From a08e67df84cb8e36d204b0dd1d0dd57c28c8674a Mon Sep 17 00:00:00 2001 From: Kraft_ Date: Fri, 5 Jun 2020 18:12:05 +0200 Subject: [PATCH 01/16] init L6 --- simulator.py | 10 ++++++++++ 1 file changed, 10 insertions(+) create mode 100644 simulator.py diff --git a/simulator.py b/simulator.py new file mode 100644 index 00000000..dc6ed4a2 --- /dev/null +++ b/simulator.py @@ -0,0 +1,10 @@ +#fetch data +#parse data +#implement knn +#knn to detect fall or rise - look for similiar opens/closes/volumes +#knn to detect how much - look for similiar probabilities +#plot results + +#knn references: +#https://machinelearningmastery.com/tutorial-to-implement-k-nearest-neighbors-in-python-from-scratch/ +#https://github.com/sammanthp007/Stock-Price-Prediction-Using-KNN-Algorithm \ No newline at end of file From 91898e2f8bd03b43a26bf72045441444fc74dcc6 Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sat, 6 Jun 2020 12:55:03 +0200 Subject: [PATCH 02/16] fetching added --- simulator.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/simulator.py b/simulator.py index dc6ed4a2..ae43a78b 100644 --- a/simulator.py +++ b/simulator.py @@ -1,4 +1,4 @@ -#fetch data +#fetch data - DONE #parse data #implement knn #knn to detect fall or rise - look for similiar opens/closes/volumes @@ -7,4 +7,12 @@ #knn references: #https://machinelearningmastery.com/tutorial-to-implement-k-nearest-neighbors-in-python-from-scratch/ -#https://github.com/sammanthp007/Stock-Price-Prediction-Using-KNN-Algorithm \ No newline at end of file +#https://github.com/sammanthp007/Stock-Price-Prediction-Using-KNN-Algorithm + +import requests as req + +def fetch_data(currency, startTime, endTime, step, limit): + data = req.get("https://www.bitstamp.net/api/v2/ohlc/{0}/".format(currency), params={'start': startTime, 'end': endTime, 'step': step, 'limit': limit}) + return data.json() + +print(fetch_data("btcusd", 1591040415, 1591440415, 259200, 1000)) \ No newline at end of file From 55956d6825033cbe7541468d13fec7db0d43a7b2 Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sat, 6 Jun 2020 23:23:12 +0200 Subject: [PATCH 03/16] parser added --- simulator.py | 19 ++++++++++++++++--- 1 file changed, 16 insertions(+), 3 deletions(-) diff --git a/simulator.py b/simulator.py index ae43a78b..9f0d40dc 100644 --- a/simulator.py +++ b/simulator.py @@ -1,5 +1,5 @@ #fetch data - DONE -#parse data +#parse data - DONE #implement knn #knn to detect fall or rise - look for similiar opens/closes/volumes #knn to detect how much - look for similiar probabilities @@ -13,6 +13,19 @@ def fetch_data(currency, startTime, endTime, step, limit): data = req.get("https://www.bitstamp.net/api/v2/ohlc/{0}/".format(currency), params={'start': startTime, 'end': endTime, 'step': step, 'limit': limit}) - return data.json() + return data.json()['data']['ohlc'] -print(fetch_data("btcusd", 1591040415, 1591440415, 259200, 1000)) \ No newline at end of file +def parse_data(rawData): + output = [] + for d in rawData: + entry = {} + entry['timestamp'] = d['timestamp'] + entry['diff'] = float(d['close'])-float(d['open']) + entry['volume'] = d['volume'] + output.append(entry) + return output + +data = fetch_data("btcusd", 1591040415, 1591440415, 86400, 50) +parsed = parse_data(data) +for p in parsed: + print(p) From 1aac387106f785b0a99d338aff2d443aa7eb0302 Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 11:40:57 +0200 Subject: [PATCH 04/16] plotter base --- simulator.py | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/simulator.py b/simulator.py index 9f0d40dc..f3d5e201 100644 --- a/simulator.py +++ b/simulator.py @@ -10,6 +10,7 @@ #https://github.com/sammanthp007/Stock-Price-Prediction-Using-KNN-Algorithm import requests as req +import matplotlib.pyplot as plot def fetch_data(currency, startTime, endTime, step, limit): data = req.get("https://www.bitstamp.net/api/v2/ohlc/{0}/".format(currency), params={'start': startTime, 'end': endTime, 'step': step, 'limit': limit}) @@ -25,7 +26,17 @@ def parse_data(rawData): output.append(entry) return output +def plotter(data): + timestamps = [] + difs = [] + for d in data: + timestamps.append(d['timestamp']) + difs.append(d['diff']) + + plot.plot(timestamps, difs) + plot.show() data = fetch_data("btcusd", 1591040415, 1591440415, 86400, 50) parsed = parse_data(data) for p in parsed: print(p) +plotter(parsed) \ No newline at end of file From f005faf50e2364c57f99713f4027553b6b9ea737 Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 12:09:38 +0200 Subject: [PATCH 05/16] updated parser, added distance func --- simulator.py | 45 ++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 40 insertions(+), 5 deletions(-) diff --git a/simulator.py b/simulator.py index f3d5e201..c822051a 100644 --- a/simulator.py +++ b/simulator.py @@ -14,18 +14,52 @@ def fetch_data(currency, startTime, endTime, step, limit): data = req.get("https://www.bitstamp.net/api/v2/ohlc/{0}/".format(currency), params={'start': startTime, 'end': endTime, 'step': step, 'limit': limit}) - return data.json()['data']['ohlc'] - + return data.json() +# RAW DATA +#pair Trading pair +#high Price high +#timestamp Unix timestamp date and time +#volume Volume +#low Price low +#close Closing price +#open Opening price def parse_data(rawData): + rawData = rawData['data']['ohlc'] output = [] for d in rawData: entry = {} - entry['timestamp'] = d['timestamp'] - entry['diff'] = float(d['close'])-float(d['open']) - entry['volume'] = d['volume'] + entry['timestamp'] = int(d['timestamp']) + entry['close'] = float(d['close']) + entry['open'] = float(d['open']) + entry['volume'] = float(d['volume']) + entry['low'] = float(d['low']) + entry['high'] = float(d['high']) output.append(entry) return output +def nearest_neighbours(data): + pass + +def distance(dataRow1, dataRow2): + dist = 0.0 + dist+=(dataRow1['timestamp'] - dataRow2['timestamp'])**2 + dist+=(dataRow1['close'] - dataRow2['close'])**2 + dist+=(dataRow1['open'] - dataRow2['open'])**2 + dist+=(dataRow1['volume'] - dataRow2['volume'])**2 + dist+=(dataRow1['low'] - dataRow2['low'])**2 + dist+=(dataRow1['high'] - dataRow2['high'])**2 + return dist**(1/2) + + +def predict_direction(data): + pass + +def predict_value(data): + pass + +def simulate(data): + pass + def plotter(data): timestamps = [] difs = [] @@ -35,6 +69,7 @@ def plotter(data): plot.plot(timestamps, difs) plot.show() + data = fetch_data("btcusd", 1591040415, 1591440415, 86400, 50) parsed = parse_data(data) for p in parsed: From f0144121f61c0e81a96a275340d8ac03817260e1 Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 13:03:11 +0200 Subject: [PATCH 06/16] nearest neighbours added, distance improvements --- simulator.py | 28 ++++++++++++++++++++-------- 1 file changed, 20 insertions(+), 8 deletions(-) diff --git a/simulator.py b/simulator.py index c822051a..a6a2c1b3 100644 --- a/simulator.py +++ b/simulator.py @@ -12,6 +12,8 @@ import requests as req import matplotlib.pyplot as plot +MAX_NN = 5 + def fetch_data(currency, startTime, endTime, step, limit): data = req.get("https://www.bitstamp.net/api/v2/ohlc/{0}/".format(currency), params={'start': startTime, 'end': endTime, 'step': step, 'limit': limit}) return