diff --git a/README.md b/README.md index d14d150..03b46e5 100644 --- a/README.md +++ b/README.md @@ -4,6 +4,9 @@ Repository that aims to implement the WSAE-LSTM model and replicate the results https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0180944 +This implementation of the WSAE-LSTM models aims to address potential issues in the implementation of the WSAE-LSTM model as defined by Bao et al. (2017)while also addressing issues in previous attempts to implement and replicate results of said model (i.e. [mlpanda/DeepLearning_Financial](https://github.com/mlpanda/DeepLearning_Financial)). + + ## Source journal (APA) Bao W, Yue J, Rao Y (2017). "A deep learning framework for financial time series using stacked autoencoders and long-short term memory". PLOS ONE 12(7): e0180944. https://doi.org/10.1371/journal.pone.0180944 @@ -24,8 +27,5 @@ Repository package requirements/dependencies are defined in `requirements.txt` f ### `mlpanda/DeepLearning_Financial`: -Repository of an existing attempt to replicate above paper in PyTorch: [mlpanda/DeepLearning_Financial:](https://github.com/mlpanda/DeepLearning_Financial) -, checked out as a `git-subrepo` for reference in `submodules` folder. - - - +Repository of an existing attempt to replicate above paper in PyTorch: [mlpanda/DeepLearning_Financial](https://github.com/mlpanda/DeepLearning_Financial) +, checked out as a `git-subrepo` for reference in `submodules` folder. \ No newline at end of file diff --git a/data/interim/cdii_tvt_split.pickle b/data/interim/cdii_tvt_split.pickle index 043d0d6..d7d7ca2 100644 Binary files a/data/interim/cdii_tvt_split.pickle and b/data/interim/cdii_tvt_split.pickle differ diff --git a/data/interim/cdii_tvt_split_scaled_denoised.pickle b/data/interim/cdii_tvt_split_scaled_denoised.pickle index 1d2b582..df6487d 100644 Binary files a/data/interim/cdii_tvt_split_scaled_denoised.pickle and b/data/interim/cdii_tvt_split_scaled_denoised.pickle differ diff --git a/data/interim/clean_data_index_interval.pickle b/data/interim/clean_data_index_interval.pickle index 0f07bda..4c65eda 100644 Binary files a/data/interim/clean_data_index_interval.pickle and b/data/interim/clean_data_index_interval.pickle differ diff --git a/notebooks/3a scaling exploration.ipynb b/notebooks/3a scaling exploration.ipynb index d03054a..d0860e1 100644 --- a/notebooks/3a scaling exploration.ipynb +++ b/notebooks/3a scaling exploration.ipynb @@ -455,7 +455,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/notebooks/4a - denoise_periods function seperate from scale and chart colors.ipynb b/notebooks/4a - denoise_periods function seperate from scale and chart colors.ipynb new file mode 100644 index 0000000..2c7970c --- /dev/null +++ b/notebooks/4a - denoise_periods function seperate from scale and chart colors.ipynb @@ -0,0 +1,518 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 312, + "metadata": {}, + "outputs": [], + "source": [ + "# Imports (External)\n", + "import numpy as np\n", + "import pandas as pd\n", + "import datetime as dt\n", + "import xlrd\n", + "import xlsxwriter\n", + "from collections import OrderedDict\n", + "import copy\n", + "\n", + "import sys\n", + "sys.path.append('../') \n", + "\n", + "# Visualization/plotting imports\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import pywt\n", + "from pywt import wavedec, waverec\n", + "from scipy import signal\n", + "from statsmodels.robust import mad\n", + "\n", + "# Internal Imports\n", + "from wsae_lstm.utils import pickle_load,pickle_save\n", + "from wsae_lstm.models.wavelet import waveletSmooth" + ] + }, + { + "cell_type": "code", + "execution_count": 313, + "metadata": {}, + "outputs": [], + "source": [ + "dict_dataframes_index=pickle_load(path_filename=\"../data/interim/cdii_tvt_split.pickle\")\n", + "ddi_scaled=pickle_load(path_filename=\"../data/interim/cdii_tvt_split_scaled.pickle\")\n", + "#ddi_denoised2=pickle_load(path_filename=\"../data/interim/cdii_tvt_split_scaled_denoised.pickle\")" + ] + }, + { + "cell_type": "code", + "execution_count": 314, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['csi300 index data', 'nifty 50 index data', 'hangseng index data', 'nikkei 225 index data', 's&p500 index data', 'djia index data'])" + ] + }, + "execution_count": 314, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ddi_scaled.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 315, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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openhighlowclosevolumemacdcciatrboll_midema20ma5ma10mtm6mtm12rocsmiwvadus dollar indexinterbank offered rate
date
2008-07-014039.754075.43878.23896.75164469220-201.56-180.03197.24409.044385.0589464128.494253.415-369.65-620.35-13.733369-0.149627-828023961.072.348.706
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" + ], + "text/plain": [ + " open high low close volume macd cci \\\n", + "date \n", + "2008-07-01 4039.75 4075.4 3878.2 3896.75 164469220 -201.56 -180.03 \n", + "\n", + " atr boll_mid ema20 ma5 ma10 mtm6 mtm12 \\\n", + "date \n", + "2008-07-01 197.2 4409.04 4385.058946 4128.49 4253.415 -369.65 -620.35 \n", + "\n", + " roc smi wvad us dollar index \\\n", + "date \n", + "2008-07-01 -13.733369 -0.149627 -828023961.0 72.34 \n", + "\n", + " interbank offered rate \n", + "date \n", + "2008-07-01 8.706 " + ] + }, + "execution_count": 315, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dict_dataframes_index['nifty 50 index data'][1][1].head(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 316, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(dict_dataframes_index['nifty 50 index data'][1][1].values);" + ] + }, + { + "cell_type": "code", + "execution_count": 317, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ddi_scaled['nifty 50 index data'][1][1].values);" + ] + }, + { + "cell_type": "code", + "execution_count": 318, + "metadata": {}, + "outputs": [], + "source": [ + "def denoise_periods(dict_dataframes):\n", + " ddi_denoised= dict() \n", + " for key, index_name in enumerate(dict_dataframes):\n", + " ddi_denoised[index_name] = copy.deepcopy(dict_dataframes[index_name])\n", + " for key, index_name in enumerate(ddi_denoised): \n", + " for index,value in enumerate(ddi_denoised[index_name]):\n", + " \n", + " X_train_scaled = ddi_denoised[index_name][value][1]\n", + " X_val_scaled = ddi_denoised[index_name][value][2]\n", + " X_test_scaled = ddi_denoised[index_name][value][3]\n", + " \n", + " ddi_denoised[index_name][value][1] = waveletSmooth(X_train_scaled)\n", + " ddi_denoised[index_name][value][2] = waveletSmooth(X_val_scaled)\n", + " ddi_denoised[index_name][value][3] = waveletSmooth(X_test_scaled)\n", + " \n", + " return ddi_denoised" + ] + }, + { + "cell_type": "code", + "execution_count": 319, + "metadata": {}, + "outputs": [], + "source": [ + "ddi_denoised = denoise_periods(ddi_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 320, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ddi_denoised['nifty 50 index data'][1][2]);" + ] + }, + { + "cell_type": "code", + "execution_count": 321, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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OcDcEwL76fFAhxPTM3vjIhis/xe9aQeLMIPHj6UMEI2904KoswrNuafXgyRUJ/lmWbI+A4+pt4dcyZNFXiDkx+2LpVssOReDmOlw1PgafOU/iwhDJ1jD+W+qWzElbuSbBP8tSHRGMat+4+v6xnGUelNcleX8hZsnsjY3m85XTQen7V2P1x+n76nGU24l/l5R3zpQE/yxLdkSnzPcDKKVw1/tJSq2/EDOmbY3ZH7+qZYN3bRlF11VgD5v4dlXj8ErTgpnKSvBXSt2vlDqllDqrlPrMBI+vUEq9pJQ6qJQ6rJR6TzbuW2iscBI7nJw2+MPIou/lKNqSA92FmAlrKF3meW2nzpL3r8a7oYzgHY0LNLLFad7BXynlBB4DHgA2A48opTZfc9n/BL6htd4BfAT4/HzvW4iSM1jszTAaAmDamL3DuR6WEEuC2TtxszZXqZfKX9wy2j1XzEw2Zv43Ame11ue11kngSeDBa67RQKYZdglL9PD2TLdOY4oa/4zMPgA501eImTH7Mj36pYY/G7IR/BuA1jGft418baw/AT4+cr7vs8CvT/RESqlHlVL7lFL7enp6sjC0/Ep1RHBVeGeUd3RVpReFpb2zEDNj9sbA5cAZdC/0UJaEbAT/ieqqrk1kPwJ8SWvdSPog968qpcbdW2v9uNZ6t9Z6d1VVVRaGll8zWezNUA6F0RgkcTGU41EJsTSYfTFcFV4p5cySbAT/NqBpzOeNjE/rfAL4BoDW+k3AC1SyhNgxE6s/Ptq1cyY8zcWkOqLYSSuHIxNiaUgHf0n5ZEs2gv9eYJ1SapVSyk16Qfepa665BLwDQCm1iXTwX3x5nSnMZrE3w72yGGxNsjWcq2EJsSRoW2P2xSXfn0XzDv5aaxP4NeA54ATpqp5jSqk/VUp9YOSy3wU+qZQ6BHwd+AWdacixRGQ2bM1ksTfDsyIIQFJSP0JMabTMs0IqerIlKzsitNbPkl7IHfu1z475+DhwWzbuVahSHVGcxW6cgZkvRjl8Bq4aH4kWCf5CTGX0TF6Z+WeN7PDNkmRHZMaLvWN5VhaTvBRC20vqjZAQWWX2jpR5Ss4/ayT4Z4GdtDC7h2e12Jvhbi5Gx9PfL4SYmNk3UuZZLGWe2SLBPwtSnVHQTHmAy2Q8K9N73yT1I8TkzF4p88w2Cf5ZMLrYO4eZv7PciyNoyKKvEFMw++KS8skyCf5ZkOqI4vC5cJZ4Zv29Sik8K4tJtAzlYGRCLH7pbp6xcQ3dxPxI8M+CzGKvUnN7S+peWYI1kMAKJbI8MiEWPyuUAFPLzD/LJPjPk7Y1qc4oRt3s8/0ZnmbJ+wsxGan0yY1lG/xTndGs7Ky1I8l5z0qMej/KcEjeX4gJXKnxl7RPNi3b4D/wzTP0PHEUO27O63nMwXSqxlk6+3x/hnI6cDdJkzchJpIu81Q4i+f+b0yMtyyDv520SLZH0DGT8Gvt83ouayT4u+YR/CHd5yfVEcFOSJM3IcYye+O4youkzDPLlmXwT7aGwdY4SzxEXmvHiiTn/FxWFmb+kN7shY00eQOsSHL0HZUQZl9M2jrkwPIM/i0hUFD+sY3olEX4lbY5P5c1mEB5nfM+ONqzohiUNHkDGPiv03T+zV7Cr7RJ24tlbrSbpzR0y7plGfwTLUMYNX48K4rx7agm8mZHumvgHJiDiXmnfAAcRS5c1b5ln/fXliZxYQiHx8nQ9y/Q8/hhzP743J8vZckLyCJmhZJg2jLzz4FlF/y1pUleDKfTLEDxO1eChtCLl+b0fNZgHGdpdmYlnuZikheXd5O31OUIOmlT+oE1lD28ntTlKF3/cIDovk5m2gVca0383CB9XztB+x+/SeTH81vXEQvnyqHtMvPPtmUX/FOdUXTSGq2td5V78d9QS3Rv12hJ2WxYg4l55/sz3M0l6IS1rPP+mb0O7uYS/LtqqPnNnRj1AQb++wy9Xzw6emjOROzhFOEft9P1d/vp/ZcjxM8OojxOEucG8zV8kWXSyjl3shL8lVL3K6VOKaXOKqU+M8k1P6OUOq6UOqaU+o9s3HcuMm0U3M0lo18rvncFyqkIPT+72b+dtLCHzawF/6INZTgCBoPfO7dsZ//JiyGcpZ7RVJqr3EvVJ7dS+oE1JNsjdP/TQQa+eQYrnF6k17YmfmaAvq+fpOPP32Lo6fM4ilyUPbye+j+8kaJN5VO+YIjCJmWeuTPvw1yUUk7gMeBdpM/z3auUemrkAJfMNeuAPwBu01oPKKWq53vfuUq2XB1cAJzFbvy31BN5rY3g3Y0YNTPbrZutMs8Mh8+g9P1r6P/6SSKvdxC8oyErz7tYaK1JXAzhWVVy1deVQxG4tR7f9VWEXmwl8mYHw4d6KNpWSeLsYHrRvchF4MY6fLtrrjpK06gPMHygGyucxBmUdsCLTao9glHjlzLPHMjGzP9G4KzW+rzWOgk8CTx4zTWfBB7TWg8AaK27s3DfWdNak2gJjaZ8xgre1QjA8OHeGT9ftso8xyraVol3YzmhH7bMa6FzMbIGEtih5IT/fWDkxfF9q6n57V141pUyvL8LV1UR5Y9spP4Pb6L0A2vGnaGc+Vxm/4uPtjXJtgjupuBCD2VJykbwbwBax3zeNvK1sdYD65VSryulfqKUun+iJ1JKPaqU2qeU2tfTM/fz3RPnByfcuWv1x7HDyatSPhlOv4GzzIvZM/NDVczBdHDO1oIvpLt8lj60FhyKgW+fmfEi51KQqXRyr5w4+GcYlUVU/uxmGv7sdqo+sRXf9iqUMfGfcuZM5VS7BP/FxuweRics3Csk+OdCNoL/RO/Hro1YLmAdcDfwCPCvSqnScd+k9eNa691a691VVVVzGkyqZ5iex48QfnV87X5mMXGymaWrsmi0umAmrMEEOMh6OsFV4qHk/mYSZwYZPrAgb5JmzYokGT44v7EmW4ZQHidG7czSbjNJBTi8LpwV3tEzF8TikSl8kJl/bmQj+LcBTWM+bwQ6Jrjmu1rrlNb6AnCK9ItB1hlVPoq2VaZ37oav3rmbvBhCedP19BN/bzr4z3S2bQ0mcBZ7UM7s5yP9N9XhXlnM0DPn57UDOV8ib16m/z9PzStVlWgJ4V5ZnPX8rrs+QLIjmtXnFLmXvBRGFbmk0idHshH89wLrlFKrlFJu4CPAU9dc8x3gHgClVCXpNND5LNx7QiXvbkZbmtALV1fvJFqG8DRPHlxclUXopI0dmlmwzWaZ57WUQ1H2wXXYCYvB7+XsV5U1mbRKqmtuQdYeTmF2D48ea5lNRn0gnfKLza+Jn8ivxKUQ7qbgnM/JEFObd/DXWpvArwHPASeAb2itjyml/lQp9YGRy54D+pRSx4GXgN/TWvfN996TcVUW4b+xluieztE0jhVNYXbHRjd3TfZ9AKkZpn7MHAZ/AKPaR/DORmKHemY8poWgtSbZln6Lnuqaes1k+EgPVjQ17uuJS+H0OchT/PeZq8zZyrLou3jYCTM9GZB8f85kpc5fa/2s1nq91nqN1vrPRr72Wa31UyMfa63172itN2utt2qtn8zGfadS/I507f7QD1uAKz1zJsv3A7iq0umgmeT9ta2xhrLT2mEqgVvrwamIvnltJq1w2KEkdiQd0M3OyWf+5kCc/q+dZPA7Z8c9lrwYAkdu8rvGSMVPSlI/i0ayNZKeDEi+P2eW7A5fZ9BN4I4GYod7SbaF04u9ToW7YfI/JmexG2U4MHumD/52JAWWzunMH9I/R9HWSqL7uwq23XNyJOXj8LumnPlnUkOxI73jehglWkIY9QEcbmfWx+cMunEE3bLou4jIYm/uLdngDxC8sxGHz8XQcy0kW4ZwNwYnLQmEdJ7dVTGzip9clHlOJnBLPTpuMfx2YVb+JNvCoKBoWxWp7mG0NfGCebIjAg5wBN0MPn1+dBezNm2SreGc5Psz3A0BSfssIslLIVyVRTh8xkIPZcla0sHf4XURvGcFiTOD6eAyg3yyq2pmwT/bu3un4l4RxKj3E3mjY151//Fzg6SmSMvMVao9gqvah7sxCJaetEdSqj2Cq8pHyX3NpFrDxA6n93IkOyJg2jnJ92cY9X7MnmF0qjDfPYkrtNYkW8NS359jSzr4AwRurkunZma4mOiqLMLsj6Ete8rrcrG7dzJKKQK31GN2DZO8MDSn59CWpu+rJxiYIN8+H1prku0R3A2B0fr8yV5gkh3p63w7qzHq/Qz9oAWdsq6sx6wcv/kuW9z1AbAh1TnzTXxiYVgDCexISoJ/ji354K8MByXvXY2z1INngp2913JVFoHNtPXq2TrEZaZ811fh8LmIvHl5Tt+fvBRCx02Sl0LYw+OrbebKGlnsdTcGMaqLQE1c8WOFktjhFEZ9AOVQlLx3NdZggvDrHSRaQjjLvTiLc9d7x5A2D4tGsnVkp3dT7t4Jiiw0dlsMfFsr8W2tnNG1rqp0uafZE8OomngzGGTvEJeZUoYT3+5aIj9uwxpK4CyZ3b3jp/rTH9gQPzuIb9vcdlBfK9WWDqZGQwBlONNrJhPM/DNB192QDsLeNaV4N5UTfqkV5VR4N5RnZTyTcZZ5UEUuWfRdBJKXwijDgVE7+b8/MX9LfuY/W8ZIrf90ef9sHuIyU4Gb60BD5K3Zz/7jJwdwNxfj8LmIn+zP2piS7WFwgFGXTvkYNb4JZ/6ZSp/MdQAl71mFTtnYw2ZO8/2QTp256/yjlUmicCVbw+nJhFPCUy7Jb/caDp+Bw++aQfDP7QavibjKvXg3lhPd04k2p16TGMscSpDqjFK0qQLPujLipweydl5Aqj2CUe0bLdF01fox+2LjFlaTHZF09caYNJlR5Uu/oMG4Ns65YNQHSHVOXo0kFp427fTakOT7c06C/wRclT5SU9T6Z/sQl9kI3FKPHUkROzLz1tOZlI93YxlFG8uxI6lZdbk0B+MTrhNkFnuNMXsnjBofaEh1X/37S7VHRjtsjlXyQDOVv7QFY5J+S9nkbgiAac+qc6vIr9TlKJha6vvzQIL/BKbr7pnPMs9redaW4qoqIvxq24zLPuOnBtIH2FT78KwvAzVmDWASViRJ5PV2uj//Np1/uZfeLx8fdz9rKLPYO+bwlEzFz5geP/ZwCmswMZrvH0sZTrxry2b0c8xX5sVHUj+FK3FpZLF3hSz25poE/wm4qoqww8kJzwSA/JZ5Xks5FMF7mkhdjhI/Pn3uXps2iTODeDeUoZTC6TdwNwWJTZL3T/UM0/PEUS7/+VsMfu88OmlTtKWC5MUQyQtX78pNtad3YRpjgrqrogic6qqSysxir1E/Pvjnk6vKhzIcsuhbwJKtYRzFblyzLGgQsyfBfwLTLfpeCf75XfDN8G2vxlnhJfTipWln/4mWEDppXVVN491QTqotMq7ltbY1A984TbI1TPDOJmp+ayc1v7WT8g9vwOE3CL/SetX1ybb0jl33mEVc5VQY1T7MMTP/VHv644UO/sqhMGr90t65gCUvhfFIyicvJPhPwDVN8DcH4zk5xGWmlFNRfE8TqfYI8VMDU14bP9UPToVnzZWzc7wb0y8E8dNXf2/sUA/J1jCl71tNyf3NoykcZTgJ3FpP/NQAyctXAmeyPYJR7UcZV/fjMWp842b+zlIPTv/Cb9U3GgKkOiJZW/AW2WNFklj9cVnszRMJ/hNwVaQ3K00188/VIS4z5dtRjbPcS+j5i1PO/uOn+vGsLsHhuRKgjTo/jqBxVd7fTloMff8CRkMA347qcc8TuKUO5XYSGZn9a63Ti7gT5PFdtX6socRo2iy92Luws/4Mo96PTlhYA8vrfORCp1MWg989BzDhMasi+yT4T0AZDpylnkkrfhaizPNayumg+O4mUm0REqcnnv2b/XHM7ti4DVTKkd5UFT89MFr2GHm1DSuUpPT9qyc87MbhM/DfWMvw4R7M/ng6uEevXuzNMGrSlTupruF0X/a+2GhP/YUmB7oXHiucpOfxI8SO9lLyQHNOG/yJK7IS/JVS9yulTimlziqlPjPFdR9SSmml1O5s3DeXpqr4yfUhLjPl21mNs9RD6IWJc/+jJZ4bxlfTeDeUo+MWyUshzKEE4VfaKNpWOWULjMAdDaAU4dfartrZey2j5kqPn9TlKOiJr1sIRo0fHEp6+xeIVFeU7sfeJtUZpeLdhw1SAAAgAElEQVRjmwje1TT9N4msmHfwV0o5gceAB4DNwCNKqc0TXBcEfgN4a773zAejyjfheb75OsRlJpTLQfCeJpKXwiTODo57PH5qAGeFd8IzUL3rSsGhiJ/sJ/SDFrTWlNy/asr7uUo8+K6vZnhfV3q9wKGuWuzNcJZ5UG5nuhFd+9VtHRaaMhwY1T4p9ywA8dMDdH/+ENqyqfrUNoq2zKwFi8iObMz8bwTOaq3Pa62TwJPAgxNc9/8Afw0simSrq7IInbCww1dvbsrXIS4z5d9Vg7PETej5q2f/OmWRODdI0YbyCc9AdXhdeJqLie7rYvhgN8E7GnGVT1+9FLyrEZ2yie7txKjxjVvshXQrBaPWl575t0dwBAwcC7Q4PhGj3i/lngtMpyz6/v0ErjIP1b+6I90OXORVNoJ/AzC2BrBt5GujlFI7gCat9dNZuF9eXKn4uXo3aD4PcZkJ5XIQvLuJ5MUQnX+1l54njjL41LmRdsn2hCmfDO/GcuxoCkfQIHh344zuZ1T78G6umDaVY9T4SXVFSXWkF3sL6RBuoyGAHUlhhZLTXyxyInEhXYJc/MCqgngXvRxlI/hP9K96dAqqlHIAfw/87rRPpNSjSql9Sql9PT09WRja3GW6e157cPpC7u6djP/GWkreuxp3czF2NEV0XyeR1ztQXiee1ZPn8Is2V4BTUfLAKhyemTd4zbxQeKbYhemq8WFHTVJdwwWT8smQRd+FFz89AC6Vl55OYmLZaOncBoxdpWkExp42HgS2AC+PzP5qgaeUUh/QWu8b+0Ra68eBxwF27969oIXYzhIPuNS483wXcnfvZJTTQfCOK2+2tNZYoSRKMWFaJsNVWUT9Z2+5qgx0Jjwriqn+zZ3p/v2TGG3Hqxd+c9e1Mp1FU+0RijbmtpW0mFj8dD+eVSU5ObNZzEw2Zv57gXVKqVVKKTfwEeCpzINa6yGtdaXWullr3Qz8BBgX+AvNZOf5mgPxvB7iMhdKKVwlHpzF079AzTbwZ7jr/FO23M1U/AAFU+aZ4fC6cFUWycx/gZgDIyXI6+WFdyHNO4JprU2l1K8BzwFO4Amt9TGl1J8C+7TWT039DIXLqCwi1Z3O+Scuhgi/3Er8RP+UqRSR5gy6cfgNtGXjnMFCcr4Z9X6SreGFHsaylNlZPtV6lMi9rExftdbPAs9e87XPTnLt3dm4Zz64qnzETvTT/YVDJFtCOHwugu9YQeDW+oUe2qLgaS5GawpqsTfDqA8QO9yLPZzC4Vv4thPLSfz0SJfZqsnThiL3Cjd3UQCMWh/YGmswQcn7VuO/sVZylLNQ/sjGhR7CpK4s+kbxri2d5mqRLdqySZwdxLe9qiAnBcuJBP8pFG2roqrUg7spKEfKzYFyFe7vLNPbP9URkeCfR8mLYXTCkpRPAZDgPwXlUFO2OxCLlzPgxlnilkXfPMvsDB/bZVYsjMKdmgmRY0Z9QHb65ln8dD/ulcUFXS23XEjwF8uWUR/A7IlhJ63pLxbzZoWTpDqikvIpEBL8xbLlrg+kD5u/LB0+82G0xHO9BP9CIMFfLFtGw5VFX5F78dMDOILG6A5rsbAk+Itly1niweFzSW//PNC2JnFmAO+6MinxLBAS/MWypZTCqA9IxU8epNoj2MOm5PsLiAR/sawZ9QFSnVG0aS/0UJa0+Kl+UOBZK8G/UEjwF8uau8EPlh7t4bRQBr59hvCP2xd0DLmiUzaRPZ14VpXg9EsrjUIhwV8sa5l20wu56JtsjxB9q5Po3s4FG0MuRfdcxg4lCd67YqGHIsaQ4C+WNVdFEcrtWNBF3/BrbQCY3cPYcXPBxpELOmURerkV96oSPGtkt3whkeAvljXlUBh1AZJt4avOQM4XczBO7HBPuvxRQ7JtaS0+R37SiR1OUfKuFVLlU2Ak+OeJZdrEo6npLxR5511fRvJSmKHvnUfb+X0BiPy4A1CU/cwGAJKtobzeP5fspEX4lVY8a0rwrJZePoVGGmzkQTyS4nv/9Da9rRGat1Wy6bY6VmwuxyGdQgtC8J4m7JhJ5MftWKEE5R/eMOXxl9lix0yiezrxbavEXedPny52aekcMBP9yWXsSIrij69c6KEULK01yZiJZwHOlMhK9FFK3a+UOqWUOquU+swEj/+OUuq4UuqwUuoFpdSS+Wswkxb/8Sc/4bl/OUo8Mn5mHx1K8O2/O0Bfe5SNt9Zx+dwgzzx2mK/80Zv85LvniEWSCzBqMZZyKErft5qS960mdqyPnn89ipXFd2mTpZOiey6jkxaBOxsBcK8IkmxdmPRTttkJi/ArbXjWlS5IZ9yhnhhtJ/ux8/xObjYs0+ZHTxzniU//mLP7u/N+/3nP/JVSTuAx4F2kD3Pfq5R6Smt9fMxlB4HdWuthpdQvA38NfHi+9y4Ep/d0MdA5zGDXMJfPDvKOn99M0+b02aSh3hjf/Ye3GQ4led+vb6dxQxl3fmQ9LUd6OfH6ZQ784CLtpwZ46NO7cDgkH7rQgrc34Cx20/+NU/R84RCVn9iCq3R+R1Am28L0/OsR/DfVUfLulaPnQmjTJvx6B561paMHy7ibggwf6MYaSOAqwKMvZyPyZgd2NEXxu/I7zxvojLL/+xc5vbcLbWtKa3xc/84mNt5ch9O4eq6rtSaVsHAvQIfRZMzk+//7CG0nByiuKuKHXzwGwNpd1XkbQzZ+6huBs1rr8wBKqSeBB4HR4K+1fmnM9T8BPp6F+y44rTWHX2qloiHAO35+Ez964hhP/ePbbL+3iY231vLMY4dJJSwe/M3rqR0599fpcrBmRzVrdlRz6q1Onv+34xz84UV23d+8sD+MAMC3rQpn0E3vE0cJv9RK2UPr5vxc2tYMfOcsWJrIK20kLwxR/shGXGVehg/1pMsfP7R+9Hr3imIAkq3hRR387bhJ5NU2vBvK8Iz8TLmktaavPcqBH7RwZn83LpeDbfc2UtUU5NALrbz8tVPs+d4Ftr+jiWCFl55LYXouheltjRCPpthyVwO3P7wOZ54OH4oOJXj6nw/R3x7lHb+widXXV/H0Px/K+wtANoJ/A9A65vM24KYprv8E8P2JHlBKPQo8CrBiReHXBLefHqSvPco9P7uRqhVBfuYPb+CNb5/j0IutHHqxlaKgwU/9zk4qGwMTfv/6G2u4cKiXPd+7wIrrKqhqCub5JxAT8awqwWgMkOq8svFroDPKwR9e4ob3rSI4w8Ac3dtJqi1C+Uc2gFIMfOsMXf9wkPIPrSP8ahuuGh+edVcWQo1aH7gcJC+F8G2vmtE9BjqjOF0OiisL4zxcK5yk98vHsGMmxe+c/6y//dQA5w5043A5cBoOXIYDp8tBLJxkqCdGqDfGUG8cM2Hh8jjZ+e4VbH/HCnzFbiD9b6zt1AAHn7vIm98+B4DDpaioD7D6+ko0cPSVdvraItz36Bb8JZ55j3kqg13DPPWPbxOLpHjPr25j5XUVALzv17bn/QUgG8F/onzFhIk2pdTHgd3AXRM9rrV+HHgcYPfu3YWbrBtx+MVWvAGD9TfWAOByO7nzw+tZuaWCY6+2c8tDayirnbyDoVKKuz+6gcvnBnn+347z8B/sxpWHhUYxPaPax/DhXrTWdF0I8fRjh0hETfovR3nod3dOO0u0oilCz7XgXlVC0ch5te7GAH3/cZK+fz8BQNnD668qf1ROB+7GAMnW6Rd9tdYceqGVN799DneRiw/9/i5Kqnzz+6HnKXk5St+XjmEPpzAeWIV7npOZ03s7eeHfTuAwHCgFVsrGttJhwWmkX/BKqopo3FBOaU0Ra3fV4A1cvXCqlKJpYzlNG8vpvxzFMm3K6/xX/fdr2lTOi185wX/9+V7u/9TW0XfpU/6scROX2zmjdK2Vsmk90c+5g92cP9iD03Dw0O/soHrllXdFbq8r7y8A2Qj+bUDTmM8bgY5rL1JKvRP4I+AurXUiC/ddUKHeGBcO97LrvpXjAvbK6ypGX9Gn4w0Y3Puzm3j6nw/x1lMXuO2Da3Mx3GVNa81g1zCtJ/ppPTFA98UQLrcTr8+Fx+fC4zMoq/Vx3R0N+EvTMz+j2oeOmbS81ckPv3YKf6mH3Q808/p/n+XNb5/j9oenTgeFnmvBjpuU/dQatK1RToWroojqX97O0A9aSHVEJpzdu5uCRN7sQJv2pGcgxyJJXvjyCS4e6WPl1go6zw/xvX86xAf/xy6KAu75/8LmIHayn/7/OIGlFPtSmsv/cZpbYhY775vb7P/Iy228+p+nqV9bynt+ZRueonSosm2NZdq4XA7ULNfJyidpJb1udw1ltX6+/4XDfPv/PcCdH1nPdXc0TPo8Z/d386MvHsPlcVK/rpSG9aU0rC+jvN5PPJoiOpggOpQkOpig4/QALUf7SMUt3EUumrdXcuP7Vk34Qj32BeDgjy6xekdVTtcCsxH89wLrlFKrgHbgI8BHx16glNoB/G/gfq11/pe1c+Dwy20opdhyV+O8n2vllgquu7OBt5+/RPPWChpyfNhFZCBB++kB2k8N0NMapnlrJdvubZxX4OjviBLqjbFyS8Ws/1HmSiJmsuep85x/u4fIQHq+UVxVRNOmcmxLkxhOkRg2CfcnOHegm/0/uMja3dVc/44VBGvS/zj3/vtJyhsCvPdXt+MrdhPqi3PohVbq15ayesfEqZlka5jonk7izcU89eWTdF4YYv0NNdz2oXX4it2Uvm/1pGN2NwXhNU3qcnTCmXPHmUF++MVjxCJJ7vjwerbe3UDnuSG++7m3efbzh3nwt3bgcmfn3eNMF0QHX20j/OwFwhreDKUoW1NCc1OQN799Dm/AYPNt9bO6595nWtj79AVWba/k3b903VWTK4dD4cjSzzdWZWOAh//gBn70xWO8/LVThPri3Pzg6nEb0y4e7eNHTxyjamWQioYA7acHaDncO+nzegMG63ZVs3pnNY0byqZ9x5h5AbAtnfMiEJWNsjKl1HuAzwFO4Amt9Z8ppf4U2Ke1fkop9TywFbg88i2XtNYfmOo5d+/erfft2zfvseVCMm7y5T94gxXXlXPfL23JynOmEhZP/q89aEtz10c3pP9QjOwtQNm2Zv/3Wzi9p4vBrnQu2+NzUVbrp/PCEC7DwXV3NrDjnStGZ7/RoQTdF8N0XwzhdDqoWVVMdXPx6CzMTFqcPdDN8dc6uHxuCIDmrRW88xc3L0jd8lgdZ9KptMhggtXbK2naXE7TpvJJc+NDPTEOv9TKidcvk0pY1NX5uTGWpLXEy67f3jEaAK2Uzbf+dj+D3TF+5g9voKTqyvOZKYtz+7vhmfM4ExYvhEyK6/3UNBdzak8nLsPJzQ+u5ro7Gyb9h20OJuj8yz2Uvn81gduuzD5DvTEO/vASx15rp7iyiPs+uYWqFVdeHM4d6OYH/3KU1ddXcd8nt0wZOLTWvPXd8wx2DbN6ZxXNWyuvCvCJ4RSn93Rx7LUO+toj1KwqZs3OatbsrKK4omj0mpYjfbTu72LDxSG6TE1XUzE73ruK+nWlWKbNs58/TOuJfu7/1FZWXz/9GoaZsnjjm+c48nIbG2+p5Z6Pb8z7XhjbsnnlydMcf62DjTfXcvfPbsQ5Mob20wN8758OUV7n58Hf3jH67yAykKDjzACDXcP4it34Sjz4Szz4S9Mf57uSTym1X2u9e9rrCrWmeL7BPzKQoOvCEJ3nh+g8HyIeTfH+X9+elYWxIy+38eqTp/ng/9g1o/zgTGXevidjJobHyYrN5azaXsnKrZV459ENMZWw+OEXj9FyuJfGjWWsuK6Cxg1lVDYGUA5F/+UoB36QLo9TDmhYV8pA5/DobFkpGP0zUVBW66e81kfbqQESwyalNT42316PUvDmt84RrPDywP+5lYqGiRe6c8kybfY8fYEDz12kuLKId/3i5ln9N0rETI7/uINjr7Rxh20TvKGG8msqfkK9Mb7x53sprizig7+3i+hQgqOvtnPi9cvUpCyu9znpW1tK4wOrRn8HA51RXn3yNG0nB6heGeSuj264KuebobXm8p/vwbumhPKPbGSgM8qB5y5y+q0uULDptnpu/ek1E87G337+Eq//91m2v6NpyrTUvmcv8NZTF3AXuUjGTJyGI52q3FrB5XNDnN3bhZmyWVvvY2PK4qDHoH2k7UTNqmIMj5OO04PYtmZjscEGBxiPbKTmmjRWKmHx3c8dpLc1wvt/Y/uE72i11vRcCnPyjcuc3ttFYtjk+nc2cetPr12wd5Baa/Y92zJSiFHOfZ/cwkDnMN/93EECpR4e+t2dFAUXJr02E8s2+If743zrb/aPBi6ny0HViiD9l6MUV3r54O/tmtfbYm1r/uP/fgu318mHPrM76/1KzJRF28kBLhzupeVwL8NDSdxeJ3d8ZD0bbqqd9f2igwme+fxhelvD3P4z69l2z+RpqqGeGAd+eJHOc0NUNASoXhmkurmYqqYglmnTfTFE14X0//raI9StLeW6O+qpX1c6Oq7LZwf5weNHScZN7v25TazbXTOv38ds9LVHeOHLJ+i5FGbTbXXc/vC6edVwd3/+bZTLQdWj28Y9dv7tHr7/hSOUVBcx1BNDKcWqbRVs6RnGU1VE1ae2jftvpbXmzL4uXv+vs8TCSa5/5wpufP+qcX+PvV89TqItwtEqH2dHShc331HPjnetIFA2daXRa984zeEX29h6TyO3/fTace8eT7zRwYtfOcmGm2q59+c30Xl+iLP7uzl3oJvhoSSGx8m6G2u47vZ6XHs6Gd7fRfF9K9FbKkeu68FMWqzaXsmq7VWoZ8+Dran5jZ0TjiceSfGtv91PdDDBuz5xHU7DQSJqEo+mGA4lOX+wh772CE6Xg9U7qth8Wx0NGwrjtK/jP+7g5a+dpKIxQLg/jqfIxUO/u4tAWW4rguZr2QZ/29a88OXjVK8opnZ1CZVNAZwuBy1HennmscNsvDn9Rz/dH1cskuTYqx1cOtaHr8RNcWURxZVFpBIWb3zzLO/8xc1suKl2rj/ejGhb03UxxBvfPMvls0Os3lHF3R/dMONZR29bhGceO0R82OS+X7qO5q2VOR1vRnQowXOPH+XyuSG239vELQ+tmTSF1XMpzNn93VQ2BWhYXzZaopdhWTa9lyL0XApRWuunfl3puLfRod4Ye5++wKm3OvH4DO75+MZJ8/Gz0f/fp4mf7Kf+f9484eM/+e45Tr3VyaZb6th8ewNeren8672UPriGwC2T57kTMZM3vnWW4691UFJdxL0/t4n6temSz3B/nLNfOkZV9zA/itlsvLuR7e9oGvd7mYxta17/7zMcfrGNqhVB3v2J6ygdWb+4eLSPZz5/mMaNZbz3V7eNpjMg/bfW1xGhuLIIt9eVfgfyF3uwQ0lcFV5qPj1+omP2xej8m32UPNBM8K4mJnPthGys6pVBNt1ax9rdNfN6d5srFw738sN/OYrH5+Knf29XwZTUTmXZBv+pvPW98+x7poW7PrqBLXdOvJrf1x7h8IutnNrThZWyqV4ZJBm3CPXFsM3078pX4ubn/uzWvG0KsW3N289f4q2nzuPxGdz78Y2s3FJBdChBqDdGqDdOuD+OmbQwUzZWysZM2Zw/2IO7yMV7f3Vb3vcQWKbN6988y5GX2qhsCvCu/+O6q6otbMvmwHMX2ft0y1Vb8Csa/DRsKMPldtJ5bojulhBm6sopW0XFbtbsqGLtrmpKq33sf+4ix15tRynF1rsb2Hn/yqxVvIRfbWPo2QvU/V83z+gQkuGD3fT/5ymqf2PH6K7dqbSe7Oelr54k3B9n692NOByKo6+0U+7Q3OpzEfzwBkp2zK3c78KhHl748glsS3P3xzZQUu3jO393gNIaHw/97s5p3xGlOqN0fe4AntUlJM4PUfWpbXhWXZ0+C73USui5Fmr/xw3TbkobDiXpPD+E15+urvL6DTw+V9YWp3NpqCeGy+3I+R6AbJHgPwHb1jzz2CHaTg7w0Kd3Ujvyx2ymLC683cuxH3fQfmoAl+Fgw821bLunifJ6/+j3RgfTwdZf6qG0Ov811b1tEZ7/t+P0tUdwuNToi1GGc2QjjNNw4HI5KK0p4t6f27ygb1MvHO7lxa+cIJWwuP1Da7nuzgYGu4Z5/ksn6G4Jse6GGm5/eB2hvhjtpwZoOznA5XNDaEtT2RSgbk0ptWtKqF4ZpPti+l3CxSO9oy8IyqHYdFsdN7ynedqUyGzFTvXT92/HJgx8Exn4zlmGD3ZT/8e3zDhfnYybvPXd8+nqMWDjLXXsfvcKQv9wgOA9TZS8u3nO4w/3x/nRF49x+Vx6Qd9X4uanf2/XjIJY+JU2hr5/gZpP76b7nw5StKWS8ofXX3VN1z8cQBkOqn/l+jmPUWSfBP9JxKMpvvHne9G25h2/sJnzB3s4vaeTxLBJsNzLdXfWc90dDQX5FhTS1SaHXmolHkmNpKK8FFcUESz3ZrU6KJuiQwle+PIJWo/3U7e2hJ6LYZxuB3c9smHCNQErZaO1nnRWmEpYtBzppa8twsZb6kbTGtlmDsTp/Ku9lD60lsBNddNe3/UPB3AEDKo+sXXW9+q/HMXhVKOTivk811i2ZbP3mRbOv93DA5/aOuPfVc+/HMaOpqj5rV0MfPMMw4e6qfujm3B40u8YUt3DdP3dfkret5rg7ZPXxIv8m2nwX3Ytnb1+gwc+tZVv/s1+vvv3B9MLTddXsum2eho3lBVMjfpknIaDne9eXE1R/SUe3v9r2zn0YitvfuccjRvKufdnN46WlF5ruhcxw+Nk3e6anC8mO0s8KLcDcwbn+9pxk1RndM5HFV67AcndFGT4cE96g9g8/iYdTgc3fWA1N31g8r0F17ITFomW0GipqW93DdG9ncQO9+K/Ib3OFTvcAwp82/KzjiSyb9kFf4CqFUHe+8vbGOoZLtiFpqVGORTXv3MF193ZgMtwFEQ1x3SUQ+Gq9s3ocPdkaxg0eJqz08jM3RQkuqcTszeGkecUY+L8IFga7/r0IrR7RRBXVRHR/V34b6hFa83woR7czSU4ixdHHlyMV5h5gjxo2lzOlrsaJfDnmeF2LorAn2FU+TC7pg/+iZYQKObdzybDPbKBayZ9frItfnoAZThG+/ArpfDtqiHZEiLVM0yqcxizJzbj5nOiMC3b4C/ETLhqfFih5LQHqycvhTBq/Tiy1BveVekDlyLVmf+D5ROnB/CsKb2qt5B/ZzUoGN7fTexQDzigaMvM+leJwiTBX4gpZFIuU6V+tK1JXgrjnmDH7lwpp8Ko8ec9+Jt9Mcy+ON5rduM6iz14N5QTPdDF8OEePGvLcC5QEzmRHRL8hZhCJvhPteib6oyiExaeLAZ/AKPWT+pyfoN//PQAwLjgD+DbVYMdSmL1x2WhdwmQ4C/EFJzl3nT6ZYrgn7wYAsjqzB/Swd+OpLDyeM5z/PQAznIvrgl2shZtKsfhd4FTUXSdBP/FbllW+wgxU8qhMCqnXvRNXAzhCLpxZnkznVE3knLqjOJcm/sUizZtEucG8e2cuIRWuRyU3LcKK5rEUSShY7GT/4JCTMNV45uy6iZ5MYSnuTjrVUzGyClwqcvDeNfm9owHSL+I6aQ9Yconw39jbvtZifyRtI8Q0zCqfVgDceykNe4xK5TAGkiMHr6eTc6AG0fQyNuib/z0ADgVnjXZa1MuCldWgr9S6n6l1Cml1Fml1GcmeNyjlPrPkcffUko1Z+O+QuSDq9oHGsye2LjHEiP5/mxt7rqWUZu/ip/EqQE8K4tHWziIpW3ewV8p5QQeAx4ANgOPKKU2X3PZJ4ABrfVa4O+Bv5rvfYXIF6M6vfg50aJvsiUELgfGJOfDzvvetX5SXVG0ldseXKmuKKnOKN4N5Tm9jygc827sppS6BfgTrfV9I5//AYDW+i/GXPPcyDVvKqVcQCdQpae4+Xwau33tX95FUVloTt8rxHgKQ7mxsbD01Zu9XCq9Q9zUqZzc2YETp8OFaSfR5O4FwKVcKByYOpXT+4iZiQ0U87FP/mhO3zvTxm7ZSPs0AK1jPm8b+dqE12itTWAIGLc9UCn1qFJqn1JqX09PTxaGJkQ2aECjuHZBV6Fw5DRYZp5b5XB5TqFQOLGxJfAvI9lI7k1U4nDtX9BMrkFr/TjwOKRn/nMd0FxfMYWYTN+/HyfVOUztp69MqBLnB+l5/AgVP7+Zok25aXWgTZv2z75O8K4mSu5rzsk9+r9xitiRXmp//wbZtbuMZCP4twFjz3BrBDomuaZtJO1TAvRn4d5C5IWr2kfsWB86ZWH2x0m0hBh+uxsgJ5U+GcrlwFXly9mir9kXY/jtbgK3NkjgX2ayEfz3AuuUUquAduAjwEevueYp4OeBN4EPAS9Ole8XotAYIxU/Hf/rLXQiXfLpCBgEbquf0RGP87p3rX90F3G2hV9uA4cieGdjTp5fFK55B3+ttamU+jXgOcAJPKG1PqaU+lNgn9b6KeCLwFeVUmdJz/g/Mt/7CpFPnjWleFaX4Cz34mkuwdNcjLPCm5f21Eadn9ihHuy4mbWuoQDmYJzogS78N9binOEB8WLpyMpfktb6WeDZa7722TEfx4GHs3EvIRaCM+im6tFtC3Lv0Z2+ndHRHvvZEH65DYDgXU3TXCmWItnhK0SBu9LmIXt5fyuUILqvE/+uGlyTHKcpljbZyidEgXOWuFFe17hFX601A/99BrSm7IPrUM6Zz+XCr7SBrQneJbn+5UqCvxAFTimFUecbN/OPH+tjeH8XADppUf7Ixhm9AKS6h4m8eRn/rlpcFeNbN4vlQdI+QiwC6R4/w2g7XSRnJy0Gnz6PUeuj5D2riB3to/8/T03bBkJrzeBT51BuJ8X3rczH0EWBkuAvxCJg1PnRSQtrMAFA+KVWrMEEpQ+uJXhnIyUPrCJ2uJeB/zo1+gIxkdjRPhJnByl590qp61/mJO0jxCIwdtFXWzbhV9vw7ajGsypd/RO8qxFta0LPtYBDUfah9SjH1WWodtJi6OnzGERdYF0AAAZpSURBVLV+/DfV5ftHEAVGgr8Qi4BR4wcFqcsRIj/pSJ+q9Z5VV11TfE8TWDah5y9hhZOUP7weZ/GVSp7wy61YQwnKP7IB5cz9/gRR2CTtI8Qi4PA4cZV7ibzVSeLMIMXvXokzOD5tU/zOlZQ+tJZkS4iuzx0gdqwXALM3RviVNnzXV42+WxDLm8z8hVgkXLV+4sf6MGr9BG6un/S6wE11eFaV0P/kSfq+egL/jbWYgwmUc/y7BbF8ycxfiEXCXR8AoPSn1kybtjGqfVT/yvUE7mokureTxOkBit+54qo0kFjeZOYvxCIRuL0ez7pSPDPsIqpcDkofWIV3fRmJ0wMEbp383YJYfiT4C7FIODyuGQf+sbxrSvGuKc3BiMRiJmkfIYRYhiT4CyHEMiTBXwghlqF5BX+lVLlS6kdKqTMj/182wTXXK6XeVEodU0odVkp9eD73FEIIMX/znfl/BnhBa70OeGHk82sNAz+ntb4OuB/4nFJKVp+EEGIBzTf4Pwh8eeTjLwM/de0FWuvTWuszIx93AN1A1TzvK4QQYh7mG/xrtNaXAUb+v3qqi5VSNwJu4Nwkjz+qlNqnlNrX09Mzz6EJIYSYzLR1/kqp54HaCR76o9ncSClVB3wV+HmttT3RNVrrx4HHgf+/vbMLkbIK4/jvj2YflljZhbSSCVF6kasstmKIaYZJdBVRdFFgdOOFQRAsQdBVdlN2EUHYB2FUaB/GXvRB6e3ammutbZtChkvWWiRBF5Hx7+I9E4PMzE472fuemecHh3nP2bMzvxmeffblvOd9hoGBgdaFyYMgCIJZI3v2OVbSJLDB9umU3A/avrHBvAXAQeBp23vbfO4zwPezloNFwM8d/H5Z5OoN4V4W4V4OVXW/zvaMS+ud3uH7AfAgsDM97j9/gqR5wHvA6+0mfoB25FshadT2QCfPUQa5ekO4l0W4l0PO7tD5mv9OYLOk48Dm1EfSgKTdac69wHrgIUljqfV3+LpBEARBB3R05m/7F2BTg/FR4OF0vAfY08nrBEEQBP8t3XyH70tlC8ySXL0h3Msi3MshZ/fOLvgGQRAEedLNZ/5BEARBEyL5B0EQ9CBdl/wlbZE0KemEpEa1hiqDpFckTUsarxubsVheFZC0RNIBSROpaN+ONF55f0mXSDok6WhyfyqNXy9pJLm/nbYpVw5JcyQdkTSc+rl4n5T0VdrxN5rGKh8vAJIWSton6ZsU82tzcW9GVyV/SXOAF4A7gRXA/ZJWlGvVktcoit3V006xvCpwDnjM9nJgENiePusc/P8ANtpeCfQDWyQNAs8AzyX3X4FtJTq2YgcwUdfPxRvgNtv9dfvjc4gXgOeBD23fBKyk+PxzcW+M7a5pwFrgo7r+EDBUttcMzkuB8br+JLA4HS8GJst2bPN97Ke41yMrf+Ay4AvgFoq7Nec2iqWqNKCPItFsBIYB5eCd3E4Ci84bq3y8AAuA70gbZHJyb9W66swfuBY4VdefSmM58a+K5VUBSUuBVcAImfinpZMxiiqzn1AUGzxr+1yaUtXY2QU8DtTqY11NHt4ABj6WdFjSI2ksh3hZBpwBXk3LbbslzScP96Z0W/JXg7HYy3oBkXQ58A7wqO3fyvZpF9t/2e6nOJNeAyxvNO3/tWqNpLuAaduH64cbTK2Udx3rbK+mWJbdLml92UJtMhdYDbxoexXwO7kt8TSg25L/FLCkrt8H/FCSy2z5KRXJq1VCnS7ZpymSLqJI/G/YfjcNZ+MPYPssRdHBQWChpNpd71WMnXXA3ZJOAm9RLP3sovrewD/f54HtaYp6X2vII16mgCnbI6m/j+KfQQ7uTem25P85cEPa/TAPuI+i+FxO1IrlQZNieVVAkoCXgQnbz9b9qPL+kq6pfZucpEuB2yku4B0A7knTKudue8h2n+2lFLH9me0HqLg3gKT5kq6oHQN3AONkEC+2fwROSapVLN4EfE0G7i0p+6LDBbg4sxX4lmIN94myfWZwfRM4DfxJcXaxjWIN91PgeHq8qmzPJu63UiwvfAmMpbY1B3/gZuBIch8Hnkzjy4BDwAlgL3Bx2a4t3sMGYDgX7+R4NLVjtb/NHOIlefYDoylm3geuzMW9WYvyDkEQBD1Ity37BEEQBG0QyT8IgqAHieQfBEHQg0TyD4Ig6EEi+QdBEPQgkfyDIAh6kEj+QRAEPcjfH631nGe/sRIAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(dict_dataframes_index['nifty 50 index data'][1][2].values);" + ] + }, + { + "cell_type": "code", + "execution_count": 323, + "metadata": {}, + "outputs": [], + "source": [ + "#plt.plot(scaler.inverse_transform(X_train_scaled));" + ] + }, + { + "cell_type": "code", + "execution_count": 324, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['open', 'high', 'low', 'close', 'volume', 'macd', 'cci', 'atr',\n", + " 'boll_mid', 'ema20', 'ma5', 'ma10', 'mtm6', 'mtm12', 'roc', 'smi',\n", + " 'wvad', 'us dollar index', 'interbank offered rate'],\n", + " dtype='object')" + ] + }, + "execution_count": 324, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ddi_scaled['nifty 50 index data'][1][2].columns" + ] + }, + { + "cell_type": "code", + "execution_count": 325, + "metadata": {}, + "outputs": [], + "source": [ + "# from colorsys import hls_to_rgb\n", + "# import numpy as np \n", + "\n", + "# def get_distinct_colors(n):\n", + "\n", + "# colors = []\n", + "\n", + "# for i in np.arange(0., 360., 360. / n):\n", + "# h = i / 360.\n", + "# l = (50 + np.random.rand() * 10) / 100.\n", + "# s = (90 + np.random.rand() * 10) / 100.