month=143, Predicted=226.185064, Expected=232.240000 Month=144, Predicted=230.867016, Expected=232.880000 Month=145, Predicted=231.563340, Expected=233.780000 Month=146, Predicted=232.419580, Expected=233.340000 Month=147, Predicted=232.002649, Expected=229.730000 Month=148, Predicted=228.490791, Expected=230.600000 Month=149, Predicted=229.265860, Expected=231.010000 Month=150, Predicted=229.676375, Expected=230.820000 Month=151, Predicted=229.486573, Expected=236.500000 Month=152, Predicted=234.976910, Expected=240.900000 Month=153, Predicted=239.332437, Expected=238.520000 Month=154, Predicted=237.094615, Expected=238.750000 Month=155, Predicted=237.279429, Expected=244.140000 Month=156, Predicted=242.519086, Expected=241.310000 Month=157, Predicted=239.878036, Expected=241.290000 Month=158, Predicted=239.810590, Expected=236.010000 Month=159, Predicted=234.716646, Expected=231.390000 Month=160, Predicted=230.155032, Expected=227.250000 Month=161, Predicted=226.075716, Expected=229.970000 Month=162, Predicted=228.634948, Expected=228.220000 Month=163, Predicted=226.979284, Expected=230.750000 Month=164, Predicted=229.377927, Expected=229.390000 Month=165, Predicted=228.098945, Expected=230.610000 Month=166, Predicted=229.241336, Expected=231.550000 Month=167, Predicted=230.170079, Expected=225.800000 Month=168, Predicted=224.608553, Expected=226.810000 Month=169, Predicted=225.480497, Expected=223.730000 Month=170, Predicted=222.518497, Expected=211.160000 Month=171, Predicted=210.274631, Expected=229.210000 Month=172, Predicted=227.529392, Expected=231.150000 Month=173, Predicted=229.722277, Expected=232.850000 Month=174, Predicted=231.348036, Expected=235.560000 Month=175, Predicted=234.013207, Expected=227.340000 Month=176, Predicted=226.103367, Expected=221.990000 Month=177, Predicted=220.782936, Expected=257.310000 Month=178, Predicted=254.917114, Expected=259.200000 Month=179, Predicted=257.361161, Expected=262.460000 Month=180, Predicted=260.508195, Expected=266.170000 Month=181, Predicted=264.224497, Expected=264.670000 Month=182, Predicted=262.879360, Expected=266.940000 Month=183, Predicted=265.097316, Expected=271.990000 Month=184, Predicted=270.078070, Expected=265.150000 Month=185, Predicted=263.579940, Expected=267.630000 Month=186, Predicted=265.896794, Expected=262.020000 Month=187, Predicted=260.558427, Expected=279.940000 Month=188, Predicted=277.833848, Expected=279.650000 Month=189, Predicted=277.900899, Expected=282.770000 Month=190, Predicted=280.913403, Expected=285.510000 Month=191, Predicted=283.674847, Expected=280.950000 Month=192, Predicted=279.340501, Expected=282.620000 Month=193, Predicted=280.915491, Expected=281.530000 Month=194, Predicted=279.932709, Expected=285.190000 Month=195, Predicted=283.479862, Expected=288.490000 Month=196, Predicted=286.767932, Expected=290.190000 Month=197, Predicted=288.489177, Expected=295.760000 Month=198, Predicted=293.937016, Expected=294.210000 Month=199, Predicted=292.561300, Expected=293.890000 Month=200, Predicted=292.247206, Expected=289.700000 Month=201, Predicted=288.221383, Expected=289.120000 Month=202, Predicted=287.611338, Expected=277.390000 Month=203, Predicted=276.268156, Expected=277.890000 Month=204, Predicted=276.555900, Expected=277.320000 Month=205, Predicted=276.033266, Expected=280.000000 Month=206, Predicted=278.600815, Expected=275.610000 Month=207, Predicted=274.389460, Expected=277.710000 Month=208, Predicted=276.333805, Expected=280.580000 Month=209, Predicted=279.152435, Expected=279.380000 Month=210, Predicted=278.026160, Expected=285.700000 Month=211, Predicted=284.119198, Expected=287.510000 Month=212, Predicted=285.985760, Expected=293.080000 Month=213, Predicted=291.403713, Expected=312.160000 Month=214, Predicted=309.990786, Expected=294.230000 