From 450e25369db6f78e6b35db603e614495bf5a5ac0 Mon Sep 17 00:00:00 2001 From: Emanuel Scoullos Date: Tue, 23 Nov 2021 17:43:34 -0500 Subject: [PATCH] push autoencoder statarb and backtesting directories to main branch per mbennett --- autoencoder_statarb/CONTRIBUTING.md | 52 + .../LICENSE | 0 autoencoder_statarb/README.md | 52 + autoencoder_statarb/cuDAESA.ipynb | 2183 ++++++++++ .../docker/.gitkeep | 0 autoencoder_statarb/docker/Dockerfile | 46 + autoencoder_statarb/docker/requirements.txt | 2 + autoencoder_statarb/images/.gitkeep | 0 autoencoder_statarb/images/LogretCov.png | Bin 0 -> 47653 bytes .../images/LogretDensities.png | Bin 0 -> 65851 bytes autoencoder_statarb/images/Logrets.png | Bin 0 -> 145357 bytes autoencoder_statarb/images/image001.png | Bin 0 -> 148922 bytes autoencoder_statarb/images/image002.png | Bin 0 -> 104234 bytes autoencoder_statarb/images/image003.png | Bin 0 -> 157882 bytes autoencoder_statarb/images/image004.png | Bin 0 -> 18016 bytes 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{gtc21-s32407-backtestingequityinvestmentstrats => backtesting_equity_investment_strats}/scripts/coalescePrices.py (100%) rename {gtc21-s32407-backtestingequityinvestmentstrats => backtesting_equity_investment_strats}/scripts/createDirOfPrices.R (100%) rename {gtc21-s32407-backtestingequityinvestmentstrats => backtesting_equity_investment_strats}/scripts/findAllPrices.R (100%) rename {gtc21-s32407-backtestingequityinvestmentstrats => backtesting_equity_investment_strats}/scripts/run.sh (100%) diff --git a/autoencoder_statarb/CONTRIBUTING.md b/autoencoder_statarb/CONTRIBUTING.md new file mode 100644 index 00000000..19fcea03 --- /dev/null +++ b/autoencoder_statarb/CONTRIBUTING.md @@ -0,0 +1,52 @@ +# Autoencoder Statistical Arbitrage Repository OSS Contribution Rules + +## Signing Your Work + +1. We require that all contributors "sign-off" on their commits. This certifies that the contribution is your original work, or you have rights to submit it under the same license, or a compatible license. Any contribution which contains commits that are not Signed-Off will not be accepted. + +2. To sign off on a commit you simply use the `--signoff` (or `-s`) option when committing your changes: + ``` + $ git commit -s -m "Add cool feature." + ``` + This will append the following to your commit message: + + ``` + Signed-off-by: Your Name + ``` +3. Full text of the DCO: + ``` + Developer Certificate of Origin + Version 1.1 + + Copyright (C) 2004, 2006 The Linux Foundation and its contributors. + + Everyone is permitted to copy and distribute verbatim copies of this + license document, but changing it is not allowed. + + Developer's Certificate of Origin 1.1 + + By making a contribution to this project, I certify that: + + (a) The contribution was created in whole or in part by me and I + have the right to submit it under the open source license + indicated in the file; or + + (b) The contribution is based upon previous work that, to the best + of my knowledge, is covered under an appropriate open source + license and I have the right under that license to submit that + work with modifications, whether created in whole or in part + by me, under the same open source license (unless I am + permitted to submit under a different license), as indicated + in the file; or + + (c) The contribution was provided directly to me by some other + person who certified (a), (b) or (c) and I have not modified + it. + + (d) I understand and agree that this project and the contribution + are public and that a record of the contribution (including all + personal information I submit with it, including my sign-off) is + maintained indefinitely and may be redistributed consistent with + this project or the open source license(s) involved. + ``` + diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/LICENSE b/autoencoder_statarb/LICENSE similarity index 100% rename from gtc21-s32407-backtestingequityinvestmentstrats/LICENSE rename to autoencoder_statarb/LICENSE diff --git a/autoencoder_statarb/README.md b/autoencoder_statarb/README.md new file mode 100644 index 00000000..0a95b2b3 --- /dev/null +++ b/autoencoder_statarb/README.md @@ -0,0 +1,52 @@ +# AutoEncoderStatArb + +Train a TensorFlow-based deep autoencoder on log returns for the Dow Jones 30 securities in the initial minutes of 2018 for use subsequently to make long/short trade entry decisions for the rest of the year. This technique is known as [Statistical Arbitrage](https://en.wikipedia.org/wiki/Statistical_arbitrage). Profit from temporary mispricings. + +# Build and run the Docker container + +Note: the Dockerfile expects to see a prices.csv file in the directory to copy into the container to be able to buid and run. See Providing sample data below. + + - BUILD: `docker build --network=host --file docker/Dockerfile --tag daesa:nvidia .` + - RUN: `docker run --gpus all --rm -it -p 8888:8888 -p 8889:8889 -p 8890:8890 -p 8891:8891 -v $(pwd):$HOME daesa:nvidia` + +# Providing sample data + +The rationale is contained in the figures in the .png files, referred to in the Python notebook. + +Note: be sure to run the main cuDAESA.ipynb in cell-by-cell run mode because of the length of time to run the main simulation loop cell. Do not use this notebook in run-all mode. + +Two options for providing the price quotes to the TensorFlow-based deep autoencoder Python notebook are: + +(1) using 1-minute quotes for the NASDAQ and NYSE stock exchanges from EODData.com and using the widedf.ipynb Python notebook to format those or + +(2) using another source meeting the format shown below: + +Here is a sample of the format of the 1-minute 30 security input read by read_csv(): + +
+Date,AAPL,CSCO,INTC,MSFT,JNJ,JPM,KO,MCD,MMM,NKE,PFE,PG,TRV,UNH,UTX,V,VZ,WMT,XOM,AXP,BA,CAT,CVX,DWDP,DIS,GE,GS,HD,IBM,MRK
+02-Jan-2018 09:00,170.15,38.51,46.35,85.9,139.61,107.6,45.95,173.28,236.55,62.7,36.34,92.24,136.41,221.7,128.16,114.56,53.06,99.2,84.05,99.93,296.05,158.3,125.8,71.56,108.6,17.54,256.95,190.2,154.25,56.58
+02-Jan-2018 09:01,170.18,38.51,46.35,85.9,139.61,107.6,45.95,173.28,236.55,62.7,36.34,92.24,136.41,221.7,128.16,114.56,53.06,99.2,84.05,99.93,296.05,158.3,125.8,71.56,108.6,17.53,256.95,190.2,154.25,56.58
+02-Jan-2018 09:02,170.16,38.51,46.35,85.9,139.61,107.6,45.95,173.28,236.55,62.7,36.34,92.24,136.41,221.7,128.16,114.56,53.06,99.2,84.05,99.93,296.05,158.3,125.8,71.56,108.6,17.53,256.95,190.2,154.25,56.58
+02-Jan-2018 09:03,170.15,38.51,46.35,85.9,139.61,107.68,45.95,173.28,236.55,62.7,36.34,92.24,136.41,221.7,128.16,114.56,53.06,99.2,84.05,99.93,296.05,158.3,125.98,71.56,108.8,17.54,256.95,190.2,154.25,56.58
+02-Jan-2018 09:04,170.15,38.51,46.35,85.9,139.61,107.7,45.95,173.28,236.55,62.7,36.34,92.24,136.41,221.7,128.16,114.56,53.06,99.2,84.05,99.93,296.05,158.3,125.98,71.56,108.8,17.54,256.95,190.2,154.25,56.58
+02-Jan-2018 09:05,170.15,38.51,46.35,85.9,139.61,107.7,45.95,173.28,236.55,62.7,36.34,92.24,136.41,221.7,128.16,114.56,53.06,99.2,84.05,100.73,296.05,158.3,125.98,71.56,108.8,17.54,256.95,190.2,154.25,56.58
+02-Jan-2018 09:06,170.18,38.51,46.35,86.0,139.61,107.65,45.95,173.28,236.55,62.7,36.34,92.24,136.41,221.7,128.16,114.56,53.06,99.2,84.05,100.73,296.05,158.3,125.8,71.56,108.8,17.54,256.95,190.2,154.25,56.58
+02-Jan-2018 09:07,170.16,38.51,46.35,86.0,139.61,107.7,45.95,173.28,236.55,62.7,36.34,92.24,136.41,221.7,128.16,114.8,53.06,99.2,84.05,100.73,296.05,158.3,125.8,71.56,108.8,17.54,256.95,190.2,154.25,56.58
+02-Jan-2018 09:08,170.18,38.51,46.3,86.0,139.61,107.81,45.95,173.28,236.55,62.7,36.34,92.24,136.41,221.7,128.16,114.66,53.06,99.2,84.05,100.73,296.25,158.3,125.96,71.56,108.8,17.55,256.7,190.2,154.25,56.58
+
+and the tail end of the file is: +
+31-Dec-2018 16:50,157.7,43.38,46.93,101.57,129.02,97.62,47.35,177.57,190.54,74.13,43.65,91.92,119.75,249.12,106.48,131.94,56.01,93.07,68.19,95.32,322.5,127.07,108.9,53.48,109.65,7.54,166.8,171.82,113.5,76.31
+31-Dec-2018 16:51,157.7,43.38,46.93,101.65,129.02,97.62,47.35,177.57,190.54,74.13,43.65,91.92,119.75,249.12,106.48,131.94,56.01,93.07,68.19,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,171.82,113.5,76.31
+31-Dec-2018 16:52,157.7,43.38,46.93,101.65,129.02,97.62,47.35,177.57,190.54,74.13,43.65,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.19,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31
+31-Dec-2018 16:53,157.7,43.38,46.93,101.65,129.02,97.63,47.35,177.57,190.54,74.13,43.65,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.17,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31
+31-Dec-2018 16:54,157.77,43.38,46.93,101.65,129.02,97.63,47.35,177.57,190.54,74.13,43.65,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.17,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31
+31-Dec-2018 16:55,157.77,43.38,46.93,101.65,129.02,97.63,47.35,177.57,190.54,74.13,43.55,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.17,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31
+31-Dec-2018 16:56,157.77,43.34,46.93,101.65,129.02,97.63,47.35,177.57,190.54,74.13,43.55,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.17,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31
+31-Dec-2018 16:57,157.77,43.34,46.94,101.65,129.02,97.63,47.35,177.57,190.54,74.13,43.55,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.19,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31
+31-Dec-2018 16:58,157.77,43.34,46.94,101.7,129.02,97.63,47.35,177.57,190.54,74.13,43.75,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.19,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.5
+31-Dec-2018 16:59,157.77,43.34,46.94,101.7,129.02,97.55,47.35,177.57,190.54,74.13,43.75,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.19,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.6
+
+ +If you have your own source of 1-minute, split-adjusted, dividend-adjusted price quotes, and can format it per above then the notebook will run with it. diff --git a/autoencoder_statarb/cuDAESA.ipynb b/autoencoder_statarb/cuDAESA.ipynb new file mode 100644 index 00000000..d3505e30 --- /dev/null +++ b/autoencoder_statarb/cuDAESA.ipynb @@ -0,0 +1,2183 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#############################################################################\n", + "##\n", + "## Copyright (C) 2021 NVIDIA Corporation. All rights reserved.\n", + "##\n", + "## NVIDIA Sample Code\n", + "##\n", + "##Please refer to the NVIDIA end user license agreement (EULA) associated\n", + "## with this source code for terms and conditions that govern your use of\n", + "## this software. Any use, reproduction, disclosure, or distribution of\n", + "## this software and related documentation outside the terms of the EULA\n", + "## is strictly prohibited.\n", + "##\n", + "#############################################################################" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Deep Autoencoder-Based Statistical Arbitrage During a Bearish Market \n", + "## Authors: Onur Yilmaz, Ph.D. and Mark Bennett, Ph.D. of NVIDIA Financial Services\n", + "\n", + "## Background material can be found at:\n", + "[A Primer for Financial Engineering] (https://web.njit.edu/~akansu/book5.htm)\n", + "[Financial Analytics with R] (http://cambridge.org/FAR)\n", + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare Gross, Net, Log Returns; 1st loss 𝑆(0)=100;𝑆(𝑡)=80 then gain 𝑆(0)=80;𝑆(𝑡)=100" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# A) Try Gross Return:\n", + "80.0/100" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.19999999999999996" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# B) Try Net Return:\n", + "80.0/100.0-1" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.25" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# C) Try Gross Return:\n", + "100.0/80.0" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.25" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# D) Try Net Return:\n", + "100.0/80.0-1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 1: Looking at the first chart, the worst performing stock of 2018 the Dow Jones 30 had\n", + "an approximate gross return of (pick one, answers can be checked at the bottom of the notebook):\n", + "\n", + "a) 1.4\n", + "b) 1.0\n", + "c) 0.4\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.2231435513142097" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# E) Try Log Return:\n", + "import numpy as np\n", + "np.log(80.0/100.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.22314355131420976" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# F) Try Log Return:\n", + "np.log(100.0/80.0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In general, log returns have been compared to the normal distribution quite often.\n", + "\n", + "Well, there is some similarity but also differences. (These prices are quoted once per day.)\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 2: If a security goes from a price of 100 down to 80 and back to 100 in several months of time and we compute the 2\n", + "resulting returns, for which of the three return types (gross return, net return, log return) do we have the same absolute values in each of the 2 returns?\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "The first pair of plots depict the normalized log returns of the actual and simulated Dow 30 with a color per security.\n", + "The second pair of plots show the density of each series, actual and simulated.\n", + "The third pair of plots is a visual depiction of the actual and simulated Dow 30 log return covaiannces." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 3: Looking at the 6 charts above and below, the left charts have\n", + "actual log returns from the Dow 30\n", + "securities prices and the right charts have\n", + "simulated log returns for a random variate generator for the\n", + "normal distribution. Which chart exhibits higher volatility? Wider tails? Higher covariance?\n", + "\n", + "a) left\n", + "b) right\n", + "\n", + "---------------------------------------------------------------------------------------------------------" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#These are the Python libraries:\n", + "from __future__ import division\n", + "from numba import cuda\n", + "import numpy\n", + "import math\n", + "\n", + "import cudf,cupy\n", + "import tensorflow as tf\n", + "#from tensorflow import keras\n", + "import pandas as pd\n", + "import os, math, numpy\n", + "from keras.callbacks import EarlyStopping\n", + "from keras.callbacks import ModelCheckpoint\n", + "import sys, time\n", + "\n", + "import tensorflow as tf, pandas as pd, numpy as np\n", + "from sklearn.metrics import confusion_matrix, mean_squared_error\n", + "import os\n", + "import matplotlib.pyplot as plt\n", + "from numpy.random import seed\n", + "\n", + "from keras import Sequential, Model\n", + "from keras.layers import Dense, Input, Dropout, Flatten\n", + "from tensorflow.compat.v1 import set_random_seed\n", + "from tensorflow.compat.v1 import disable_v2_behavior\n", + "if len(sys.argv)==1:\n", + " if os.name != 'nt':\n", + " import tensorflow.compat.v1 as tf\n", + " tf.disable_v2_behavior()\n", + "\n", + "#Arguments:\n", + "epochs = 10 #40 \n", + "isDAE = False; isRetrain = False\n", + "i = 1; isDAE = True; ErrorSignalWindow = 10; gpuNum = 0; noword = ''" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Set the display options and invoke TensorFlow for a simple matrix multiply to see that it is active." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(\n", + "[[22. 28.]\n", + " [49. 64.]], shape=(2, 2), dtype=float32)\n" + ] + } + ], + "source": [ + "numpy.set_printoptions(threshold=sys.maxsize)\n", + "pd.set_option('display.max_rows', 500)\n", + "pd.set_option('display.max_columns', 500)\n", + "pd.set_option('display.width', 1000)\n", + "\n", + "GPUstr = '/GPU:'+str(gpuNum)\n", + "with tf.device(GPUstr):\n", + " a = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[2, 3], name='a')\n", + " b = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[3, 2], name='b')\n", + " c = tf.matmul(a, b)\n", + " print(c)\n", + "\n", + "from cudf import concat,DataFrame,read_csv\n", + "from cupy import array,int32,float32,empty,zeros,vstack#,subtract,cumsum\n", + "from cupy import asarray,floor#notfast:divide,mean,std,log,cumsum,sum,floor\n", + "from numpy import subtract,cumsum\n", + "from numpy import divide,mean,std,log,isnan,sum,abs#,empty,zeros,cumsum,vstack" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define two utility functions and run a simple unit test" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 simple time series of prices:\n", + "[[1.3 1.3]\n", + " [1.2 1.4]\n", + " [1.3 1.3]]\n", + "[[-0.08004271 0.07410797]\n", + " [ 0.08004271 -0.07410797]]\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[-1., 1.],\n", + " [ 1., -1.]])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Functions:\n", + "#Before we read the data and build the model,\n", + "#we defined the used functions in the lab.\n", + "\n", + "#calculates the log-return of assets. Typically, a\n", + "#price data matrix that includes price of single\n", + "#asset or multiple assets in different columns are passed as an input.\n", + "\n", + "def getReturn(data):\n", + " [R, C] = data.shape\n", + " dataND = data[1:R]\n", + " dataTD = data[0:R-1]\n", + " rts = log(divide(dataND, dataTD))\n", + " return rts\n", + "#unit test:\n", + "getReturn(array([[1.3, 1.3],[1.2, 1.4],[1.3, 1.3]]))\n", + "\n", + "#We standardize the log-returns (Z-score normalization) using the following function.\n", + "#They are normalized to zero mean and unit variance. One of the most commonly used technique,\n", + "#which is calculated using the arithmetic mean and standard deviation of the given data.\n", + "#Standardization is widely used in machine learning when the scale of the each feature in the set is different.\n", + "def normalizeReturn(data):\n", + " data = divide((data - mean(data, axis=0)), std(data, axis=0))\n", + " return data\n", + "testArr = array([[1.3, 1.3],[1.2, 1.4],[1.3, 1.3]])\n", + "print('2 simple time series of prices:')\n", + "print(testArr)\n", + "print(getReturn(testArr))\n", + "normalizeReturn(getReturn(testArr))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 4: Think of a price series like 1.3, 1.2, 1.3 as a series of foreign\n", + " exchange securities prices which tend to be ratios, e.g., EUR price against USDollar a.k.a. USD price.