\n", + "# colors.append(hls_to_rgb(h, l, s))\n", + "\n", + "# return colors" + ] + }, + { + "cell_type": "code", + "execution_count": 326, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# list(get_distinct_colors(20))" + ] + }, + { + "cell_type": "code", + "execution_count": 327, + "metadata": {}, + "outputs": [], + "source": [ + "# import seaborn as sns\n", + "# colors = sns.color_palette(\"hls\", 20)\n", + "# sns.palplot(colors)\n", + "# colors = sns.color_palette(\"Set2\", 20)\n", + "# sns.palplot(colors)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 328, + "metadata": {}, + "outputs": [], + "source": [ + "#sns.palplot(sns.color_palette(\"Paired\",19))" + ] + }, + { + "cell_type": "code", + "execution_count": 361, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "matplotlib.colors.ListedColormap" + ] + }, + "execution_count": 361, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(plt.cm.tab20)" + ] + }, + { + "cell_type": "code", + "execution_count": 359, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(figsize= (10,8))\n", + "\n", + "\n", + "colormap = plt.cm.tab20\n", + "colors = [colormap(i) for i in np.linspace(0, 1,20)]\n", + "ax.set_prop_cycle('color', colors)\n", + "#plt.set_cmap('tab20c')\n", + "ax.plot(ddi_scaled['nifty 50 index data'][1][2])\n", + "plt.legend(ddi_scaled['nifty 50 index data'][1][2].columns,loc='upper center',bbox_to_anchor=(0.5, -0.1),\n", + " ncol=4,fancybox=True,shadow=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/archived/1e_stacked_autoencoder_exploration.ipynb b/notebooks/archived/1e_stacked_autoencoder_exploration.ipynb index 0309a4e..a4970e1 100644 --- a/notebooks/archived/1e_stacked_autoencoder_exploration.ipynb +++ b/notebooks/archived/1e_stacked_autoencoder_exploration.ipynb @@ -948,7 +948,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/notebooks/2b wavelet tvt split exploration continued.ipynb b/notebooks/archived/2b wavelet tvt split exploration continued.ipynb similarity index 99% rename from notebooks/2b wavelet tvt split exploration continued.ipynb rename to notebooks/archived/2b wavelet tvt split exploration continued.ipynb index 93f26c9..c10989f 100644 --- a/notebooks/2b wavelet tvt split exploration continued.ipynb +++ b/notebooks/archived/2b wavelet tvt split exploration continued.ipynb @@ -2046,7 +2046,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/notebooks/2c insight into scaling issue tvt debug.ipynb b/notebooks/archived/2c insight into scaling issue tvt debug.ipynb similarity index 95% rename from notebooks/2c insight into scaling issue tvt debug.ipynb rename to notebooks/archived/2c insight into scaling issue tvt debug.ipynb index 0a8cade..b6eb1ae 100644 --- a/notebooks/2c insight into scaling issue tvt debug.ipynb +++ b/notebooks/archived/2c insight into scaling issue tvt debug.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -33,7 +33,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -42,7 +49,7 @@ "dict_keys(['csi300 index data', 'nifty 50 index data', 'hangseng index data', 'nikkei 225 index data', 's&p500 index data', 'djia index data'])" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -52,6 +59,261 @@ "dict_dataframes_index.keys()" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(dict_dataframes_index['djia index data'])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(dict_dataframes_index['djia index data'])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TRAIN: 2008-07-01 00:00:00\n", + "TRAIN: 2008-10-01 00:00:00\n", + "TRAIN: 2009-01-01 00:00:00\n", + "TRAIN: 2009-04-01 00:00:00\n", + "TRAIN: 2009-07-01 00:00:00\n", + "TRAIN: 2009-10-01 00:00:00\n", + "TRAIN: 2010-01-04 00:00:00\n", + "TRAIN: 2010-04-01 00:00:00\n", + "TRAIN: 2010-07-01 00:00:00\n", + "TRAIN: 2010-10-01 00:00:00\n", + "TRAIN: 2011-01-03 00:00:00\n", + "TRAIN: 2011-04-01 00:00:00\n", + "TRAIN: 2011-07-01 00:00:00\n", + "TRAIN: 2011-10-03 00:00:00\n", + "TRAIN: 2012-01-02 00:00:00\n", + "TRAIN: 2012-04-02 00:00:00\n", + "TRAIN: 2012-07-02 00:00:00\n", + "TRAIN: 2012-10-01 00:00:00\n", + "TRAIN: 2013-01-01 00:00:00\n", + "TRAIN: 2013-04-01 00:00:00\n", + "TRAIN: 2013-07-01 00:00:00\n", + "TRAIN: 2013-10-01 00:00:00\n", + "TRAIN: 2014-01-01 00:00:00\n", + "TRAIN: 2014-04-01 00:00:00\n" + ] + } + ], + "source": [ + "for item in dict_dataframes_index['djia index data']:\n", + " print(\"TRAIN:\",dict_dataframes_index['nifty 50 index data'][item][1].index[0])\n", + " #print(\"VAL:\",dict_dataframes_index['nifty 50 index data'][item][2].index[0])\n", + " #print(\"TEST:\",dict_dataframes_index['nifty 50 index data'][item][3].index[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "VAL: 2010-07-01 00:00:00\n", + "VAL: 2010-10-01 00:00:00\n", + "VAL: 2011-01-03 00:00:00\n", + "VAL: 2011-04-01 00:00:00\n", + "VAL: 2011-07-01 00:00:00\n", + "VAL: 2011-10-03 00:00:00\n", + "VAL: 2012-01-04 00:00:00\n", + "VAL: 2012-04-02 00:00:00\n", + "VAL: 2012-07-02 00:00:00\n", + "VAL: 2012-10-01 00:00:00\n", + "VAL: 2013-01-03 00:00:00\n", + "VAL: 2013-04-01 00:00:00\n", + "VAL: 2013-07-01 00:00:00\n", + "VAL: 2013-10-03 00:00:00\n", + "VAL: 2014-01-02 00:00:00\n", + "VAL: 2014-04-02 00:00:00\n", + "VAL: 2014-07-02 00:00:00\n", + "VAL: 2014-10-01 00:00:00\n", + "VAL: 2015-01-01 00:00:00\n", + "VAL: 2015-04-01 00:00:00\n", + "VAL: 2015-07-01 00:00:00\n", + "VAL: 2015-10-01 00:00:00\n", + "VAL: 2016-01-01 00:00:00\n", + "VAL: 2016-04-01 00:00:00\n" + ] + } + ], + "source": [ + "for item in dict_dataframes_index['djia index data']:\n", + " #print(\"TRAIN:\",dict_dataframes_index['nifty 50 index data'][item][1].index[0])\n", + " print(\"VAL:\",dict_dataframes_index['djia index data'][item][2].index[0])\n", + " #print(\"TEST:\",dict_dataframes_index['nifty 50 index data'][item][3].index[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TEST: 2010-10-01 00:00:00\n", + "TEST: 2011-01-03 00:00:00\n", + "TEST: 2011-04-01 00:00:00\n", + "TEST: 2011-07-01 00:00:00\n", + "TEST: 2011-10-03 00:00:00\n", + "TEST: 2012-01-02 00:00:00\n", + "TEST: 2012-04-04 00:00:00\n", + "TEST: 2012-07-02 00:00:00\n", + "TEST: 2012-10-01 00:00:00\n", + "TEST: 2013-01-01 00:00:00\n", + "TEST: 2013-04-03 00:00:00\n", + "TEST: 2013-07-01 00:00:00\n", + "TEST: 2013-10-01 00:00:00\n", + "TEST: 2014-01-03 00:00:00\n", + "TEST: 2014-04-02 00:00:00\n", + "TEST: 2014-07-02 00:00:00\n", + "TEST: 2014-10-07 00:00:00\n", + "TEST: 2015-01-01 00:00:00\n", + "TEST: 2015-04-01 00:00:00\n", + "TEST: 2015-07-01 00:00:00\n", + "TEST: 2015-10-01 00:00:00\n", + "TEST: 2016-01-01 00:00:00\n", + "TEST: 2016-04-01 00:00:00\n", + "TEST: 2016-07-01 00:00:00\n" + ] + } + ], + "source": [ + "for item in dict_dataframes_index['djia index data']:\n", + " #print(\"TRAIN:\",dict_dataframes_index['nifty 50 index data'][item][1].index[0])\n", + " #print(\"VAL:\",dict_dataframes_index['nifty 50 index data'][item][2].index[0])\n", + " print(\"TEST:\",dict_dataframes_index['djia index data'][item][3].index[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'preprocessing' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 33\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mddi_scaled\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mddi_denoised\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 34\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 35\u001b[1;33m \u001b[0mddi_scaled\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mddi_denoised\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdenoise_periods\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdict_dataframes_index\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m\u001b[0m in \u001b[0;36mdenoise_periods\u001b[1;34m(dict_dataframes)\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mddi_scaled\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindex_name\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdeepcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdict_dataframes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindex_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex_name\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mddi_denoised\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m \u001b[0mscaler\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpreprocessing\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mRobustScaler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 10\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 11\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvalue\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mddi_denoised\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindex_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'preprocessing' is not defined" + ] + } + ], + "source": [ + "def denoise_periods(dict_dataframes):\n", + " \n", + " ddi_scaled = dict()\n", + " ddi_denoised= dict() \n", + " for key, index_name in enumerate(dict_dataframes):\n", + " ddi_denoised[index_name] = copy.deepcopy(dict_dataframes[index_name])\n", + " ddi_scaled[index_name] = copy.deepcopy(dict_dataframes[index_name])\n", + " for key, index_name in enumerate(ddi_denoised): \n", + " scaler = preprocessing.RobustScaler()\n", + "\n", + " for index,value in enumerate(ddi_denoised[index_name]):\n", + " \n", + " X_train = ddi_denoised[index_name][value][1]\n", + " X_train_scaled = scaler.fit_transform(X_train)\n", + " X_train_scaled = pd.DataFrame(X_train_scaled,columns=list(X_train.columns))\n", + " \n", + " X_val = ddi_denoised[index_name][value][2]\n", + " X_val_scaled = scaler.transform(X_val)\n", + " X_val_scaled = pd.DataFrame(X_val_scaled,columns=list(X_val.columns))\n", + " \n", + " X_test = ddi_denoised[index_name][value][3]\n", + " X_test_scaled = scaler.transform(X_test)\n", + " X_test_scaled = pd.DataFrame(X_test_scaled,columns=list(X_test.columns))\n", + " \n", + " ddi_scaled[index_name][value][1] = X_train_scaled\n", + " ddi_scaled[index_name][value][2] = X_val_scaled\n", + " ddi_scaled[index_name][value][3] = X_test_scaled\n", + " \n", + " ddi_denoised[index_name][value][1] = waveletSmooth(X_train_scaled)\n", + " ddi_denoised[index_name][value][2] = waveletSmooth(X_val_scaled)\n", + " ddi_denoised[index_name][value][3] = waveletSmooth(X_test_scaled)\n", + " \n", + " return ddi_scaled,ddi_denoised\n", + "\n", + "ddi_scaled,ddi_denoised = denoise_periods(dict_dataframes_index)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": 12, @@ -640,7 +902,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/notebooks/archived/split_dataset_debug.ipynb