Files
drift/exploration.ipynb
T
Mark Aron Szulyovszky f762ceed2a feat(FeatureExtraction): added fractionally differentiated returns to remove lagged returns (#95)
* feat(FeatureExtraction): added fractionally differentiated returns to remove lagged returns

* fix(Sweep): config

* fix(Sweep): name

* fix(Sweep): grid

* feat(Config): separated sliding_window_size_level1 & sliding_window_size_level2

* feat(Dependencies): added ray, now using it to parallel process feature extraction

* fix(Dependencies): added pip explicitly

* fix(Dependencies): removed ray from root

* fix(Models): average model was probably not taking the right timestamp to average

* feat(Config): separated expanding_window_level1 & expanding_window_level2

* fix(Config): set n_features_to_select to the optimal 30
2021-12-28 22:50:09 +01:00

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This file contains ambiguous Unicode characters
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{
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{
"cell_type": "code",
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"metadata": {},
"outputs": [],
"source": [
"from utils.load_data import load_data\n",
"import pandas as pd\n",
"from pandas.plotting import lag_plot\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from feature_extractors.feature_extractor_presets import presets\n",
"\n",
"X, y, target_returns = load_data(path = './data', target_asset = 'BTC_USD', load_other_assets = True, log_returns=False, forecasting_horizon= 1, own_features= presets[\"level_2\"],\n",
" other_features= presets[\"level_2\"],\n",
" index_column= 'int',\n",
" method= 'classification',\n",
" no_of_classes= 'three-balanced',\n",
" narrow_format=False)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
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"text/plain": [
" BTC_USD_returns BTC_USD_fracdiff_10 BTC_USD_fracdiff_30 \\\n",
"0 0.000000 7444.360000 7444.360000 \n",
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"\n",
" BTC_USD_mom_10 BTC_USD_mom_20 BTC_USD_mom_30 BTC_USD_mom_60 \\\n",
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" BTC_USD_mom_90 BTC_USD_vol_10 BTC_USD_vol_20 ... DOT_USD_roc_30 \\\n",