\n", + " When using the getReturn() followed by normalizeReturn() on the security prices going\n", + " from 1.3 to 1.2 and back to 1.3 then what is our first value: Hint use the following: look at the prior cell unit test output.\n", + "\n", + "a) 1\n", + "b) -1\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "firstNormalizedReturn = #Please enter you choice of the first value " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The deep autoencoder definition" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def getTrainedAutoencoderModel(hParams, trainData, GPUstr):\n", + " seed(1)\n", + " if os.name != 'nt':\n", + " set_random_seed(23456)\n", + " with tf.device(GPUstr):\n", + " model = Sequential()\n", + " model.add( Dense( hParams['inputOutputDimensionality'], activation = 'linear', input_shape=trainData.shape[1:]))\n", + " model.add( Dense( hParams['hl1'], activation = 'relu'))\n", + " model.add( Dense( hParams['hl2'], activation = 'sigmoid'))\n", + " model.add( Dense( hParams['hl1'], activation = 'sigmoid'))\n", + " model.add( Dense( hParams['inputOutputDimensionality'], activation = 'linear'))\n", + " model.summary()\n", + " model.compile(optimizer = 'adam', loss = 'mse')\n", + " early_stopping = EarlyStopping( monitor = 'val_loss', patience = 10)\n", + " checkpointer = ModelCheckpoint( filepath = 'synthetic_weights.hdf5',\n", + " verbose=1, save_best_only = True)\n", + " start = time.time()\n", + " # Model is trained\n", + " model.fit( trainData,\n", + " trainData,\n", + " batch_size = hParams['batchSize'],\n", + " epochs = hParams['epochs'],\n", + " shuffle = True,\n", + " #callbacks = [early_stopping, checkpointer],\n", + " validation_data = (trainData, trainData),\n", + " verbose = 1 )\n", + " print(trainData.shape,'is shape',GPUstr,'took',time.time() - start)\n", + " sys.stdin.readlines()\n", + " return model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Python then CuPy Raw Kernel versions" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "#Based on the current position, calculated spread, and the thresholds, trading signals will be generated.\n", + "def genTradingSignals(pos, spread, Ts, Ss, Ps, N):\n", + " # Based on the spread, signal generation is similar to pairs trading\n", + " newPos = zeros(shape=(1, N), dtype=int) # New position for each stock will be stored in this vector\n", + " signal = zeros(shape=(1, N), dtype=int) # Generated signal to get to new position will be stored in this vector\n", + " totalOpenedPos = 0\n", + " #Embarrassingly parallel:\n", + " for stock in range(0, N):\n", + " if pos[stock] == Ps['NO_POSITION'] and spread[stock] > Ts['T1']:\n", + " # If the stock has no position and the spread of the error signal above the threshold T1\n", + " # Short position is opened because we expect the stock will go down to get back its normal behaviour (mean)\n", + " signal[0, stock] = Ss['SHORT_SELL']\n", + " newPos[0, stock] = Ps['SHORT']\n", + " elif pos[stock] == Ps['NO_POSITION'] and spread[stock] < -Ts['T1']:\n", + " # If the stock has no position and the spread of the error signal below the threshold -T1\n", + " # Long position is opened because we expect the stock will go up to get back its normal behaviour (mean)\n", + " signal[0, stock] = Ss['BUY']\n", + " newPos[0, stock] = Ps['LONG']\n", + " elif pos[stock] == Ps['SHORT'] and spread[stock] < Ts['T2']:\n", + " # If the stock is in short position and the spread is below threshold T2,\n", + " # that means it almost gets back to its normal behaviour and we close the position to generate profit\n", + " signal[0, stock] = Ss['BUY_TO_COVER']\n", + " newPos[0, stock] = Ps['NO_POSITION']\n", + " elif pos[stock] == Ps['LONG'] and spread[stock] > -Ts['T2']:\n", + " # that means it almost gets back to its normal behaviour and we close the position to generate profit\n", + " signal[0, stock] = Ss['SELL']\n", + " newPos[0, stock] = Ps['NO_POSITION']\n", + " else:\n", + " # Otherwise, no position is opened\n", + " newPos[0, stock] = pos[stock]\n", + " #print(stock)\n", + "\n", + " if newPos[0, stock] != Ps['NO_POSITION']:\n", + " totalOpenedPos += 1\n", + " #print('totalOpenedPos += 1',stock)\n", + " return (newPos, signal, totalOpenedPos)\n", + "\n", + "getTradingSignalKernel = cupy.RawKernel(r'''\n", + "extern \"C\" __global__\n", + "void getTradingSignalKernel(const int *pos, const double *spread,\n", + " const float *Ts, int N, int *newPos, int *signal) { //, int *openedPos\n", + " //def genTradingSignals(pos, spread, Ts, Ss, Ps, N): //Python header\n", + " // Based on the spread, signal generation is similar to pairs trading\n", + " //newPos = zeros(shape=(1, N), dtype=int) # New position for each stock will be stored in this vector\n", + " //signal = zeros(shape=(1, N), dtype=int) # Generated signal to get to new position will be stored in this vector\n", + "\n", + " //for stock in range(0, N):\n", + " //Embarrassingly parallel:\n", + " int stock = blockDim.x * blockIdx.x + threadIdx.x;\n", + " if(stock < N) {\n", + " //for(int stock = 0; stock < N; stock++) { //nonparallel version\n", + " signal[stock] = 0; //Acct for signal = zeros(shape=(1, N), dtype=int)\n", + " newPos[stock] = 0; //Acct for newPos = zeros(shape=(1, N), dtype=int)\n", + " //continue;\n", + " if(pos[stock] == 0 /*Ps['NO_POSITION']*/ && spread[stock] > Ts[0]) { //Ts['T1']:\n", + " // If the stock has no position and the spread of the error signal above the threshold T1\n", + " // Short position is opened because we expect the stock will go down to get back its normal behaviour (mean)\n", + " signal[stock] = -2; //Ss['SHORT_SELL']\n", + " newPos[stock] = -1; //Ps['SHORT']\n", + " //openedPos[stock] = 1;\n", + " } else if (pos[stock] == 0 /*Ps['NO_POSITION']*/ && spread[stock] < -Ts[0]) { //-Ts['T1']\n", + "\t// If the stock has no position and the spread of the error signal below the threshold -T1\n", + " // Long position is opened because we expect the stock will go up to get back its normal behaviour (mean)\n", + " signal[stock] = 1; //Ss['BUY']\n", + " newPos[stock] = 1; //Ps['LONG']\n", + " //openedPos[stock] = 1;\n", + " } else if (pos[stock] == -1 /*Ps['SHORT']*/ && spread[stock] < Ts[1]) { //Ts['T2']\n", + " // If the stock is in short position and the spread is below threshold T2,\n", + " //that means it almost gets back to its normal behaviour && we close the position to generate profit\n", + " signal[stock] = 2; //Ss['BUY_TO_COVER']\n", + " newPos[stock] = 0; //Ps['NO_POSITION']\n", + " //openedPos[stock] = 0;\n", + " } else if(pos[stock] == 1 /*Ps['LONG']*/ && spread[stock] > -Ts[1]) { //-Ts['T2']:\n", + " //That means it almost gets back to its normal behaviour and we close the position to generate profit\n", + " signal[stock] = -1;//Ss['SELL']\n", + " newPos[stock] = 0; //Ps['NO_POSITION']\n", + " //openedPos[stock] = 0;\n", + " } else {\n", + " //Otherwise, no position is opened\n", + " newPos[stock] = pos[stock];\n", + " }\n", + " //if(newPos[stock] != 0) //Ps['NO_POSITION']\n", + " // openedPos[stock] += 1;\n", + " }\n", + "}''', 'getTradingSignalKernel')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Python then CuPy Raw Kernel versions" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# This function executes the new orders, calculates the cost and P&L\n", + "profTicks = 0; lossTicks = 0\n", + "def executeOrders(signal, numOfShares,\n", + " currentPrice, lastPriceSnap,\n", + " tParam, Ss, N, totalPositions):\n", + " #, profTicks, lossTicks):\n", + " #print(' IN',numOfShares)\n", + " #P&L of each stock is stored in this vector\n", + " PNLAsset = zeros(shape=(1, N), dtype=float)\n", + " #numOfShares = zeros(shape=(1, N), dtype=float) #ignore input\n", + " # This variables keeps the P&L of the portfolio\n", + " PNLTotal = 0.0\n", + " #lab = dfP.columns.values.tolist()[1:31]\n", + " for stock in range(0, N):\n", + " if signal[0, stock] == Ss['SHORT_SELL'] or signal[0, stock] == Ss['BUY']:\n", + " # New position will be opened\n", + " # Converting the investment amount to number of shares\n", + " if False: print(stock,currentPrice[0, stock])\n", + " nOfS = floor(tParam['investPerAsset'] / currentPrice[0, stock])\n", + " #print('lab[stock]',lab[stock],currentPrice[0, stock])\n", + " # # Calculating the cost\n", + " cost = abs(nOfS * tParam['tradingCostPerShare'])\n", + " cost += abs(nOfS * .0200) #assume .01 cost for bid-ask in and out of pos\n", + " # Since new position is opening, there is no profit or loss, only the cost\n", + " PNLAsset[0, stock] = -cost\n", + " PNLTotal += PNLAsset[0, stock]\n", + " # Taking the snapshot of the purchase price\n", + " lastPriceSnap[0, stock] = currentPrice[0, stock]\n", + " # Storing the number of purchased shares\n", + " if signal[0, stock] == Ss['SHORT_SELL']:\n", + " numOfShares[0, stock] = -nOfS\n", + " else:\n", + " numOfShares[0, stock] = nOfS\n", + " if stock == 1:\n", + " stock = stock\n", + " elif signal[0, stock] == Ss['SELL'] or signal[0, stock] == Ss['BUY_TO_COVER']:\n", + " # Position will be closed\n", + " # Calculating the profit or loss\n", + " priceDiff = currentPrice[0, stock] - lastPriceSnap[0, stock]\n", + " # Calculating the cost\n", + " cost = abs(numOfShares[0, stock] * tParam['tradingCostPerShare'])\n", + " cost += abs(numOfShares[0, stock]) * .0200 #assume .01 cost for bid-ask in and out of pos\n", + " # Updating the P&L for the stock\n", + " PNLAsset[0, stock] = (priceDiff * numOfShares[0, stock]) - cost\n", + " #print('lab[stock]',lab[stock],'currentPrice[0, stock]',\n", + " # currentPrice[0, stock],'PNL',PNLAsset[0, stock])\n", + " # Updating the P&L of the portfolio\n", + " PNLTotal += PNLAsset[0, stock]\n", + " # Setting the number of stock to zero\n", + " numOfShares[0, stock] = 0\n", + " totalPositions += 1\n", + " #if abs(priceDiff) > .00001 and abs(numOfShares[0, stock]) > .0001:\n", + " # if priceDiff/abs(priceDiff) == numOfShares[0, stock]:\n", + " # profTicks += round(priceDiff*numOfShares[0, stock]*100)\n", + " # else:\n", + " # lossTicks += round(-priceDiff*numOfShares[0, stock]*100)\n", + " #print('OUT',numOfShares)\n", + " return (PNLAsset, lastPriceSnap, numOfShares, PNLTotal, totalPositions)#, profTicks, lossTicks)\n", + "\n", + "executeOrdersKernel = cupy.RawKernel(r'''\n", + "extern \"C\" __global__\n", + "void executeOrdersKernel(const int *signal, int* numOfShares,\n", + " const double *currentPrice, double *lastPriceSnap,\n", + " const float *tParam, int N, double *PNLAsset, int *totalPositions) {\n", + " //def executeOrders(signal, numOfShares, currentPrice, lastPriceSnap,\n", + " // tParam, Ss, N, totalPositions) //Python header\n", + " // P&L of each stock is stored in this vector\n", + " // PNLAsset = zeros(shape=(1, N), dtype=float)\n", + " // numOfShares = zeros(shape=(1, N), dtype=float) #ignore input\n", + " // This variables keeps the P&L of the portfolio\n", + " //*PNLTotal = 0.0;\n", + " //for stock in range(0, N):\n", + " //Embarrassingly parallel:\n", + " int stock = blockDim.x * blockIdx.x + threadIdx.x;\n", + " float cost, priceDiff; int nOfS;\n", + " if(stock < N) {\n", + " PNLAsset[stock] = 0.0;\n", + " if(signal[stock] == -2/*Ss['SHORT_SELL']*/ || signal[stock] == 1/*Ss['BUY']*/) {\n", + " // New position will be opened\n", + " // Converting the investment amount to number of shares\n", + " nOfS = floor(tParam[0] / currentPrice[stock]+.5);\n", + " // Calculating the cost\n", + " cost = abs(nOfS * tParam[1]);\n", + " cost += abs(nOfS * .0200); //assume .01 cost for bid-ask in and out of pos\n", + " // Since new position is opening, there is no profit or loss, only the cost\n", + " PNLAsset[stock] = -cost;\n", + " //*PNLTotal += PNLAsset[stock]; pot. race cond.\n", + " // Taking the snapshot of the purchase price\n", + " lastPriceSnap[stock] = currentPrice[stock];\n", + " // Storing the number of purchased shares\n", + " if(signal[stock] == -2) //Ss['SHORT_SELL']\n", + " numOfShares[stock] = -nOfS;\n", + " else\n", + " numOfShares[stock] = nOfS;\n", + " } else if(signal[stock] == -1/*Ss['SELL']*/ || signal[stock] == 2/*Ss['BUY_TO_COVER']*/) {\n", + " // Position will be closed\n", + " // Calculating the profit or loss\n", + " priceDiff = currentPrice[stock] - lastPriceSnap[stock];\n", + " // Calculating the cost\n", + " cost = abs(numOfShares[stock] * tParam[1]);\n", + " cost += abs(numOfShares[stock]) * .0200; //assume .01 cost for bid-ask in and out of pos\n", + " // Updating the P&L for the stock\n", + " PNLAsset[stock] = (priceDiff * numOfShares[stock]) - cost;\n", + " // Updating the P&L of the portfolio\n", + " //*PNLTotal += PNLAsset[stock]; pot. race cond.\n", + " // Setting the number of stock to zero\n", + " numOfShares[stock] = 0;\n", + " totalPositions[stock] += 1;\n", + " }\n", + " }\n", + "}\n", + " //return (PNLAsset, lastPriceSnap, numOfShares, PNLTotal, totalPositions)\n", + "''', 'executeOrdersKernel')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Actions taken by genTradingSignals() and executeOrders() for approximately 1600 minutes with 1-minute charts below.\n", + "\n", + "These are in orange. Below the line is -1 short and above the line is +1 long.\n", + "\n", + "Light blue is error signal or spread and deep blue line has the 1-minute price quotes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 6: For the charts above, which security has the most active trading in the long direction:\n", + " \n", + "a) AAPL (Apple)\n", + "b) V (Visa)\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Backtesting the Strategy" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "#Historical adjusted prices of 30 Dow Jones stocks are imported in the following cell.\n", + "\n", + "# Reading the price data - if this fails it probably means that there is a missing source of 31 column csv file (datetime plus 30 stocks)\n", + "\n", + "#Main steps of the backtesting is implemented in the following cell.\n", + "#It might take 3-5 minutes to complete the backtesting.\n", + "start = time.time()\n", + "fn = \"prices.csv\"\n", + "dfP = read_csv(fn)\n", + "if False: dfP = dfP.iloc[:,[0,1,2,3]] #trim to 3 cols" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.627214670181274\n" + ] + }, + { + "data": { + "text/html": [ + "
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DateAAPLCSCOINTCMSFTJNJJPMKOMCDMMMNKEPFEPGTRVUNHUTXVVZWMTXOMAXPBACATCVXDWDPDISGEGSHDIBMMRK
002-Jan-2018 09:00170.1538.5146.3585.9139.61107.6045.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.0599.93296.05158.3125.8071.56108.617.54256.95190.2154.2556.58
102-Jan-2018 09:01170.1838.5146.3585.9139.61107.6045.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.0599.93296.05158.3125.8071.56108.617.53256.95190.2154.2556.58
202-Jan-2018 09:02170.1638.5146.3585.9139.61107.6045.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.0599.93296.05158.3125.8071.56108.617.53256.95190.2154.2556.58
302-Jan-2018 09:03170.1538.5146.3585.9139.61107.6845.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.0599.93296.05158.3125.9871.56108.817.54256.95190.2154.2556.58
402-Jan-2018 09:04170.1538.5146.3585.9139.61107.7045.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.0599.93296.05158.3125.9871.56108.817.54256.95190.2154.2556.58
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" + ], + "text/plain": [ + " Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA CAT CVX DWDP DIS GE GS HD IBM MRK\n", + "0 02-Jan-2018 09:00 170.15 38.51 46.35 85.9 139.61 107.60 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 99.93 296.05 158.3 125.80 71.56 108.6 17.54 256.95 190.2 154.25 56.58\n", + "1 02-Jan-2018 09:01 170.18 38.51 46.35 85.9 139.61 107.60 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 99.93 296.05 158.3 125.80 71.56 108.6 17.53 256.95 190.2 154.25 56.58\n", + "2 02-Jan-2018 09:02 170.16 38.51 46.35 85.9 139.61 107.60 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 99.93 296.05 158.3 125.80 71.56 108.6 17.53 256.95 190.2 154.25 56.58\n", + "3 02-Jan-2018 09:03 170.15 38.51 46.35 85.9 139.61 107.68 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 99.93 296.05 158.3 125.98 71.56 108.8 17.54 256.95 190.2 154.25 56.58\n", + "4 02-Jan-2018 09:04 170.15 38.51 46.35 85.9 139.61 107.70 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 99.93 296.05 158.3 125.98 71.56 108.8 17.54 256.95 190.2 154.25 56.58" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(time.time()-start)\n", + "P = dfP #obsolete with cudf: .fillna(method=\"backfill\")\n", + "if True:\n", + " if True: P = P.iloc[range(17500)] #Used for poster\n", + " if False: P = P.iloc[range(11135)] #11185#gpuNum=0: 11135 Peak I.E.: 25000, PNL Portfolio Total: 1013.0 target 194.358\n", + " if False: P = P[['Date', 'AAPL', 'CSCO', 'GE', 'KO', 'BA', 'MRK']] #6-way trading only\n", + " if False : P = P[['Date', 'AAPL', 'CSCO', 'GE']] #3-way trading only\n", + " if False: P = P[['Date', 'AAPL', 'GE']]\n", + " #P = P.iloc[range(int(np.ceil(1315*8.5057)))]\n", + " #P = P.iloc[range(105-40)]\n", + "# The strategy will be run for a given subset of data\n", + "# We will be sliding over the data with a sample after each trading cycle\n", + "[R, C] = P.shape\n", + "N = C - 1\n", + "\n", + "# Integer values to represent trade signals\n", + "Ss = {}\n", + "Ss['SELL'] = -1 # Sell the all the shares to close the position\n", + "Ss['SHORT_SELL'] = -2 # Enter a short position\n", + "Ss['BUY'] = 1 # Enter a long position\n", + "Ss['BUY_TO_COVER'] = 2 # Buy shares to close the short position\n", + "\n", + "# Integer values to represent the current position of the assets\n", + "Ps = {}\n", + "Ps['NO_POSITION'] = 0\n", + "Ps['SHORT'] = -1\n", + "Ps['LONG'] = 1\n", + "\n", + "# Parameters of deep autoencoder.\n", + "# In this case, we only use 5-layer autoencoder but you can try different models\n", + "hParams = {}\n", + "hParams['inputOutputDimensionality'] = N\n", + "hParams['hl1'] = np.int32(N / 2)\n", + "hParams['hl2'] = np.int32(hParams['hl1'] / 2)\n", + "hParams['batchSize'] = 256\n", + "hParams['epochs'] = epochs\n", + "\n", + "dfP.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateAAPLCSCOINTCMSFTJNJJPMKOMCDMMMNKEPFEPGTRVUNHUTXVVZWMTXOMAXPBACATCVXDWDPDISGEGSHDIBMMRK
