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@Forpetesake2
Last active June 19, 2020 05:53
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{
"cells": [
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"test_data_ask_vs_bid_price_delta_positive_predictions_only = []\n",
"prediction_data_ask_vs_bid_price_delta_positive_predictions_only = []\n",
"\n",
"for i, p in enumerate(predictions):\n",
" delta = p[:,3][n_future_preds-1]-p[:,0][0]\n",
" if delta > 0:\n",
" buy = y_test[\"ask_price\"][i+steps]\n",
" sale = y_test[\"bid_price\"][i]\n",
" test_data_ask_vs_bid_price_delta_positive_predictions_only.append(sale-buy)\n",
" prediction_data_ask_vs_bid_price_delta_positive_predictions_only.append(delta)\n",
"\n",
"test_data_ask__vs_bid_price_delta_cumulative_positive_predictions_only = np.cumsum(test_data_ask_vs_bid_price_delta_positive_predictions_only)\n",
"prediction_data_ask_vs_bid_price_delta_cumulative_positive_predictions_only = np.cumsum(prediction_data_ask_vs_bid_price_delta_positive_predictions_only)"
]
},
{
"cell_type": "code",
"execution_count": 111,
"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(test_data_ask__vs_bid_price_delta_cumulative_positive_predictions_only, color = 'red', label='test_data_ask__vs_bid_price_delta_cumulative_positive_predictions_only')\n",
"plt.plot(prediction_data_ask_vs_bid_price_delta_cumulative_positive_predictions_only, color = 'blue', label = 'prediction_data_ask_vs_bid_price_delta_cumulative_positive_predictions_only')\n",
"plt.title(r'$\\sum (bid_0 - ask_n$)', fontsize=26)\n",
"plt.xlabel('trade_number', fontsize=18)\n",
"plt.ylabel('cumulative_gains', 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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