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"X['BTC_USD_fracdiff_10'].plot()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/anaconda3/envs/quant/lib/python3.9/site-packages/pandas/core/arraylike.py:364: RuntimeWarning: invalid value encountered in log\n",
" result = getattr(ufunc, method)(*inputs, **kwargs)\n"
]
},
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"np.log(X['BTC_USD_fracdiff_10']).plot()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"X['BTC_USD_fracdiff_10'].hist()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/anaconda3/envs/quant/lib/python3.9/site-packages/pandas/core/arraylike.py:364: RuntimeWarning: invalid value encountered in log\n",
" result = getattr(ufunc, method)(*inputs, **kwargs)\n"
]
},
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"np.log(X['BTC_USD_fracdiff_10']).hist()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"X['BTC_USD_returns'].plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'data' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/var/folders/tf/6j1p9w152qscfmn1hcd_06qh0000gn/T/ipykernel_43797/1283503941.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mlag_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'BTC_returns'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'data' is not defined"
]
}
],
"source": [
"lag_plot(X['BTC_returns'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 81 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pd.plotting.scatter_matrix(data, figsize=(12, 12));"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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R0voi1uGBy+Yt0chn3td/hw3Sf14dqIW/LlCocNcjihC70vtl53ZzxvyooV376b1LH9Wx/z7Tg8j2Ehbb47949I8aeVw/fX3Ro2rTr+TjH0gNqnH3w7RoJF/C/pJS+mLHzmgx+EL9Mfh1KRzeqenUkwbol+79NLPv3cq6sKdqdjogUZHuJWJ//w62PkyhRbOLpmUAQCkaSVpcbHlJdF1525RQnmKVP5rZC5Jeiy73lfTTrho754ZKGipJxzbqWmG/2a/MXqX6DesVLdfLqqdVyxmemQy5OatUJ2v7L7V1supqdTmH87c7/nD9PmO+1q1aG+fo9j6rc3J36I86MU+vOPiYNlqxeIU2rI5MW5o8eoJaH76/vv3g64TE6nc79kVGOfpCksa99YXGvfWFJOmsm/sqN4fXuHjYkLNaNYv96lsjK0Mbl6/ZZfvFk2YrvWl9VUmvrrw1DHv+qzZnr1bVhtsf/6pZGcrL2fXjv+KH2arRtL4qZVTX1tWRx7/hCW20evoCbVnFFMu/YuuyXFUqNtIqLauOtu7QFzXatND+z/6fJCk1o4bSux4mVxhS7ujJyo8+bwpWrVfup5NUo92+Wj/xN+9OwGfc+tWymttHzVnNOnIbSn9upBx8lApnfF/