data.json() @@ -37,12 +39,8 @@ def parse_data(rawData): output.append(entry) return output -def nearest_neighbours(data): - pass - def distance(dataRow1, dataRow2): dist = 0.0 - dist+=(dataRow1['timestamp'] - dataRow2['timestamp'])**2 dist+=(dataRow1['close'] - dataRow2['close'])**2 dist+=(dataRow1['open'] - dataRow2['open'])**2 dist+=(dataRow1['volume'] - dataRow2['volume'])**2 @@ -50,6 +48,15 @@ def distance(dataRow1, dataRow2): dist+=(dataRow1['high'] - dataRow2['high'])**2 return dist**(1/2) +def nearest_neighbours(data, predictRow): + distances = [] + for dataRow in data: + distances.append((dataRow, distance(dataRow, predictRow))) + distances.sort(key=lambda tup: tup[1]) + neighbours = [] + for i in range(min(len(distances), MAX_NN)): + neighbours.append(distances[i][0]) + return neighbours def predict_direction(data): pass @@ -70,8 +77,13 @@ def plotter(data): plot.plot(timestamps, difs) plot.show() -data = fetch_data("btcusd", 1591040415, 1591440415, 86400, 50) +data = fetch_data("btcusd", 1591040415, 1591440415, 86400, 1000) parsed = parse_data(data) -for p in parsed: - print(p) -plotter(parsed) \ No newline at end of file +lastRow = parsed.pop() +nn = nearest_neighbours(parsed, lastRow) +print("For row:") +print(lastRow) +print("NN are:") +for n in nn: + print(n) +#plotter(parsed) \ No newline at end of file From 93d69e4864790d32dd73eb13969f6951b63518f5 Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 14:03:34 +0200 Subject: [PATCH 07/16] predictors added --- simulator.py | 47 +++++++++++++++++++++++++++++++++++++++++------ 1 file changed, 41 insertions(+), 6 deletions(-) diff --git a/simulator.py b/simulator.py index a6a2c1b3..56e96fc3 100644 --- a/simulator.py +++ b/simulator.py @@ -11,8 +11,9 @@ import requests as req import matplotlib.pyplot as plot +import numpy as np -MAX_NN = 5 +MAX_NN = 11 def fetch_data(currency, startTime, endTime, step, limit): data = req.get("https://www.bitstamp.net/api/v2/ohlc/{0}/".format(currency), params={'start': startTime, 'end': endTime, 'step': step, 'limit': limit}) @@ -58,11 +59,41 @@ def nearest_neighbours(data, predictRow): neighbours.append(distances[i][0]) return neighbours -def predict_direction(data): - pass +def predict_linear_numpy(neighbours, timestamp): + x, y = [], [] + for n in neighbours: + x.append(n['timestamp']) + y.append(n['close']) -def predict_value(data): - pass + x, y = np.array(x), np.array(y) + A = np.vstack([x, np.ones(len(x))]).T + + b1, b2 = np.linalg.lstsq(A, y)[0] + return b1 * timestamp + b2 + +#Least Squares +def predict_linear(neighbours, timestamp): + x, y = [], [] + for n in neighbours: + x.append(n['timestamp']) + y.append(n['close']) + + x, y = np.array(x), np.array(y) + + n = np.size(x) + meanX, meanY = np.mean(x), np.mean(y) + xySS = np.sum(y * x) - n * meanY * meanX + xxSS = np.sum(x * x) - n * meanX * meanX + b1 = xySS / xxSS + b0 = meanY - b1 * meanX + + return b1 * timestamp + b0 + +def predict_avg(neighbours): + y = [] + for n in neighbours: + y.append(n['close']) + return np.mean(np.array(y)) def simulate(data): pass @@ -86,4 +117,8 @@ def plotter(data): print("NN are:") for n in nn: print(n) -#plotter(parsed) \ No newline at end of file +#plotter(parsed) +lnnp = predict_linear_numpy(nn, lastRow['timestamp']) +ln = predict_linear(nn, lastRow['timestamp']) +avg = predict_avg(nn) +print(f"Lin Nump: {lnnp} vs Lin: {ln} vs Avg: {avg}") \ No newline at end of file From c2e123ff65e8efba4d5708bd066f359f40185b1b Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 16:03:53 +0200 Subject: [PATCH 08/16] prediction working --- simulator.py | 89 +++++++++++++++++++++++++--------------------------- 1 file changed, 43 insertions(+), 46 deletions(-) diff --git a/simulator.py b/simulator.py index 56e96fc3..45784668 100644 --- a/simulator.py +++ b/simulator.py @@ -1,17 +1,7 @@ -#fetch data - DONE -#parse data - DONE -#implement knn -#knn to detect fall or rise - look for similiar opens/closes/volumes -#knn to detect how much - look for similiar probabilities -#plot results - -#knn references: -#https://machinelearningmastery.com/tutorial-to-implement-k-nearest-neighbors-in-python-from-scratch/ -#https://github.com/sammanthp007/Stock-Price-Prediction-Using-KNN-Algorithm - import requests as req import matplotlib.pyplot as plot import numpy as np +from datetime import datetime MAX_NN = 11 @@ -35,18 +25,15 @@ def parse_data(rawData): entry['close'] = float(d['close']) entry['open'] = float(d['open']) entry['volume'] = float(d['volume']) - entry['low'] = float(d['low']) - entry['high'] = float(d['high']) output.append(entry) return output def distance(dataRow1, dataRow2): dist = 0.0 + dist+=(dataRow1['timestamp'] - dataRow2['timestamp'])**2 dist+=(dataRow1['close'] - dataRow2['close'])**2 dist+=(dataRow1['open'] - dataRow2['open'])**2 dist+=(dataRow1['volume'] - dataRow2['volume'])**2 - dist+=(dataRow1['low'] - dataRow2['low'])**2 - dist+=(dataRow1['high'] - dataRow2['high'])**2 return dist**(1/2) def nearest_neighbours(data, predictRow): @@ -60,18 +47,20 @@ def nearest_neighbours(data, predictRow): return neighbours def predict_linear_numpy(neighbours, timestamp): - x, y = [], [] + x, y, v = [], [], [] for n in neighbours: x.append(n['timestamp']) - y.append(n['close']) - - x, y = np.array(x), np.array(y) + y.append((n['close']-n['open'])/n['close']) + v.append(n['volume']) + x, y, v = np.array(x), np.array(y), np.array(v) A = np.vstack([x, np.ones(len(x))]).T - b1, b2 = np.linalg.lstsq(A, y)[0] - return b1 * timestamp + b2 + value1 = b1 * timestamp + b2 + A = np.vstack([x, np.ones(len(x))]).T + b1, b2 = np.linalg.lstsq(A, v)[0] + + return value1, b1 * timestamp + b2 -#Least Squares def predict_linear(neighbours, timestamp): x, y = [], [] for n in neighbours: @@ -90,35 +79,43 @@ def predict_linear(neighbours, timestamp): return b1 * timestamp + b0 def predict_avg(neighbours): - y = [] + valueDif = [] + volumeAvg = [] for n in neighbours: - y.append(n['close']) - return np.mean(np.array(y)) + valueDif.append((n['close']-n['open'])/n['close']) + volumeAvg.append(n['volume']) + return np.mean(np.array(valueDif)), np.mean(np.array(volumeAvg)) def simulate(data): - pass - -def plotter(data): - timestamps = [] - difs = [] + predictionsData = [] + predictionsData.append(data[0]) + predictions = [] + for i in range(1, len(data)): #len(data) = simulation for historical period data + nn = nearest_neighbours(data, predictionsData[i-1]) + valueDif, volumeAvg = predict_avg(nn) + entry = {} + entry['timestamp'] = data[i]['timestamp'] + entry['volume'] = volumeAvg + prevClose = predictionsData[i-1]['close'] + entry['open'] = prevClose + entry['close'] = prevClose + prevClose * valueDif + predictions.append(entry['close']) + predictionsData.append(entry) + + data.pop() + plotter(predictions, data) + +def plotter(predictions, data): + dates = [] + actualValues = [] for d in data: - timestamps.append(d['timestamp']) - difs.append(d['diff']) - - plot.plot(timestamps, difs) + dates.append(d['timestamp']) + actualValues.append(d['close']) + plot.plot(dates, predictions, label = "Predicted") + plot.plot(dates, actualValues, label = "Actual") + plot.legend() plot.show() data = fetch_data("btcusd", 1591040415, 1591440415, 86400, 1000) parsed = parse_data(data) -lastRow = parsed.pop() -nn = nearest_neighbours(parsed, lastRow) -print("For row:") -print(lastRow) -print("NN are:") -for n in nn: - print(n) -#plotter(parsed) -lnnp = predict_linear_numpy(nn, lastRow['timestamp']) -ln = predict_linear(nn, lastRow['timestamp']) -avg = predict_avg(nn) -print(f"Lin Nump: {lnnp} vs Lin: {ln} vs Avg: {avg}") \ No newline at end of file +simulate(parsed) \ No newline at end of file From 9fc7de67648e5f397d837f2bf78b7d5bcd7b986c Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 16:05:14 +0200 Subject: [PATCH 09/16] removed unused prediction methods --- simulator.py | 41 +---------------------------------------- 1 file changed, 1 insertion(+), 40 deletions(-) diff --git a/simulator.py b/simulator.py index 45784668..908071f2 100644 --- a/simulator.py +++ b/simulator.py @@ -8,14 +8,7 @@ def fetch_data(currency, startTime, endTime, step, limit): data = req.get("https://www.bitstamp.net/api/v2/ohlc/{0}/".format(currency), params={'start': startTime, 'end': endTime, 'step': step, 'limit': limit}) return data.json() -# RAW DATA -#pair Trading pair -#high Price high -#timestamp Unix timestamp date and time -#volume Volume -#low Price low -#close Closing price -#open Opening price + def parse_data(rawData): rawData = rawData['data']['ohlc'] output = [] @@ -46,38 +39,6 @@ def nearest_neighbours(data, predictRow): neighbours.append(distances[i][0]) return neighbours -def predict_linear_numpy(neighbours, timestamp): - x, y, v = [], [], [] - for n in neighbours: - x.append(n['timestamp']) - y.append((n['close']-n['open'])/n['close']) - v.append(n['volume']) - x, y, v = np.array(x), np.array(y), np.array(v) - A = np.vstack([x, np.ones(len(x))]).T - b1, b2 = np.linalg.lstsq(A, y)[0] - value1 = b1 * timestamp + b2 - A = np.vstack([x, np.ones(len(x))]).T - b1, b2 = np.linalg.lstsq(A, v)[0] - - return value1, b1 * timestamp + b2 - -def predict_linear(neighbours, timestamp): - x, y = [], [] - for n in neighbours: - x.append(n['timestamp']) - y.append(n['close']) - - x, y = np.array(x), np.array(y) - - n = np.size(x) - meanX, meanY = np.mean(x), np.mean(y) - xySS = np.sum(y * x) - n * meanY * meanX - xxSS = np.sum(x * x) - n * meanX * meanX - b1 = xySS / xxSS - b0 = meanY - b1 * meanX - - return b1 * timestamp + b0 - def predict_avg(neighbours): valueDif = [] volumeAvg = [] From b8836292a52bdfd19a97e275490500ae889247e3 Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 17:17:53 +0200 Subject: [PATCH 10/16] added supported currencies --- simulator.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/simulator.py b/simulator.py index 908071f2..e6ce3ba2 100644 --- a/simulator.py +++ b/simulator.py @@ -76,7 +76,8 @@ def plotter(predictions, data): plot.plot(dates, actualValues, label = "Actual") plot.legend() plot.show() - -data = fetch_data("btcusd", 1591040415, 1591440415, 86400, 1000) + +currPairs = ["ltcusd", "btcusd", "ethusd"] +data = fetch_data(currPairs[2], 1591040415, 1591440415, 86400, 1000) parsed = parse_data(data) simulate(parsed) \ No newline at end of file From 9f31da3a40626729441be2ec76c949cc55957739 Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 17:26:13 +0200 Subject: [PATCH 11/16] added date formating --- simulator.