002-Jan-2018 09:00170.1538.5146.3585.9139.61107.6045.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.0599.93296.05158.3125.8071.56108.6017.54256.95190.20154.2556.58
102-Jan-2018 09:01170.1838.5146.3585.9139.61107.6045.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.0599.93296.05158.3125.8071.56108.6017.53256.95190.20154.2556.58
202-Jan-2018 09:02170.1638.5146.3585.9139.61107.6045.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.0599.93296.05158.3125.8071.56108.6017.53256.95190.20154.2556.58
302-Jan-2018 09:03170.1538.5146.3585.9139.61107.6845.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.0599.93296.05158.3125.9871.56108.8017.54256.95190.20154.2556.58
402-Jan-2018 09:04170.1538.5146.3585.9139.61107.7045.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.0599.93296.05158.3125.9871.56108.8017.54256.95190.20154.2556.58
502-Jan-2018 09:05170.1538.5146.3585.9139.61107.7045.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.05100.73296.05158.3125.9871.56108.8017.54256.95190.20154.2556.58
602-Jan-2018 09:06170.1838.5146.3586.0139.61107.6545.95173.28236.5562.736.3492.24136.41221.7128.16114.5653.0699.284.05100.73296.05158.3125.8071.56108.8017.54256.95190.20154.2556.58
702-Jan-2018 09:07170.1638.5146.3586.0139.61107.7045.95173.28236.5562.736.3492.24136.41221.7128.16114.8053.0699.284.05100.73296.05158.3125.8071.56108.8017.54256.95190.20154.2556.58
802-Jan-2018 09:08170.1838.5146.3086.0139.61107.8145.95173.28236.5562.736.3492.24136.41221.7128.16114.6653.0699.284.05100.73296.25158.3125.9671.56108.8017.55256.70190.20154.2556.58
902-Jan-2018 09:09170.2238.5146.0486.0139.61107.8145.95173.28236.5562.736.3492.24136.41222.0128.16114.6653.0699.284.05100.73296.25158.3125.9871.56108.8017.54256.70190.20154.2556.58
1002-Jan-2018 09:10170.2438.5146.0486.0139.61107.8445.95173.28236.5562.736.3492.24136.41222.0128.16114.6653.0699.284.05100.73296.25158.3125.9671.56108.8417.55256.70190.25154.2556.58
1102-Jan-2018 09:11170.2738.5146.0986.0139.61107.8445.95173.28236.5562.736.3492.24136.41222.0128.16114.6653.0699.284.05100.73296.25158.3125.9671.56108.9017.55256.71190.25154.2556.58
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" + ], + "text/plain": [ + " Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA CAT CVX DWDP DIS GE GS HD IBM MRK\n", + "0 02-Jan-2018 09:00 170.15 38.51 46.35 85.9 139.61 107.60 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 99.93 296.05 158.3 125.80 71.56 108.60 17.54 256.95 190.20 154.25 56.58\n", + "1 02-Jan-2018 09:01 170.18 38.51 46.35 85.9 139.61 107.60 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 99.93 296.05 158.3 125.80 71.56 108.60 17.53 256.95 190.20 154.25 56.58\n", + "2 02-Jan-2018 09:02 170.16 38.51 46.35 85.9 139.61 107.60 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 99.93 296.05 158.3 125.80 71.56 108.60 17.53 256.95 190.20 154.25 56.58\n", + "3 02-Jan-2018 09:03 170.15 38.51 46.35 85.9 139.61 107.68 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 99.93 296.05 158.3 125.98 71.56 108.80 17.54 256.95 190.20 154.25 56.58\n", + "4 02-Jan-2018 09:04 170.15 38.51 46.35 85.9 139.61 107.70 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 99.93 296.05 158.3 125.98 71.56 108.80 17.54 256.95 190.20 154.25 56.58\n", + "5 02-Jan-2018 09:05 170.15 38.51 46.35 85.9 139.61 107.70 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 100.73 296.05 158.3 125.98 71.56 108.80 17.54 256.95 190.20 154.25 56.58\n", + "6 02-Jan-2018 09:06 170.18 38.51 46.35 86.0 139.61 107.65 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.56 53.06 99.2 84.05 100.73 296.05 158.3 125.80 71.56 108.80 17.54 256.95 190.20 154.25 56.58\n", + "7 02-Jan-2018 09:07 170.16 38.51 46.35 86.0 139.61 107.70 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.80 53.06 99.2 84.05 100.73 296.05 158.3 125.80 71.56 108.80 17.54 256.95 190.20 154.25 56.58\n", + "8 02-Jan-2018 09:08 170.18 38.51 46.30 86.0 139.61 107.81 45.95 173.28 236.55 62.7 36.34 92.24 136.41 221.7 128.16 114.66 53.06 99.2 84.05 100.73 296.25 158.3 125.96 71.56 108.80 17.55 256.70 190.20 154.25 56.58\n", + "9 02-Jan-2018 09:09 170.22 38.51 46.04 86.0 139.61 107.81 45.95 173.28 236.55 62.7 36.34 92.24 136.41 222.0 128.16 114.66 53.06 99.2 84.05 100.73 296.25 158.3 125.98 71.56 108.80 17.54 256.70 190.20 154.25 56.58\n", + "10 02-Jan-2018 09:10 170.24 38.51 46.04 86.0 139.61 107.84 45.95 173.28 236.55 62.7 36.34 92.24 136.41 222.0 128.16 114.66 53.06 99.2 84.05 100.73 296.25 158.3 125.96 71.56 108.84 17.55 256.70 190.25 154.25 56.58\n", + "11 02-Jan-2018 09:11 170.27 38.51 46.09 86.0 139.61 107.84 45.95 173.28 236.55 62.7 36.34 92.24 136.41 222.0 128.16 114.66 53.06 99.2 84.05 100.73 296.25 158.3 125.96 71.56 108.90 17.55 256.71 190.25 154.25 56.58" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "P.head(12)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "#Performance Evaluations\n", + "#Stat-arb uses the spread in the error signal to generate a trade\n", + "#signal for an asset. It utilizes the mean-reversion feature of the error signal.\n", + "#If the error is below a threshold, it longs the stock with the expectation of reverting\n", + "#back to normal. Similarly, if the error is above a threshold, it shorts the stock.\n", + "\n", + "#Performance of the strategy heavily depends on the hyperparameters. Such an\n", + "#algorithmic trading system usually spends significant amount of time on\n", + "#hyperparameter search by creating hundreds to thousands P&Ls and picks the\n", + "#parameters that works best for trading next minute, hour, day, etc.\n", + "#Multi GPU or multi node high performance systems are used for\n", + "#extensive hyperparameter searches. Here is the list of the\n", + "#hyperparameters;\n", + "\n", + "#1) TrainingSetSize: Window size that defines how many samples we\n", + "#use from history for training our model\n", + "\n", + "#2) ErrorSignalWindow: Window size that defines how many samples\n", + "#we use from error history to analyze the spread\n", + "\n", + "#3) T1: The threshold that determines when to enter a position.\n", + "#If the spread in the error is above T1 or below -T1, new position\n", + "#is opened if there is no position opened before.\n", + "\n", + "#4) T2: The threshold that determines when to close a position.\n", + "#If the spread in the error is above T2 or below -T2, open position is closed.\n", + "\n", + "#5) Number of hidden layers: Number of layers in the deep autoencoder.\n", + "\n", + "#6) epochs: full training cycle on the training set. Once every sample\n", + "#in the set is seen, you start again for the next epoch.\n", + "\n", + "# Window size to train the model\n", + "TrainingSetSize = 200\n", + "totalPositions = 0\n", + "\n", + "# These are the threshold values that will be used in stat-arb strategy.\n", + "# The first threshold, T1, is used to open a position.\n", + "# The second threshold, T2, is used to close a position\n", + "Ts = {}\n", + "Ts['T1'] = 4.0 #1.0 # Threshold for entering position\n", + "Ts['T2'] = 0.4 # Threshold for exiting the position\n", + "\n", + "\n", + "# Parameters for the algorithmic trading strategy\n", + "tParam ={}\n", + "# Amount of money will be invested when entered a position.\n", + "# If you would like to invest a different amount, please update the number\n", + "tParam['investPerAsset'] = 5000\n", + "# Trading cost ($) per share. You can update the number based on your cost\n", + "tParam['tradingCostPerShare'] = 0.005\n", + "tParamarr = array([tParam['investPerAsset'],tParam['tradingCostPerShare']], dtype=float32)\n", + "\n", + "# Matrices are defined to store errors and spreads\n", + "spread = empty((0,N))\n", + "errHeight = R-TrainingSetSize #taller because used for every i iter\n", + "othHeight = R-TrainingSetSize-ErrorSignalWindow+1\n", + "errors = empty(shape=(errHeight,N), dtype=float)\n", + "\n", + "pos = zeros(shape=(othHeight,N), dtype=int32)\n", + "errorsNormStock = zeros(shape=(othHeight,N), dtype=float)\n", + "numOfShares = zeros(shape=(1,N), dtype=int32)\n", + "openedPos = zeros(shape=(1,N), dtype=int32)\n", + "newPos = cupy.zeros(shape=(1,N), dtype=int32)\n", + "signal = cupy.zeros(shape=(1,N), dtype=int32)\n", + "lastPriceSnap = zeros(shape=(1,N), dtype=float)\n", + "totalPositions = zeros(shape=(1,N), dtype=int32)\n", + "PNLPerAsset = zeros(shape=(othHeight,N), dtype=float)\n", + "PNLAsset = zeros(shape=(1,N), dtype=float)\n", + "PNLPortfolio = zeros(shape=(othHeight,1), dtype=float)\n", + "PNLPortfolioTotal = 0.0" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/17300 [00:00)\n", + " #so we will not be \"peeking\" at j: only i.\n", + " pts = P[(j-TrainingSetSize):j].drop('Date', axis=1)\n", + " pts = pts.values\n", + " pts = cupy.asnumpy(pts)\n", + " start = time.time()\n", + " rts = getReturn(pts) # Log-returns are calculated\n", + " rts = normalizeReturn(rts) # Log-returns are normalized\n", + "\n", + " getRetNormRetTime += time.time() - start\n", + " if i == TrainingSetSize: # i % TrainingSetSize == 0 or isRetrain\n", + " start = time.time()\n", + " model = getTrainedAutoencoderModel(hParams, rts, GPUstr)\n", + " getTrainedAutoencoderModelTime += time.time() - start\n", + " lastReturn = cupy.asnumpy(rts[rts.shape[0]-1:rts.shape[0]]) # Last row of log-returns is stored to be used later\n", + "\n", + " ###print(\"Training %d ========================================================\" % idx)\n", + " # Last row of the log-returns is forward passed to measure its reconstruction error.\n", + " # And, these error values are stored in a matrix to analyze it\n", + " # This error will give us information about how the individual stock returns are deviating from the normal\n", + " # In other words, it is checking if there is anything anomalous in the stock.\n", + " # If there is an anomalous behavior in the stock, we will generate a position based on the expection of\n", + " # going back to normal\n", + " start, startErrorSignalWindow = time.time(), time.time()\n", + "\n", + " predReturn = model.predict(lastReturn)\n", + " predTime += time.time() - startErrorSignalWindow\n", + "\n", + " startPost = time.time() ###################################################\n", + " err = cupy.asarray(np.subtract(lastReturn, predReturn)).reshape(N,)\n", + " errors[i-TrainingSetSize] = err #was np.vstack((errors, err))\n", + " subtractTime += time.time() - startPost\n", + "\n", + " idx += 1\n", + " # After a certain number of iterations, the error signal is\n", + " # analyzed to generate trade signals\n", + " # Again, sliding window approach is also applied\n", + " if idx > ErrorSignalWindow:\n", + " ce = i-TrainingSetSize+1 #was:errors.shape[0]\n", + " ###print('i,idx,ce',i,idx,ce)\n", + " # Get the last rows of the error signal for a given window size in \"ErrorSignalWindow\" variable\n", + " # Then, calculate the cumulative sum to see its mean reversion behavior\n", + " if False: print(errors[ce-ErrorSignalWindow:ce].round(5))\n", + " errsCum = cumsum(errors[ce-ErrorSignalWindow:ce], axis=0)\n", + " if False: print(errsCum.round(5))\n", + " cec = errsCum.shape[0]\n", + " # Cumulative summed error signal is z-scored to understand the spread in normalized form\n", + " if isDAE:\n", + " errsNormNew = divide((errsCum[len(errsCum)-1] - mean(errsCum)), std(errsCum))\n", + " #errsNormNew = divide((errsCum[len(errsCum)-1] - mean(errsCum[len(errsCum)-1])), std(errsCum[len(errsCum)-1]))\n", + " errsNorm = errsNorm if isnan(errsNormNew[0]) else errsNormNew\n", + "\n", + " # If the spread is below or above a certain threshold, trading signal is generated\n", + " start = time.time()\n", + "\n", + " Tsarr = array([Ts['T1'],Ts['T2']], dtype=cupy.float32)\n", + " getTradingSignalKernel((1,),(N,),(cupy.asarray(pos[idx-ErrorSignalWindow-1]),\n", + " cupy.asarray(errsNorm), Tsarr, N, newPos, signal))#, openedPos))\n", + " totalOpenedPos = int(cupy.sum(cupy.abs(newPos)))\n", + "\n", + " genTradingSignalsTime += time.time() - start\n", + " # After the new positions are calculated, they are executed and P&L info is returned\n", + " start = time.time()\n", + "\n", + " lastPrice = lastPriceSnap[len(lastPriceSnap)-1:len(lastPriceSnap)]\n", + " nOfShares = numOfShares[len(numOfShares)-1:len(numOfShares)]\n", + " executeOrdersKernel((1,),(N,),(signal,\n", + " cupy.asarray(nOfShares),\n", + " cupy.asarray(pts[len(pts)-1:len(pts)]),\n", + " cupy.asarray(lastPrice),\n", + " tParamarr, N, PNLAsset, cupy.asarray(totalPositions)))\n", + " PNLTotal = sum(PNLAsset)\n", + " totalPos = int(sum(abs(totalPositions)))\n", + "\n", + " #Simulate side-effect of original executeOrders():\n", + " #numOfShares[idx-ErrorSignalWindow:idx-ErrorSignalWindow+1] = nOfShares\n", + " executeOrdersTime += time.time() - start\n", + " # State (current position, number of shares, P&L, etc) of the strategy is stored\n", + " pos[idx-ErrorSignalWindow] = newPos.reshape(N,) #was:np.vstack((pos, newPos))\n", + " lastPriceSnap = lastPrice\n", + " errorsNormStock[idx-ErrorSignalWindow] = errsNorm\n", + " numOfShares = vstack((numOfShares, nOfShares))\n", + " PNLPerAsset[idx-ErrorSignalWindow] = PNLAsset.reshape(N,)\n", + " PNLPortfolio[idx-ErrorSignalWindow] = PNLTotal\n", + " PNLPortfolioTotal += PNLTotal\n", + " TotalInvestedEquity = totalOpenedPos * tParam['investPerAsset']\n", + " PeakTotalInvestedEquity = np.max([PeakTotalInvestedEquity,TotalInvestedEquity])\n", + " PNLPortfolioTotalVec = vstack((PNLPortfolioTotalVec,PNLPortfolioTotal))\n", + " \n", + " if i == len(progressBar) or not i % 100:\n", + " progressBar.set_description(\"%d Invested Equity: %s, Peak I.E.: %s, PNL Last Trade: %s, PNL Portfolio Total: %s\" %\n", + " (idx,TotalInvestedEquity, PeakTotalInvestedEquity, np.round(PNLTotal),\n", + " np.round(PNLPortfolioTotal)))\n", + " postTime += time.time() - startPost\n", + " loopTime += time.time() - loopstart\n", + "print('loopTotal',time.time()-startLoopTotal)#;sys.exit(0)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "QUESTION 5: How long was the simulation above in decimal years T. The approximate number of price quotes that we obtain\n", + " in a year is 8 hours per day times 60 minutes per hour times (5 days per week times 52 minus 10 holidays) = 120,000.\n", + " One can take the number of simulated minutes above divided by the number of prices quotes per year." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "simulationSteps = #Please enter you answer to Q5 here." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Reported loop timings" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6519832611083984 38.479392290115356 646.4090240001678 5.7215492725372314 4.596071004867554 3.162824869155884 6.911079168319702\n", + "(17500, 31)\n", + " 120161 240321 25420268 prices.csv\n" + ] + } + ], + "source": [ + "print(getTrainedAutoencoderModelTime, postTime, loopTime, subtractTime,\n", + "genTradingSignalsTime, getRetNormRetTime, executeOrdersTime)\n", + "print(P.shape)\n", + "!wc prices.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "#We perform a backtesting for each hyperparameter combinations. There are\n", + "#well known methods for hyperparameter search like grid or random search.\n", + "#Once the hyperparameters that provide the best Sharpe ratio are found,\n", + "#they are used for a period of time on the algorithmic trading system.\n", + "#When that period which is another hyperparameter is completed,\n", + "#we start another search because market conditions change and\n", + "#we need to adopt the hyperparameter for the new conditions.\n", + "\n", + "#For this lab, we set the hyperparameters intuitively without\n", + "#performing any search. Let's plot the error signal and the\n", + "#positions for a given stock id.\n", + "\n", + "def computeSR(PNLPortfolioTotalVec):\n", + " # Annual Sharpe ratio is calculated\n", + " logretvec = np.diff(np.log(PNLPortfolioTotalVec.clip(a_min=.001)),axis=0)\n", + " #if len(np.where(logretvec == 0)[1])/len(logretvec) > .10: #50 or more negative logrets\n", + " # return(0.00)\n", + " #SR = (np.mean(logretvec) /\n", + " # np.std(len(np.where(logretvec == 0)[1]) > logretvec, axis=0)) * math.sqrt(252)\n", + " SR = np.mean(logretvec) /np.std(logretvec) * math.sqrt(252)\n", + " if len(logretvec) > 1000:\n", + " SR = SR * math.sqrt(60*8) #for 1-minute quotes\n", + " print(\"Annual SR: \", SR)\n", + " return(np.round(SR,2))\n", + "\n", + "def plotSR(PNLPortfolioTotalVec):\n", + " cumPNLPortfolio = np.cumsum(PNLPortfolioTotalVec, axis=0)\n", + " plt.plot(cumPNLPortfolio)\n", + " plt.ylabel('PNL ($)')\n", + " plt.xlabel('Days')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "210 17710\n", + "Annual SR: 4.919668950092314\n" + ] + }, + { + "data": { + "text/plain": [ + "array(4.92)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Main visualization step:\n", + "from cupy import asnumpy\n", + "def plotPricesSpreadPos(P,pts,ErrorSignalWindow,PeakTotalInvestedEquity,\n", + " PNLPortfolioTotalVec,errorsNormStock,N,xview=1650):\n", + " lab = P.columns.values.tolist()[1:31] #tickers aka labels\n", + " columns = np.min([N,3])\n", + " fig = plt.figure(figsize=(12,columns*5)) #lay out overall size\n", + " fig.tight_layout(pad=0.0)\n", + " plt.rc('font',size=8)\n", + " for assetID in range(0,N):\n", + " tailStart = pts.shape[0]+ErrorSignalWindow #(P.shape[0]-spread.shape[0]-1)\n", + " tailFinish = xview+tailStart #(P.shape[0]+1) #these 2 are offset by ErrorSignalWindow\n", + " print(tailStart,tailFinish)\n", + " pnlvec = asnumpy(PNLPortfolioTotalVec)[tailStart:tailFinish]/1.0\n", + " pvec = ((P[lab[assetID]][tailStart:tailFinish]/\n", + " P[lab[assetID]][tailStart]).values-1)*xview/10 #-1 makes it a gross return\n", + " pnlmax = int(np.round(np.max(pnlvec)))\n", + " pmin = int(np.round(np.min(pvec)))\n", + " pmax = int(np.round(np.max(pvec)))\n", + "\n", + " #Set ylim and plot spread:\n", + " ax = fig.add_subplot(int(np.ceil(N/columns)),columns,assetID+1)\n", + " ax.set_ylim(np.min([-11.0,pmin]),np.max([11.0,pmax,pnlmax]))\n", + " plt.ticklabel_format(axis='x',style='plain')\n", + " #ax.set_ylim(-PeakTotalInvestedEquity/1000.0, PeakTotalInvestedEquity/1000.0)\n", + " #Plot price rep as gross returns starting at 1.0\n", + " ax.plot(pvec, #convert to net return from gross return and scale to window height\n", + " color=\"darkblue\") #orig prices\n", + " if N==1:\n", + " ax.plot(pnlvec,color=\"limegreen\")#PNLcurve\n", + " ax.plot(asnumpy(errorsNormStock[:,assetID]).