qNgAlhX06vdLMLlNkOsU2Q6Pf5YualLLbjg9GLG1KKM+IiCslzZR0naTrJf0q6Ypy7F8hzZoyS42bN1JWk0ylpKao6yld9O1YXpCTYd7Uucpq3lD1mzRQSmqKjjnpWE3+rHy/Uh178rH6lmkZcTF/6lxlNs9SvSb1FUxN0ZEnHaOfPpsU076rlq3Uvu1aK61ymiTp4KMP1dJ5S3azF3al9L6YHPP+NevUkiTVaVhXHXp20oQPxycq1L3Ksqm/K715pmo1qadAalAHnNSpqDDlNulNGxTdbnBwMwVTU0hCxEnulN9Vo3mmqkUf/2andNKSsSUf/+rNtj/+GYc0UyA1pSgJIUnNTmVaRjxsmDJPlVtkqdI+9WWpKap36tFaPbbka9TkjldrcoerNLnDVVr18UTNv+U55Y6erEDVSgpWqyxJClStpPTObbR51qJknIZvhJfNV6BOpqx2PSkYVPDgI1U4u5TfDitVUbDZAQrN2uXvigD2As65oc659sX+hu7QZImkJsWWG0ta9ifalFCeq2ZslfRI9M83QqGwHh3whB5+434FAgF98tanWjBnoU45r48k6cPXPlZGvXQ99+nTqla9qsJhp79feobOO/4ibd64WYOe6q92R7ZRrYxaeu/H4XrxoVf0yfBPk3xWe6ZwKKznBz6rga/erkAwoC/e/lyL5y5W9749JUljh41W7Xq19eDIR1SlelW5cFh9LjpZ1514tfI25imtcpraHNtWz9w6JLkn4hPhUFgvD3xO/311kALBoMa9/bmWzF2sE/v2kCR9PmyMatWrrbtHPhTtD6deF52km0+8VvOnzNUPo77XPZ88onAopAUz/9AXb3BZvD9rW1/c8uogBYIBjXv7Cy2du1hdo33xRbQv7hr5YFFf9Lyoj/qdeJ3yNubphmf6qXp6DYUKCvXSwKHatJ4huPHgQmF9NvAV/fPVfrJgQNPe/lqr5i5Vu74nSJJ+Gfal9uvVQQefcYzCBSEVbs3XiKufTHLU/uFCYU3u/4q6vhF5/OcP/1rr5izVvudFHv+5r32pff7WQS3OPEbhwpBCefkaf+X2xz9YJU1Zxx6sH/q9mKxT8I9QWPNvfV4HvzlAFgxo+ZtfavPsJco8v7skKefVUupCRKXVraUDXopcScZSglr5/nit+WqKF1H7Vzis/FEvq/J5/5UsoMJfxsmtXKKU9pH6G4U/fi5JSjmgg0Lzp0kFW0vsXumMaxVodoCsag1VufFJFXz1rgp/Gef1WewVbh50nyb/Mk1r165X11PP1VUXn6czTuqR7LCAHU2WtK+ZNZe0VNI/JZ2zQ5uPJF1jZsMlHSFpnXOuzEu0WazzjM2sj6TBkpoqksAwSc45V3N3+1bkqRl7m3op1ZIdAoqpVK5BSUikUmtiICkOEa9TFUWTPf4i3f7RNLwl2SGgmMOu2GWZNHgs7Zq7kx0ColLrtvD1h6l6tfbz5Xfaletm77bfzKy3pMcUuXzni865u83sCklyzj0TvXznk5J6KnL5zgudc2VeF7s8NSIek3S6pOlub76IKgAAAAAAewnn3ChJo3ZY90yx207S1eU5ZnkSEYslzSAJAQAAAADYm/A1OL7Kk4joJ2mUmX0tqWgymXPOVzUjAAAAAABA4pQnEXG3pI2SKktKS0w4AAAAAADAz8qTiMhwznVPWCQAAAAAAMD3ypOI+NzMujvndn0NJgAAAAAAfCZMjYi4Ks+1A6+WNNrM8sxsvZltMLP1iQoMAAAAAAD4T8wjIpxzNcrabmYHOedm/vWQAAAAAACAX5VnRMTuvBbHYwEAAAAAAB8qT42I3bE4HgsAAAAAgArBUSMiruI5IoKeAQAAAAAAZYpnIgIAAAAAAKBM8UxE5MfxWAAAAAAAwId2WyPCzHpIquGce3eH9X0lrXDOfSZJzrlOiQkRAAAAAIDkCVOJIK5iGRFxh6SvS1n/haQ74xsOAAAAAADws1gSEVWdcyt3XOmcy5FULf4hAQAAAAAAv4olEVHZzHaawmFmqZKqxD8kAAAAAADgV7EkIt6X9JyZFY1+iN5+JroNAAAAAAAgJrstVilpgKS7JC00s4XRdftIekHSbYkKDAAAAACAisA5ilXGUyyJiFHOue5mdoekVtF185xzeQmMCwAAAAAA+FAsiYh6khRNPExPbDgAAAAAAMDPYklE1DKz03e10TlHnQgAAAAAABCTmBIRkvpIslK2OVGwEgAAAADgY2FqRMRVLImIhc65