From 9c57a82e6c4cbe6cb8353b3de29bb8470a0782f4 Mon Sep 17 00:00:00 2001 From: Gabriel Ferraz Date: Wed, 13 May 2020 15:41:50 +0300 Subject: [PATCH] Updating readme --- Algar Kamaji Documentation.ipynb | 429 ------------------------------- README.md | 6 +- 2 files changed, 5 insertions(+), 430 deletions(-) delete mode 100755 Algar Kamaji Documentation.ipynb diff --git a/Algar Kamaji Documentation.ipynb b/Algar Kamaji Documentation.ipynb deleted file mode 100755 index c5764b4..0000000 --- a/Algar Kamaji Documentation.ipynb +++ /dev/null @@ -1,429 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Algar Kamaji" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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xd3ufDcyrNn7w4A6P/hjE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zbOr2drCy+WXC5cD/b64cJDNvnxVeyDC22sl3HdDLbdN1y3Ma67dN2505bG9i1j3msm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\nMzDLdubceeLk7Hz89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9CDEEPHUD4G6Kgkab9/+nNvemm87tpLpu94Geq7i+9X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\nYnrcVeuXeuWOM+b3dODixG6UBVlTVhIGXSGkkgyU+Z64llT+MOs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Pt6CjFx8/5wdx9+v/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/u6oqu1ZZr21TUvOul0x2SqL6tlvY4l2ddDo6kQMt8vR/UXKdI0ultbon+eYPBeWNPZH9dD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\no8VyfdvmRvPs1t6WeX/a+PeqOX0n/i+tmYc4sls4R0boX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- "text/plain": [ - "" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from IPython.display import Image\n", - "Image(\"Kamaji.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Open High Low Close Adj Close Volume\n", - "Date \n", - "2010-01-04 1.6930 1.7412 1.6723 1.7190 1.7190 0.0\n", - "2010-01-05 1.6713 1.7370 1.6713 1.7370 1.7370 0.0\n", - "2010-01-06 1.6798 1.7359 1.6798 1.7315 1.7315 0.0\n", - "2010-01-07 1.7242 1.7472 1.6805 1.7389 1.7389 0.0\n", - "2010-01-08 1.6954 1.7492 1.6954 1.7320 1.7320 0.0\n", - "2010-01-11 1.6765 1.7330 1.6765 1.7310 1.7310 0.0\n", - "2010-01-12 1.6870 1.7456 1.6870 1.7373 1.7373 0.0\n", - "2010-01-13 1.6959 1.7485 1.6959 1.7459 1.7459 0.0\n", - "2010-01-14 1.7080 1.7698 1.7080 1.7641 1.7641 0.0\n", - "2010-01-15 1.7085 1.7704 1.7085 1.7644 1.7644 0.0\n", - "2010-01-18 1.7312 1.7737 1.7215 1.7633 1.7633 0.0\n", - "2010-01-19 1.7100 1.7786 1.7100 1.7742 1.7742 0.0\n", - "2010-01-20 1.7215 1.7904 1.7215 1.7895 1.7895 0.0\n", - "2010-01-21 1.7405 1.8032 1.7395 1.8008 1.8008 0.0\n", - "2010-01-22 1.7525 1.8301 1.7525 1.8188 1.8188 0.0\n", - "2010-01-25 1.8189 1.8213 1.7655 1.7835 1.7835 0.0\n", - "2010-01-26 1.8136 1.8460 1.8129 1.8336 1.8336 0.0\n", - "2010-01-27 1.7860 1.8663 1.7860 1.8496 1.8496 0.0\n", - "2010-01-28 1.8064 1.8712 1.8064 1.8680 1.8680 0.0\n", - "2010-01-29 1.8200 1.8729 1.8200 1.8729 1.8729 0.0\n", - "2010-02-01 1.8728 1.8952 1.8190 1.8624 1.8624 0.0\n", - "2010-02-02 1.8075 1.8553 1.8075 1.8304 1.8304 0.0\n", - "2010-02-03 1.7819 1.8500 1.7797 1.8500 1.8500 0.0\n", - "2010-02-04 1.7915 1.8945 1.7915 1.8804 1.8804 0.0\n", - "2010-02-05 1.8245 1.8876 1.8245 1.8827 1.8827 0.0\n", - "2010-02-08 1.8335 1.8858 1.8320 1.8715 1.8715 0.0\n", - "2010-02-09 1.8194 1.8731 1.8194 1.8430 1.8430 0.0\n", - "2010-02-10 1.7975 1.8592 1.7975 1.8506 1.8506 0.0\n", - "2010-02-11 1.7995 1.8598 1.7995 1.8515 1.8515 0.0\n", - "2010-02-12 1.8035 1.8700 1.8035 1.8585 1.8585 0.0\n", - "... ... ... ... ... ... ...