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/simulator.py b/simulator.py index e6ce3ba2..eb198a51 100644 --- a/simulator.py +++ b/simulator.py @@ -70,13 +70,13 @@ def plotter(predictions, data): dates = [] actualValues = [] for d in data: - dates.append(d['timestamp']) + dates.append(datetime.fromtimestamp(d['timestamp'])) actualValues.append(d['close']) plot.plot(dates, predictions, label = "Predicted") plot.plot(dates, actualValues, label = "Actual") plot.legend() plot.show() - + currPairs = ["ltcusd", "btcusd", "ethusd"] data = fetch_data(currPairs[2], 1591040415, 1591440415, 86400, 1000) parsed = parse_data(data) From 794c2a201b2fb20140463a9540249fd785c6eb25 Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 17:35:12 +0200 Subject: [PATCH 12/16] limit is now counted from start and end times --- simulator.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/simulator.py b/simulator.py index eb198a51..3a6ee01d 100644 --- a/simulator.py +++ b/simulator.py @@ -4,8 +4,11 @@ from datetime import datetime MAX_NN = 11 +currPairs = ["ltcusd", "btcusd", "ethusd"] def fetch_data(currency, startTime, endTime, step, limit): + limit = min(1000, (endTime-startTime)//step) + print(limit) data = req.get("https://www.bitstamp.net/api/v2/ohlc/{0}/".format(currency), params={'start': startTime, 'end': endTime, 'step': step, 'limit': limit}) return data.json() @@ -77,7 +80,6 @@ def plotter(predictions, data): plot.legend() plot.show() -currPairs = ["ltcusd", "btcusd", "ethusd"] -data = fetch_data(currPairs[2], 1591040415, 1591440415, 86400, 1000) +data = fetch_data(currPairs[2], 1581040415, 1591440415, 86400, 1000) parsed = parse_data(data) simulate(parsed) \ No newline at end of file From f636befe3e53ec6a7c750a7f14eaa35c411af256 Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 17:47:21 +0200 Subject: [PATCH 13/16] added noise --- simulator.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/simulator.py b/simulator.py index 3a6ee01d..75cc18f3 100644 --- a/simulator.py +++ b/simulator.py @@ -2,13 +2,15 @@ import matplotlib.pyplot as plot import numpy as np from datetime import datetime +import random MAX_NN = 11 currPairs = ["ltcusd", "btcusd", "ethusd"] +noiseChance = 0.33 +noisePercent = 0.40 -def fetch_data(currency, startTime, endTime, step, limit): +def fetch_data(currency, startTime, endTime, step): limit = min(1000, (endTime-startTime)//step) - print(limit) data = req.get("https://www.bitstamp.net/api/v2/ohlc/{0}/".format(currency), params={'start': startTime, 'end': endTime, 'step': step, 'limit': limit}) return data.json() @@ -57,6 +59,8 @@ def simulate(data): for i in range(1, len(data)): #len(data) = simulation for historical period data nn = nearest_neighbours(data, predictionsData[i-1]) valueDif, volumeAvg = predict_avg(nn) + if random.random() <= noiseChance: + valueDif+=valueDif*noisePercent entry = {} entry['timestamp'] = data[i]['timestamp'] entry['volume'] = volumeAvg @@ -80,6 +84,6 @@ def plotter(predictions, data): plot.legend() plot.show() -data = fetch_data(currPairs[2], 1581040415, 1591440415, 86400, 1000) +data = fetch_data(currPairs[2], 1561040415, 1591440415, 86400) parsed = parse_data(data) simulate(parsed) \ No newline at end of file From e488831d701be724e14bfb70f2d781da72133e6e Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 18:28:02 +0200 Subject: [PATCH 14/16] added 100 simulations --- simulator.py | 37 ++++++++++++++++++++++++++++--------- 1 file changed, 28 insertions(+), 9 deletions(-) diff --git a/simulator.py b/simulator.py index 75cc18f3..5c8bf830 100644 --- a/simulator.py +++ b/simulator.py @@ -5,6 +5,7 @@ import random MAX_NN = 11 +NUM_OF_SIMS = 10 currPairs = ["ltcusd", "btcusd", "ethusd"] noiseChance = 0.33 noisePercent = 0.40 @@ -52,7 +53,7 @@ def predict_avg(neighbours): volumeAvg.append(n['volume']) return np.mean(np.array(valueDif)), np.mean(np.array(volumeAvg)) -def