ixIeCQAAAAAA8L1YLt9Z2kgIAAAAAACAcoslEXHejivMrK6ZkaAAAAAAAADlEsvUjOpmNk7SakmDJb0mqa6kgJmd75wbncD4AAAAAABIKidqRMRTLImIJyXdqkjRyi8l9XLOTTSz/SW9KYlEBAAAAAAAiEksUzNSnHNjnXPvSMpxzk2UJOfcrMSGBgAAAAAA/CaWRES42O28HbYxPgUAAAAAAMQslqkZbcxsvSJXz6gSva3ocuWERQYAAAAAQAUQdvwGH0+7TUQ454JeBAIAAAAAAPwvlqkZAAAAAAAAcUEiAgAAAAAAeIZEBAAAAAAA8EwsxSoBAAAAANhrOYpVxhUjIgAAAAAAgGdIRAAAAAAAAM+QiAAAAAAAAJ6hRgQAAAAAAGVwokZEPDEiAgAAAAAAeIZEBAAAAAAA8AyJCAAAAAAA4BlqRAAAAAAAUAbnqBERT4yIAAAAAAAAniERAQAAAAAAPEMiAgAAAAAAeIYaEQAAAAAAlIEaEfHFiAgAAAAAAOAZEhEAAAAAAMAzJCIAAAAAAIBnSEQAAAAAAADPUKwSAAAAAIAyUKoyvhgRAQAAAAAAPEMiAgAAAAAAeIZEBAAAAAAA8Iw5x2yXWJnZZc65ocmOA/RFRUJfVBz0RcVCf1Qc9EXFQV9UHPRFxUFfYG/EiIjyuSzZAaAIfVFx0BcVB31RsdAfFQd9UXHQFxUHfVFx0BfY65CIAAAAAAAAniERAQAAAAAAPEMionyYu1Vx0BcVB31RcdAXFQv9UXHQFxUHfVFx0BcVB32BvQ7FKgEAAAAAgGcYEQEAAAAAADxDIgIAAAAAAHhmj01EmFnIzKaY2VQz+9nMjjKzQ6LrppjZajP7I3r7czNLNbP7zGyumc0ws0lm1isOcdwaj/Pxg4rSJ8Xi2bib7aPNbK2ZfbzD+uZm9kM0rrfMLC1eMXllT+oLM2trZhPMbKaZTTOzs4ptoy+87YumZvZTNJaZZnZFsW17VF9UtMc9Xszs79G+CZtZ+x22/dfM5pnZbDPrkawYd+TjvnjQzGZFX7c+MLPaxbbRFx4ys8HRfphiZmPNrGGxbRWyLyT/9ockmdm10cd8ppk9UGx9hewPv/aFmbWxyGes6WY20sxqFttWIfsCexHn3B75J2ljsds9JH29w/aXJZ1ZbPk+Sa9IqhRdbiDpHzHeVzCWOMoRe0qyH789vU/KG88utneVdJKkj3dY/7akf0ZvPyPpymQ/tn7uC0mtJe0bvd1QUrak2vRFUvoirdj9Vpe0QFLDPbEvKtrjHsfzOkDSfpLGSWpfbP2BkqZKqiSpuaT5Zb130RdxOa/uir6fS7pf0v30RdLOq2ax29dJeqai94XP+6OLpM+LxVm/oveHj/tisqTO0dsXSRpc0fuCv73nb48dEbGDmpLW7GqjmVWVdKmka51zWyXJObfcOfd2GftsNLM7zewHSUea2bnRbOcUM3vWzIJmdp+kKtF1w8ysmZnNKHaMm8zs9ujtcWZ2j5l9Len66PL90WPOMbNjo+0OKnY/08xs3zg8PskQ1z4xsyt3yKhfYGZPRG/fGM1GzzCzG2IN0Dn3haQNO9yPSTpB0rvRVa9IOjXWY1ZQFbovnHNznHNzo7eXSVohqR59kZS+yN92v4p8OAlEj7Wn90Wi3iPut8gIks/NrGP0df13Mzs52qaymb0U/SXqFzPrEl1/gZmNiP469YeZXRPtr1/MbKKZZezqfp1zvznnZpey6RRJw51zW51zf0iaJ6ljDI+N1/zUF2Odc4XRxYmSGkdv0xfe98X6YovVJG2rxL6n9IXko/6QdKWk+4rFuSK6fk/pDz/1xX6Svone/kzSGdHbe0pfwMf25ETEtgTALEnPSxpcRttWkhbt8Ea1O9UkzXDOHSEpV9JZko52zrWVFJLU1zl3i6Q851xb51zfGI5Z2znX2Tn3cHQ5xTnXUdINkgZF110h6fHo/bSXtKQcMSdbIvvkXUmnF1s+S9JbZna4pAslHSGpk6RLzaxd+UMvUkfS2mIfLpdIavQXjpcse2RfmFlHRX6Vny/6IhZx7wsza2Jm0yQtVuQX3mXaM/vCi/eIcc65wxVJaN4lqZuk0yTdGW1ztSQ55w6RdLakV8yscnTbwZLOUeSD392SNjvn2kmaIOn8csSxTSNF+mybitRHe0NfXCTp0+ht+iIJfWFmd5vZYkl9JQ2Mrq7IfSH5tz9aSzrWItP5vjazDtH1Fbk//NoXMySdHL