\\\n", + " reshape(errorsNormStock.shape[0],1)\\\n", + " [tailStart:tailFinish])\n", + "\n", + " ax.axhline(Ts['T1'], color=\"green\")\n", + " ax.axhline(-Ts['T1'], color=\"green\")\n", + " ax.axhline(Ts['T2'], color=\"red\")\n", + " ax.axhline(-Ts['T2'], color=\"red\")\n", + "\n", + " ax.plot(np.delete(asnumpy(pos), 0, axis=0)[:,assetID][tailStart:tailFinish]*10)\n", + " if(assetID == 0):\n", + " plt.ylabel(lab[assetID]+\n", + " ' Spread (ltblue),\\nPosition (orange) (Long:+,\\nShort:-,None:0)')\n", + " else:\n", + " plt.ylabel(lab[assetID])\n", + " if(N==1): plt.ylabel('Profit and Loss (PNL) Curve') #override\n", + " plt.xlabel('Days') if P.shape[0] <= 300 else plt.xlabel('Minutes')\n", + " fig.subplots_adjust(hspace=.1,wspace=.3)\n", + "plotPricesSpreadPos(P.to_pandas(),cupy.asarray(pts),ErrorSignalWindow,PeakTotalInvestedEquity,\n", + " PNLPortfolioTotalVec,errorsNormStock,N=1,xview=P.shape[0])\n", + "computeSR(PNLPortfolioTotalVec)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 6: What is our final PNL in dollars for the case when the P data frame is 17500 minutes\n", + "long:\n", + "\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 7: Project out the final or annual PNL if we keep running for all 120,161 minutes in 2018\n", + "and what net return does this represent on the Peak Investment Equity (Peak I.E.), assuming it continues\n", + "to accumulate PNL at the same approximate rate:\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 8: What is our final Invested Equity (Peak I.E.)?\n", + "\n", + "---------------------------------------------------------------------------------------------------------" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 9: What is our overall net return for the 17300 minutes? Hint: take the final PNL divived by the Invested Equity minus 1.\n", + "\n", + "---------------------------------------------------------------------------------------------------------" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 10: What is the Sharpe Ratio (SR) calculated and reported above on the Profit and Loss curve?\n", + "\n", + "---------------------------------------------------------------------------------------------------------" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Answers to Questions\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 1: Answer is 0.4 which we can approximate by looking at the DOW 30 stock price chart in the case of the security GE.\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n", + " \n", + "QUESTION 2: Answer is log returns\n", + " \n", + "---------------------------------------------------------------------------------------------------------\n", + " \n", + "QUESTION 3: Answer is left\n", + " \n", + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 4: Answer is -1.0\n", + " \n", + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 5: T = .1442\n", + " \n", + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 6: Answer is approximately 5500 USD\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 7: Answer is approx. 500*120000/17500 = 37714.29 USD\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 8: Answer is 40000 USD\n", + "\n", + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 9: Answer is approx. 5500/40000 = .1375 or 13.75% for approx. .1442 years of simulation\n", + " \n", + "---------------------------------------------------------------------------------------------------------\n", + "\n", + "QUESTION 10: Answer Sharpe Ratio is 4.92\n", + " \n", + "---------------------------------------------------------------------------------------------------------\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/docker/.gitkeep b/autoencoder_statarb/docker/.gitkeep similarity index 100% rename from gtc21-s32407-backtestingequityinvestmentstrats/docker/.gitkeep rename to autoencoder_statarb/docker/.gitkeep diff --git a/autoencoder_statarb/docker/Dockerfile b/autoencoder_statarb/docker/Dockerfile new file mode 100644 index 00000000..a0723b56 --- /dev/null +++ b/autoencoder_statarb/docker/Dockerfile @@ -0,0 +1,46 @@ +#//////////////////////////////////////////////////////////////////////////// +#// +#// Copyright (C) NVIDIA Corporation. All rights reserved. +#// +#// NVIDIA Sample Code +#// +#// Please refer to the NVIDIA end user license agreement (EULA) associated +#// with this source code for terms and conditions that govern your use of +#// this software. Any use, reproduction, disclosure, or distribution of +#// this software and related documentation outside the terms of the EULA +#// is strictly prohibited. +#// +#//////////////////////////////////////////////////////////////////////////// + +# This Dockerfile contains the needed NVIDIA +# libraries, and plugins to enable the notebook for the developer blog: +# By Onur Yilmaz and Mark J. Bennett +# +# BUILD: docker build --network=host --file docker/Dockerfile --tag daesa:nvidia . +# RUN: docker run --gpus all --rm -it -p 8888:8888 -p 8889:8889 -p 8890:8890 -p 8891:8891 -v `pwd`:$HOME daesa:nvidia +# JUPYTER NOTEBOOK: /jupyter + +FROM nvcr.io/nvidia/rapidsai/rapidsai:21.06-cuda11.2-runtime-ubuntu20.04 + +ADD docker/requirements.txt /workspace/ +SHELL ["conda", "run", "-n", "rapids", "/bin/bash", "-c"] + +RUN pip install -r /workspace/requirements.txt + +WORKDIR /rapids/notebooks + +ADD ./LICENSE /. +ADD ./README.md ./ +ADD ./CONTRIBUTING.md ./ +ADD ./*.ipynb ./ +ADD images ./images + +EXPOSE 8888 +EXPOSE 8889 +EXPOSE 8890 +EXPOSE 8891 +EXPOSE 8787 +EXPOSE 8786 + +CMD echo Attempting to start jupyter now... +CMD ["jupyter", "lab", "--ip=0.0.0.0", "--port=8888", "--allow-root", "--NotebookApp.token=''"] diff --git a/autoencoder_statarb/docker/requirements.txt b/autoencoder_statarb/docker/requirements.txt new file mode 100644 index 00000000..d1c59655 --- /dev/null +++ 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z<8X0tvHRTtOGuK0Mx$ZEgbDci`f~jEaV}lDWL;Yv^dDke)G+l`@EC`wkfRj#*a|1Z()cikA(s{Ye ScqfJc0000 0: dateDF = from_pandas(dateDF)\n", + " for file in fileList:\n", + " if (file[0:lenNAS] == matchStrNASDAQ) or (file[0:lenNYS] == matchStrNYSE):\n", + " print('Reading...')\n", + " DF = pd.read_csv(file)\n", + " #whittle down to what we need: Date\n", + " print('Striping Date...')\n", + " DF = DF[['Date']]\n", + " print('Appending Dates...')\n", + " dateDF = pd.concat([dateDF,DF])\n", + " print(file,dateDF.shape)\n", + " print('Sorting...')\n", + " dateVec = dateDF['Date'].unique()\n", + " dateVec.sort()\n", + " df = pd.DataFrame(pd.Series(dateVec),columns=['Date'])\n", + " if gpuNum > 0: df = cudf.DataFrame.from_pandas(df)\n", + " return df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Goal is to form a date data frame, dateDF, having a comprehensive column of the dates and times that we need to attach the prices to.\n", + "### This dateDF is based upon all the files appearing in ./NASDAQ/data and ./NYSE/data." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "files: ['NASDAQ/data/NASDAQ_20181203_1.csv', 'NASDAQ/data/NASDAQ_20181204_1.csv', 'NASDAQ/data/NASDAQ_20181206_1.csv', 'NASDAQ/data/NASDAQ_20181207_1.csv', 'NASDAQ/data/NASDAQ_20181210_1.csv', 'NASDAQ/data/NASDAQ_20181211_1.csv', 'NASDAQ/data/NASDAQ_20181212_1.csv', 'NASDAQ/data/NASDAQ_20181213_1.csv', 'NASDAQ/data/NASDAQ_20181214_1.csv', 'NASDAQ/data/NASDAQ_20181217_1.csv', 'NASDAQ/data/NASDAQ_20181218_1.csv', 'NASDAQ/data/NASDAQ_20181219_1.csv', 'NASDAQ/data/NASDAQ_20181220_1.csv', 'NASDAQ/data/NASDAQ_20181221_1.csv', 'NASDAQ/data/NASDAQ_20181224_1.csv', 'NASDAQ/data/NASDAQ_20181226_1.csv', 'NASDAQ/data/NASDAQ_20181227_1.csv', 'NASDAQ/data/NASDAQ_20181228_1.csv', 'NASDAQ/data/NASDAQ_20181231_1.csv', 'NYSE/data/NYSE_20181030_1.csv', 'NYSE/data/NYSE_20181203_1.csv', 'NYSE/data/NYSE_20181204_1.csv', 'NYSE/data/NYSE_20181206_1.csv', 'NYSE/data/NYSE_20181207_1.csv', 'NYSE/data/NYSE_20181210_1.csv', 'NYSE/data/NYSE_20181211_1.csv', 'NYSE/data/NYSE_20181212_1.csv', 'NYSE/data/NYSE_20181213_1.csv', 'NYSE/data/NYSE_20181214_1.csv', 'NYSE/data/NYSE_20181217_1.csv', 'NYSE/data/NYSE_20181218_1.csv', 'NYSE/data/NYSE_20181219_1.csv', 'NYSE/data/NYSE_20181220_1.csv', 'NYSE/data/NYSE_20181221_1.csv', 'NYSE/data/NYSE_20181224_1.csv', 'NYSE/data/NYSE_20181226_1.csv', 'NYSE/data/NYSE_20181227_1.csv', 'NYSE/data/NYSE_20181228_1.csv', 'NYSE/data/NYSE_20181231_1.csv']\n", + "file count: 39\n", + "Reading...\n", + "Striping Date...\n", + "Appending Dates...\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (486730, 1)\n", + "Reading...\n", + "Striping Date...\n", + "Appending Dates...\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (987315, 1)\n", + "Reading...\n", + "Striping Date...\n", + "Appending Dates...\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (1502569, 1)\n", + "Reading...\n", + "Striping Date...\n", + "Appending Dates...\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (1988069, 1)\n", + "Reading...\n", + "Striping Date...\n", + "Appending Dates...\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (2482282, 1)\n", + "Reading...\n", + "Striping Date...\n", + "Appending Dates...\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (2964526, 1)\n", + "Reading...\n", + "Striping Date...\n", + "Appending Dates...\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (3450697, 1)\n", + "Reading...\n", + "Striping Date...\n", + "Appending Dates...\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (3921183, 1)\n", + "Reading...\n", + "Striping Date...\n", + "Appending Dates...\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (4397896, 1)\n", + "Reading...\n", + "Striping Date...\n", + "Appending Dates...\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (4924931, 1)\n", + "Reading...\n", + "Striping Date...\n", + "Appending Dates...\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (5444076, 1)\n", + "Reading...\n", + 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NaN prices\n", + " initPrice = vec[0] #find init price\n", + " for i in range(len(vec)):\n", + " price = vec[i]\n", + " if price is not None and not isnan(price) and notnull(price):\n", + " initPrice = price\n", + " break #early break out\n", + " isInitPriceFilled = False \n", + " savePrice = initPrice\n", + " for i in range(len(vec)):\n", + " #two modes: init section then afterward\n", + " if not isInitPriceFilled:\n", + " if vec[i] is None or isnan(vec[i]) or not notnull(vec[i]):\n", + " vec[i] = initPrice\n", + " isInitPriceFilled = True\n", + " else: #either set NaN price or save non-NaN price\n", + " if vec[i] is None or isnan(vec[i]) or not notnull(vec[i]):\n", + " vec[i] = savePrice\n", + " else:\n", + " savePrice = vec[i]\n", + " return vec\n", + "#unit test:\n", + "vec = [np.NaN,13.2,np.NaN,None,12.9]\n", + "fillInPrices(vec) == [13.2, 13.2, 13.2, 13.2, 12.9]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### For the ticker symbol set of interest, extract the prices for those columns in main data frame, DF.\n", + "### use concat([mainDF, rightDF],axis=1) repeatedly to right append columns to mainDF.\n", + "### Finally write mainDF to prices.csv in the directory." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Date =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 1)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 1)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 1)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 1)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 1)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 1)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 1)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 1)\n", + "no row appended\n", + 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+ "NYSE/data/NYSE_20181227_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 1)\n", + "no row appended\n", + "tickerDF Empty DataFrame\n", + "Columns: [Symbol, Date, Close]\n", + "Index: []\n", + "AAPL =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181226_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181227_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181228_1.csv (9598, 1)\n", + "NASDAQ/data/NASDAQ_20181231_1.csv (9598, 1)\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 1)\n", + "no row appended\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 1)\n", + "no row appended\n", + "tickerDF Symbol Date Close\n", + "1369 AAPL 03-Dec-2018 09:00 183.97\n", + "1370 AAPL 03-Dec-2018 09:01 184.15\n", + "1371 AAPL 03-Dec-2018 09:02 184.01\n", + "1372 AAPL 03-Dec-2018 09:03 184.00\n", + "1373 AAPL 03-Dec-2018 09:04 183.99\n", + "... ... ... ...\n", + "1800 AAPL 31-Dec-2018 16:51 157.70\n", + "1801 AAPL 31-Dec-2018 16:52 157.70\n", + "1802 AAPL 31-Dec-2018 16:53 157.70\n", + "1803 AAPL 31-Dec-2018 16:54 157.77\n", + "1804 AAPL 31-Dec-2018 16:58 157.77\n", + "\n", + "[8752 rows x 3 columns]\n", + "mainDF Date Symbol Close\n", + "0 03-Dec-2018 09:00 AAPL \n", + "1 03-Dec-2018 09:01 AAPL \n", + "2 03-Dec-2018 09:02 AAPL \n", + "3 03-Dec-2018 09:03 AAPL \n", + "4 03-Dec-2018 09:04 AAPL \n", + "... ... ... ...\n", + "9593 31-Dec-2018 16:55 AAPL \n", + "9594 31-Dec-2018 16:56 AAPL \n", + "9595 31-Dec-2018 16:57 AAPL \n", + "9596 31-Dec-2018 16:58 AAPL \n", + "9597 31-Dec-2018 16:59 AAPL \n", + "\n", + "[9598 rows x 3 columns]\n", + "CSCO =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181226_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181227_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181228_1.csv (9598, 2)\n", + "NASDAQ/data/NASDAQ_20181231_1.csv (9598, 2)\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 2)\n", + "no row appended\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 2)\n", + "no row appended\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 2)\n", + "no row appended\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 2)\n", + "no row appended\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 2)\n", + 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21-Dec-2018 16:25 150.40 CSCO \n", + "9597 21-Dec-2018 16:29 150.28 CSCO \n", + "\n", + "[9598 rows x 4 columns]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INTC =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 3)\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 3)\n", + 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31-Dec-2018 16:37 46.94\n", + "232598 INTC 31-Dec-2018 16:40 46.93\n", + "232599 INTC 31-Dec-2018 16:57 46.94\n", + "\n", + "[7900 rows x 3 columns]\n", + "mainDF Date AAPL CSCO Symbol Close\n", + "0 30-Oct-2018 12:14 155.98 42.70 INTC \n", + "1 30-Oct-2018 12:15 155.98 42.70 INTC \n", + "2 30-Oct-2018 12:16 155.98 42.70 INTC \n", + "3 30-Oct-2018 12:17 155.98 42.70 INTC \n", + "4 30-Oct-2018 12:18 155.98 42.70 INTC \n", + "... ... ... ... ... ...\n", + "9593 13-Dec-2018 11:35 171.44 47.53 INTC \n", + "9594 13-Dec-2018 11:36 171.40 47.51 INTC \n", + "9595 13-Dec-2018 11:37 171.31 47.49 INTC \n", + "9596 13-Dec-2018 11:38 171.54 47.54 INTC \n", + "9597 13-Dec-2018 11:39 171.52 47.50 INTC \n", + "\n", + "[9598 rows x 5 columns]\n", + "MSFT =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 4)\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 4)\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 4)\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 4)\n", + 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"4 30-Oct-2018 14:26 155.98 42.70 46.64 MSFT \n", + "... ... ... ... ... ... ...\n", + "9593 17-Dec-2018 16:24 163.98 44.20 47.08 MSFT \n", + "9594 17-Dec-2018 16:26 163.88 44.20 47.08 MSFT \n", + "9595 17-Dec-2018 16:27 163.98 44.20 47.08 MSFT \n", + "9596 17-Dec-2018 16:22 163.94 44.28 47.08 MSFT \n", + "9597 17-Dec-2018 16:25 163.98 44.20 47.08 MSFT \n", + "\n", + "[9598 rows x 6 columns]\n", + "JNJ =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 5)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 5)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 5)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 5)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 5)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 5)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 5)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 5)\n", + "no 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137.64\n", + "320173 JNJ 30-Oct-2018 09:25 137.80\n", + "... ... ... ...\n", + "332070 JNJ 31-Dec-2018 16:18 128.95\n", + "332071 JNJ 31-Dec-2018 16:20 128.95\n", + "332072 JNJ 31-Dec-2018 16:23 129.05\n", + "332073 JNJ 31-Dec-2018 16:25 129.05\n", + "332074 JNJ 31-Dec-2018 16:28 129.02\n", + "\n", + "[8063 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT Symbol Close\n", + "0 30-Oct-2018 12:46 155.98 42.70 46.64 100.26 JNJ \n", + "1 30-Oct-2018 12:47 155.98 42.70 46.64 100.26 JNJ \n", + "2 30-Oct-2018 12:48 155.98 42.70 46.64 100.26 JNJ \n", + "3 30-Oct-2018 12:49 155.98 42.70 46.64 100.26 JNJ \n", + "4 30-Oct-2018 12:50 155.98 42.70 46.64 100.26 JNJ \n", + "... ... ... ... ... ... ... ...