Month=215, Predicted=292.971012, Expected=286.670000 Month=216, Predicted=285.339586, Expected=269.750000 Month=217, Predicted=268.894953, Expected=270.970000 Month=218, Predicted=269.784975, Expected=266.180000 Month=219, Predicted=265.179049, Expected=269.940000 Month=220, Predicted=268.695559, Expected=271.740000 Month=221, Predicted=270.486997, Expected=260.640000 Month=222, Predicted=259.732553, Expected=256.950000 Month=223, Predicted=255.942826, Expected=254.850000 Month=224, Predicted=253.839655, Expected=259.020000 Month=225, Predicted=257.806832, Expected=263.820000 Month=226, Predicted=262.496047, Expected=257.540000 Month=227, Predicted=256.460489, Expected=249.110000 Month=228, Predicted=248.160498, Expected=251.590000 Month=229, Predicted=250.409216, Expected=243.000000 Month=230, Predicted=242.116692, Expected=242.440000 Month=231, Predicted=241.383082, Expected=240.040000 Month=232, Predicted=239.033857, Expected=244.520000 Month=233, Predicted=243.289471, Expected=247.500000 Month=234, Predicted=246.224483, Expected=244.660000 Month=235, Predicted=243.488094, Expected=246.130000 Month=236, Predicted=244.839976, Expected=246.330000 Month=237, Predicted=245.049410, Expected=249.270000 Month=238, Predicted=247.880249, Expected=250.250000 Month=239, Predicted=248.869722, Expected=251.910000 Month=240, Predicted=250.481405, Expected=236.990000 Month=241, Predicted=236.058375, Expected=233.600000 Month=242, Predicted=232.507408, Expected=233.470000 Month=243, Predicted=232.336741, Expected=229.470000 Month=244, Predicted=228.430720, Expected=229.690000 Month=245, Predicted=228.545127, Expected=228.730000 Month=246, Predicted=227.598366, Expected=229.180000 Month=247, Predicted=227.986453, Expected=229.100000 Month=248, Predicted=227.893650, Expected=223.890000 Month=249, Predicted=222.822181, Expected=225.480000 Month=250, Predicted=224.250541, Expected=224.970000 Month=251, Predicted=223.771775, Expected=224.570000 Month=252, Predicted=223.346883, Expected=225.860000 Month=253, Predicted=224.572275, Expected=225.850000 Month=254, Predicted=224.567903, Expected=223.560000 Month=255, Predicted=222.332761, Expected=230.210000 Month=256, Predicted=228.721711, Expected=233.550000 Month=257, Predicted=232.065120, Expected=236.890000 Month=258, Predicted=235.338688, Expected=237.340000 Month=259, Predicted=235.834192, Expected=237.350000 Month=260, Predicted=235.855805, Expected=236.790000 Month=261, Predicted=235.325652, Expected=237.430000 Month=262, Predicted=235.945833, Expected=240.820000 Month=263, Predicted=239.249702, Expected=239.360000 Month=264, Predicted=237.901756, Expected=240.450000 Month=265, Predicted=238.936423, Expected=235.770000 Month=266, Predicted=234.438595, Expected=234.540000 Month=267, Predicted=233.171019, Expected=232.590000 Month=268, Predicted=231.274727, Expected=234.040000 Month=269, Predicted=232.642995, Expected=237.120000 Month=270, Predicted=235.650777, Expected=236.730000 Month=271, Predicted=235.319915, Expected=237.820000 Month=272, Predicted=236.364769, Expected=237.460000 Month=273, Predicted=236.040561, Expected=236.320000 Month=274, Predicted=234.931121, Expected=242.030000 Month=275, Predicted=240.445829, Expected=242.860000 Month=276, Predicted=241.353795, Expected=241.570000 Month=277, Predicted=240.114372, Expected=242.500000 Month=278, Predicted=241.004933, Expected=244.540000 Month=279, Predicted=243.008467, Expected=237.990000 Month=280, Predicted=236.706952, Expected=230.000000 Month=281, Predicted=228.859963, Expected=236.760000 Month=282, Predicted=235.282651, Expected=239.750000 Month=283, Predicted=238.298732, Expected=240.780000 Month=284, Predicted=239.323976, Expected=235.940000 Month=285, Predicted=234.654336, Expected=233.140000 Month=286, Predicted=231.860282, Expected=236.810000 Month=287, Predicted=235.374310, Expected=225.600000 