39d0lNorcrcl9gL7EnJyK2JQD2l9RT0qtmZnE8fkjSe9HbXSUdLmmymU2JLrf4E8d8a4fl96P//iSpWfT2BEm3mtl/JDV1zuX9iftJloT1iXNupaTfzayTmdVRJMP7naRjJH3gnNvknNuoyGN67F+4q9Li3ROvcbvH9YWZZUl6TdKFzrmw6IvdSkRfOOcWO+cOVeSD1r/MrIH2zL5I9HtEvqTR0dvTFRnGWxC93Sy6/hhF/p+Wc26WpIWKfECXpK+ccxuifbhO0shix9q2f3lU5D7ydV+YWX9JhZKGbVtVSjP6IsF94Zzr75xrokg/XBNdXZH7QvJvf6RISlckEX6zpLej51WR+8OvfXGRpKvN7CdJNaJxSBW7L7CX2JMTEUWccxMk1ZVUbxdN5knax8xqlOOwW5xzoehtk/RK9AWqrXNuP+fc7aXsU6iSj2nlHbZv2mF52xDokCIv2nLOvaFI5jJP0hgzO6EcMVcYCeqTtyT9Q5FhZR8455xKfyH9K1ZJqm1mKdHlxpKWxfk+PLUn9IVFiid9ImmAc25idDV9EZuEPC+iIyFmKpLA2KP7IkGPe0H0sZaksKKv59Ek2rbHqax+2FrsdrjYcvH9y2OJtv/SJVXQPvJbX5jZvyT1UWSU5LYY6IuIZD0v3tD24ed7RF9IvuuPJZLedxGTou3rag/pDz/1hXNulnOue3QkxpuKjDiV9pC+gL/5IhFhZvtLCioyhWInzrnNkl6Q9D+LVno3sywzOzfGu/hC0plmVj+6b4aZNY1uKzCz1Ojt5ZLqm1kdM6ukyIeT8p5LC0m/O+f+J+kjSYeW9xgVQYL65H1F5qWfre2jS76RdKqZVTWzaooMcRv/Z+OOvkl8JenM6Kp/Sfrwzx6vIqjofRG9zw8kveqce6dYXPSFPO+LxmZWJXo7XdLRkmbv6X3hwXvErnyjyDBxmVlrSftIKq2+Qzx8JOmfZlbJzJpL2lfSpATd15/mp74ws56S/iPp5Gjc29AXZUtEXxSvp3WypFnR23tEX0j+6g9JIxSpK7TtmGmKJLT3iP7wU18U++4SkDRAkWLT0h7SF/C3P/OrS0VRJTpNQopkEP9VbARDaQYoMh/rVzPbosjohIFltC/inPvVzAZIGht9IhcoMo9roaShkqaZ2c/Oub5mdqekHyT9oe1vhOVxlqRzzaxAUo62zxvbEyS0T5xza8zsV0kHRjPscs79bGYva/uL5/POuV9iCdbMxkvaX1J1M1si6WLn3BhFPlgON7O7JP2iyJvNnmZP6ot/SDpOUh0zuyC67gLn3BTRF173xQGSHjazbaMqHnLOTY9u29P6wrP3iDIMkfSMmU1XZMTcBc65rX9ltK+ZnSbpCUV+qfvEzKY453o452aa2duSfo3e19W7OV8v+bIvJD2pSFHXz6LHmeicu4K+2K1E9MV9ZrafIr8OL1Sk3pYqeF9I/u2PFyW9aJEC7vmKnJeTVJH7w699cbaZXR29/b6kl6Q94rmBvYBtHyUEAAAAAACQWL6YmgEAAAAAAPYMe/LUjLgwsx8UGVpZ3HnFhiPDY/HsEzM7RNEKxMVsdZHLsmI36IuKg75IjmS9R5jZU4rU6CjucefcS4m834qMvqg46IuKhf6oOOgLIHZMzQAAAAAAAJ5hagYAAAAAAPAMiQgAAAAAAOAZEhEAAAAAAMAzJCIAAAAAAIBnSEQAAAAAAADP/D/jRqtjhMwlqAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1440x1440 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(20,20))\n",
"sns.heatmap(data.corr(), annot=True, ax=ax);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"interpreter": {
"hash": "51432b8e5767c06330d9b51dfad63f9db0ea39868e37d921b9c2e277373f8d11"
},
"kernelspec": {
"display_name": "Python 3.9.2 64-bit ('deeplearning': conda)",
"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": "3.9.7"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}