\n", - "2017-10-01 3.1622 3.1711 3.1567 3.1634 3.1634 0.0\n", - "2017-10-02 3.1533 3.1615 3.1398 3.1529 3.1529 0.0\n", - "2017-10-03 3.1410 3.1432 3.1213 3.1408 3.1408 0.0\n", - "2017-10-04 3.1334 3.1376 3.1198 3.1332 3.1332 0.0\n", - "2017-10-05 3.1523 3.1708 3.1490 3.1524 3.1524 0.0\n", - "2017-10-08 3.1233 3.1866 3.1233 3.1555 3.1555 0.0\n", - "2017-10-09 3.1833 3.1874 3.1612 3.1868 3.1868 0.0\n", - "2017-10-10 3.1779 3.1784 3.1488 3.1778 3.1778 0.0\n", - "2017-10-11 3.1696 3.1701 3.1483 3.1697 3.1697 0.0\n", - "2017-10-12 3.1692 3.1777 3.1494 3.1690 3.1690 0.0\n", - "2017-10-15 3.1435 3.1668 3.1287 3.1462 3.1462 0.0\n", - "2017-10-16 3.1668 3.1801 3.1568 3.1703 3.1703 0.0\n", - "2017-10-17 3.1542 3.1784 3.1428 3.1561 3.1561 0.0\n", - "2017-10-18 3.1700 3.1775 3.1565 3.1701 3.1701 0.0\n", - "2017-10-19 3.1627 3.1922 3.1627 3.1649 3.1649 0.0\n", - "2017-10-22 3.1922 3.2144 3.1874 3.1909 3.1909 0.0\n", - "2017-10-23 3.2366 3.2626 3.2268 3.2344 3.2344 0.0\n", - "2017-10-24 3.2154 3.2505 3.2154 3.2426 3.2426 0.0\n", - "2017-10-25 3.2293 3.2599 3.2293 3.2312 3.2312 0.0\n", - "2017-10-26 3.2613 3.2968 3.2613 3.2865 3.2865 0.0\n", - "2017-10-30 3.2613 3.2968 3.2313 3.2348 3.2348 0.0\n", - "2017-10-31 3.2872 3.2882 3.2671 3.2873 3.2873 0.0\n", - "2017-11-01 3.2695 3.2857 3.2591 3.2696 3.2696 0.0\n", - "2017-11-02 3.2658 3.2670 3.2424 3.2662 3.2662 0.0\n", - "2017-11-03 3.2664 3.3315 3.2505 3.2646 3.2646 0.0\n", - "2017-11-06 3.2664 3.3315 3.2505 3.2926 3.2926 0.0\n", - "2017-11-07 3.2480 3.2860 3.2460 3.2479 3.2479 0.0\n", - "2017-11-08 3.2699 3.2740 3.2407 3.2701 3.2701 0.0\n", - "2017-11-09 3.2513 3.2651 3.2370 3.2513 3.2513 0.0\n", - "2017-11-10 3.2518 3.2729 3.2498 3.2618 3.2618 0.0\n", - "\n", - "[2050 rows x 6 columns]\n" - ] - } - ], - "source": [ - "import pandas as pd\n", - "import pandas_datareader.data as web\n", - "df = web.DataReader('BRL=X', 'yahoo')\n", - "print df" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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y7b67DAvpLv+9+ookHyxCqDutra25ublnz5719/dfv369r6/vli1b6KVubm73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\nVavOnj2bnZ1tZGRERKdPnz5//vzo0aOJKCEh4dSpU+Hh4S0tLeKNlq6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- "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(\"classes_Model.png\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Indicators data" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-0.00192227151429\n" - ] - } - ], - "source": [ - "from stockstats import StockDataFrame\n", - "df.to_csv('brlusd.csv', mode='w', header=True)\n", - "data = StockDataFrame.retype(pd.read_csv('brlusd.csv'))\n", - "macdh = data['macdh']\n", - "print macdh[-1]" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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tP3TK5/xbnx3Xko0FbdksICQIgACAsDX3uU9dr9PM7bt5VaAxgFW1Vn332Y0e52w2u+Yv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\nfwAAQoqFoMPcweLGrdvMCXHqkZXi8X5JdZ26Z/i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0AtB7gYbpRpEKaHkoxo1+5TF72pFs27PQZWBCJoGI8xWT6gDm7QLWxQDmeY6p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\nMWIAcxnLy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WRw/ZUr+FF3a/wNySLJx2G63tAf62rnxAb++ptfGf19Luxx8MUdHkG9DryPAz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- "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(\"bollinger_bands.png\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Standardizing the latest datapoints" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Latest Macd Histogram : -0.00192227151429\n", - "Macd Histogram Standard deviation : 0.0156753707678\n", - "Macd Histogram Mean : 0.0001028253377\n", - "Macd Histogram Standardized : -0.129189725844\n" - ] - } - ], - "source": [ - "macdh_standard_deviation = macdh.std()\n", - "macdh_mean = macdh.mean()\n", - "macdh_distance = macdh[-1] - macdh_mean\n", - "macdh_standardized = macdh_distance / macdh_standard_deviation\n", - "\n", - "print \"Latest Macd Histogram : \" + str(macdh[-1])\n", - "print \"Macd Histogram Standard deviation : \" + str(macdh_standard_deviation)\n", - "print \"Macd Histogram Mean : \" + str(macdh_mean)\n", - "print \"Macd Histogram Standardized : \" + str(macdh_standardized)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Signals and Storing Data" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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rOQfVvCrJzMz88ssv6deTTmpZB53peHZN5xdWBgFXEFJ/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\njICAgJUrV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- "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(\"classes_Auxiliary.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3.2618\n", - "3.13640361579\n" - ] - } - ], - "source": [ - "import auxiliary\n", - "os_tools = auxiliary.ostools()\n", - "session = os_tools.db_connection()\n", - "indicator_handler = auxiliary.indicator_handler()\n", - "\n", - "close = data['close'][-1]\n", - "bollinger_lb = indicator_handler.get_indicator_by_name(session, 'bollinger_low')\n", - "\n", - "print close\n", - "print bollinger_lb.value" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "signal_handler = auxiliary.signal_handler()\n", - "macdh_indicator = indicator_handler.get_indicator_by_name(session, 'macd_histogram')\n", - "# 0.2 = Peso definido na estratégia, default 1/3 STD\n", - "if macdh[-1] > 0 and macdh_standardized > 0.33:\n", - " macdh_signal = signal_handler.create_signal(session, macdh_indicator.id, macdh[-1])\n", - "else:\n", - " macdh_signal = False\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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l50ETWsSrDZ0oP5guN6G/PZ63tn6LTG6rRa0ylpINCu2ftPOrj3YAgHhQ1OLw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\n2D1HLt1WqA0AjKaOdtMzRgC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iYPcb5iPp3CGGLR/77qovVn365vSw0SMD+j6e8xaWjbNU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QEuAgKY2uuXquyCwvpackkzj5AIL67B0SVIUEsrSyvraYJv7ebtLNT3H0boY15Q2k5YLS1X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- "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(\"pgadmin.png\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Defining a signal strategy for notifications" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2\n", - "0.5\n", - "3\n" - ] - } - ], - "source": [ - "strategy_handler = auxiliary.strategy_handler()\n", - "#Definindo os macdh signal parameters in this strategy\n", - "\n", - "#create_strategy(days_past, relevance)\n", - "macdh_strategy = strategy_handler.create_strategy(session, macdh_indicator.id, 2, 0.5)\n", - "\n", - "#Criar para cada um dos sinais\n", - "print macdh_strategy.days_past\n", - "print macdh_strategy.accuracy\n", - "print macdh_strategy.indicator" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.12" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/README.md b/README.md index dfa8b0d..6c0cf20 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,9 @@ +# Kamaji -# Dataset modeling for Financial Time Series Data +### This is a full fledged application that serves the model data on a flask backend, it currently uses the techniques described here to prep the data and feed it into a tensorflow model, which in written as csv and served throught a REST api + + +## Dataset modeling for Financial Time Series Data This document aims to provide information on the research related to find the best format to represent financial time series data with certain data analysis for the usage of machine learning techniques ## On the data provided - Overview