b/notebooks/archived/2d split_dataset_debug.ipynb similarity index 100% rename from notebooks/archived/split_dataset_debug.ipynb rename to notebooks/archived/2d split_dataset_debug.ipynb diff --git a/notebooks/archived/2e djia index scale denoise debug.ipynb b/notebooks/archived/2e djia index scale denoise debug.ipynb new file mode 100644 index 0000000..b6eb1ae --- /dev/null +++ b/notebooks/archived/2e djia index scale denoise debug.ipynb @@ -0,0 +1,910 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Imports (External)\n", + "import numpy as np\n", + "import pandas as pd\n", + "import datetime as dt\n", + "import xlrd\n", + "import xlsxwriter\n", + "from collections import OrderedDict\n", + "import copy\n", + "\n", + "import sys\n", + "sys.path.append('../') \n", + "\n", + "# Visualization/plotting imports\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import pywt\n", + "from pywt import wavedec, waverec\n", + "from scipy import signal\n", + "from statsmodels.robust import mad\n", + "\n", + "# Internal Imports\n", + "from wsae_lstm.utils import dictmap_load,pickle_load,pickle_save,dictmap_datetime" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['csi300 index data', 'nifty 50 index data', 'hangseng index data', 'nikkei 225 index data', 's&p500 index data', 'djia index data'])" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dict_dataframes_index=pickle_load(path_filename=\"../data/interim/cdii_tvt_split.pickle\")\n", + "dict_dataframes_index.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(dict_dataframes_index['djia index data'])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(dict_dataframes_index['djia index data'])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TRAIN: 2008-07-01 00:00:00\n", + "TRAIN: 2008-10-01 00:00:00\n", + "TRAIN: 2009-01-01 00:00:00\n", + "TRAIN: 2009-04-01 00:00:00\n", + "TRAIN: 2009-07-01 00:00:00\n", + "TRAIN: 2009-10-01 00:00:00\n", + "TRAIN: 2010-01-04 00:00:00\n", + "TRAIN: 2010-04-01 00:00:00\n", + "TRAIN: 2010-07-01 00:00:00\n", + "TRAIN: 2010-10-01 00:00:00\n", + "TRAIN: 2011-01-03 00:00:00\n", + "TRAIN: 2011-04-01 00:00:00\n", + "TRAIN: 2011-07-01 00:00:00\n", + "TRAIN: 2011-10-03 00:00:00\n", + "TRAIN: 2012-01-02 00:00:00\n", + "TRAIN: 2012-04-02 00:00:00\n", + "TRAIN: 2012-07-02 00:00:00\n", + "TRAIN: 2012-10-01 00:00:00\n", + "TRAIN: 2013-01-01 00:00:00\n", + "TRAIN: 2013-04-01 00:00:00\n", + "TRAIN: 2013-07-01 00:00:00\n", + "TRAIN: 2013-10-01 00:00:00\n", + "TRAIN: 2014-01-01 00:00:00\n", + "TRAIN: 2014-04-01 00:00:00\n" + ] + } + ], + "source": [ + "for item in dict_dataframes_index['djia index data']:\n", + " print(\"TRAIN:\",dict_dataframes_index['nifty 50 index data'][item][1].index[0])\n", + " #print(\"VAL:\",dict_dataframes_index['nifty 50 index data'][item][2].index[0])\n", + " #print(\"TEST:\",dict_dataframes_index['nifty 50 index data'][item][3].index[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "VAL: 2010-07-01 00:00:00\n", + "VAL: 2010-10-01 00:00:00\n", + "VAL: 2011-01-03 00:00:00\n", + "VAL: 2011-04-01 00:00:00\n", + "VAL: 2011-07-01 00:00:00\n", + "VAL: 2011-10-03 00:00:00\n", + "VAL: 2012-01-04 00:00:00\n", + "VAL: 2012-04-02 00:00:00\n", + "VAL: 2012-07-02 00:00:00\n", + "VAL: 2012-10-01 00:00:00\n", + "VAL: 2013-01-03 00:00:00\n", + "VAL: 2013-04-01 00:00:00\n", + "VAL: 2013-07-01 00:00:00\n", + "VAL: 2013-10-03 00:00:00\n", + "VAL: 2014-01-02 00:00:00\n", + "VAL: 2014-04-02 00:00:00\n", + "VAL: 2014-07-02 00:00:00\n", + "VAL: 2014-10-01 00:00:00\n", + "VAL: 2015-01-01 00:00:00\n", + "VAL: 2015-04-01 00:00:00\n", + "VAL: 2015-07-01 00:00:00\n", + "VAL: 2015-10-01 00:00:00\n", + "VAL: 2016-01-01 00:00:00\n", + "VAL: 2016-04-01 00:00:00\n" + ] + } + ], + "source": [ + "for item in dict_dataframes_index['djia index data']:\n", + " #print(\"TRAIN:\",dict_dataframes_index['nifty 50 index data'][item][1].index[0])\n", + " print(\"VAL:\",dict_dataframes_index['djia index data'][item][2].index[0])\n", + " #print(\"TEST:\",dict_dataframes_index['nifty 50 index data'][item][3].index[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TEST: 2010-10-01 00:00:00\n", + "TEST: 2011-01-03 00:00:00\n", + "TEST: 2011-04-01 00:00:00\n", + "TEST: 2011-07-01 00:00:00\n", + "TEST: 2011-10-03 00:00:00\n", + "TEST: 2012-01-02 00:00:00\n", + "TEST: 2012-04-04 00:00:00\n", + "TEST: 2012-07-02 00:00:00\n", + "TEST: 2012-10-01 00:00:00\n", + "TEST: 2013-01-01 00:00:00\n", + "TEST: 2013-04-03 00:00:00\n", + "TEST: 2013-07-01 00:00:00\n", + "TEST: 2013-10-01 00:00:00\n", + "TEST: 2014-01-03 00:00:00\n", + "TEST: 2014-04-02 00:00:00\n", + "TEST: 2014-07-02 00:00:00\n", + "TEST: 2014-10-07 00:00:00\n", + "TEST: 2015-01-01 00:00:00\n", + "TEST: 2015-04-01 00:00:00\n", + "TEST: 2015-07-01 00:00:00\n", + "TEST: 2015-10-01 00:00:00\n", + "TEST: 2016-01-01 00:00:00\n", + "TEST: 2016-04-01 00:00:00\n", + "TEST: 2016-07-01 00:00:00\n" + ] + } + ], + "source": [ + "for item in dict_dataframes_index['djia index data']:\n", + " #print(\"TRAIN:\",dict_dataframes_index['nifty 50 index data'][item][1].index[0])\n", + " #print(\"VAL:\",dict_dataframes_index['nifty 50 index data'][item][2].index[0])\n", + " print(\"TEST:\",dict_dataframes_index['djia index data'][item][3].index[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'preprocessing' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 33\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mddi_scaled\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mddi_denoised\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 34\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 35\u001b[1;33m \u001b[0mddi_scaled\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mddi_denoised\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdenoise_periods\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdict_dataframes_index\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m\u001b[0m in \u001b[0;36mdenoise_periods\u001b[1;34m(dict_dataframes)\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mddi_scaled\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindex_name\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdeepcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdict_dataframes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindex_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex_name\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mddi_denoised\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m \u001b[0mscaler\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpreprocessing\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mRobustScaler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 10\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 11\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvalue\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mddi_denoised\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindex_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'preprocessing' is not defined" + ] + } + ], + "source": [ + "def denoise_periods(dict_dataframes):\n", + " \n", + " ddi_scaled = dict()\n", + " ddi_denoised= dict() \n", + " for key, index_name in enumerate(dict_dataframes):\n", + " ddi_denoised[index_name] = copy.deepcopy(dict_dataframes[index_name])\n", + " ddi_scaled[index_name] = copy.deepcopy(dict_dataframes[index_name])\n", + " for key, index_name in enumerate(ddi_denoised): \n", + " scaler = preprocessing.RobustScaler()\n", + "\n", + " for index,value in enumerate(ddi_denoised[index_name]):\n", + " \n", + " X_train = ddi_denoised[index_name][value][1]\n", + " X_train_scaled = scaler.fit_transform(X_train)\n", + " X_train_scaled = pd.DataFrame(X_train_scaled,columns=list(X_train.columns))\n", + " \n", + " X_val = ddi_denoised[index_name][value][2]\n", + " X_val_scaled = scaler.transform(X_val)\n", + " X_val_scaled = pd.DataFrame(X_val_scaled,columns=list(X_val.columns))\n", + " \n", + " X_test = ddi_denoised[index_name][value][3]\n", + " X_test_scaled = scaler.transform(X_test)\n", + " X_test_scaled = pd.DataFrame(X_test_scaled,columns=list(X_test.columns))\n", + " \n", + " ddi_scaled[index_name][value][1] = X_train_scaled\n", + " ddi_scaled[index_name][value][2] = X_val_scaled\n", + " ddi_scaled[index_name][value][3] = X_test_scaled\n", + " \n", + " ddi_denoised[index_name][value][1] = waveletSmooth(X_train_scaled)\n", + " ddi_denoised[index_name][value][2] = waveletSmooth(X_val_scaled)\n", + " ddi_denoised[index_name][value][3] = waveletSmooth(X_test_scaled)\n", + " \n", + " return ddi_scaled,ddi_denoised\n", + "\n", + "ddi_scaled,ddi_denoised = denoise_periods(dict_dataframes_index)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(dict_dataframes_index['nifty 50 index