\n", + "9593 07-Dec-2018 12:43 170.18 47.17 46.81 106.04 JNJ \n", + "9594 31-Dec-2018 12:14 158.05 43.13 46.85 101.36 JNJ \n", + "9595 31-Dec-2018 12:15 157.98 43.14 46.82 101.33 JNJ \n", + "9596 28-Dec-2018 09:05 157.18 43.05 46.52 101.64 JNJ \n", + "9597 28-Dec-2018 09:03 157.13 43.12 46.50 101.67 JNJ \n", + "\n", + "[9598 rows x 7 columns]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "JPM =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 6)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 6)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 6)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 6)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 6)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 6)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 6)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 6)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 6)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 6)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 6)\n", + "no row appended\n", + 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(9598, 6)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 6)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 6)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 6)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 6)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 6)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 6)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 6)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 6)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 6)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 6)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 6)\n", + "tickerDF Symbol Date Close\n", + "321616 JPM 30-Oct-2018 09:01 104.86\n", + "321617 JPM 30-Oct-2018 09:02 104.86\n", + "321618 JPM 30-Oct-2018 09:06 104.85\n", + "321619 JPM 30-Oct-2018 09:07 104.85\n", + "321620 JPM 30-Oct-2018 09:08 104.79\n", + "... ... ... ...\n", + "333725 JPM 31-Dec-2018 16:29 97.62\n", + "333726 JPM 31-Dec-2018 16:32 97.61\n", + "333727 JPM 31-Dec-2018 16:33 97.62\n", + "333728 JPM 31-Dec-2018 16:53 97.63\n", + "333729 JPM 31-Dec-2018 16:59 97.55\n", + "\n", + "[8238 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ Symbol Close\n", + "0 17-Dec-2018 11:08 168.13 45.37 48.24 105.33 130.07 JPM \n", + "1 17-Dec-2018 11:09 168.15 45.37 48.27 105.36 130.21 JPM \n", + "2 30-Oct-2018 16:39 155.98 42.70 46.64 100.26 140.75 JPM \n", + "3 30-Oct-2018 16:30 155.98 42.70 46.64 100.26 140.75 JPM \n", + "4 30-Oct-2018 16:31 155.98 42.70 46.64 100.26 140.75 JPM \n", + "... ... ... ... ... ... ... ... ...\n", + "9593 04-Dec-2018 12:11 179.23 48.39 48.86 111.02 147.77 JPM \n", + "9594 28-Dec-2018 09:36 155.49 42.97 46.43 100.80 128.10 JPM \n", + "9595 28-Dec-2018 09:37 155.36 42.93 46.42 100.64 127.86 JPM \n", + "9596 04-Dec-2018 09:07 181.37 48.61 49.45 111.90 145.92 JPM \n", + "9597 04-Dec-2018 09:08 181.33 48.69 49.39 111.90 145.92 JPM \n", + "\n", + "[9598 rows x 8 columns]\n", + "KO =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 7)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 7)\n", + "no row appended\n", + 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99.67 KO \n", + "3 19-Dec-2018 13:21 166.20 44.58 47.49 106.15 129.00 99.71 KO \n", + "4 03-Dec-2018 16:00 184.72 48.74 50.13 112.05 146.29 112.24 KO \n", + "... ... ... ... ... ... ... ... ... ...\n", + "9593 27-Dec-2018 16:48 156.16 42.91 46.36 101.10 127.41 97.00 KO \n", + "9594 27-Dec-2018 16:35 156.19 42.94 46.48 101.20 125.82 97.04 KO \n", + "9595 27-Dec-2018 16:36 156.25 42.94 46.48 101.20 125.82 97.04 KO \n", + "9596 27-Dec-2018 16:46 156.21 42.91 46.40 101.17 127.41 97.00 KO \n", + "9597 27-Dec-2018 16:53 156.25 43.00 46.39 101.30 127.41 97.00 KO \n", + "\n", + "[9598 rows x 9 columns]\n", + "MCD =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 8)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 8)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 8)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 8)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 8)\n", + "no row appended\n", 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(9598, 8)\n", + "no row appended\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 8)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NYSE/data/NYSE_20181206_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 8)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 8)\n", + "tickerDF Symbol Date Close\n", + "362461 MCD 30-Oct-2018 09:01 173.36\n", + "362462 MCD 30-Oct-2018 09:11 173.95\n", + "362463 MCD 30-Oct-2018 09:13 173.95\n", + "362464 MCD 30-Oct-2018 09:14 173.78\n", + "362465 MCD 30-Oct-2018 09:15 173.78\n", + "... ... ... ...\n", + "376038 MCD 31-Dec-2018 15:58 176.65\n", + "376039 MCD 31-Dec-2018 15:59 177.57\n", + "376040 MCD 31-Dec-2018 16:00 177.31\n", + "376041 MCD 31-Dec-2018 16:01 177.57\n", + "376042 MCD 31-Dec-2018 16:13 177.57\n", + "\n", + "[7798 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO Symbol Close\n", + "0 03-Dec-2018 16:55 184.35 48.50 50.13 112.09 145.92 112.24 49.69 MCD \n", + "1 03-Dec-2018 16:54 184.35 48.50 50.00 111.90 145.92 111.96 49.69 MCD \n", + "2 03-Dec-2018 16:56 184.35 48.50 50.00 112.09 145.92 112.14 49.69 MCD \n", + "3 03-Dec-2018 16:31 184.25 48.74 50.13 112.05 146.20 112.22 49.69 MCD \n", + "4 03-Dec-2018 16:47 184.32 48.50 49.89 112.01 145.92 112.22 49.69 MCD \n", + "... ... ... ... ... ... ... ... ... ... ...\n", + "9593 10-Dec-2018 10:35 165.49 46.17 46.72 105.43 144.18 101.05 48.97 MCD \n", + "9594 18-Dec-2018 15:26 164.86 43.88 47.54 103.20 130.20 98.23 47.95 MCD \n", + "9595 18-Dec-2018 15:27 164.81 43.87 47.51 103.13 130.19 98.16 47.94 MCD \n", + "9596 26-Dec-2018 11:42 149.60 41.05 44.30 96.69 123.90 92.88 46.13 MCD \n", + "9597 26-Dec-2018 11:43 149.44 41.07 44.32 96.75 123.88 92.83 46.15 MCD \n", + "\n", + "[9598 rows x 10 columns]\n", + "MMM =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 9)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 9)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 9)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 9)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 9)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 9)\n", + "no row appended\n", + 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9)\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 9)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 9)\n", + "tickerDF Symbol Date Close\n", + "375856 MMM 30-Oct-2018 09:06 186.29\n", + "375857 MMM 30-Oct-2018 09:11 186.40\n", + "375858 MMM 30-Oct-2018 09:14 186.40\n", + "375859 MMM 30-Oct-2018 09:15 186.34\n", + "375860 MMM 30-Oct-2018 09:17 186.47\n", + "... ... ... ...\n", + "389889 MMM 31-Dec-2018 15:59 190.53\n", + "389890 MMM 31-Dec-2018 16:03 190.54\n", + "389891 MMM 31-Dec-2018 16:04 190.54\n", + "389892 MMM 31-Dec-2018 16:05 190.54\n", + "389893 MMM 31-Dec-2018 16:13 190.54\n", + "\n", + "[7721 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD Symbol Close\n", + "0 24-Dec-2018 16:51 146.75 40.24 43.45 93.98 122.40 91.75 45.81 170.28 MMM \n", + "1 24-Dec-2018 16:44 146.53 40.24 43.48 93.98 122.40 91.76 45.81 170.28 MMM \n", + "2 24-Dec-2018 16:58 146.60 40.24 43.45 93.80 122.49 91.75 45.81 170.28 MMM \n", + "3 24-Dec-2018 16:43 146.53 40.24 43.48 93.98 122.40 91.89 45.81 170.28 MMM \n", + "4 26-Dec-2018 09:01 148.00 40.49 43.72 94.95 122.49 91.75 45.81 170.28 MMM \n", + "... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 14-Dec-2018 10:37 166.61 46.37 48.61 108.43 136.91 100.74 49.45 184.21 MMM \n", + "9594 06-Dec-2018 13:48 172.82 47.20 47.54 107.63 143.00 103.67 48.87 183.00 MMM \n", + "9595 06-Dec-2018 13:49 172.93 47.23 47.57 107.69 143.09 103.74 48.89 183.03 MMM \n", + "9596 19-Dec-2018 13:24 165.90 44.46 47.36 105.86 128.80 99.51 48.29 181.78 MMM \n", + "9597 19-Dec-2018 13:25 165.99 44.47 47.38 105.92 128.59 99.50 48.30 181.81 MMM \n", + "\n", + "[9598 rows x 11 columns]\n", + "NKE =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181226_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181227_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181228_1.csv (9598, 10)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181231_1.csv (9598, 10)\n", + "no row appended\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 10)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 10)\n", + "tickerDF Symbol Date Close\n", + "405801 NKE 30-Oct-2018 09:02 72.34\n", + "405802 NKE 30-Oct-2018 09:03 72.35\n", + "405803 NKE 30-Oct-2018 09:14 72.30\n", + "405804 NKE 30-Oct-2018 09:15 72.30\n", + "405805 NKE 30-Oct-2018 09:17 72.29\n", + "... ... ... ...\n", + "421080 NKE 31-Dec-2018 16:01 74.14\n", + "421081 NKE 31-Dec-2018 16:08 74.14\n", + "421082 NKE 31-Dec-2018 16:13 74.14\n", + "421083 NKE 31-Dec-2018 16:27 74.14\n", + "421084 NKE 31-Dec-2018 16:28 74.13\n", + "\n", + "[7961 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM Symbol Close\n", + "0 24-Dec-2018 16:51 146.75 40.24 43.45 93.98 122.40 91.75 45.81 170.28 178.00 NKE \n", + "1 24-Dec-2018 16:44 146.53 40.24 43.48 93.98 122.40 91.76 45.81 170.28 178.00 NKE \n", + "2 24-Dec-2018 16:58 146.60 40.24 43.45 93.80 122.49 91.75 45.81 170.28 178.00 NKE \n", + "3 24-Dec-2018 16:43 146.53 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 NKE \n", + "4 26-Dec-2018 09:01 148.00 40.49 43.72 94.95 122.49 91.75 45.81 170.28 178.00 NKE \n", + "... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 26-Dec-2018 10:05 147.43 40.85 43.91 95.34 122.19 91.97 45.77 169.94 178.21 NKE \n", + "9594 20-Dec-2018 13:52 157.03 42.49 45.45 100.88 128.40 97.06 47.56 174.47 187.58 NKE \n", + "9595 20-Dec-2018 13:53 156.98 42.45 45.45 100.78 128.30 97.08 47.55 174.35 187.62 NKE \n", + "9596 11-Dec-2018 09:38 170.73 47.73 48.38 110.10 146.34 103.24 49.74 185.67 201.04 NKE \n", + "9597 11-Dec-2018 09:39 169.81 47.63 48.28 109.77 146.31 103.13 49.73 185.79 200.69 NKE \n", + "\n", + "[9598 rows x 12 columns]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PFE =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181226_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181227_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181228_1.csv (9598, 11)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181231_1.csv (9598, 11)\n", + "no row appended\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 11)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 11)\n", + "tickerDF Symbol Date Close\n", + "445252 PFE 30-Oct-2018 09:00 41.70\n", + "445253 PFE 30-Oct-2018 09:01 41.99\n", + "445254 PFE 30-Oct-2018 09:02 41.91\n", + "445255 PFE 30-Oct-2018 09:03 41.97\n", + "445256 PFE 30-Oct-2018 09:04 42.00\n", + "... ... ... ...\n", + "462535 PFE 31-Dec-2018 16:05 43.65\n", + "462536 PFE 31-Dec-2018 16:06 43.74\n", + "462537 PFE 31-Dec-2018 16:13 43.65\n", + "462538 PFE 31-Dec-2018 16:55 43.55\n", + "462539 PFE 31-Dec-2018 16:58 43.75\n", + "\n", + "[7926 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE Symbol Close\n", + "0 17-Dec-2018 16:34 163.94 44.20 47.10 103.01 130.20 98.98 48.33 180.79 192.82 69.90 PFE \n", + "1 17-Dec-2018 16:37 163.94 44.20 47.10 103.01 130.60 98.98 48.33 180.79 192.82 69.90 PFE \n", + "2 17-Dec-2018 16:49 164.25 44.20 47.10 103.15 130.07 99.07 48.39 180.79 192.82 69.90 PFE \n", + "3 17-Dec-2018 16:48 164.25 44.20 47.10 103.14 130.07 99.07 48.33 180.79 192.82 69.90 PFE \n", + "4 17-Dec-2018 16:32 164.00 44.20 47.10 103.14 130.30 98.98 48.33 180.79 192.82 69.90 PFE \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 14-Dec-2018 09:05 169.18 47.47 47.80 108.45 147.84 101.13 49.47 186.43 202.13 72.90 PFE \n", + "9594 14-Dec-2018 09:09 168.65 47.47 47.80 108.35 147.84 100.11 49.47 186.43 202.13 72.15 PFE \n", + "9595 14-Dec-2018 09:15 168.90 47.47 47.76 108.25 147.84 100.20 49.47 186.43 202.13 72.40 PFE \n", + "9596 14-Dec-2018 09:01 169.06 47.47 47.80 108.50 147.84 101.13 49.47 186.43 202.13 72.90 PFE \n", + "9597 14-Dec-2018 09:11 168.70 47.47 47.80 108.30 147.84 100.20 49.47 186.43 202.13 72.15 PFE \n", + "\n", + "[9598 rows x 13 columns]\n", + "PG =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 12)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 12)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 12)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 12)\n", + "no row appended\n", + 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"NASDAQ/data/NASDAQ_20181228_1.csv (9598, 12)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181231_1.csv (9598, 12)\n", + "no row appended\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 12)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 12)\n", + "tickerDF Symbol Date Close\n", + "446593 PG 30-Oct-2018 09:09 88.18\n", + "446594 PG 30-Oct-2018 09:11 88.19\n", + "446595 PG 30-Oct-2018 09:14 88.20\n", + "446596 PG 30-Oct-2018 09:16 88.32\n", + "446597 PG 30-Oct-2018 09:17 88.52\n", + "... ... ... ...\n", + "463924 PG 31-Dec-2018 16:05 91.92\n", + "463925 PG 31-Dec-2018 16:08 91.92\n", + "463926 PG 31-Dec-2018 16:13 91.92\n", + "463927 PG 31-Dec-2018 16:20 91.92\n", + "463928 PG 31-Dec-2018 16:37 91.92\n", + "\n", + "[7893 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE Symbol Close\n", + "0 26-Dec-2018 09:01 148.00 40.49 43.72 94.95 122.49 91.75 45.81 170.28 178.00 68.50 40.55 PG \n", + "1 24-Dec-2018 16:51 146.75 40.24 43.45 93.98 122.40 91.75 45.81 170.28 178.00 68.06 40.55 PG \n", + "2 24-Dec-2018 16:44 146.53 40.24 43.48 93.98 122.40 91.76 45.81 170.28 178.00 68.06 40.55 PG \n", + "3 24-Dec-2018 16:58 146.60 40.24 43.45 93.80 122.49 91.75 45.81 170.28 178.00 68.06 40.55 PG \n", + "4 24-Dec-2018 16:43 146.53 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 68.06 40.55 PG \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 19-Dec-2018 12:53 166.68 44.66 47.33 106.32 129.98 99.98 48.44 182.64 197.16 71.04 42.83 PG \n", + "9594 03-Dec-2018 12:18 181.93 48.25 49.85 111.66 145.69 112.45 49.25 185.27 209.10 77.72 46.02 PG \n", + "9595 03-Dec-2018 12:19 181.91 48.26 49.84 111.58 145.65 112.40 49.26 185.27 209.08 77.72 46.01 PG \n", + "9596 18-Dec-2018 15:58 166.23 44.11 47.70 103.91 130.66 98.70 48.34 180.01 194.83 71.19 42.49 PG \n", + "9597 18-Dec-2018 15:59 165.89 44.05 47.73 103.94 130.41 98.53 48.31 179.71 194.61 71.13 42.40 PG \n", + "\n", + "[9598 rows x 14 columns]\n", + "TRV =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 13)\n", + "no row appended\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 13)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 13)\n", + "no row appended\n", + 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104.86 46.30 173.36 189.37 73.30 41.99 91.02 TRV \n", + "1 30-Oct-2018 09:00 155.98 42.70 46.64 100.26 127.23 96.80 46.30 175.56 189.37 73.30 41.70 91.02 TRV \n", + "2 28-Dec-2018 16:34 155.98 42.70 46.64 100.26 127.27 96.80 47.20 175.56 189.37 73.29 42.97 91.02 TRV \n", + "3 28-Dec-2018 16:44 155.98 42.70 46.64 100.26 127.04 96.80 47.20 175.56 189.37 73.30 42.97 91.02 TRV \n", + "4 28-Dec-2018 16:33 155.98 42.70 46.64 100.26 127.27 96.80 47.20 175.56 189.37 73.29 42.97 91.02 TRV \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 14-Dec-2018 13:53 166.88 45.76 48.14 106.61 134.78 100.51 49.37 182.97 197.78 72.80 43.76 96.82 TRV \n", + "9594 10-Dec-2018 10:04 165.34 46.40 46.72 105.68 143.52 101.54 48.89 182.35 196.75 73.03 43.45 92.09 TRV \n", + "9595 10-Dec-2018 10:05 165.47 46.42 46.77 105.69 143.38 101.53 48.89 182.60 197.02 73.04 43.44 92.03 TRV \n", + "9596 11-Dec-2018 09:40 169.78 47.65 48.36 109.79 146.20 103.37 49.70 185.78 200.96 74.35 44.22 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173.24 47.30 47.62 107.83 143.13 103.85 48.91 183.09 199.33 74.83 44.26 92.30 122.88 UNH \n", + "9595 06-Dec-2018 13:53 173.18 47.30 47.63 107.82 143.15 103.84 48.93 183.07 199.33 74.81 44.26 92.32 122.96 UNH \n", + "9596 31-Dec-2018 14:32 157.07 43.15 46.74 101.10 129.00 96.88 47.17 176.57 188.81 73.96 43.35 91.71 118.53 UNH \n", + "9597 31-Dec-2018 14:33 157.01 43.11 46.71 101.08 128.91 96.83 47.14 176.53 188.68 73.94 43.34 91.65 118.48 UNH \n", + "\n", + "[9598 rows x 16 columns]\n", + "UTX =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 15)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 15)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 15)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 15)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 15)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 15)\n", + "no row appended\n", + 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120.95 270.64 119.18 V \n", + "9595 13-Dec-2018 14:33 170.55 47.23 48.11 109.00 147.30 100.92 49.38 186.14 200.61 73.08 44.32 96.19 120.97 270.54 119.14 V \n", + "9596 13-Dec-2018 12:54 170.51 47.37 48.05 109.07 147.69 101.11 49.54 186.11 200.41 72.72 44.41 96.19 121.28 270.52 119.50 V \n", + "9597 13-Dec-2018 12:55 170.59 47.41 48.08 109.10 147.69 101.17 49.55 186.11 200.36 72.70 44.41 96.23 121.30 270.58 119.56 V \n", + "\n", + "[9598 rows x 18 columns]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "VZ =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 17)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 17)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 17)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 17)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 17)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 17)\n", + "no row 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"603924 VZ 30-Oct-2018 09:00 56.58\n", + "603925 VZ 30-Oct-2018 09:01 56.55\n", + "603926 VZ 30-Oct-2018 09:06 56.38\n", + "603927 VZ 30-Oct-2018 09:08 56.45\n", + "603928 VZ 30-Oct-2018 09:09 56.55\n", + "... ... ... ...