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@derkzomer
Last active June 19, 2020 03:07
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{
"cells": [
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"# Evaluate on test data\n",
"6611/6611 [==============================] - 5s 724us/step\n",
"test loss, test acc: 0.020420620405846187\n"
]
}
],
"source": [
"# Evaluate the model on the test data using `evaluate`\n",
"print('\\n# Evaluate on test data')\n",
"results = model.evaluate(x_test, y_test, batch_size=32)\n",
"print('test loss, test acc:', results)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# Predict values from test data trained using training data\n",
"y_hat = model.predict(x_test)\n",
"y_hat = sc.inverse_transform(y_hat)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"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"
},
{
"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": [
"y_test = test[steps:].reset_index()\n",
"\n",
"# Visualise the ask_price predictions\n",
"plt.figure(figsize = (18,9))\n",
"plt.plot(y_test['ask_price'], color = 'red', label = 'y_test')\n",
"plt.plot(y_hat[:,0], color = 'blue', label = 'y_hat')\n",
"plt.title('y_hat[\"ask_price\"] vs y_test[\"ask_price\"]')\n",
"plt.ylabel('ask_price')\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"# Visualise the bid_price predictions\n",
"plt.figure(figsize = (18,9))\n",
"plt.plot(y_test['bid_price'], color = 'red', label = 'y_test')\n",
"plt.plot(y_hat[:,3], color = 'blue', label = 'y_hat')\n",
"plt.title('y_hat[\"bid_price\"] vs y_test[\"bid_price\"]')\n",
"plt.ylabel('bid_price')\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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