Month=288, Predicted=224.578596, Expected=225.640000 Month=289, Predicted=224.405983, Expected=227.580000 Month=290, Predicted=226.296318, Expected=221.270000 Month=291, Predicted=220.192906, Expected=227.050000 Month=292, Predicted=225.660804, Expected=231.510000 Month=293, Predicted=230.076173, Expected=235.990000 Month=294, Predicted=234.463343, Expected=233.980000 Month=295, Predicted=232.586404, Expected=235.890000 Month=296, Predicted=234.398104, Expected=225.370000 Month=297, Predicted=224.255212, Expected=224.030000 Month=298, Predicted=222.771250, Expected=224.020000 Month=299, Predicted=222.754273, Expected=223.620000 Month=300, Predicted=222.349240, Expected=229.450000 Month=301, Predicted=227.975109, Expected=224.350000 Month=302, Predicted=223.127200, Expected=221.050000 Month=303, Predicted=219.824545, Expected=225.730000 Month=304, Predicted=224.306399, Expected=237.550000 Month=305, Predicted=235.827377, Expected=237.910000 Month=306, Predicted=236.365625, Expected=236.780000 Month=307, Predicted=235.266740, Expected=244.740000 Month=308, Predicted=242.978136, Expected=246.580000 Month=309, Predicted=244.916000, Expected=254.270000 Month=310, Predicted=252.400521, Expected=256.850000 Month=311, Predicted=255.061143, Expected=261.470000 Month=312, Predicted=259.599055, Expected=254.360000 Month=313, Predicted=252.832193, Expected=254.840000 Month=314, Predicted=253.203706, Expected=254.390000 Month=315, Predicted=252.823507, Expected=247.870000 Month=316, Predicted=246.519014, Expected=245.500000 Month=317, Predicted=244.130068, Expected=248.780000 Month=318, Predicted=247.286757, Expected=243.690000 Month=319, Predicted=242.417535, Expected=253.520000 Month=320, Predicted=251.843316, Expected=247.810000 Month=321, Predicted=246.497819, Expected=249.880000 Month=322, Predicted=248.385726, Expected=246.880000 Month=323, Predicted=245.540390, Expected=246.150000 Month=324, Predicted=244.776183, Expected=267.530000 Month=325, Predicted=265.479023, Expected=269.450000 Month=326, Predicted=267.711522, Expected=261.900000 Month=327, Predicted=260.414763, Expected=263.310000 Month=328, Predicted=261.691583, Expected=263.050000 Month=329, Predicted=261.504277, Expected=258.500000 Month=330, Predicted=257.105572, Expected=286.740000 Month=331, Predicted=284.394718, Expected=292.370000 Month=332, Predicted=290.359255, Expected=288.000000 Month=333, Predicted=286.207497, Expected=283.950000 Month=334, Predicted=282.272642, Expected=284.000000 Month=335, Predicted=282.310394, Expected=296.050000 Month=336, Predicted=294.024193, Expected=296.990000 Month=337, Predicted=295.174626, Expected=293.470000 Month=338, Predicted=291.799975, Expected=290.190000 Month=339, Predicted=288.611339, Expected=275.500000 Month=340, Predicted=274.370903, Expected=276.890000 Month=341, Predicted=275.487724, Expected=273.230000 Month=342, Predicted=271.999273, Expected=276.860000 Month=343, Predicted=275.433902, Expected=273.370000 Month=344, Predicted=272.119018, Expected=283.270000 Month=345, Predicted=281.629822, Expected=276.700000 Month=346, Predicted=275.444460, Expected=260.240000 Month=347, Predicted=259.368940, Expected=255.590000 Month=348, Predicted=254.594480, Expected=254.420000 Month=349, Predicted=253.386586, Expected=237.110000 Month=350, Predicted=236.566977, Expected=238.190000 Month=351, Predicted=237.270385, Expected=239.870000 Month=352, Predicted=238.899728, Expected=239.490000 Month=353, Predicted=238.492815, Expected=236.830000 Month=354, Predicted=235.860917, Expected=245.990000 Month=355, Predicted=244.645713, Expected=245.340000 Month=356, Predicted=244.143519, Expected=240.900000 Month=357, Predicted=239.785727, Expected=237.490000 Month=358, Predicted=236.393643, Expected=244.820000 Month=359, Predicted=243.419507, Expected=234.680000 