\n", + "624844 VZ 31-Dec-2018 16:14 56.07\n", + "624845 VZ 31-Dec-2018 16:35 56.22\n", + "624846 VZ 31-Dec-2018 16:37 56.22\n", + "624847 VZ 31-Dec-2018 16:44 56.01\n", + "624848 VZ 31-Dec-2018 16:52 56.11\n", + "\n", + "[8019 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V Symbol Close\n", + "0 31-Dec-2018 12:26 158.37 43.21 46.83 101.49 128.84 97.11 47.13 176.48 189.73 73.83 43.39 91.44 118.77 248.84 105.95 131.15 VZ \n", + "1 31-Dec-2018 12:27 158.54 43.23 46.85 101.55 128.93 97.16 47.15 176.58 189.85 73.98 43.41 91.46 118.79 248.93 106.01 131.19 VZ \n", + "2 28-Dec-2018 16:00 155.98 42.70 46.64 100.26 127.27 96.70 47.20 175.56 189.32 73.34 42.96 91.12 118.24 246.14 105.31 130.94 VZ \n", + "3 28-Dec-2018 16:10 155.98 42.70 46.64 100.26 127.27 96.81 47.20 175.56 189.37 73.29 42.97 91.18 118.24 246.24 105.34 130.94 VZ \n", + "4 28-Dec-2018 16:01 155.98 42.70 46.64 100.26 127.27 96.81 47.20 175.56 189.32 73.34 42.96 91.12 118.24 246.24 105.31 130.94 VZ \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 11-Dec-2018 14:29 168.31 46.99 47.48 108.47 147.10 101.02 49.53 184.19 198.53 73.50 44.14 94.11 121.41 267.88 119.76 137.39 VZ \n", + "9594 18-Dec-2018 10:54 165.52 44.09 48.33 103.16 131.30 99.95 48.39 180.61 194.94 71.34 43.00 92.76 120.02 257.18 116.47 133.01 VZ \n", + "9595 18-Dec-2018 10:55 165.45 44.07 48.31 103.12 131.10 99.97 48.37 180.58 194.94 71.44 42.95 92.76 120.07 256.92 116.47 132.91 VZ \n", + "9596 21-Dec-2018 09:02 157.88 42.69 46.09 102.50 128.40 96.90 47.55 173.72 187.38 73.62 41.95 91.02 117.32 242.88 109.66 129.43 VZ \n", + "9597 21-Dec-2018 09:03 157.80 42.69 46.09 102.40 128.40 96.90 47.55 173.72 187.38 73.75 41.95 91.02 117.32 242.88 109.66 129.43 VZ \n", + "\n", + "[9598 rows x 19 columns]\n", + "WMT =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 18)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 18)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 18)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 18)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 18)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 18)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 18)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 18)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 18)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 18)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 18)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 18)\n", + "no row appended\n", 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18)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 18)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 18)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 18)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 18)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 18)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 18)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 18)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 18)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 18)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 18)\n", + "tickerDF Symbol Date Close\n", + "617786 WMT 30-Oct-2018 09:05 99.72\n", + "617787 WMT 30-Oct-2018 09:16 99.88\n", + "617788 WMT 30-Oct-2018 09:17 100.28\n", + "617789 WMT 30-Oct-2018 09:18 99.85\n", + "617790 WMT 30-Oct-2018 09:30 100.28\n", + "... ... ... ...\n", + "639031 WMT 31-Dec-2018 16:01 93.15\n", + "639032 WMT 31-Dec-2018 16:08 93.15\n", + "639033 WMT 31-Dec-2018 16:13 93.15\n", + "639034 WMT 31-Dec-2018 16:14 93.00\n", + "639035 WMT 31-Dec-2018 16:47 93.07\n", + "\n", + "[7906 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ Symbol Close\n", + "0 17-Dec-2018 16:50 164.18 44.20 47.10 103.16 130.07 99.17 48.39 180.79 192.82 69.90 43.11 92.77 120.00 258.07 115.31 131.70 55.95 WMT \n", + "1 17-Dec-2018 16:56 164.10 44.20 47.18 103.17 130.20 99.01 48.39 180.79 192.82 69.90 43.11 93.17 120.00 258.07 115.31 131.79 55.95 WMT \n", + "2 17-Dec-2018 16:53 164.15 44.20 47.10 103.17 130.10 99.17 48.39 180.79 192.82 69.90 43.11 93.17 120.00 258.07 115.31 131.70 55.95 WMT \n", + "3 17-Dec-2018 16:34 163.94 44.20 47.10 103.01 130.20 98.98 48.33 180.79 192.82 69.90 43.11 92.77 120.00 258.07 115.31 131.40 55.95 WMT \n", + "4 17-Dec-2018 16:37 163.94 44.20 47.10 103.01 130.60 98.98 48.33 180.79 192.82 69.90 43.11 92.77 120.00 258.07 115.31 131.40 55.95 WMT \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 04-Dec-2018 12:23 179.10 48.25 48.73 110.68 147.84 109.40 50.10 186.44 205.67 77.28 45.84 94.00 127.63 280.63 121.58 141.77 58.79 WMT \n", + "9594 21-Dec-2018 15:04 152.38 42.35 45.46 99.09 128.55 95.34 47.93 175.62 185.91 72.93 42.36 91.98 117.52 240.26 107.57 125.09 54.78 WMT \n", + "9595 21-Dec-2018 15:05 152.35 42.37 45.46 99.10 128.53 95.28 47.93 175.56 185.90 72.83 42.36 91.95 117.47 240.20 107.57 125.10 54.82 WMT \n", + "9596 19-Dec-2018 09:48 165.94 44.15 47.21 104.56 129.47 98.93 47.72 181.69 193.92 71.82 42.23 92.18 119.61 251.90 116.03 134.14 55.62 WMT \n", + "9597 19-Dec-2018 09:49 166.06 44.15 47.22 104.63 129.49 98.98 47.76 181.66 194.01 71.82 42.28 92.19 119.50 251.82 116.17 134.17 55.63 WMT \n", + "\n", + "[9598 rows x 20 columns]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "XOM =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 19)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181226_1.csv (9598, 19)\n", + "no row appended\n", + 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"NYSE/data/NYSE_20181226_1.csv (9598, 19)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 19)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 19)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 19)\n", + "tickerDF Symbol Date Close\n", + "629309 XOM 30-Oct-2018 09:03 76.82\n", + "629310 XOM 30-Oct-2018 09:06 76.82\n", + "629311 XOM 30-Oct-2018 09:08 76.80\n", + "629312 XOM 30-Oct-2018 09:09 76.80\n", + "629313 XOM 30-Oct-2018 09:11 76.78\n", + "... ... ... ...\n", + "650368 XOM 31-Dec-2018 16:30 68.01\n", + "650369 XOM 31-Dec-2018 16:38 68.19\n", + "650370 XOM 31-Dec-2018 16:53 68.17\n", + "650371 XOM 31-Dec-2018 16:57 68.19\n", + "650372 XOM 31-Dec-2018 16:58 68.19\n", + "\n", + "[8158 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT Symbol Close\n", + "0 17-Dec-2018 16:45 164.00 44.20 47.10 103.15 130.19 99.00 48.33 180.79 192.82 69.90 43.11 92.77 120.00 258.07 115.31 131.40 55.95 90.78 XOM \n", + "1 17-Dec-2018 16:43 163.98 44.20 47.10 103.01 129.82 99.00 48.33 180.79 192.82 69.90 43.11 92.77 120.00 258.07 115.31 131.40 55.95 90.78 XOM \n", + "2 17-Dec-2018 16:44 163.94 44.20 47.10 103.01 130.20 99.00 48.33 180.79 192.82 69.90 43.11 92.77 120.00 258.07 115.31 131.40 55.95 90.78 XOM \n", + "3 17-Dec-2018 16:58 164.09 44.20 47.18 103.17 130.20 99.01 48.39 180.79 192.82 69.90 43.11 93.17 120.00 258.07 115.31 131.79 55.95 90.78 XOM \n", + "4 17-Dec-2018 16:57 164.10 44.20 47.18 103.17 130.20 99.01 48.39 180.79 192.82 69.90 43.11 93.17 120.00 258.07 115.31 131.79 55.95 90.78 XOM \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 28-Dec-2018 13:01 156.25 42.95 47.04 100.79 127.65 97.37 47.37 176.10 189.92 73.30 43.11 91.68 118.64 246.53 106.11 131.17 55.13 92.66 XOM \n", + "9594 24-Dec-2018 09:32 149.30 41.71 44.94 97.67 127.78 93.54 47.49 175.11 183.32 71.68 41.89 90.17 115.08 236.43 105.74 122.93 54.77 86.75 XOM \n", + "9595 24-Dec-2018 09:33 149.62 41.71 45.07 97.72 127.29 93.45 47.39 175.00 182.85 71.42 41.74 89.67 115.06 234.72 105.15 123.15 54.57 86.84 XOM \n", + "9596 26-Dec-2018 13:34 151.70 41.51 44.76 97.85 123.42 93.68 46.17 171.37 180.54 70.92 41.30 88.28 113.96 235.88 102.56 126.67 53.35 88.86 XOM \n", + "9597 26-Dec-2018 13:35 151.70 41.46 44.76 97.74 123.33 93.68 46.16 171.29 180.32 70.87 41.26 88.21 113.92 235.89 102.53 126.55 53.34 88.77 XOM \n", + "\n", + "[9598 rows x 21 columns]\n", + "AXP =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 20)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 20)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 20)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 20)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 20)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 20)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 20)\n", + "no row appended\n", + 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30-Oct-2018 09:13 101.15\n", + "56123 AXP 30-Oct-2018 09:14 100.82\n", + "56124 AXP 30-Oct-2018 09:16 100.82\n", + "... ... ... ...\n", + "57594 AXP 31-Dec-2018 16:02 95.32\n", + "57595 AXP 31-Dec-2018 16:05 95.32\n", + "57596 AXP 31-Dec-2018 16:07 95.32\n", + "57597 AXP 31-Dec-2018 16:08 95.32\n", + "57598 AXP 31-Dec-2018 16:13 95.32\n", + "\n", + "[7770 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM Symbol Close\n", + "0 13-Dec-2018 16:37 170.95 47.47 48.23 109.35 147.84 101.26 49.47 186.43 202.13 72.90 44.57 97.00 121.50 272.15 119.25 137.60 57.09 92.96 76.98 AXP \n", + "1 13-Dec-2018 16:39 170.60 47.47 48.23 109.35 147.84 101.25 49.47 186.43 202.13 72.90 44.57 97.00 121.50 272.15 119.25 137.60 57.09 92.96 76.95 AXP \n", + "2 30-Oct-2018 13:28 155.98 42.70 46.64 100.26 139.06 105.44 47.16 175.72 187.12 73.56 42.50 88.52 124.09 255.93 121.08 130.72 57.79 101.55 77.94 AXP \n", + "3 30-Oct-2018 13:29 155.98 42.70 46.64 100.26 139.09 105.40 47.16 175.70 186.91 73.47 42.51 88.52 124.03 255.76 121.03 130.68 57.80 101.51 77.93 AXP \n", + "4 13-Dec-2018 16:41 170.56 47.47 48.23 109.35 147.84 101.25 49.47 186.43 202.13 72.90 44.57 97.00 121.50 272.15 119.25 137.60 57.09 92.96 76.95 AXP \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 03-Dec-2018 12:27 182.01 48.32 49.98 111.66 145.68 112.58 49.27 184.75 209.20 77.88 46.08 92.76 128.56 284.31 123.77 143.99 58.31 98.72 80.97 AXP \n", + "9594 28-Dec-2018 11:22 155.57 42.76 46.69 100.25 126.86 97.50 47.35 175.89 190.22 73.24 42.90 91.29 118.33 245.55 105.70 130.76 54.96 91.77 68.16 AXP \n", + "9595 28-Dec-2018 11:23 155.49 42.75 46.61 100.19 126.84 97.44 47.38 175.79 190.06 73.17 42.92 91.37 118.31 245.53 105.64 130.73 54.97 91.80 68.15 AXP \n", + "9596 07-Dec-2018 14:40 169.89 46.75 46.65 105.20 144.66 103.24 49.06 183.18 197.50 73.23 43.82 92.44 123.16 268.44 119.57 137.04 57.46 92.97 77.67 AXP \n", + "9597 07-Dec-2018 14:41 169.90 46.74 46.64 105.17 144.73 103.30 49.09 183.20 197.65 73.26 43.84 92.44 123.24 268.44 119.53 137.04 57.48 92.98 77.66 AXP \n", + "\n", + "[9598 rows x 22 columns]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BA =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 21)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 21)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 21)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 21)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 21)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 21)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 21)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 21)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 21)\n", + "no row appended\n", + 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"NYSE/data/NYSE_20181210_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 21)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 21)\n", + "tickerDF Symbol Date Close\n", + "59860 BA 30-Oct-2018 09:00 331.11\n", + "59861 BA 30-Oct-2018 09:01 331.30\n", + "59862 BA 30-Oct-2018 09:02 331.30\n", + "59863 BA 30-Oct-2018 09:03 331.30\n", + "59864 BA 30-Oct-2018 09:04 331.30\n", + "... ... ... ...\n", + "61248 BA 31-Dec-2018 16:20 322.50\n", + "61249 BA 31-Dec-2018 16:21 322.50\n", + "61250 BA 31-Dec-2018 16:23 322.50\n", + "61251 BA 31-Dec-2018 16:35 322.50\n", + "61252 BA 31-Dec-2018 16:44 322.50\n", + "\n", + "[8186 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP Symbol Close\n", + "0 28-Dec-2018 16:52 155.98 42.70 46.64 100.26 127.23 96.80 47.20 175.56 189.37 73.30 42.97 91.02 118.24 246.24 105.34 130.95 55.48 92.13 68.10 94.42 BA \n", + "1 28-Dec-2018 16:37 155.98 42.70 46.64 100.26 127.04 96.80 47.20 175.56 189.37 73.29 42.97 91.02 118.24 246.24 105.34 130.88 55.48 92.13 68.15 94.42 BA \n", + "2 28-Dec-2018 16:49 155.98 42.70 46.64 100.26 127.23 96.80 47.20 175.56 189.37 73.30 42.97 91.02 118.24 246.24 105.34 130.88 55.48 92.13 68.13 94.42 BA \n", + "3 28-Dec-2018 16:32 155.98 42.70 46.64 100.26 127.27 96.83 47.20 175.56 189.37 73.29 42.97 91.02 118.24 246.24 105.34 130.88 55.48 92.13 68.20 94.42 BA \n", + "4 28-Dec-2018 16:56 155.98 42.70 46.64 100.26 127.23 96.80 47.20 175.56 189.37 73.30 42.97 91.02 118.24 246.24 105.34 130.95 55.48 92.28 68.10 94.42 BA \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 26-Dec-2018 10:18 147.30 40.62 43.83 95.19 122.45 91.75 45.82 169.83 177.34 69.55 40.63 86.94 111.57 232.53 100.97 123.82 52.68 87.25 64.82 89.26 BA \n", + "9594 26-Dec-2018 10:19 146.96 40.55 43.75 94.99 122.50 91.64 45.75 169.84 177.23 69.50 40.58 86.90 111.44 232.43 100.97 123.57 52.59 87.14 64.67 89.10 BA \n", + "9595 26-Dec-2018 16:00 156.85 42.47 45.99 100.35 126.71 95.96 46.94 174.03 186.30 72.96 42.19 90.09 117.17 243.35 106.01 130.10 54.44 90.41 68.61 93.85 BA \n", + "9596 13-Dec-2018 16:53 170.50 47.47 48.17 109.40 147.84 101.15 49.47 186.43 202.13 72.90 44.60 96.97 121.50 272.15 119.25 137.60 57.09 92.76 76.95 106.70 BA \n", + "9597 13-Dec-2018 16:40 170.55 47.47 48.23 109.35 147.84 101.25 49.47 186.43 202.13 72.90 44.57 97.00 121.50 272.15 119.25 137.60 57.09 92.96 76.95 106.70 BA \n", + "\n", + "[9598 rows x 23 columns]\n", + "CAT =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 22)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 22)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 22)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 22)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 22)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 22)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 22)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 22)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 22)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 22)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 22)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 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"NYSE/data/NYSE_20181214_1.csv (9598, 22)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 22)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 22)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 22)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 22)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 22)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 22)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 22)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 22)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 22)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 22)\n", + "tickerDF Symbol Date Close\n", + "106418 CAT 30-Oct-2018 09:01 114.01\n", + "106419 CAT 30-Oct-2018 09:02 114.07\n", + "106420 CAT 30-Oct-2018 09:03 113.90\n", + "106421 CAT 30-Oct-2018 09:04 113.75\n", + "106422 CAT 30-Oct-2018 09:05 113.75\n", + "... ... ... ...\n", + "110419 CAT 31-Dec-2018 16:08 127.07\n", + "110420 CAT 31-Dec-2018 16:13 127.07\n", + "110421 CAT 31-Dec-2018 16:18 126.71\n", + "110422 CAT 31-Dec-2018 16:20 127.07\n", + "110423 CAT 31-Dec-2018 16:57 127.07\n", + "\n", + "[7983 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA Symbol Close\n", + "0 19-Dec-2018 10:42 166.55 44.39 47.36 105.52 131.20 99.32 48.03 181.20 195.02 71.56 42.56 93.05 120.87 254.49 116.26 134.67 56.07 92.15 72.70 100.43 329.00 CAT \n", + "1 19-Dec-2018 10:43 166.60 44.42 47.42 105.63 131.31 99.33 48.09 181.25 195.02 71.55 42.61 93.11 120.85 254.70 116.27 134.84 56.14 92.18 72.68 100.48 329.10 CAT \n", + "2 14-Dec-2018 16:58 165.40 45.79 47.95 105.99 133.30 100.43 49.34 182.90 196.10 72.55 43.95 96.64 120.55 265.02 118.80 135.02 57.04 91.70 75.39 105.70 318.62 CAT \n", + "3 14-Dec-2018 16:44 165.40 45.79 47.95 105.99 133.32 100.21 49.34 183.28 196.10 73.00 43.95 96.64 120.55 265.02 118.80 135.30 57.24 91.81 75.39 105.70 317.96 CAT \n", + "4 14-Dec-2018 16:32 165.48 45.77 47.95 105.99 133.25 100.29 49.34 183.28 196.10 73.00 43.95 96.64 120.55 265.02 118.80 135.18 57.24 91.81 75.51 105.70 318.50 CAT \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 31-Dec-2018 09:06 157.94 43.02 46.64 101.33 128.10 97.75 47.73 176.25 189.81 74.52 42.90 89.25 125.87 258.28 122.62 131.75 55.50 101.94 68.43 102.08 321.50 CAT \n", + "9594 31-Dec-2018 09:16 158.08 43.10 47.18 101.41 127.82 97.73 47.73 176.25 189.81 74.52 43.21 89.25 125.87 258.28 122.62 131.79 55.46 92.50 68.40 102.08 321.50 CAT \n", + "9595 31-Dec-2018 09:07 158.00 43.02 47.18 101.28 128.10 97.75 47.73 176.25 189.81 74.52 42.90 89.25 125.87 258.28 122.62 131.75 55.50 101.94 68.43 102.08 321.50 CAT \n", + "9596 31-Dec-2018 09:18 158.10 43.10 47.18 101.40 127.82 97.75 47.73 176.25 189.81 74.52 43.21 89.25 125.87 258.28 122.62 131.90 55.46 92.50 68.40 102.08 321.50 CAT \n", + "9597 31-Dec-2018 09:10 158.03 43.10 47.18 101.35 128.10 97.75 47.73 176.25 189.81 74.52 42.90 89.25 125.87 258.28 122.62 131.66 55.63 101.94 68.48 102.08 321.00 CAT \n", + "\n", + "[9598 rows x 24 columns]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CVX =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181226_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181227_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181228_1.csv (9598, 23)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181231_1.csv (9598, 23)\n", + "no row appended\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 23)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 23)\n", + "tickerDF Symbol Date Close\n", + "157999 CVX 30-Oct-2018 09:06 108.95\n", + "158000 CVX 30-Oct-2018 09:07 109.10\n", + "158001 CVX 30-Oct-2018 09:09 108.93\n", + "158002 CVX 30-Oct-2018 09:11 109.08\n", + "158003 CVX 30-Oct-2018 09:12 108.76\n", + "... ... ... ...\n", + "164457 CVX 31-Dec-2018 16:13 108.79\n", + "164458 CVX 31-Dec-2018 16:18 108.83\n", + "164459 CVX 31-Dec-2018 16:20 108.79\n", + "164460 CVX 31-Dec-2018 16:26 108.90\n", + "164461 CVX 31-Dec-2018 16:51 108.89\n", + "\n", + "[7866 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA CAT Symbol Close\n", + "0 11-Dec-2018 10:22 169.10 47.54 48.34 110.04 146.62 102.48 49.57 184.46 200.23 74.25 43.99 94.01 122.71 270.42 121.11 137.82 59.20 94.37 77.14 107.16 327.35 125.41 CVX \n", + "1 11-Dec-2018 10:23 169.08 47.49 48.31 110.07 146.58 102.22 49.46 184.40 200.12 74.17 43.99 93.95 122.57 270.27 121.27 137.85 59.16 94.35 77.07 106.97 326.94 125.13 CVX \n", + "2 24-Dec-2018 16:26 146.68 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 68.06 40.55 86.72 112.63 232.25 101.95 121.08 53.05 85.60 65.12 89.35 294.05 116.90 CVX \n", + "3 24-Dec-2018 16:21 146.75 40.24 43.48 93.98 122.40 91.90 45.81 170.28 178.00 68.06 40.60 86.72 112.63 232.25 101.95 121.08 52.94 85.60 65.12 89.18 294.00 116.90 CVX \n", + "4 24-Dec-2018 16:25 146.68 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 68.06 40.55 86.72 112.63 232.25 101.95 121.08 53.05 85.60 65.12 89.18 294.00 116.90 CVX \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 06-Dec-2018 10:49 171.08 46.97 47.42 106.33 144.10 104.08 48.79 183.29 200.01 74.00 44.14 91.45 123.54 269.95 119.04 137.15 57.65 93.58 77.89 105.92 323.42 125.83 CVX \n", + "9594 18-Dec-2018 15:14 164.68 43.85 47.48 103.02 130.42 98.54 48.01 179.50 194.26 70.96 42.25 92.08 118.81 250.01 115.45 132.37 55.49 90.56 71.90 100.85 327.15 123.88 CVX \n", + "9595 18-Dec-2018 15:15 164.76 43.86 47.49 103.10 130.53 98.59 48.01 179.62 194.31 70.99 42.28 92.12 118.90 250.22 115.48 132.37 55.52 90.55 71.90 100.92 327.32 124.01 CVX \n", + "9596 31-Dec-2018 13:25 158.31 43.50 47.05 102.35 129.37 97.47 47.41 176.99 190.16 74.40 43.65 92.14 119.26 249.90 106.01 131.95 55.91 93.27 68.14 95.21 321.70 126.77 CVX \n", + "9597 28-Dec-2018 11:20 155.59 42.78 46.67 100.31 126.82 97.52 47.41 175.92 190.30 73.26 42.92 91.44 118.50 246.02 105.65 130.80 54.99 91.91 68.17 94.34 318.32 126.50 CVX \n", + "\n", + "[9598 rows x 25 columns]\n", + "DWDP =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181226_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181227_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181228_1.csv (9598, 24)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181231_1.csv (9598, 24)\n", + "no row appended\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 24)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 24)\n", + "tickerDF Symbol Date Close\n", + "184295 DWDP 30-Oct-2018 09:01 52.10\n", + "184296 DWDP 30-Oct-2018 09:07 52.10\n", + "184297 DWDP 30-Oct-2018 09:08 52.10\n", + "184298 DWDP 30-Oct-2018 09:09 52.07\n", + "184299 DWDP 30-Oct-2018 09:11 52.18\n", + "... ... ... ...