data'][1][1]);" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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AhHBBO3KriQj0GdSYfyFOkQQghIvRWrMjt4oFYyLk6l8MiSQAIVxMUU0LxbUtLBoXaXYowsVJAhDCxWw/XgXAorGSAMTQSAIQwoV0WTQfHjpJVJAP46X9XwyRJAAhXITWmu88m87mw+VcNy/ZaebpF65L5gISwkVkFtWx+XA5P75wIj9c3vtzcYWwldQAhHAR72WV4uWh+NY5KXL1L+xCEoAQLmLToTIWjo0kNMDb7FDECCEJQAgXcLyikdyKJi6aGmt2KGIEkQQghAvYdKgMsD4YXQh7kQQghJM7VtbAPz45zuxRYQN62LsQ/ZEEIIQTK6ltYd1Tu/D29OCx62ebHY4YYWQYqBBOyGLRvLaniF+/dZC2zi6eu3UhyREBZoclRhhJAEI4oR+8sJeNB0pJGx3Ob6+czsTYYLNDEiOQJAAhnExxbQsbD5Ry0+IUfnXJVJnxUwwbm/sAlFKeSqm9Sql3jN//o5TKU0rtM35mGeVKKfWYUipHKbVfKTWn2zbWKaWOGT/r7P9xhHB9G/eXAPCtc1Lk5C+G1UBqAHcAh4GQbmU/0Vq/etZyFwMTjJ8FwD+ABUqpCOBeIA3QQIZSaoPWumawwQsxEr2zv5QZSaGMjgw0OxQxwtlUA1BKJQGXAE/YsPhaYL222gGEKaXigZXAJq11tXHS3wSsGmTcQrisj7PLySlvBODtzBIe23KMts4uAPIrm9hfVMdlMxLMDFG4CVtrAI8CPwXO7ol6SCn1a2ALcLfWug1IBAq7LVNklPVWLoTb2Ha8kpue3g3ApNhgsssaAHgv6yR/+/ps/rTpKACXzIg3LUbhPvqtASilLgXKtdYZZ711DzAZmAdEAD87tUoPm9F9lJ+9v9uUUulKqfSKior+whPCpbydWQrA984fR0ltCwE+nvzvldMpqmlm2f99yjv7S7lrxUQS5IYv4QC21AAWA2uUUqsBPyBEKfVfrfUNxvttSqmngbuM34uA5G7rJwElRvn5Z5V/cvbOtNaPA48DpKWlfSVBCOHKth+v5MIpMfxs1WR+uGwCDa0dxIT4EeLvzQNvH+KOCyfwtfmjzA5TuIl+awBa63u01kla6xTgeuAjrfUNRrs+yjov7eVAlrHKBuBGYzTQQqBOa10KfACsUEqFK6XCgRVGmRBuoaS2hfyqZhaNiwLA38eTmBA/AFZPj2fHz5fLyV841FDuA3hOKRWNtWlnH/Bdo/xdYDWQAzQDNwForauVUr8BdhvLPaC1rh7C/oVwKY9/louHgvMnRZsdihDAABOA1voTjGYbrfWyXpbRwO29vPcU8NSAIhRiBDhYUsf67fncsHA046LlWb7COchkcEI4wLPbTxDg48X/u2iS2aEIcZpMBdGHzi4L//osl9K6FkL9vZmRFMaKqbHyOD4xIFprPj1awZLxUfI0L+FURmwCqG1ux9/HE18vz0Fv4/W9xfzhg2wCfTxparfeqPP0t+ZxweSYryyrteaJrXl4eihuXjJm0PsUzqW1ows/78EfQwA55Y2U1rXyg2XS9i+cy4hsAtqVV82sBzaxK29ofcxv7i0mJTKArPtXsvPnywny9eK2Z9P59vp08iubAOuJf3d+NXe9sp+H3j3MA+8cYn9RrT0+hjDZtuOVTPn1+/zt45whbeed/aUo6fwVTmhEJoCJsdZOtoMl9YPeRk55I9tzq1g7KxGlFLEhfrx3x7l8ff4oduRWccszu+nssvD/Xsnkmn9u5/W9RVyXloyftwfP7yyw10cRJsmtaOS+DQfRGv685RhHjTt2B2NDZglLxkfJzV3C6YzIBBAW4ENSuD9ZxXWDWl9rzS/eOECwrxffXDT6dHlyRAD3r53Gw1fN4HhFEyse+YzX9xRz2cwEPvzRUh6+egZXzUni1Ywijlc02uvjCAfTWvP1f++kvKGN+y6bSoifN2v/+gUfHDw54G0dLKkjr7KJZT00GwphthGZAADGxwSRX9U0qHU3HSpjZ141d188hagg36+8f+GUWOaPiUAD0xJDeGBNKhOMB3b8+KKJ+Ht78uA7h4YSvjBRQXUzJ+tb+enKyXxr8Rg2/nAJ42OC+MkrmWQW1vL6niKe2ZbP6j9vPf2w9p60dnRx50uZRAX5sGamTO4mnM+I7QQeFRHAnhODm2l606EyQvy8uDYtqcf3fbw8ePk7i3p8LyrIl5sWp/DYRznUNrcTFuAzqBiEebKKrU2H0xNDAYgN8eOR62ZyyWOfs/ZvX5yx7LfXp/PibQtZODbyK9t5cVcB2WUNPH3TPCJ7uJAQwmwjtgaQHB5AfWsndc0dA1532/EqFo+PwstzcF/P/DHWk8H+osE1QQlzZZXU4e2pmBj35Q1b42OC+ccNc7h8VgLPf3sBT9yYxuY7lzIqIoCHNh7ucTs7cqtJjvDngknS/COc04hNAONirA/TOFo+sM67wupmimtberyis9X0JOuVo4wGck1ZxXVMjA3+yhDiZZNjefT62ZwzLooLp8YyPiaYGxaO4kBxHSfrWs9YVmtN+oka0kZHODJ0IQZkxCaAqfHWk/DBAXYE7zSGjs4fM/g/3FB/b8ZGBZIpNQCXdLSsgUlxtj2EfYFR29udf+aQ44LqZiob25g7Otzu8QlhLyM2AcSG+DImKpD120/Q2tFl83o7c6sIC/BmUqxtJ4DezEgKlRqAC6pv7aCsvo0JMbb9/6cmhBDg4/mVBPDWPutzfc8ZN/iapBDDbcQmAKUUD14+jdzKJh7ZfNSmdbTW7MyrZl5KxJAfxj0jKYyy+jZezSiipql9SNsSjnPqUY0TYmybsM3L04M5o8LZnX/mgION+0tZODaCsTLxm3BiIzYBACweH8XK1Fje2lvS77KdXRb+38uZFFQ3s9wOY7aXTowixM+Lu17J5NK/fH76ma/CueWUWRPAeBsTAEBaSjhHTtZT12IdcHC0rIHssgbOmyidv8K5jegEANYROSfrWymta+lzuY0HSnl9bzE/unAC181L7nNZW4yPCWbPry7i0etmUVzbwrPbTwx5m2L4HSypw8fLg+SIAJvXOXdCFFrDS7sLsFisNxGGBXj3OoxYCGcx4hPAeROj8PJQ/OrNLKyPKujZO/tLiQry5YfLJthttk8vTw/Wzkpg6cRo/vpxzoD6IoTj7cyt4rmdBVw0JRbPATQBzh0dwbLJMfx58zHWb89nd34NP794ioz9F05vxCeA8THB3LliIpsPl3Pk5FeHhFosmj99mM2mQ2V8bX7ykNv+z6aU4qbFKdQ2d3ylo1A4l1++mUVyRAC/u2r6gNf99aVTae+ycN/bh4gP9ePquXL1L5zfiE8AANemJePtqbj3rYM0tnWeLm/r7OK2ZzN47KMcQvy8uPXcscOy/3kpEXgo+CKnali2L4auvdPC8YpGLp0RT4jfwOfsT4kK5GerJjMrOYzfXjnd7hcSQgwHt0gAUUG+PHLdLDIKarj3rYOny1/fU8zmw2XcffFkdvx8OaH+w/OwjiBfLy6YFMOLuwto6paAhPMorm3BomF0ZOCgt3HruWN58/bFcuevcBlukQAALp2RwMrUWNJPfNkMs+VwOSmRAXxn6VgCfIZ3WqTbl42ntrmD53ZKZ7AzOjVx4OhI2zt/hXB1bpMAACbGBlNQ3UyL8XSvw6X1TE8Kc8gjHueMCmfR2Eiek2cFOKWiGusosVEDGP0jhKtzuwSgNRyvaKS+tYPi2hamxA/tjt+BWJEay4mqZopqmh22T2GboupmfDw9iJaRO8KNuFkCsN7cc7SsgWxjRNCUuBCH7f+ccVEAbD8uncHOpqimhcRwf+m8FW7FrRLA6MhAfDw9OFhST2ahdZ6eyQ6sAUyMDSIqyIfPjlU6bJ/CNoU1zSSFyyMbhXsZsQ+E6Ym3pwcLx0Xy5Od5BPh4Mj0xlLgQP4ftXynFRVNjeWtfCc3tncPe8SxsV1TTQmpCqNlhCOFQblUDALhj+QTmjApj7awE/nz9LId0AHe3dlYize1dfT5KUDhWU1sn1U3tJEdIDUC4F7e7BJ07OpzX/2exafufnxJBfKgfG/aVsHZWomlxiC+dGgGUFC4jgIR7cbsagNk8PBRrZibw6dEKmSbaSZwalZUsfQDCzUgCMMGaWQl0WjQbD5SaHYrA+hhQkBqAcD+SAEwwNT6EsdGBfCj9AE7hyMkGgny9iAryMTsUIRzK5gSglPJUSu1VSr1j/D5GKbVTKXVMKfWSUsrHKPc1fs8x3k/pto17jPJspdRKe38YV6GUYkp8CAXG9APCPF0WzebDZZw/KdrhAwKEMNtAagB3AIe7/f4w8IjWegJQA9xilN8C1GitxwOPGMuhlJoKXA+kAquAvyulPIcWvutKCvOnpLYVi6X3ZxSI4ZdxoobKxnZWTYszOxQhHM6mBKCUSgIuAZ4wflfAMuBVY5FngMuN12uN3zHeX24svxZ4UWvdprXOA3KA+fb4EK4oMdyf9i4LlY1tZofi1t7LKsXHy4PzZQZP4YZsrQE8CvwUsBi/RwK1WutTcxsXAafGNCYChQDG+3XG8qfLe1jnNKXUbUqpdKVUekVFxQA+imtJDLOOOCmq7ftRlWJ47cytZsGYCIJ83W5EtBD9JwCl1KVAudY6o3txD4vqft7ra50vC7R+XGudprVOi46O7i88l5VoDDksrpEEYKaSuhaZAlq4LVsuexYDa5RSqwE/IARrjSBMKeVlXOUnASXG8kVAMlCklPICQoHqbuWndF/H7ZyqARRLDcA0ze2d1DZ3kBAm4/+Fe+q3BqC1vkdrnaS1TsHaifuR1vobwMfA1cZi64C3jNcbjN8x3v9IW5/GvgG43hglNAaYAOyy2ydxMcF+3oQFeFNQLVNDm6WkthWAhFBJAMI9DaXh82fAi0qpB4G9wJNG+ZPAs0qpHKxX/tcDaK0PKqVeBg4BncDtWuuuIezf5Y2PDiKnrNHsMNzWlzeASQIQ7mlACUBr/QnwifE6lx5G8WitW4Freln/IeChgQY5Uk2IDeK9rJNorWUMuglOnH4M5OCfAyyEK5M7gU00ISaY2uYOKhtlTiAznKhuJsDHU+4AFm5LEoCJJsZaH0ZzrKzB5EjcU0FVM6MiAqT2JdyWJAATTYqzJoCdedUmR+KeTlQ3kyLNP8KNSQIwUXSwL0snRvPi7gI6uiz9ryDsxmLRFFQ3yz0Awq1JAjDZjQtHU1bfxocHZWZQR8qtbKS908L4mCCzQxHCNJIATHbB5BjiQ/14O9Nt74kzxZ6CWgBmjwozORIhzCMJwGSeHooZSaEclY5gh3o7s4SEUD/GRkkNQLgvSQBOYGJsMPlVTbR2uPV9cQ5TWN3M1mOVXDdvFB4eMgJIuC9JAE5gdGQgFg2lda1mh+IWXtxdgIeCa+clmR2KEKaSBOAEEsL8ACiVieEcYndeDbNHhRMvcwAJNycJwAmcmoysRGoADlFc28KoCBn+KYQkACcQF2qtAZRIDWDYdVk0J+tbT9e6hHBnkgCcgJ+3J5GBPpTWSQIYbuUNrXRZtDwDQAgkATiN+DC/0/PTi+Fz+hkAkgCEkATgLBJC/aUG4ACnmtkSJQEIIQnAWcSF+nFSOoGH3akEEB8qfQBCSAJwElFBvtS3dtLeKZPCDaeT9a0E+XoR7OdtdihCmE4SgJOINB5KUt0kD4cZTlWN7ae/ayHcnSQAJxEZ6AtAZWObyZGMbFVNbUQGSgIQAiQBOI1TjyWUBDC8rDUAX7PDEMIpSAJwEmOiAlEK9hrTFIvhUdXULjUAIQySAJxEZJAvaaPD+fCQPBhmuFgsmuom6QMQ4hRJAE5kxdQ4DpfWU1jdbHYoI1JdSwddFn26v0UIdycJwIlcNDUWQGoBw6TKGGElNQAhrCQBOJGUqEASw/zJLJR+gOFQZXSwSw1ACCtJAE5mbHQgeZVNZocxIkkNQIgzSQJwMuOig8irbEJrbXYoI05uRSMgE8EJcYokACeTGOZPY1snDW2dZocy4mQW1TE2OpBQf5kGQgiQBOB0YkKs7dNlMjGcXWmt2VdYy6ykMLNDEcJp9JsAlFJ+SqldSqlMpdRBpdT9Rvl/lFJ5Sql9xs8so1wppR5TSuUopfYrpeZ029Y6pdQx42fd8H0s1xUXYp2lsqxe7gi2p5P1rVQ0tDGU/RRfAAAVT0lEQVQjKdTsUIRwGl42LNMGLNNaNyqlvIHPlVLvGe/9RGv96lnLXwxMMH4WAP8AFiilIoB7gTRAAxlKqQ1a6xp7fJCRIvZ0ApAagD2dGlk1M1lqAEKc0m8NQFs1Gr96Gz999VCuBdYb6+0AwpRS8cBKYJPWuto46W8CVg0t/JHnVAI4KQnArvYV1uHtqZgSH2J2KEI4DZv6AJRSnkqpfUA51pP4TuOth4xmnkeUUqcGVycChd1WLzLKeisX3fj7eBLi50W5JAC7+vRoBbOSw/Dz9jQ7FCGchk0JQGvdpbWeBSQB85VS04B7gMnAPCAC+JmxuOppE32Un0EpdZtSKl0plV5RUWFLeCNOXKif9AHYUcaJag6X1nPJ9HizQxHCqQxoFJDWuhb4BFiltS41mnnagKeB+cZiRUByt9WSgJI+ys/ex+Na6zStdVp0dPRAwhsxYkP8pAnIjp7bWUCInxfXzRtldihCOBVbRgFFK6XCjNf+wIXAEaNdH6WUAi4HsoxVNgA3GqOBFgJ1WutS4ANghVIqXCkVDqwwysRZIgJ9qGmWJ4PZg8Wi2XK4nIumxuHvI80/QnRnyyigeOAZpZQn1oTxstb6HaXUR0qpaKxNO/uA7xrLvwusBnKAZuAmAK11tVLqN8BuY7kHtNbV9vsoI0eovzf1LR1mhzEifJ5TSV1LB+eMizQ7FCGcTr8JQGu9H5jdQ/myXpbXwO29vPcU8NQAY3Q7IX7e1Ld2orXGWsESg/F+Vim3P7+XxDB/LpgcY3Y4QjgduRPYCYX4e9Fl0TS1d5kdikv7744CksP9efeOc4mQp4AJ8RWSAJxQiJ91rhppBhq8ji4Lu/KrWTY5Vub+EaIXkgCc0KkTVn2rJIDByilvpL3TwsxkmfpBiN5IAnBCYQHW5orKBhkJNFgHS+oBSE2QO3+F6I0kACc0KS4YgEOldSZH4roOltTh7+3JmKggs0MRwmlJAnBCEYE+JIb5k1Vcb3YoLutgST1T4oPx9JBRVEL0RhKAk0pNCCGrWGoAg2GxaA6V1JOaIO3/QvRFEoCTmp4YSm5lEw3SETxgR0420NjWKe3/QvRDEoCTmpZovXo9XNpgciSupbm9kztf3keovzfnT5Kbv4ToiyQAJ5WaaL16lWYg22mt+emr+zla1sBfvjabuFA/s0MSwqlJAnBSMcF+BPp4UlTTYnYoLuPj7HLe2V/KXSsnsXSie84kK8RASAJwYtHBvpQ3yLTQttq4/yRBvl7cumSs2aEI4RIkATixmGA/KhrkwTC22Hqsgtf2FHHVnER8vOSwFsIW8pfixKJDfCUB2KCqsY07X85kfEwQd188xexwhHAZkgCcWHSQL+WSAPr1UnohFQ1tPHb9bHnoixADIAnAicWE+NLY1klze6fZoTi1T7MrmBofwlQZ9y/EgEgCcGIxwdZhjNIM1LuG1g4yTtRw3iQZ9SPEQEkCcGLRwb4A0gzUh23Hq+i0aM6XYZ9CDJgkACeWGGatARwrazQ5Euf16dEKgny9mDM63OxQhHA5kgCc2LjoIMZGBfLWvmKzQ3FKFovm0+wKFo+PxNtTDmUhBkr+apyYUoor5ySyM6+a53aewGLRZofkVB7fmktxbQurp8ebHYoQLkkSgJO78ZwUloyP4hdvZPHt9elmh+M0sk828IcPsrlkejxrZiaYHY4QLkkSgJML8fNm/c3zuWpOEluOlJNX2WR2SE7hk+xyuiyae9dMRSl56IsQgyEJwAV4eCh+sGw8ANuOV5ocjXPYU1DDqIiA00NlhRADJwnARYyODCAqyJePj5TzcXY5nV0Ws0Myjdaa3fk1zEuJMDsUIVyaJAAXoZRi9fQ4Nh8u56and/NSeqHZIZnmWHkj1U3tLBgrCUCIoZAE4ELuWD6B+9ekkhIZwHsHTpodjml25lYBsHBMpMmRCOHaJAG4kMggX9adk8L5k2LYU1BDh5s2A+3IqyY+1I/kCH+zQxHCpUkCcEELxkTQ3N7FFznu1yHc0t7FjuNVLBgTIaN/hBgiSQAuaPmUWGKCfXny8zyzQ3G4R7ccpaqpnevnjzI7FCFcXr8JQCnlp5TapZTKVEodVErdb5SPUUrtVEodU0q9pJTyMcp9jd9zjPdTum3rHqM8Wym1crg+1Ejn4+XBTYvHsPVYJe9nuU9fQFZxHU9szeO6tGQWjpX2fyGGypYaQBuwTGs9E5gFrFJKLQQeBh7RWk8AaoBbjOVvAWq01uOBR4zlUEpNBa4HUoFVwN+VUvL0jkG6ZckYpiWGcM/r+6luajc7HId4YmsuwX5e/Hy1PPVLCHvoNwFoq1PTUXobPxpYBrxqlD8DXG68Xmv8jvH+cmVtrF0LvKi1btNa5wE5wHy7fAo35OPlwf1rUqlp7mD78Sqzw3GIIycbmDMqnNAAb7NDEWJEsKkPQCnlqZTaB5QDm4DjQK3W+tSjqoqARON1IlAIYLxfB0R2L+9hHTEIqQmheCjIPllvdijDrrPLQm5lExNigswORYgRw6YEoLXu0lrPApKwXrX3VAc/NVVlT0MzdB/lZ1BK3aaUSldKpVdUVNgSntvy8/YkJTKQ7LIGu22zrbOLbTmVaO1cM4/uLaylvdPC9KRQs0MRYsQY0CggrXUt8AmwEAhTSnkZbyUBJcbrIiAZwHg/FKjuXt7DOt338bjWOk1rnRYdLU956s+kuGCO2vGBMY9uPsbXn9jJ79474lRJ4KMj5Xh5KM6dIMeEEPZiyyigaKVUmPHaH7gQOAx8DFxtLLYOeMt4vcH4HeP9j7T1TLIBuN4YJTQGmADsstcHcVcTY4PJr2qipb1ryNvaV1jL+m35ADz+WS4Pv5/tFEmgvdPC+1knSUsJJ9Rf2v+FsBdbagDxwMdKqf3AbmCT1vod4GfAnUqpHKxt/E8ayz8JRBrldwJ3A2itDwIvA4eA94HbtdZDP2u5uUlxwWgNOeVDqwVUNrax7qldRAb5sv2eZXxjwSj++elx1m8/YadIB++vHx0jr7KJmxePMTsUIUYUr/4W0FrvB2b3UJ5LD6N4tNatwDW9bOsh4KGBhyl6MykuGIDssoYBt493WTSeHtaumb9+lENDawevfncR8aH+/GbtNLJK6nklo5B156TYO2ybZRbW8rdPjnPVnCRWpMaZFocQI1G/CUA4t9ERAfh4eXB0gB3B67fn8+DGw0yJCyYmxI9Nh8q4Li2ZCbHWhOLhobhkehy/ffcIu/KqmT/GnJk3n99ZQICPJ/eumWrK/oUYyWQqCBfn5enB+Oggjpy0PQH87r3D/Pqtg6QmhFDf2smeEzVcm5bEA5ennrHcjYtSCPHz4sXdBfYO22ZHTtYzPTGUED9p+xfC3qQGMAJMjg9m86EySmpbSAjre4bM2uZ2/v1ZLlfMTuSP18w83QTUEz9vTy6eFs/LGYW0dnRx50UTGR8TbO/we9XS3sWRkw3csHC0w/YphDuRGsAIcNvSsWgN33xyZ7+jgT49WoFFwzcXje7z5H/Kz1dP4fp5o9hyuJwfvLDPoaOCPskup63TwrLJMQ7bpxDuRBLACDA5LoQ/XDOT4xVN/U4RvflwORGBPsxMCrNp26EB3vzuyunce1kqh0vrOVjS913HBVXN/OeLPLYcLhtSsmjvtPD8rgIiA31YYFL/gxAjnSSAEeL8SdH4enmw+XBZr8sU1TSzcX8Ja2cl2HT1393q6XF4eSg2ZH7l3r3T6ls7uO3ZdO57+xC3PJPOM8Y9BQPVZdF844kdbD1WyW1Lx+LlKYepEMNB/rJGCD9vT65NS+al9EL+/Vluj1ffWw6XW5t/BtGmHhbgw9KJ0bydWUJzeyetHV1kFded8XD6h945zLHyRv507UyWTY45PYJooHLKG9mdX8M9F0/mO+eNG/D6QgjbSCfwCPKLS6ZQ3dTOQ+8epqimmfvWpJ5+ata2nEoefv8IU+NDGBMVOKjtXz03if95bg8z7vuQTos1wcSF+HHruWOoaW7n5YxCvn3uWK6ck8SyyTFc+pfP+Z/nMli3KIUbz0mx+S7eA8V1ACyfIm3/QgwnSQAjiJ+3J3/52myig335z7Z81s5OZM6ocJrbO/n+C3tJCvfnPzfPG/SjFFdPj+f5by/g0+wKmto7iQz05ZOjFTy48TAAa2clcMfyCYC1xvDPG+by8PtH+L9NR3ljbzGPXj+LGTb0PWQV1xHg48mYKJn5U4jhJAlghPHwUNy5YiIv7Cpg/bZ85owK59ntJ6huauffN6YRE+w3pO2fMy6Kc8ZFnf79RxdOYNvxKoJ8vZiZfObJfVpiKM/esoAvcir5ySuZXP3P7fzuiulcNTepz33sL6olNSFkwP0UQoiBkQQwAoX4eXPR1Fje3FdCVVM7O/OqWTY5hrmjw+2+L6UUi8dH9bnM4vFRvP2DJdz+/B5+8mom54yPJD605/sVGts6OVBcx00y748Qw046gUeoB9ZOY/X0OA4U1zElPoQ/XjPT1Hgig3z57RXTsWjYuL+01+U+P1ZJR5eWsf9COIDUAEaoiEAf/v6NuWaHcYax0UFMSwzh7cwSbj13bI/LbDxQSoif17DUVoQQZ5IagHCoNTMTyCyqI7+y6SvvvZZRxNuZJXxt/ii8Zey/EMNO/sqEQ62ZmYiXh+KvH+ecca9CZmEt97xxgEVjI7lr5SQTIxTCfUgTkHCouFA/blkyhn99lou3p+KXl0zlaFkD3/vvHqKDfPnbN+bI1b8QDiIJQDjc3RdPxsND8Y9PjvNyehFdFk1EoA/Pfms+EYE+ZocnhNuQBCAcTinFz1ZN5sIpMby0u5CZyWFcNjNB5vwXwsEkAQjTzB0dwdzRMtOnEGaRxlYhhHBTkgCEEMJNSQIQQgg3JQlACCHclCQAIYRwU5IAhBDCTUkCEEIINyUJQAgh3JTq6eHhzkIpVQGcMH6NAipNDKc3EtfASFwD56yxOWNczhgTOD6u0Vrr6P4WcuoE0J1SKl1rnWZ2HGeTuAZG4ho4Z43NGeNyxpjAeeOSJiAhhHBTkgCEEMJNuVICeNzsAHohcQ2MxDVwzhqbM8bljDGBk8blMn0AQggh7MuVagBCCCHsSWs9LD9AMvAxcBg4CNxhlEcAm4Bjxr/hRrkCHgNygP3AnG7b+r2xjcPGMqqXfd5jrJ8NrOxWHga8Chwx9pvhJHHdAWQZ27jPkd8XEGnsrxH4a7fyAGCj8V0dBP5mx7geNj5vFnBdH8fOOmO7x4B13crfBzKNOJ51orh8sFbxjxrf221OFNt1xjazgQIHx/Q+UAu8c1b5c0Y8WcBLwCcDiGsysB1oA+46a7urjO3mAHc7+PgazrjOPr6uGur5+fS27bWhHj5M/KmDBgg2gp+K9eR0t1F+N/Cw8Xo18J5x4C0Edhrl5wBfAJ7Gz3bg/B72N9X4z/MFxgDHAU/jvWeAW43Xo4ClZscFTMP6BxCA9cE8nwFrHRhXILAE+C5fTQAXdDvwdgDft0Ncl2D9g/Ey9p0OhPQQVwSQa/wbbrw+9UcW0u3ktLHb/s2O637gQeO1B5CKfY79IcWGNckXANFY/x7fBpY7IiZj2eXAZXw1Aaw2tquAN4DfDuC7igHmAQ/R7USL9Vg/DozFetxmAlMdeHwNZ1xnH19R9jpPD1sTkNa6VGu9x3jdgDWTJgJrsZ6QMf693Hi9FlivrXYAYUqpeEADfsaX5wt4A2U97HIt8KLWuk1rnYc1285XSoUAS4EnjVgKtNafmR0XMAXYobVu1lp3Yv2jmuSouLTWTVrrz4HWs8qbtdYfG6/bgZ1Yr2qGGtdU4FOtdafWugnrH8KqHr6vlcAmrXW11rrG+F5WGfuvN5bxAixAnjPEBdwM/M6IxaK1PminY3+osY0FjmqtK7TWpcDLWK8eHRETWustQEMP5e8a29VYL3y0rd+V1rpca70b6Dhrs/OBHK11rnHcvmhsw9bvakjH13DGxVePL7vdUOaQPgClVAowG+vJJNY4GDH+jTEWSwQKu61WBCRqrbdjrYqVGj8faK0P97CbHtfH+kdQATytlNqrlHpCKRXoBHFlAUuVUpFKqQCsV0XJDoyrX0qpMKxXcFuGGhfWE8XFSqkApVQUcMGpz3uW3tY/FdMHQDnWE8urZsdlfEcAv1FK7VFKvaKUiu0Wr2mxYb3YmKyUSlFKeWE9WSU7KKZ+KaW8gW9ibXqx9bvqTZ/Hja3LDeH4Gpa4+ju+hmrYE4BSKgh4DfhRtwzb46I9lGml1HisV8tJWL+kZUqppbaujzWbzwH+obWeDTQBd5sdl3FSfhhrpj/V9tjpwLj6ZJwwXgAe01rnDjUurfWHwLvANmO724FOW9fvtqGVWJszfLF+NrPj8sL6XX+htZ5jrP9HGPqxP9TYjCvJ72FtZ98K5BsxOyImW/wd+ExrvXUA39WA4h3ockM4voYrrl6PL3sY1gRgZPjXgOe01q8bxWVGVRLj33KjvIgzrySSgBLgCqxNJY1a60as7ZILlVJXKKX2GT9pfaxfBBRprXca5a8Cc50gLrTWT2qt52itlwLVWNsKHRVXfx4HjmmtH7XT/yNa64e01rO01hdhPeCPKaUWdItrTV/rn6K1bgU2GJ/V7LiqgGasbdkArwBznOU701q/rbVeoLVehLVGMN1BMfVJKXUv1r6JOwf4XfWmx3gdeHwNV1w9Hl/97NN22o4dv91/sB4Y64FHzyr/A2d2ovxef9m51L3TaZdRfh2wGWsm9MbaHHFZD/tL5czO1ly+7ATeCkwyXt+HtVffGeKKMf4dhbV3/0VHxdVt+9+iWyewUfYg1gPfw47/j55ApPF6BtYmMK8e4onA2vYabvzkGWVBQLyxjBfWq9qdZsdlvPcisKzb9/mKM3xnZx1j4VgvMv7jiJi6bf98vtoJfCvWGoQ/Azy+ur1/H2d2tnph/dsaw5edramOOr6GK67ejq/evu+B/gxnAliCtQqzH9hn/KzGOjJhC9ahTlu6fUiFdcjhceAAkNbtgPsX1k6YQ8Cf+tjnL4z1s4GLu5XPwjpaYT9fdjo5Q1xbjXUzsQ4JdXRc+VhPCo1Yr0CmYr3y0Mb6+4z92iMuPyOeQ1hHFs3qI66bsV6t5gA3GWWxwG4jjoNYa3Kmx2WUj8Z6XO039nmlE8X2grF+ngkxbcXa/9aC9fhaaZR3GtsdzPEVZ2yrHusQ0yK+HL2zGutonePALxx8fA1LXL0cX6PsdZ6WO4GFEMJNyZ3AQgjhpiQBCCGEm5IEIIQQbkoSgBBCuClJAEII4aYkAQghhJuSBCCEEG5KEoAQQrip/w/zpJY7Z9uYRwAAAABJRU5ErkJggg==\n", 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openhighlowclosevolumemacdcciatrboll_midema20ma5ma10mtm6mtm12rocsmiwvadus dollar indexinterbank offered rate
date
2008-07-014039.754075.403878.203896.75164469220-201.56-180.03197.204409.044385.0589464128.494253.415-369.65-620.35-13.733369-0.149627-828023961.072.348.706
2008-07-023895.304107.153848.254093.35199920144-199.63-131.91258.904384.434357.2771424096.634204.510-97.75-479.15-10.478950-0.091225-561033032.071.997.730
2008-07-034094.604097.353874.853925.75154573765-209.21-129.55222.504346.874316.1793194018.614146.660-326.90-727.25-15.629701-0.097020-726253640.372.736.400
2008-07-043926.654033.503896.404016.00152045352-207.14-111.08137.104316.284287.5908123994.484113.505-299.85-566.40-12.360335-0.058691-548766472.172.716.210
2008-07-074002.004114.504002.004030.00125737237-202.03-80.86112.504292.734263.0583543992.374089.865-106.65-474.25-10.528945-0.038439-486195115.172.719.000
2008-07-084028.704028.703896.053988.55135090953-199.04-95.40133.954269.674236.9147014010.734069.610-52.00-359.00-8.257524-0.062102-403676976.172.969.030
2008-07-093990.904169.403990.904157.10144597409-180.98-47.72180.854251.344229.3133014023.484060.055260.35-109.30-2.561879-0.036783-367957785.472.599.070
2008-07-104155.654187.954110.404162.20146458190-164.36-28.1677.554232.494222.9215584070.774044.69068.85-28.90-0.6895560.006139-302822117.572.499.050
2008-07-114166.004215.504014.454049.00137337875-158.50-44.54201.054209.084206.3576004077.374035.925123.25-203.65-4.7887790.002087-280377888.071.919.060
2008-07-144047.454118.104004.254039.70126882896-152.84-54.07113.854182.444190.4854484079.314035.84023.70-276.15-6.3985080.035386-210829900.671.968.960
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" + ], + "text/plain": [ + " open high low close volume macd cci \\\n", + "date \n", + "2008-07-01 4039.75 4075.40 3878.20 3896.75 164469220 -201.56 -180.03 \n", + "2008-07-02 3895.30 4107.15 3848.25 4093.35 199920144 -199.63 -131.91 \n", + "2008-07-03 4094.60 4097.35 3874.85 3925.75 154573765 -209.21 -129.55 \n", + "2008-07-04 3926.65 4033.50 3896.40 4016.00 152045352 -207.14 -111.08 \n", + "2008-07-07 4002.00 4114.50 4002.00 4030.00 125737237 -202.03 -80.86 \n", + "2008-07-08 4028.70 4028.70 3896.05 3988.55 135090953 -199.04 -95.40 \n", + "2008-07-09 3990.90 4169.40 3990.90 4157.10 144597409 -180.98 -47.72 \n", + "2008-07-10 4155.65 4187.95 4110.40 4162.20 146458190 -164.36 -28.16 \n", + "2008-07-11 4166.00 4215.50 4014.45 4049.00 137337875 -158.50 -44.54 \n", + "2008-07-14 4047.45 4118.10 4004.25 4039.70 126882896 -152.84 -54.07 \n", + "\n", + " atr boll_mid ema20 ma5 ma10 mtm6 mtm12 \\\n", + "date \n", + "2008-07-01 197.20 4409.04 4385.058946 4128.49 4253.415 -369.65 -620.35 \n", + "2008-07-02 258.90 4384.43 4357.277142 4096.63 4204.510 -97.75 -479.15 \n", + "2008-07-03 222.50 4346.87 4316.179319 4018.61 4146.660 -326.90 -727.25 \n", + "2008-07-04 137.10 4316.28 4287.590812 3994.48 4113.505 -299.85 -566.40 \n", + "2008-07-07 112.50 4292.73 4263.058354 3992.37 4089.865 -106.65 -474.25 \n", + "2008-07-08 133.95 4269.67 4236.914701 4010.73 4069.610 -52.00 -359.00 \n", + "2008-07-09 180.85 4251.34 4229.313301 4023.48 4060.055 260.35 -109.30 \n", + "2008-07-10 77.55 4232.49 4222.921558 4070.77 4044.690 68.85 -28.90 \n", + "2008-07-11 201.05 4209.08 4206.357600 4077.37 4035.925 123.25 -203.65 \n", + "2008-07-14 113.85 4182.44 4190.485448 4079.31 4035.840 23.70 -276.15 \n", + "\n", + " roc smi wvad us dollar index \\\n", + "date \n", + "2008-07-01 -13.733369 -0.149627 -828023961.0 72.34 \n", + "2008-07-02 -10.478950 -0.091225 -561033032.0 71.99 \n", + "2008-07-03 -15.629701 -0.097020 -726253640.3 72.73 \n", + "2008-07-04 -12.360335 -0.058691 -548766472.1 72.71 \n", + "2008-07-07 -10.528945 -0.038439 -486195115.1 72.71 \n", + "2008-07-08 -8.257524 -0.062102 -403676976.1 72.96 \n", + "2008-07-09 -2.561879 -0.036783 -367957785.4 72.59 \n", + "2008-07-10 -0.689556 0.006139 -302822117.5 72.49 \n", + "2008-07-11 -4.788779 0.002087 -280377888.0 71.91 \n", + "2008-07-14 -6.398508 0.035386 -210829900.6 71.96 \n", + "\n", + " interbank offered rate \n", + "date \n", + "2008-07-01 8.706 \n", + "2008-07-02 7.730 \n", + "2008-07-03 6.400 \n", + "2008-07-04 6.210 \n", + "2008-07-07 9.000 \n", + "2008-07-08 9.030 \n", + "2008-07-09 9.070 \n", + "2008-07-10 9.050 \n", + "2008-07-11 9.060 \n", + "2008-07-14 8.960 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dict_dataframes_index['nifty 50 index data'][1][1][:10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/3b scaling exploration-denoise periods update.ipynb b/notebooks/archived/3b scaling exploration-denoise periods update.ipynb similarity index 91% rename from notebooks/3b scaling exploration-denoise periods update.ipynb rename to notebooks/archived/3b scaling exploration-denoise periods update.ipynb index 9692c68..be676eb 100644 --- a/notebooks/3b scaling exploration-denoise periods update.ipynb +++ b/notebooks/archived/3b scaling exploration-denoise periods update.ipynb @@ -184,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -226,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -235,7 +235,7 @@ "6" ] }, - "execution_count": 31, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -294,7 +294,7 @@ "cell_type": "code", "execution_count": 19, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { @@ -314,6 +314,290 @@ "plt.plot(ddi_denoised['csi300 index data'][2][3]);" ] }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Start...") -dict_dataframes_index=pickle_load(path_filename="../../data/interim/cdii_tvt_split.pickle") +ddi_scaled=pickle_load(path_filename="../../data/interim/cdii_tvt_split_scaled.pickle") + +ddi_denoised= denoise_periods(ddi_scaled) +pickle_save(ddi_denoised,path_filename="../../data/interim/cdii_tvt_split_scaled_denoised") +print("denoise_dataset - Finished.") + #print(dict_dataframes_index.keys()) # [index data][period 1-24][train/validate/test] # Train [1], Validate [2], Test [3] -ddi_scaled,ddi_denoised = denoise_periods(dict_dataframes_index) -pickle_save(ddi_scaled,path_filename="../../data/interim/cdii_tvt_split_scaled") -pickle_save(ddi_denoised,path_filename="../../data/interim/cdii_tvt_split_scaled_denoised") -print("denoise_dataset - Finished.") + + diff --git a/wsae_lstm/features/scale_dataset.py