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@derkzomer
Last active June 19, 2020 05:36
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{
"cells": [
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [],
"source": [
"def moving_test_window_preds(start, n_future_preds):\n",
" \n",
" # Declare variable where we store the prediction made on each window and the moving input window\n",
" prediction = [] \n",
" moving_input_window = []\n",
" \n",
" # Set the inputs\n",
" inputs = test.reset_index(drop=True).values\n",
" inputs = sc.transform(inputs)\n",
"\n",
" moving_input_window.append(inputs[start:(start+steps), :])\n",
" moving_input_window = np.array(moving_input_window)\n",
" moving_input_window = np.reshape(moving_input_window, (moving_input_window.shape[0], moving_input_window.shape[1], 9))\n",
" \n",
" # Loop over the amount of future predictions we want to make\n",
" for i in range(n_future_preds):\n",
" \n",
" # Predict the next price based on the moving_input_window\n",
" y_hat = model.predict(moving_input_window)\n",
" \n",
" # Append y_hat to predictions\n",
" prediction.append(y_hat[0,:])\n",
" \n",
" # Reshape y_hat for concatenation with moving test window\n",
" y_hat = y_hat.reshape(1,1,9) \n",
" \n",
" # Remove first element\n",
" moving_input_window = np.concatenate((moving_input_window[:,1:,:], y_hat),axis=1)\n",
"\n",
" prediction = sc.inverse_transform(pd.DataFrame(prediction))\n",
" \n",
" return prediction"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [],
"source": [
"n_future_preds = 20\n",
"prediction = moving_test_window_preds(0,n_future_preds)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (18,9))\n",
"plt.plot(y_test[\"bid_price\"], color = 'red', label='y_test_bid_price')\n",
"plt.plot(y_test[\"ask_price\"], color = 'green', label='y_test_ask_price')\n",
"plt.plot(prediction[:,3], color = 'red', label='y_hat_bid_price', linestyle='--')\n",
"plt.plot(prediction[:,0], color = 'green', label='y_hat_ask_price', linestyle='--')\n",
"plt.gca().set_xlim(0,prediction.shape[0]-1)\n",
"plt.gca().set_ylim(0.00077,0.000782)\n",
"plt.xlabel('forecasted_steps', fontsize=18)\n",
"plt.ylabel('EURBTC', fontsize=18)\n",
"plt.legend()\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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