\n", + "192294 DWDP 31-Dec-2018 16:02 53.48\n", + "192295 DWDP 31-Dec-2018 16:03 53.48\n", + "192296 DWDP 31-Dec-2018 16:11 53.48\n", + "192297 DWDP 31-Dec-2018 16:13 53.48\n", + "192298 DWDP 31-Dec-2018 16:38 53.48\n", + "\n", + "[7831 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA CAT CVX Symbol Close\n", + "0 24-Dec-2018 16:36 146.70 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 68.06 40.55 86.72 112.63 232.25 101.95 121.60 53.05 85.60 65.29 89.35 294.05 116.90 100.60 DWDP \n", + "1 26-Dec-2018 09:01 148.00 40.49 43.72 94.95 122.49 91.75 45.81 170.28 178.00 68.50 40.55 87.17 112.63 232.25 101.95 122.00 53.15 86.10 65.90 89.35 298.00 117.77 100.60 DWDP \n", + "2 26-Dec-2018 09:00 148.20 40.49 43.45 94.90 122.49 91.75 45.81 170.28 178.00 68.06 40.55 87.17 112.63 232.25 101.95 122.50 52.96 86.20 65.29 89.35 294.05 118.24 100.60 DWDP \n", + "3 24-Dec-2018 16:32 146.70 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 68.06 40.55 86.72 112.63 232.25 101.95 121.60 53.05 85.60 65.29 89.35 294.05 116.90 100.68 DWDP \n", + "4 24-Dec-2018 16:41 146.70 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 68.06 40.55 86.72 112.63 232.25 101.95 121.60 53.05 85.60 65.27 89.35 294.05 116.90 100.60 DWDP \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 10-Dec-2018 13:03 168.18 46.53 46.86 105.99 143.79 101.06 48.94 182.59 196.65 71.99 43.67 92.35 121.73 263.43 118.45 136.56 57.44 93.13 75.59 104.83 320.71 123.69 113.48 DWDP \n", + "9594 17-Dec-2018 11:12 168.16 45.38 48.24 105.35 130.15 100.23 49.20 182.81 197.60 71.41 43.83 94.77 121.59 260.92 118.39 133.74 56.69 91.21 75.50 103.91 326.21 127.42 114.82 DWDP \n", + "9595 17-Dec-2018 11:13 168.04 45.39 48.25 105.26 130.35 100.30 49.22 182.84 197.53 71.37 43.86 94.82 121.68 260.95 118.35 133.72 56.77 91.21 75.51 103.86 325.87 127.43 114.84 DWDP \n", + "9596 21-Dec-2018 09:50 157.07 43.01 45.98 100.61 129.71 96.30 48.12 175.44 188.00 72.96 42.35 92.22 118.16 243.91 109.51 128.00 55.93 88.30 69.08 95.36 310.07 122.11 105.40 DWDP \n", + "9597 21-Dec-2018 09:51 157.02 43.04 45.95 100.69 129.83 96.42 48.12 175.77 188.17 72.75 42.36 92.22 118.34 243.94 109.39 128.02 55.84 88.33 69.13 95.47 310.57 121.93 105.61 DWDP \n", + "\n", + "[9598 rows x 26 columns]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DIS =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181226_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181227_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181228_1.csv (9598, 25)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181231_1.csv (9598, 25)\n", + "no row appended\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 25)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 25)\n", + "tickerDF Symbol Date Close\n", + "172415 DIS 30-Oct-2018 09:01 113.24\n", + "172416 DIS 30-Oct-2018 09:03 113.25\n", + "172417 DIS 30-Oct-2018 09:06 113.29\n", + "172418 DIS 30-Oct-2018 09:07 113.06\n", + "172419 DIS 30-Oct-2018 09:12 113.11\n", + "... ... ... ...\n", + "179904 DIS 31-Dec-2018 16:10 109.80\n", + "179905 DIS 31-Dec-2018 16:11 109.65\n", + "179906 DIS 31-Dec-2018 16:13 109.65\n", + "179907 DIS 31-Dec-2018 16:14 109.80\n", + "179908 DIS 31-Dec-2018 16:41 109.65\n", + "\n", + "[7922 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA CAT CVX DWDP Symbol Close\n", + "0 24-Dec-2018 16:36 146.70 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 68.06 40.55 86.72 112.63 232.25 101.95 121.60 53.05 85.60 65.29 89.35 294.05 116.90 100.60 48.94 DIS \n", + "1 26-Dec-2018 09:01 148.00 40.49 43.72 94.95 122.49 91.75 45.81 170.28 178.00 68.50 40.55 87.17 112.63 232.25 101.95 122.00 53.15 86.10 65.90 89.35 298.00 117.77 100.60 48.94 DIS \n", + "2 26-Dec-2018 09:00 148.20 40.49 43.45 94.90 122.49 91.75 45.81 170.28 178.00 68.06 40.55 87.17 112.63 232.25 101.95 122.50 52.96 86.20 65.29 89.35 294.05 118.24 100.60 48.94 DIS \n", + "3 24-Dec-2018 16:32 146.70 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 68.06 40.55 86.72 112.63 232.25 101.95 121.60 53.05 85.60 65.29 89.35 294.05 116.90 100.68 48.94 DIS \n", + "4 24-Dec-2018 16:41 146.70 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 68.06 40.55 86.72 112.63 232.25 101.95 121.60 53.05 85.60 65.27 89.35 294.05 116.90 100.60 48.94 DIS \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 10-Dec-2018 11:27 165.02 46.05 46.51 104.53 142.88 99.94 48.69 181.06 194.50 71.10 43.28 91.71 120.64 260.63 117.45 135.35 57.01 92.85 75.12 104.01 316.52 121.86 112.41 52.46 DIS \n", + "9594 12-Dec-2018 10:26 170.58 47.84 47.85 110.70 147.90 100.77 49.55 183.95 201.19 74.64 44.66 93.95 122.08 272.88 120.31 140.18 57.79 93.80 77.35 107.11 327.91 126.97 117.18 53.99 DIS \n", + "9595 12-Dec-2018 10:27 170.66 47.84 47.85 110.68 147.95 100.78 49.55 183.97 201.42 74.70 44.66 93.95 121.94 273.07 120.33 140.20 57.81 93.81 77.40 107.20 328.28 127.06 117.26 54.08 DIS \n", + "9596 04-Dec-2018 09:07 181.37 48.61 49.45 111.90 145.92 112.14 49.51 185.60 208.76 77.94 45.86 93.32 130.11 286.33 123.58 144.71 57.96 98.69 81.23 112.37 358.50 138.95 120.67 59.16 DIS \n", + "9597 04-Dec-2018 09:08 181.33 48.69 49.39 111.90 145.92 112.14 49.51 185.60 208.76 77.94 45.86 93.32 130.11 286.33 123.58 144.71 57.96 98.69 81.23 112.37 358.50 138.95 120.67 59.16 DIS \n", + "\n", + "[9598 rows x 27 columns]\n", + "GE =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181226_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181227_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181228_1.csv (9598, 26)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181231_1.csv (9598, 26)\n", + "no row appended\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 26)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 26)\n", + "tickerDF Symbol Date Close\n", + "248102 GE 30-Oct-2018 09:00 10.80\n", + "248103 GE 30-Oct-2018 09:01 10.77\n", + "248104 GE 30-Oct-2018 09:02 10.77\n", + "248105 GE 30-Oct-2018 09:03 10.75\n", + "248106 GE 30-Oct-2018 09:04 10.72\n", + "... ... ... ...\n", + "257770 GE 31-Dec-2018 16:41 7.51\n", + "257771 GE 31-Dec-2018 16:43 7.52\n", + "257772 GE 31-Dec-2018 16:44 7.52\n", + "257773 GE 31-Dec-2018 16:50 7.54\n", + "257774 GE 31-Dec-2018 16:53 7.54\n", + "\n", + "[9024 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA CAT CVX DWDP DIS Symbol Close\n", + "0 13-Dec-2018 10:26 172.23 47.82 48.48 110.09 148.34 101.61 49.29 186.03 202.00 74.04 44.59 96.40 121.36 271.88 119.95 138.28 57.33 93.31 76.94 108.32 327.40 128.45 115.96 54.56 113.28 GE \n", + "1 13-Dec-2018 10:27 172.24 47.83 48.46 110.14 148.35 101.55 49.29 186.23 202.25 74.07 44.62 96.43 121.44 271.97 119.98 138.35 57.32 93.25 76.95 108.26 327.72 128.68 116.00 54.56 113.21 GE \n", + "2 31-Dec-2018 16:41 157.74 43.38 46.93 101.57 129.02 97.62 47.35 177.57 190.54 74.13 43.65 91.92 119.75 249.12 106.48 131.97 56.22 93.00 68.19 95.32 322.50 127.07 108.90 53.48 109.65 GE \n", + "3 31-Dec-2018 16:38 157.79 43.38 46.94 101.80 129.02 97.62 47.35 177.57 190.54 74.13 43.65 91.92 119.75 249.12 106.48 131.97 56.22 93.00 68.19 95.32 322.50 127.07 108.90 53.48 109.80 GE \n", + "4 31-Dec-2018 16:51 157.70 43.38 46.93 101.65 129.02 97.62 47.35 177.57 190.54 74.13 43.65 91.92 119.75 249.12 106.48 131.94 56.01 93.07 68.19 95.32 322.50 127.07 108.89 53.48 109.65 GE \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 19-Dec-2018 10:23 166.91 44.38 47.51 105.46 130.49 99.38 48.13 180.86 194.58 71.52 42.48 92.87 120.48 253.74 116.46 134.57 55.89 92.05 72.57 100.37 330.41 128.23 110.50 53.44 110.48 GE \n", + "9594 11-Dec-2018 14:36 168.45 47.05 47.54 108.56 147.14 101.11 49.53 184.09 198.33 73.50 44.09 94.08 121.44 268.11 119.78 137.33 59.06 93.95 76.52 105.61 322.70 123.84 115.36 53.76 112.21 GE \n", + "9595 11-Dec-2018 14:37 168.63 47.09 47.55 108.60 147.13 101.20 49.54 184.14 198.47 73.53 44.12 94.08 121.54 268.22 119.77 137.36 59.04 93.97 76.52 105.67 322.80 123.79 115.30 53.78 112.24 GE \n", + "9596 14-Dec-2018 15:00 166.57 45.85 48.12 106.15 133.35 100.59 49.33 183.36 197.28 72.80 43.78 96.79 120.54 264.66 119.07 135.18 56.97 91.96 75.38 105.61 317.92 127.40 113.82 52.95 112.44 GE \n", + "9597 14-Dec-2018 15:01 166.56 45.84 48.15 106.19 133.26 100.52 49.32 183.44 197.16 72.79 43.78 96.75 120.51 264.58 119.03 135.17 56.96 91.97 75.33 105.64 317.81 127.36 113.79 52.94 112.41 GE \n", + "\n", + "[9598 rows x 28 columns]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GS =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 27)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 27)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 27)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 27)\n", + "no row appended\n", + 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(9598, 27)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 27)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 27)\n", + "tickerDF Symbol Date Close\n", + "264636 GS 30-Oct-2018 09:05 214.87\n", + "264637 GS 30-Oct-2018 09:07 214.80\n", + "264638 GS 30-Oct-2018 09:11 214.87\n", + "264639 GS 30-Oct-2018 09:14 214.28\n", + "264640 GS 30-Oct-2018 09:17 214.80\n", + "... ... ... ...\n", + "274337 GS 31-Dec-2018 16:13 167.05\n", + "274338 GS 31-Dec-2018 16:23 167.05\n", + "274339 GS 31-Dec-2018 16:24 167.05\n", + "274340 GS 31-Dec-2018 16:26 167.05\n", + "274341 GS 31-Dec-2018 16:38 166.80\n", + "\n", + "[8012 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA CAT CVX DWDP DIS GE Symbol Close\n", + "0 13-Dec-2018 11:43 172.02 47.53 48.26 109.32 147.84 101.28 49.44 185.58 201.75 73.26 44.50 96.44 121.25 271.25 119.92 137.23 57.31 93.25 77.04 107.95 327.79 127.85 116.03 54.46 113.15 7.33 GS \n", + "1 13-Dec-2018 11:42 171.47 47.41 48.14 109.02 147.61 101.01 49.39 185.30 201.31 73.14 44.40 96.42 121.07 270.67 119.75 136.86 57.24 93.13 76.88 107.70 326.99 127.59 115.75 54.32 112.99 7.30 GS \n", + "2 21-Dec-2018 16:17 150.35 41.85 44.84 98.25 128.09 94.17 47.49 174.30 183.13 72.37 41.93 90.97 116.06 238.34 106.18 124.47 54.92 87.13 68.12 91.20 304.55 120.07 104.21 50.59 104.22 7.15 GS \n", + "3 21-Dec-2018 16:03 150.60 41.79 44.84 98.25 128.00 94.01 47.57 174.15 183.75 72.37 41.96 90.95 116.06 238.34 106.42 124.40 54.81 87.01 68.13 91.35 304.22 120.05 104.21 50.50 104.22 7.14 GS \n", + "4 21-Dec-2018 16:02 150.72 41.79 44.82 98.37 128.00 94.17 47.57 174.15 183.75 72.37 41.93 90.97 116.06 238.34 106.42 124.40 54.93 87.13 68.13 91.33 304.22 120.07 104.21 50.53 105.05 7.14 GS \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 17-Dec-2018 11:01 167.61 45.27 48.13 105.15 129.33 100.27 49.18 182.64 197.32 71.27 43.60 94.75 121.45 258.96 118.11 133.10 56.66 91.24 75.28 103.55 324.30 127.31 114.46 52.96 112.53 7.18 GS \n", + "9594 04-Dec-2018 10:55 181.70 48.96 49.41 112.21 148.08 110.68 50.18 186.41 207.13 77.93 46.31 94.09 129.04 285.72 123.17 143.70 59.00 98.11 81.43 111.04 356.25 133.92 120.19 58.28 115.06 7.61 GS \n", + "9595 04-Dec-2018 10:56 181.81 48.95 49.39 112.27 148.09 110.77 50.19 186.50 207.25 77.98 46.31 94.12 129.07 285.73 123.14 143.65 59.03 98.12 81.41 111.01 356.45 133.99 120.11 58.30 115.10 7.61 GS \n", + "9596 31-Dec-2018 09:01 157.99 43.10 46.64 101.26 140.75 97.60 47.73 178.51 189.81 74.52 42.90 89.25 125.87 258.28 122.62 133.21 55.61 101.94 79.09 102.08 321.00 117.46 110.85 52.79 109.29 7.53 GS \n", + "9597 31-Dec-2018 09:00 157.95 43.10 46.64 101.26 140.75 107.00 47.73 178.51 189.81 74.52 42.90 89.25 125.87 258.28 122.62 133.21 58.34 101.94 79.09 102.08 350.63 117.46 110.85 52.79 114.90 7.52 GS \n", + "\n", + "[9598 rows x 29 columns]\n", + "HD =============\n", + 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NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA CAT CVX DWDP DIS GE GS Symbol Close\n", + "0 31-Dec-2018 16:38 157.79 43.38 46.94 101.80 129.02 97.62 47.35 177.57 190.54 74.13 43.65 91.92 119.75 249.12 106.48 131.97 56.22 93.00 68.19 95.32 322.50 127.07 108.90 53.48 109.80 7.51 166.80 HD \n", + "1 21-Dec-2018 12:03 154.31 42.88 45.70 100.30 129.19 96.84 48.29 176.43 187.67 72.57 42.51 92.45 118.50 242.27 109.32 126.71 55.43 88.75 69.43 94.32 309.88 121.50 105.16 51.74 106.51 7.24 165.04 HD \n", + "2 06-Dec-2018 16:03 174.56 48.41 48.43 109.30 145.91 105.10 49.38 185.45 202.68 75.54 44.98 93.55 125.41 276.85 121.45 141.05 58.08 94.77 78.39 108.25 331.90 128.37 115.91 55.92 114.33 7.35 184.30 HD \n", + "3 31-Dec-2018 16:41 157.74 43.38 46.93 101.57 129.02 97.62 47.35 177.57 190.54 74.13 43.65 91.92 119.75 249.12 106.48 131.97 56.22 93.00 68.19 95.32 322.50 127.07 108.90 53.48 109.65 7.51 166.80 HD \n", + "4 31-Dec-2018 16:44 157.80 43.38 46.93 101.57 129.02 97.62 47.35 177.57 190.54 74.13 43.65 91.92 119.75 249.12 106.48 131.94 56.01 93.00 68.19 95.32 322.50 127.07 108.90 53.48 109.65 7.52 166.80 HD \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 30-Oct-2018 13:35 155.98 42.70 46.64 100.26 139.02 105.56 47.13 175.88 186.54 73.30 42.52 88.57 124.16 255.92 121.04 130.38 57.71 101.53 77.89 100.63 340.52 114.25 109.11 51.71 113.34 10.03 216.71 HD \n", + "9594 19-Dec-2018 16:31 160.77 43.00 45.57 103.75 127.61 97.10 47.92 179.22 189.96 69.00 41.95 91.76 119.16 250.31 113.80 131.26 55.86 90.55 70.78 98.77 319.50 122.25 107.90 52.16 109.22 7.66 169.24 HD \n", + "9595 20-Dec-2018 13:08 158.00 42.48 45.38 100.67 128.30 96.61 47.75 174.71 187.70 67.63 41.88 91.38 118.19 243.17 110.09 128.83 55.31 87.20 68.95 96.71 311.43 121.50 105.60 51.16 107.09 7.46 167.79 HD \n", + "9596 20-Dec-2018 13:09 157.96 42.47 45.37 100.64 128.33 96.56 47.74 174.82 187.77 67.58 41.89 91.37 118.10 243.12 110.11 128.80 55.30 87.14 68.94 96.65 311.41 121.51 105.54 51.18 107.07 7.46 167.79 HD \n", + "9597 19-Dec-2018 16:30 160.78 43.00 45.57 103.75 127.61 97.10 47.92 179.22 189.96 68.97 41.95 91.76 119.16 250.31 113.80 131.26 55.86 90.55 70.78 98.77 319.55 122.33 107.90 52.16 109.22 7.66 169.25 HD \n", + "\n", + "[9598 rows x 30 columns]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "IBM =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181226_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181227_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181228_1.csv (9598, 29)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181231_1.csv (9598, 29)\n", + "no row appended\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 29)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 29)\n", + "tickerDF Symbol Date Close\n", + "298361 IBM 30-Oct-2018 09:01 119.49\n", + "298362 IBM 30-Oct-2018 09:02 119.45\n", + "298363 IBM 30-Oct-2018 09:07 119.59\n", + "298364 IBM 30-Oct-2018 09:08 119.50\n", + "298365 IBM 30-Oct-2018 09:09 119.50\n", + "... ... ... ...