b/wsae_lstm/features/scale_dataset.py new file mode 100644 index 0000000..cc9ff7d --- /dev/null +++ b/wsae_lstm/features/scale_dataset.py @@ -0,0 +1,35 @@ +# Imports (External) +import numpy as np +import pandas as pd +import datetime as dt +import xlrd +import xlsxwriter +from collections import OrderedDict + +import sys +sys.path.append('../..') + +import pywt +from pywt import wavedec, waverec +from scipy import signal +from statsmodels.robust import mad + +#Internal Imports +from wsae_lstm.utils import dictmap_load,pickle_load,pickle_save +from wsae_lstm.models.wavelet import scale_periods,denoise_periods + +print("scale_dataset - Start...") +dict_dataframes_index=pickle_load(path_filename="../../data/interim/cdii_tvt_split.pickle") + +ddi_scaled = scale_periods(dict_dataframes_index) +pickle_save(ddi_scaled,path_filename="../../data/interim/cdii_tvt_split_scaled") +print("scale_dataset - Finished.") + + +#print(dict_dataframes_index.keys()) +# [index data][period 1-24][train/validate/test] + # Train [1], Validate [2], Test [3] + + +#pickle_save(ddi_denoised,path_filename="../../data/interim/cdii_tvt_split_scaled_denoised") + diff --git a/wsae_lstm/models/wavelet.py b/wsae_lstm/models/wavelet.py index fc6ba66..cc687e9 100644 --- a/wsae_lstm/models/wavelet.py +++ b/wsae_lstm/models/wavelet.py @@ -16,7 +16,6 @@ #Internal Imports - # # Multi-level wavelet transform # # https://pywavelets.readthedocs.io/en/latest/ref/dwt-discrete-wavelet-transform.html#pywt.wavedec # w = pywt.Wavelet('haar') @@ -37,43 +36,53 @@ def waveletSmooth( x, wavelet="haar", level=2, declevel=2): coeff = pywt.wavedec( x, wavelet, mode='periodization',level=declevel,axis=0 ) # calculate a threshold sigma = mad(coeff[-level]) - #print(sigma) + #print("sigma: ",sigma) uthresh = sigma * np.sqrt( 2*np.log( len( x ) ) ) coeff[1:] = ( pywt.threshold( i, value=uthresh, mode="hard" ) for i in coeff[1:] ) # reconstruct the signal using the thresholded coefficients y = pywt.waverec( coeff, wavelet, mode='periodization',axis=0 ) return y -def denoise_periods(dict_dataframes): +def scale_periods(dict_dataframes): ddi_scaled = dict() - ddi_denoised= dict() for key, index_name in enumerate(dict_dataframes): - ddi_denoised[index_name] = copy.deepcopy(dict_dataframes[index_name]) ddi_scaled[index_name] = copy.deepcopy(dict_dataframes[index_name]) - for key, index_name in enumerate(ddi_denoised): - scaler = preprocessing.RobustScaler() + for key, index_name in enumerate(ddi_scaled): - for index,value in enumerate(ddi_denoised[index_name]): - - X_train = ddi_denoised[index_name][value][1] + scaler = preprocessing.RobustScaler(with_centering=True) + + for index,value in enumerate(ddi_scaled[index_name]): + X_train = ddi_scaled[index_name][value][1] X_train_scaled = scaler.fit_transform(X_train) - X_train_scaled = pd.DataFrame(X_train_scaled,columns=list(X_train.columns)) + X_train_scaled_df = pd.DataFrame(X_train_scaled,columns=list(X_train.columns)) - X_val = ddi_denoised[index_name][value][2] + X_val = ddi_scaled[index_name][value][2] X_val_scaled = scaler.transform(X_val) - X_val_scaled = pd.DataFrame(X_val_scaled,columns=list(X_val.columns)) + X_val_scaled_df = pd.DataFrame(X_val_scaled,columns=list(X_val.columns)) - X_test = ddi_denoised[index_name][value][3] + X_test = ddi_scaled[index_name][value][3] X_test_scaled = scaler.transform(X_test) - X_test_scaled = pd.DataFrame(X_test_scaled,columns=list(X_test.columns)) + X_test_scaled_df = pd.DataFrame(X_test_scaled,columns=list(X_test.columns)) - ddi_scaled[index_name][value][1] = X_train_scaled - ddi_scaled[index_name][value][2] = X_val_scaled - ddi_scaled[index_name][value][3] = X_test_scaled + ddi_scaled[index_name][value][1] = X_train_scaled_df + ddi_scaled[index_name][value][2] = X_val_scaled_df + ddi_scaled[index_name][value][3] = X_test_scaled_df + return ddi_scaled + +def denoise_periods(dict_dataframes): + ddi_denoised= dict() + for key, index_name in enumerate(dict_dataframes): + ddi_denoised[index_name] = copy.deepcopy(dict_dataframes[index_name]) + for key, index_name in enumerate(ddi_denoised): + for index,value in enumerate(ddi_denoised[index_name]): - ddi_denoised[index_name][value][1] = waveletSmooth(X_train_scaled) - ddi_denoised[index_name][value][2] = waveletSmooth(X_val_scaled) - ddi_denoised[index_name][value][3] = waveletSmooth(X_test_scaled) + X_train_scaled = ddi_denoised[index_name][value][1] + X_val_scaled = ddi_denoised[index_name][value][2] + X_test_scaled = ddi_denoised[index_name][value][3] + + ddi_denoised[index_name][value][1] = pd.DataFrame(waveletSmooth(X_train_scaled),columns=list(X_train_scaled.columns)) + ddi_denoised[index_name][value][2] = pd.DataFrame(waveletSmooth(X_val_scaled),columns=list(X_val_scaled.columns)) + ddi_denoised[index_name][value][3] = pd.DataFrame(waveletSmooth(X_test_scaled),columns=list(X_test_scaled.columns)) - return ddi_scaled,ddi_denoised \ No newline at end of file + return ddi_denoised \ No newline at end of file diff --git a/wsae_lstm/visualize.py b/wsae_lstm/visualize.py index 47a3afa..24da7a6 100644 --- a/wsae_lstm/visualize.py +++ b/wsae_lstm/visualize.py @@ -16,6 +16,7 @@ import matplotlib.pyplot as plt import matplotlib from matplotlib.backends.backend_pdf import PdfPages +import matplotlib.cm as cm import pywt from pywt import wavedec, waverec @@ -24,40 +25,69 @@ # Internal Imports from wsae_lstm.utils import dictmap_load,pickle_load,pickle_save -from wsae_lstm.models.wavelet import denoise_periods +from wsae_lstm.models.wavelet import scale_periods,denoise_periods dict_dataframes_index=pickle_load(path_filename="../data/interim/cdii_tvt_split.pickle") ddi_scaled=pickle_load(path_filename="../data/interim/cdii_tvt_split_scaled.pickle") ddi_denoised=pickle_load(path_filename="../data/interim/cdii_tvt_split_scaled_denoised.pickle") -def tvt_display(ddi_denoised): - for key, index_name in enumerate(ddi_denoised): +def tvt_display(dict_dataframes,ddi_scaled,ddi_denoised,fname_extended): + for key, index_name in enumerate(dict_dataframes): fpath = "../reports" - pdf = PdfPages('{}/{} tvt split scale denoise visual.pdf'.format(fpath,index_name)) + pdf = PdfPages('{}/{} {}.pdf'.format(fpath,index_name,fname_extended)) + for index,value in enumerate(dict_dataframes_index[index_name]): - fig, axes= plt.subplots(1, 3,constrained_layout=False,figsize=(12,4)) + fig, axes= plt.subplots(3, 3,constrained_layout=False,figsize=(12,12)) fig.suptitle('{}, period: {}'.format(index_name,value)) - fig.subplots_adjust(top=0.88) - - axes[0].set_title('Train') - axes[0].plot(ddi_denoised[index_name][value][1],label='denoised train data') - #axes[0].plot(ddi_scaled[index_name][value][1].values,alpha=0.5, label='train data') + #fig.subplots_adjust(top=0.88) - axes[1].set_title('Validate') - axes[1].plot(ddi_denoised[index_name][value][2],label='denoised validate data') - #axes[1].plot(ddi_scaled[index_name][value][2].values,alpha=0.5,label='validate data') + colormap =cm.get_cmap('tab20') + colors = [colormap(i) for i in np.linspace(0, 1,20)] - axes[2].set_title('Test') - axes[2].plot(ddi_denoised[index_name][value][3],label='denoised test data') - #axes[2].plot(ddi_scaled[index_name][value][3].values,alpha=0.5,label='test data') - -# handles, labels = plt.gca().get_legend_handles_labels() -# by_label = OrderedDict(zip(labels, handles)) -# plt.legend(by_label.values(), by_label.keys()) + axes[0,0].set_prop_cycle('color', colors) + axes[0,0].set_prop_cycle('color', colors) + axes[0,0].set_prop_cycle('color', colors) + axes[1,0].set_prop_cycle('color', colors) + axes[1,1].set_prop_cycle('color', colors) + axes[1,2].set_prop_cycle('color', colors) + axes[2,0].set_prop_cycle('color', colors) + axes[2,1].set_prop_cycle('color', colors) + axes[2,2].set_prop_cycle('color', colors) + + axes[0,0].set_title('Train') + axes[0,0].plot(dict_dataframes[index_name][value][1].values,label='train data') + axes[0,1].set_title('Train - scaled') + axes[0,1].plot(ddi_scaled[index_name][value][1],label='scaled train data') + axes[0,2].set_title('Train - scaled, denoised') + axes[0,2].plot(ddi_denoised[index_name][value][1],label='scaled, denoised train data') + + axes[1,0].set_title('Validate') + axes[1,0].plot(dict_dataframes[index_name][value][2].values,label='validate data') + axes[1,1].set_title('Validate - scaled') + axes[1,1].plot(ddi_scaled[index_name][value][2],label='scaled validate data') + axes[1,2].set_title('Validate - scaled, denoised') + axes[1,2].plot(ddi_denoised[index_name][value][2],label='scaled,denoised validate data') + axes[2,0].set_title('Test') + axes[2,0].plot(dict_dataframes[index_name][value][3].values,label='test data') + axes[2,1].set_title('Test - scaled') + axes[2,1].plot(ddi_scaled[index_name][value][3],label='scaled test data') + axes[2,2].set_title('Test - scaled, denoised') + axes[2,2].plot(ddi_denoised[index_name][value][3],label='scaled,denoised test data') + + + # handles, labels = plt.gca().get_legend_handles_labels() + # by_label = OrderedDict(zip(labels, handles)) + # plt.legend(by_label.values(), by_label.keys()) + + art = list(ddi_denoised[index_name][value][3].columns) + + axes[2,1].legend(art,loc='upper center',bbox_to_anchor=(0.5, -0.1), + ncol=5,fancybox=True,shadow=True) #plt.tight_layout() #plt.show() - pdf.savefig(fig) + pdf.savefig(fig,bbox_inches="tight",additional_artists=art) plt.close() - pdf.close() -tvt_display(ddi_denoised) \ No newline at end of file + pdf.close() + +tvt_display(dict_dataframes_index,ddi_scaled,ddi_denoised,'tvt split scale denoise visual')