Month=360, Predicted=233.708381, Expected=235.540000 Month=361, Predicted=234.329012, Expected=256.660000 Month=362, Predicted=254.803681, Expected=236.490000 Month=363, Predicted=235.611013, Expected=223.210000 Month=364, Predicted=222.354319, Expected=219.810000 Month=365, Predicted=218.872469, Expected=220.870000 Month=366, Predicted=219.819384, Expected=221.100000 Month=367, Predicted=220.019775, Expected=223.990000 Month=368, Predicted=222.780320, Expected=229.000000 Month=369, Predicted=227.650203, Expected=223.200000 Month=370, Predicted=222.089611, Expected=216.760000 Month=371, Predicted=215.726071, Expected=227.110000 Month=372, Predicted=225.634038, Expected=228.580000 Month=373, Predicted=227.223861, Expected=237.830000 Month=374, Predicted=236.169052, Expected=228.990000 Month=375, Predicted=227.769618, Expected=218.450000 Month=376, Predicted=217.394667, Expected=229.070000 Month=377, Predicted=227.519600, Expected=235.030000 Month=378, Predicted=233.478966, Expected=236.090000 Month=379, Predicted=234.575670, Expected=263.650000 Month=380, Predicted=261.286564, Expected=274.480000 Month=381, Predicted=272.267185, Expected=254.530000 Month=382, Predicted=253.129904, Expected=240.000000 Month=383, Predicted=238.769511, Expected=235.000000 Month=384, Predicted=233.758928, Expected=226.320000 Month=385, Predicted=225.291819, Expected=225.510000 Month=386, Predicted=224.349946, Expected=218.000000 Month=387, Predicted=217.057672, Expected=225.510000 Month=388, Predicted=224.170350, Expected=184.000000 Month=389, Predicted=184.089267, Expected=199.460000 Month=390, Predicted=198.279454, Expected=204.220000 Month=391, Predicted=203.191462, Expected=120.000000 Month=392, Predicted=121.598251, Expected=260.000000 Month=393, Predicted=255.717614, Expected=288.990000 Month=394, Predicted=286.240776, Expected=340.000000 Month=395, Predicted=335.815993, Expected=350.000000 Month=396, Predicted=346.516935, Expected=360.500000 Month=397, Predicted=356.953436, Expected=375.000000 Month=398, Predicted=371.393743, Expected=378.000000 Month=399, Predicted=374.740092, Expected=377.100000 Month=400, Predicted=374.108316, Expected=378.000000 Month=401, Predicted=375.161434, Expected=378.000000 Month=402, Predicted=375.352802, Expected=370.000000
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-6-0aacdae2d131> in <module>() 166 167 # report performance --> 168 rmse = sqrt(mean_squared_error(raw_values[-12:], predictions)) 169 print('Test RMSE: %.3f' % rmse) 170 # line plot of observed vs predicted ~/anaconda3/envs/bash/lib/python3.6/site-packages/sklearn/metrics/regression.py in mean_squared_error(y_true, y_pred, sample_weight, multioutput) 236 """ 237 y_type, y_true, y_pred, multioutput = _check_reg_targets( --> 238 y_true, y_pred, multioutput) 239 output_errors = np.average((y_true - y_pred) ** 2, axis=0, 240 weights=sample_weight) ~/anaconda3/envs/bash/lib/python3.6/site-packages/sklearn/metrics/regression.py in _check_reg_targets(y_true, y_pred, multioutput) 73 74 """ ---> 75 check_consistent_length(y_true, y_pred) 76 y_true = check_array(y_true, ensure_2d=False) 77 y_pred = check_array(y_pred, ensure_2d=False) ~/anaconda3/envs/bash/lib/python3.6/site-packages/sklearn/utils/validation.py in check_consistent_length(*arrays) 202 if len(uniques) > 1: 203 raise ValueError("Found input variables with inconsistent numbers of" --> 204 " samples: %r" % [int(l) for l in lengths]) 205 206 ValueError: Found input variables with inconsistent numbers of samples: [12, 402]
# report performance
rmse = sqrt(mean_squared_error(raw_values[-split:], predictions))
print('Test RMSE: %.3f' % rmse)
# line plot of observed vs predicted
%matplotlib nbagg
pyplot.plot(raw_values[-split:])
pyplot.plot(predictions)
pyplot.show()
Test RMSE: 13.408
lstm_model.save('lstm_1_3000_4.h5')