\n", + "308652 IBM 31-Dec-2018 16:13 113.67\n", + "308653 IBM 31-Dec-2018 16:20 113.67\n", + "308654 IBM 31-Dec-2018 16:28 113.50\n", + "308655 IBM 31-Dec-2018 16:29 113.50\n", + "308656 IBM 31-Dec-2018 16:51 113.50\n", + "\n", + "[7919 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA CAT CVX DWDP DIS GE GS HD Symbol Close\n", + "0 11-Dec-2018 10:22 169.10 47.54 48.34 110.04 146.62 102.48 49.57 184.46 200.23 74.25 43.99 94.01 122.71 270.42 121.11 137.82 59.20 94.37 77.14 107.16 327.35 125.41 115.76 55.00 113.12 7.06 180.73 174.57 IBM \n", + "1 11-Dec-2018 10:23 169.08 47.49 48.31 110.07 146.58 102.22 49.46 184.40 200.12 74.17 43.99 93.95 122.57 270.27 121.27 137.85 59.16 94.35 77.07 106.97 326.94 125.13 115.68 54.95 113.07 7.06 180.21 174.39 IBM \n", + "2 24-Dec-2018 16:14 146.74 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 68.06 40.60 86.72 112.63 232.25 101.95 121.08 52.94 85.60 65.29 89.18 294.00 116.90 100.68 48.94 100.15 6.95 156.13 157.99 IBM \n", + "3 24-Dec-2018 16:15 146.75 40.24 43.48 93.98 122.40 91.89 45.81 170.28 178.00 68.06 40.60 86.72 112.63 232.25 101.95 121.08 52.94 85.60 65.29 89.18 294.00 116.90 100.68 48.94 100.15 6.95 156.14 157.99 IBM \n", + "4 24-Dec-2018 16:03 146.66 40.15 43.50 93.95 122.50 91.89 45.81 170.28 178.00 68.06 40.60 87.09 112.63 232.25 101.95 121.08 52.94 85.60 65.29 89.18 294.00 116.90 100.68 48.94 100.20 6.94 155.80 157.99 IBM \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 17-Dec-2018 13:01 165.86 45.00 47.72 104.15 127.63 99.25 48.84 181.98 195.03 70.87 43.15 93.83 120.55 260.50 116.63 132.52 56.26 91.17 74.71 102.55 320.18 125.86 113.75 52.06 111.14 7.10 169.08 169.51 IBM \n", + "9594 12-Dec-2018 15:18 169.79 47.60 48.10 109.68 148.11 101.60 49.44 183.80 200.84 74.22 44.31 94.13 122.30 271.80 120.20 138.55 57.38 93.35 76.41 107.76 328.50 126.05 116.27 54.59 112.63 6.76 177.48 175.00 IBM \n", + "9595 12-Dec-2018 15:19 169.62 47.54 48.05 109.54 148.03 101.49 49.40 183.70 200.52 74.13 44.27 94.10 122.20 271.54 120.05 138.35 57.34 93.30 76.30 107.71 328.00 125.81 116.05 54.48 112.52 6.74 177.35 174.77 IBM \n", + "9596 30-Oct-2018 11:08 155.98 42.70 46.64 100.26 139.40 105.52 47.09 176.65 187.78 74.00 42.70 88.68 123.65 258.39 122.05 132.45 57.36 101.89 77.92 101.68 342.72 114.98 108.73 51.87 113.76 10.53 219.28 175.70 IBM \n", + "9597 30-Oct-2018 11:09 155.98 42.70 46.64 100.26 139.39 105.49 47.11 176.75 187.73 74.11 42.70 88.70 123.51 258.47 122.04 132.43 57.35 101.99 77.91 101.64 342.15 115.19 108.71 51.89 113.85 10.54 219.08 175.82 IBM \n", + "\n", + "[9598 rows x 31 columns]\n", + "MRK =============\n", + "NASDAQ/data/NASDAQ_20181203_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181204_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181206_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181207_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181210_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181211_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181212_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181213_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181214_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181217_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181218_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181219_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181220_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181221_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181224_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181226_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181227_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181228_1.csv (9598, 30)\n", + "no row appended\n", + "NASDAQ/data/NASDAQ_20181231_1.csv (9598, 30)\n", + "no row appended\n", + "NYSE/data/NYSE_20181030_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181203_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181204_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181206_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181207_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181210_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181211_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181212_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181213_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181214_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181217_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181218_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181219_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181220_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181221_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181224_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181226_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181227_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181228_1.csv (9598, 30)\n", + "NYSE/data/NYSE_20181231_1.csv (9598, 30)\n", + "tickerDF Symbol Date Close\n", + "382097 MRK 30-Oct-2018 09:02 71.49\n", + "382098 MRK 30-Oct-2018 09:09 71.49\n", + "382099 MRK 30-Oct-2018 09:11 71.68\n", + "382100 MRK 30-Oct-2018 09:14 71.66\n", + "382101 MRK 30-Oct-2018 09:15 71.66\n", + "... ... ... ...\n", + "396205 MRK 31-Dec-2018 16:43 76.50\n", + "396206 MRK 31-Dec-2018 16:45 76.50\n", + "396207 MRK 31-Dec-2018 16:46 76.31\n", + "396208 MRK 31-Dec-2018 16:58 76.50\n", + "396209 MRK 31-Dec-2018 16:59 76.60\n", + "\n", + "[7818 rows x 3 columns]\n", + "mainDF Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA CAT CVX DWDP DIS GE GS HD IBM Symbol Close\n", + "0 18-Dec-2018 15:46 166.28 44.27 47.85 104.07 130.85 98.62 48.12 179.99 195.34 71.24 42.49 92.30 119.29 252.40 116.13 133.03 55.61 90.98 72.28 101.23 329.22 124.79 109.86 52.33 109.52 7.29 171.72 170.62 116.87 MRK \n", + "1 18-Dec-2018 15:47 166.41 44.31 47.86 104.16 130.98 98.64 48.18 180.08 195.36 71.30 42.54 92.32 119.40 252.78 116.22 133.16 55.65 91.05 72.34 101.27 329.31 124.82 109.92 52.35 109.60 7.28 171.73 170.74 116.90 MRK \n", + "2 28-Dec-2018 16:45 155.98 42.70 46.64 100.26 127.23 96.80 47.20 175.56 189.37 73.30 42.97 91.02 118.24 246.24 105.34 130.88 55.48 92.13 68.15 94.42 316.75 125.75 109.95 53.25 107.30 7.50 163.42 170.20 113.22 MRK \n", + "3 28-Dec-2018 16:46 155.98 42.70 46.64 100.26 127.23 96.80 47.20 175.56 189.37 73.30 42.97 91.02 118.24 246.24 105.34 130.88 55.48 92.13 68.15 94.42 316.75 125.75 109.95 53.25 107.30 7.50 163.42 170.20 113.22 MRK \n", + "4 28-Dec-2018 16:41 155.98 42.70 46.64 100.26 127.04 96.80 47.20 175.56 189.37 73.29 42.97 91.02 118.24 246.24 105.34 130.88 55.48 92.13 68.15 94.42 316.75 125.75 109.95 53.25 107.30 7.51 163.42 170.22 113.22 MRK \n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "9593 13-Dec-2018 10:26 172.23 47.82 48.48 110.09 148.34 101.61 49.29 186.03 202.00 74.04 44.59 96.40 121.36 271.88 119.95 138.28 57.33 93.31 76.94 108.32 327.40 128.45 115.96 54.56 113.28 7.44 178.41 173.68 121.50 MRK \n", + "9594 13-Dec-2018 10:27 172.24 47.83 48.46 110.14 148.35 101.55 49.29 186.23 202.25 74.07 44.62 96.43 121.44 271.97 119.98 138.35 57.32 93.25 76.95 108.26 327.72 128.68 116.00 54.56 113.21 7.45 178.56 173.69 121.51 MRK \n", + "9595 10-Dec-2018 09:31 165.43 46.53 46.58 105.36 145.65 102.63 49.26 182.78 197.91 73.16 44.03 93.25 123.15 268.80 120.21 136.91 57.72 93.37 77.64 105.91 325.48 122.90 115.35 53.43 112.01 7.04 178.20 173.22 119.70 MRK \n", + "9596 31-Dec-2018 16:11 157.85 43.33 46.93 101.59 129.05 97.62 47.35 177.57 190.54 74.14 43.74 91.92 119.75 249.12 106.48 131.94 56.07 93.15 68.15 95.32 322.38 127.07 108.83 53.48 109.65 7.54 166.00 171.70 113.67 MRK \n", + "9597 06-Dec-2018 16:46 174.72 48.37 48.37 109.20 145.91 104.96 49.38 185.79 202.68 75.73 44.98 93.55 125.41 276.60 121.45 141.05 58.19 94.97 78.39 108.25 331.80 128.69 115.72 55.92 114.24 7.37 184.10 175.80 124.50 MRK \n", + "\n", + "[9598 rows x 32 columns]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9598 total simulated minutes time to process is 62.21324276924133\n", + " Date AAPL CSCO INTC MSFT JNJ JPM KO MCD MMM NKE PFE PG TRV UNH UTX V VZ WMT XOM AXP BA CAT CVX DWDP DIS GE GS HD IBM MRK\n", + "8444 03-Dec-2018 09:00 183.97 48.45 50.07 112.80 147.75 112.94 49.93 190.40 211.36 76.85 46.51 94.73 130.48 285.50 123.50 144.10 59.83 99.00 80.65 113.59 361.0 141.80 120.86 59.35 116.65 7.61 194.20 183.48 125.90 79.85\n", + "8445 03-Dec-2018 09:01 184.15 48.50 50.07 112.80 147.75 112.94 49.93 190.40 211.36 76.85 46.51 94.73 130.48 285.50 123.50 144.10 59.83 99.00 80.65 113.59 361.0 141.80 120.86 59.35 116.50 7.61 194.20 183.48 125.90 79.85\n", + "5580 03-Dec-2018 09:02 184.01 48.45 50.06 112.98 147.75 112.94 49.93 190.40 211.36 76.85 46.51 94.73 130.48 285.50 123.50 144.10 59.84 99.00 80.65 113.59 360.8 141.80 120.86 59.35 116.50 7.61 194.20 183.48 125.88 79.85\n", + "5587 03-Dec-2018 09:03 184.00 48.45 50.08 112.96 147.75 112.94 49.93 190.40 211.36 76.85 46.51 94.73 130.48 285.50 123.50 144.10 59.84 98.79 80.65 113.59 360.5 141.90 120.86 59.35 116.51 7.62 194.20 183.48 125.88 79.85\n", + "5586 03-Dec-2018 09:04 183.99 48.55 50.10 112.91 146.90 112.90 49.93 190.40 211.36 76.85 46.51 94.73 130.48 285.50 123.50 144.10 59.90 98.79 80.70 113.59 361.0 141.95 120.86 59.35 116.59 7.61 193.94 183.48 125.88 79.85\n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "603 31-Dec-2018 16:55 157.77 43.38 46.93 101.65 129.02 97.63 47.35 177.57 190.54 74.13 43.55 91.92 119.75 249.12 106.48 131.94 56.11 93.07 68.17 95.32 322.5 127.07 108.89 53.48 109.65 7.54 166.80 172.00 113.50 76.31\n", + "605 31-Dec-2018 16:56 157.77 43.34 46.93 101.65 129.02 97.63 47.35 177.57 190.54 74.13 43.55 91.92 119.75 249.12 106.48 131.94 56.11 93.07 68.17 95.32 322.5 127.07 108.89 53.48 109.65 7.54 166.80 172.00 113.50 76.31\n", + "598 31-Dec-2018 16:57 157.77 43.34 46.94 101.65 129.02 97.63 47.35 177.57 190.54 74.13 43.55 91.92 119.75 249.12 106.48 131.94 56.11 93.07 68.19 95.32 322.5 127.07 108.89 53.48 109.65 7.54 166.80 172.00 113.50 76.31\n", + "578 31-Dec-2018 16:58 157.77 43.34 46.94 101.70 129.02 97.63 47.35 177.57 190.54 74.13 43.75 91.92 119.75 249.12 106.48 131.94 56.11 93.07 68.19 95.32 322.5 127.07 108.89 53.48 109.65 7.54 166.80 172.00 113.50 76.50\n", + "579 31-Dec-2018 16:59 157.77 43.34 46.94 101.70 129.02 97.55 47.35 177.57 190.54 74.13 43.75 91.92 119.75 249.12 106.48 131.94 56.11 93.07 68.19 95.32 322.5 127.07 108.89 53.48 109.65 7.54 166.80 172.00 113.50 76.60\n", + "\n", + "[9598 rows x 31 columns]\n", + "62.262179136276245 secs.\n" + ] + } + ], + "source": [ + "start = time.time()\n", + "\n", + "def extractCols(fileList,cols,dateDF):\n", + " #iterate through all files and attach them to proper time rows in cols\n", + " mainDF = dateDF #dateDF is a dateDF.shape[0] by 1 init DF\n", + " for col in cols:\n", + " print(col,\"=============\")\n", + " #whittle down to what we need: Symbol, Date, Close\n", + " DF = DataFrame(columns=['Symbol', 'Date','Close'])\n", + " for file in fileList:\n", + " if (file[0:lenNAS] == matchStrNASDAQ) or (file[0:lenNYS] == matchStrNYSE):\n", + " fileDF = read_csv(file)\n", + " fileDF = fileDF[['Symbol', 'Date','Close']]\n", + " fileDF = fileDF[(fileDF.Symbol == col)]\n", + " print(file,mainDF.shape)\n", + " if fileDF.shape[0] != 0:\n", + " #DF = DF.append(fileDF)\n", + " DF = concat([DF,fileDF])\n", + " else:\n", + " print(\"no row appended\")\n", + " tickerDF = DF[DF['Symbol'].str.match(col)]\n", + " print('tickerDF',tickerDF)\n", + " if tickerDF.shape[0] != 0 and not col in mainDF.columns:\n", + " #make right frontier of mainDF look like tickerDF to join : CLose was Time below\n", + " data = {'Symbol':[col] * dateDF.shape[0], 'Close':[np.NaN] * dateDF.shape[0]} \n", + " rightDF = DataFrame(data) \n", + " holdColNames = mainDF.columns.values\n", + " mainDF = concat([mainDF, rightDF],axis=1)\n", + " print('mainDF',mainDF)\n", + " '''\n", + " ####mainDF = concat([mainDF, rightDF], axis=1, ignore_index=True)\n", + " #What value is sitting in the first row last col?\n", + " ####if mainDF.iloc[0][mainDF.shape[1]-1]==col: #pandas issue work around\n", + " if notnull(mainDF['Symbol'].iloc[0]) and mainDF['Symbol'].iloc[0]==col:\n", + " print(holdColNames,type(holdColNames))\n", + " #mainDF.columns = holdColNames+['Close','Symbol'] \n", + " #columnOrder = holdColNames.tolist()+['Close','Symbol'] \n", + " else: #Either way label it properly now:\n", + " print(holdColNames,type(holdColNames))\n", + " #mainDF.columns = holdColNames+['Symbol','Close']\n", + " #columnOrder = holdColNames.tolist()+['Symbol','Close']\n", + " ####for i in range(0,len(columnOrder)):\n", + " #### mainDF = mainDF.rename(columns={i:columnOrder[i]}) \n", + " '''\n", + " mainDF = merge(mainDF, tickerDF, on=['Symbol','Date'], how='left')\n", + " mainDF = mainDF.sort_values(by='Date')\n", + " close_y_series = mainDF['Close_y']\n", + " if gpuNum > 0: close_y_series = close_y_series.to_pandas()\n", + " mainDF['Close_y'] = fillInPrices(close_y_series.tolist())\n", + " mainDF = mainDF.drop('Close_x', axis=1)\n", + " mainDF.rename(columns = {'Close_y':col}, inplace = True)\n", + " mainDF = mainDF.drop('Symbol', axis=1)\n", + " return mainDF\n", + "\n", + "def plotIncFig(DF,cols):\n", + " fig = plt.figure(figsize=(12, 3))\n", + " fig, axes = plt.subplots(nrows=1, ncols=4)#len(cols))\n", + " axList = axes.flatten()\n", + " axIdx = 0; colors = ['red','tan','lime','blue']*10\n", + " for col in cols[0:4]:\n", + " axList[axIdx].set_title(col)\n", + " axList[axIdx].plot(DF[col].head(15)/10.0,color=colors[axIdx])\n", + " axIdx += 1\n", + " fig.tight_layout()\n", + " plt.show()\n", + "\n", + "####if gpuNum > 0: dateDF = dateDF.to_pandas()\n", + "####cols = cols[0:10]\n", + "cols = ['Date','AAPL','CSCO','INTC','MSFT','JNJ','JPM','KO','MCD','MMM',\n", + " 'NKE','PFE','PG','TRV','UNH','UTX','V','VZ','WMT','XOM',\n", + " 'AXP','BA','CAT','CVX','DWDP','DIS','GE','GS','HD','IBM','MRK']\n", + "start = time.time()\n", + "mainDF = extractCols(fileList,cols,dateDF)\n", + "print(mainDF.shape[0],'total simulated minutes time to process is',time.time()-start)\n", + "##############################################plotIncFig(mainDF,cols)\n", + "print(mainDF)\n", + "mainDF.to_csv('prices.csv', index=False, header=True)\n", + "\n", + "print(time.time()-start,'secs.')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Date,AAPL,CSCO,INTC,MSFT,JNJ,JPM,KO,MCD,MMM,NKE,PFE,PG,TRV,UNH,UTX,V,VZ,WMT,XOM,AXP,BA,CAT,CVX,DWDP,DIS,GE,GS,HD,IBM,MRK\n", + "03-Dec-2018 09:00,183.97,48.45,50.07,112.8,147.75,112.94,49.93,190.4,211.36,76.85,46.51,94.73,130.48,285.5,123.5,144.1,59.83,99.0,80.65,113.59,361.0,141.8,120.86,59.35,116.65,7.61,194.2,183.48,125.9,79.85\n", + "03-Dec-2018 09:01,184.15,48.5,50.07,112.8,147.75,112.94,49.93,190.4,211.36,76.85,46.51,94.73,130.48,285.5,123.5,144.1,59.83,99.0,80.65,113.59,361.0,141.8,120.86,59.35,116.5,7.61,194.2,183.48,125.9,79.85\n", + "03-Dec-2018 09:02,184.01,48.45,50.06,112.98,147.75,112.94,49.93,190.4,211.36,76.85,46.51,94.73,130.48,285.5,123.5,144.1,59.84,99.0,80.65,113.59,360.8,141.8,120.86,59.35,116.5,7.61,194.2,183.48,125.88,79.85\n", + "03-Dec-2018 09:03,184.0,48.45,50.08,112.96,147.75,112.94,49.93,190.4,211.36,76.85,46.51,94.73,130.48,285.5,123.5,144.1,59.84,98.79,80.65,113.59,360.5,141.9,120.86,59.35,116.51,7.62,194.2,183.48,125.88,79.85\n", + "03-Dec-2018 09:04,183.99,48.55,50.1,112.91,146.9,112.9,49.93,190.4,211.36,76.85,46.51,94.73,130.48,285.5,123.5,144.1,59.9,98.79,80.7,113.59,361.0,141.95,120.86,59.35,116.59,7.61,193.94,183.48,125.88,79.85\n", + "03-Dec-2018 09:05,183.99,48.55,50.15,112.94,147.5,112.94,49.93,190.4,211.36,76.85,46.51,94.73,130.48,285.5,123.5,144.1,59.9,98.98,80.7,113.59,361.0,141.75,120.86,59.35,116.65,7.62,193.94,183.48,125.88,79.85\n", + "03-Dec-2018 09:06,183.9,48.55,50.12,112.94,147.5,112.86,49.93,190.4,211.36,76.85,46.5,94.73,130.48,285.5,123.5,144.1,59.9,98.98,80.7,113.59,361.0,141.98,120.86,59.35,116.54,7.61,193.94,183.48,125.88,79.85\n", + "03-Dec-2018 09:07,183.8,48.5,50.14,113.0,147.5,112.86,49.93,190.4,211.36,76.95,46.5,94.73,130.48,285.5,123.5,144.1,59.9,98.98,80.7,113.59,360.7,141.7,120.68,59.35,116.54,7.6,193.94,183.48,125.88,79.85\n", + "03-Dec-2018 09:08,183.84,48.45,50.15,112.98,147.5,112.93,49.93,190.4,211.36,76.95,46.5,94.73,130.48,285.5,123.5,144.1,59.9,98.98,80.65,113.59,360.79,141.9,120.68,59.35,116.54,7.58,193.94,183.48,125.88,79.85\n", + "31-Dec-2018 16:50,157.7,43.38,46.93,101.57,129.02,97.62,47.35,177.57,190.54,74.13,43.65,91.92,119.75,249.12,106.48,131.94,56.01,93.07,68.19,95.32,322.5,127.07,108.9,53.48,109.65,7.54,166.8,171.82,113.5,76.31\n", + "31-Dec-2018 16:51,157.7,43.38,46.93,101.65,129.02,97.62,47.35,177.57,190.54,74.13,43.65,91.92,119.75,249.12,106.48,131.94,56.01,93.07,68.19,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,171.82,113.5,76.31\n", + "31-Dec-2018 16:52,157.7,43.38,46.93,101.65,129.02,97.62,47.35,177.57,190.54,74.13,43.65,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.19,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31\n", + "31-Dec-2018 16:53,157.7,43.38,46.93,101.65,129.02,97.63,47.35,177.57,190.54,74.13,43.65,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.17,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31\n", + "31-Dec-2018 16:54,157.77,43.38,46.93,101.65,129.02,97.63,47.35,177.57,190.54,74.13,43.65,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.17,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31\n", + "31-Dec-2018 16:55,157.77,43.38,46.93,101.65,129.02,97.63,47.35,177.57,190.54,74.13,43.55,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.17,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31\n", + "31-Dec-2018 16:56,157.77,43.34,46.93,101.65,129.02,97.63,47.35,177.57,190.54,74.13,43.55,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.17,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31\n", + "31-Dec-2018 16:57,157.77,43.34,46.94,101.65,129.02,97.63,47.35,177.57,190.54,74.13,43.55,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.19,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.31\n", + "31-Dec-2018 16:58,157.77,43.34,46.94,101.7,129.02,97.63,47.35,177.57,190.54,74.13,43.75,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.19,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.5\n", + "31-Dec-2018 16:59,157.77,43.34,46.94,101.7,129.02,97.55,47.35,177.57,190.54,74.13,43.75,91.92,119.75,249.12,106.48,131.94,56.11,93.07,68.19,95.32,322.5,127.07,108.89,53.48,109.65,7.54,166.8,172.0,113.5,76.6\n" + ] + } + ], + "source": [ + "!head prices.csv\n", + "!tail prices.csv" + ] + }, + { + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/backtesting_equity_investment_strats/LICENSE b/backtesting_equity_investment_strats/LICENSE new file mode 100644 index 00000000..76309302 --- /dev/null +++ b/backtesting_equity_investment_strats/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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gtc21-s32407-backtestingequityinvestmentstrats/scripts/acquirePrices.R rename to backtesting_equity_investment_strats/scripts/acquirePrices.R diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/coalescePrices.py b/backtesting_equity_investment_strats/scripts/coalescePrices.py similarity index 100% rename from gtc21-s32407-backtestingequityinvestmentstrats/scripts/coalescePrices.py rename to backtesting_equity_investment_strats/scripts/coalescePrices.py diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/createDirOfPrices.R b/backtesting_equity_investment_strats/scripts/createDirOfPrices.R similarity index 100% rename from gtc21-s32407-backtestingequityinvestmentstrats/scripts/createDirOfPrices.R rename to backtesting_equity_investment_strats/scripts/createDirOfPrices.R diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/findAllPrices.R b/backtesting_equity_investment_strats/scripts/findAllPrices.R similarity index 100% rename from gtc21-s32407-backtestingequityinvestmentstrats/scripts/findAllPrices.R rename to backtesting_equity_investment_strats/scripts/findAllPrices.R diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/run.sh b/backtesting_equity_investment_strats/scripts/run.sh similarity index 100% rename from gtc21-s32407-backtestingequityinvestmentstrats/scripts/run.sh rename to backtesting_equity_investment_strats/scripts/run.sh

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