simulate(data): +def simulate_single(data): predictionsData = [] predictionsData.append(data[0]) predictions = [] @@ -70,20 +71,38 @@ def simulate(data): predictions.append(entry['close']) predictionsData.append(entry) + return predictions +def plotter(single, mean, data): data.pop() - plotter(predictions, data) - -def plotter(predictions, data): dates = [] actualValues = [] for d in data: dates.append(datetime.fromtimestamp(d['timestamp'])) actualValues.append(d['close']) - plot.plot(dates, predictions, label = "Predicted") - plot.plot(dates, actualValues, label = "Actual") + print(f"DATES:{len(dates)}, SINGLE:{len(single)}, MEAN:{len(mean)}, ACTUAL:{len(actualValues)}") + plot.plot(dates, single, label = "Single simulation") + plot.plot(dates, mean, label = "100 simulations") + plot.plot(dates, actualValues, label = "Actual data") plot.legend() plot.show() -data = fetch_data(currPairs[2], 1561040415, 1591440415, 86400) -parsed = parse_data(data) -simulate(parsed) \ No newline at end of file +def simulation(): + data = fetch_data(currPairs[2], 1561040415, 1591440415, 86400) + data = parse_data(data) + singleSim = simulate_single(data) + hundredSims = [] + for i in range(NUM_OF_SIMS): + print(f"Simulation {i+1}...") + hundredSims.append(simulate_single(data)) + meanSim = [] + limit = len(hundredSims[0]) + print(f"LIMIT: {limit}, NUM:{NUM_OF_SIMS}, HUNNUM:{len(hundredSims)}, HUNLIM:{len(hundredSims[0])}") + for i in range(limit): + meanSim.append(0) + for j in range(NUM_OF_SIMS): + print(f"I: {i}, J: {j}") + meanSim[i] += hundredSims[j][i] + meanSim[i] = meanSim[i] / NUM_OF_SIMS + plotter(singleSim, meanSim, data) + +simulation() \ No newline at end of file From 67e0c087a1d3688c503e1a8475b5bd22b0ca2961 Mon Sep 17 00:00:00 2001 From: Sebastian Date: Sun, 7 Jun 2020 20:32:22 +0200 Subject: [PATCH 15/16] noise fix --- simulator.py | 21 ++++++++++----------- 1 file changed, 10 insertions(+), 11 deletions(-) diff --git a/simulator.py b/simulator.py index 5c8bf830..e7d49ad6 100644 --- a/simulator.py +++ b/simulator.py @@ -5,10 +5,10 @@ import random MAX_NN = 11 -NUM_OF_SIMS = 10 +NUM_OF_SIMS = 100 currPairs = ["ltcusd", "btcusd", "ethusd"] -noiseChance = 0.33 -noisePercent = 0.40 +noiseChance = 0.1 +noisePercent = 0.01 def fetch_data(currency, startTime, endTime, step): limit = min(1000, (endTime-startTime)//step) @@ -60,14 +60,14 @@ def simulate_single(data): for i in range(1, len(data)): #len(data) = simulation for historical period data nn = nearest_neighbours(data, predictionsData[i-1]) valueDif, volumeAvg = predict_avg(nn) - if random.random() <= noiseChance: - valueDif+=valueDif*noisePercent entry = {} entry['timestamp'] = data[i]['timestamp'] entry['volume'] = volumeAvg prevClose = predictionsData[i-1]['close'] entry['open'] = prevClose entry['close'] = prevClose + prevClose * valueDif + if random.random() <= noiseChance: + entry['close']+=entry['close']*noisePercent predictions.append(entry['close']) predictionsData.append(entry) @@ -79,15 +79,14 @@ def plotter(single, mean, data): for d in data: dates.append(datetime.fromtimestamp(d['timestamp'])) actualValues.append(d['close']) - print(f"DATES:{len(dates)}, SINGLE:{len(single)}, MEAN:{len(mean)}, ACTUAL:{len(actualValues)}") plot.plot(dates, single, label = "Single simulation") plot.plot(dates, mean, label = "100 simulations") plot.plot(dates, actualValues, label = "Actual data") plot.legend() plot.show() -def simulation(): - data = fetch_data(currPairs[2], 1561040415, 1591440415, 86400) +def simulation(currency, startTime, endTime, step): + data = fetch_data(currency, startTime, endTime, step) data = parse_data(data) singleSim = simulate_single(data) hundredSims = [] @@ -96,13 +95,13 @@ def simulation(): hundredSims.append(simulate_single(data)) meanSim = [] limit = len(hundredSims[0]) - print(f"LIMIT: {limit}, NUM:{NUM_OF_SIMS}, HUNNUM:{len(hundredSims)}, HUNLIM:{len(hundredSims[0])}") for i in range(limit): meanSim.append(0) for j in range(NUM_OF_SIMS): - print(f"I: {i}, J: {j}") meanSim[i] += hundredSims[j][i] meanSim[i] = meanSim[i] / NUM_OF_SIMS plotter(singleSim, meanSim, data) -simulation() \ No newline at end of file + +if __name__ == "__main__": + simulation(currPairs[2], 1561040415, 1591440415, 86400)#currPairs[0-2], starting timestamp, ending timestamp, step in seconds - supported: 60, 180, 300, 900, 1800, 3600, 7200, 14400, 21600, 43200, 86400, 259200 From cc8d05bb47df2b735c8d4267ce3b0890d570b71a Mon Sep 17 00:00:00 2001 From: Kraft_ Date: Mon, 8 Jun 2020 11:07:16 +0200 Subject: [PATCH 16/16] minor improvements, added results --- btcusd.jpg | Bin 0 -> 90095 bytes ethusd.jpg | Bin 0 -> 88442 bytes ltcusd.jpg | Bin 0 -> 81530 bytes simulator.py | 12 ++++++++++-- 4 files changed, 10 insertions(+), 2 deletions(-) create mode 100644 btcusd.jpg create mode 100644 ethusd.jpg create mode 100644 ltcusd.jpg diff --git a/btcusd.jpg b/btcusd.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e007dbfd134b02cf8bbd323084e039fdb7677efe GIT binary patch literal 90095 zcmeFa2Ut_74+f 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zX8)D&^;+DHKK+d5g(C@4k!OsAFQl&+Kj;c|I%mgU~u?T|P<)ksyS(#k(*IQ6THt{@J0O sJL6|1vEkSV%Q4fw1FAl%K2Ft7s|5ZJAC;-V{{6XXiw$t-EPikFKcoxH`2YX_ literal 0 HcmV?d00001 diff --git a/simulator.py b/simulator.py index e7d49ad6..9cfc0c34 100644 --- a/simulator.py +++ b/simulator.py @@ -9,6 +9,7 @@ currPairs = ["ltcusd", "btcusd", "ethusd"] noiseChance = 0.1 noisePercent = 0.01 +currency = currPairs[0] def fetch_data(currency, startTime, endTime, step): limit = min(1000, (endTime-startTime)//step) @@ -51,7 +52,7 @@ def predict_avg(neighbours): for n in neighbours: valueDif.append((n['close']-n['open'])/n['close']) volumeAvg.append(n['volume']) - return np.mean(np.array(valueDif)), np.mean(np.array(volumeAvg)) + return np.mean(valueDif), np.mean(volumeAvg) def simulate_single(data): predictionsData = [] @@ -72,6 +73,7 @@ def simulate_single(data): predictionsData.append(entry) return predictions + def plotter(single, mean, data): data.pop() dates = [] @@ -79,6 +81,7 @@ def plotter(single, mean, data): for d in data: dates.append(datetime.fromtimestamp(d['timestamp'])) actualValues.append(d['close']) + plot.title(currency) plot.plot(dates, single, label = "Single simulation") plot.plot(dates, mean, label = "100 simulations") plot.plot(dates, actualValues, label = "Actual data") @@ -100,8 +103,13 @@ def simulation(currency, startTime, endTime, step): for j in range(NUM_OF_SIMS): meanSim[i] += hundredSims[j][i] meanSim[i] = meanSim[i] / NUM_OF_SIMS + + avg = np.average(meanSim) + median = np.median(meanSim) + std = np.std(meanSim) + print(f"Average: {avg}, Median: {median}, Standard Deviation: {std}") plotter(singleSim, meanSim, data) if __name__ == "__main__": - simulation(currPairs[2], 1561040415, 1591440415, 86400)#currPairs[0-2], starting timestamp, ending timestamp, step in seconds - supported: 60, 180, 300, 900, 1800, 3600, 7200, 14400, 21600, 43200, 86400, 259200 + simulation(currency, 1561040415, 1591440415, 86400)#currency, starting timestamp, ending timestamp, step in seconds - supported: 60, 180, 300, 900, 1800, 3600, 7200, 14400, 21600, 43200, 86400, 259200