From b15693abfaf787f9b93bce239c936f840753fdc7 Mon Sep 17 00:00:00 2001 From: shin-e Date: Mon, 25 Jan 2021 16:39:37 -0800 Subject: [PATCH 1/2] data conversion --- notebooks/data_nb/data_feature_engineer.ipynb | 896 +++++++++++- notebooks/data_nb/data_vol.csv | 1205 +++++++++++++++++ notebooks/data_nb/data_vol_.csv | 22 + notebooks/data_nb/imgs/0.png | Bin 0 -> 12514 bytes notebooks/data_nb/imgs/1.png | Bin 0 -> 12964 bytes notebooks/data_nb/imgs/10.png | Bin 0 -> 11072 bytes notebooks/data_nb/imgs/11.png | Bin 0 -> 12479 bytes notebooks/data_nb/imgs/12.png | Bin 0 -> 12159 bytes notebooks/data_nb/imgs/13.png | Bin 0 -> 12550 bytes notebooks/data_nb/imgs/14.png | Bin 0 -> 12251 bytes notebooks/data_nb/imgs/15.png | Bin 0 -> 12850 bytes notebooks/data_nb/imgs/16.png | Bin 0 -> 12177 bytes notebooks/data_nb/imgs/17.png | Bin 0 -> 11497 bytes notebooks/data_nb/imgs/18.png | Bin 0 -> 11461 bytes notebooks/data_nb/imgs/19.png | Bin 0 -> 11407 bytes notebooks/data_nb/imgs/2.png | Bin 0 -> 12014 bytes notebooks/data_nb/imgs/20.png | Bin 0 -> 11160 bytes notebooks/data_nb/imgs/3.png | Bin 0 -> 12184 bytes notebooks/data_nb/imgs/4.png | Bin 0 -> 11171 bytes notebooks/data_nb/imgs/5.png | Bin 0 -> 12277 bytes notebooks/data_nb/imgs/6.png | Bin 0 -> 12331 bytes notebooks/data_nb/imgs/7.png | Bin 0 -> 10789 bytes notebooks/data_nb/imgs/8.png | Bin 0 -> 11756 bytes notebooks/data_nb/imgs/9.png | Bin 0 -> 12861 bytes .../data_nb/timeseries_convert_img.ipynb | 589 +++++++- 25 files changed, 2705 insertions(+), 7 deletions(-) create mode 100644 notebooks/data_nb/data_vol.csv create mode 100644 notebooks/data_nb/data_vol_.csv create mode 100644 notebooks/data_nb/imgs/0.png create mode 100644 notebooks/data_nb/imgs/1.png create mode 100644 notebooks/data_nb/imgs/10.png create mode 100644 notebooks/data_nb/imgs/11.png create mode 100644 notebooks/data_nb/imgs/12.png create mode 100644 notebooks/data_nb/imgs/13.png create mode 100644 notebooks/data_nb/imgs/14.png create mode 100644 notebooks/data_nb/imgs/15.png create mode 100644 notebooks/data_nb/imgs/16.png create mode 100644 notebooks/data_nb/imgs/17.png create mode 100644 notebooks/data_nb/imgs/18.png create mode 100644 notebooks/data_nb/imgs/19.png create mode 100644 notebooks/data_nb/imgs/2.png create mode 100644 notebooks/data_nb/imgs/20.png create mode 100644 notebooks/data_nb/imgs/3.png create mode 100644 notebooks/data_nb/imgs/4.png create mode 100644 notebooks/data_nb/imgs/5.png create mode 100644 notebooks/data_nb/imgs/6.png create mode 100644 notebooks/data_nb/imgs/7.png create mode 100644 notebooks/data_nb/imgs/8.png create mode 100644 notebooks/data_nb/imgs/9.png diff --git a/notebooks/data_nb/data_feature_engineer.ipynb b/notebooks/data_nb/data_feature_engineer.ipynb index 5094cac..773976d 100644 --- a/notebooks/data_nb/data_feature_engineer.ipynb +++ b/notebooks/data_nb/data_feature_engineer.ipynb @@ -2,17 +2,26 @@ "cells": [ { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 43, +======= + "execution_count": 1, +>>>>>>> Stashed changes "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", - "import numpy as np" + "import numpy as np\n", + "import datetime" ] }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 44, +======= + "execution_count": 2, +>>>>>>> Stashed changes "metadata": {}, "outputs": [], "source": [ @@ -21,7 +30,11 @@ }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 45, +======= + "execution_count": 3, +>>>>>>> Stashed changes "metadata": {}, "outputs": [], "source": [ @@ -31,7 +44,22 @@ }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 46, +======= + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "time_col = pd.DatetimeIndex(data.time).tz_localize('US/Eastern')\n", + "data.time = time_col\n", + "data.set_index('time', inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, +>>>>>>> Stashed changes "metadata": {}, "outputs": [ { @@ -140,7 +168,11 @@ "2010-01-07 131091100 " ] }, +<<<<<<< Updated upstream "execution_count": 46, +======= + "execution_count": 5, +>>>>>>> Stashed changes "metadata": {}, "output_type": "execute_result" } @@ -153,12 +185,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ +<<<<<<< Updated upstream "Daily Returns: Day-To-Day Percentage Change" +======= + "### Volitility Analysis\n", + "* Volatility defined as: $(\\sum High - Low)/n$\n", + "* Applying a rolling mean window of size __10 seconds__" +>>>>>>> Stashed changes ] }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 47, +======= + "execution_count": 27, +>>>>>>> Stashed changes "metadata": {}, "outputs": [ { @@ -182,6 +224,7 @@ " \n", " \n", " \n", +<<<<<<< Updated upstream " Open\n", " High\n", " Low\n", @@ -189,6 +232,16 @@ " Adj Close\n", " Volume\n", " Day_Perc_Change\n", +======= + " open\n", + " high\n", + " low\n", + " close\n", + " volume\n", + " diff\n", + " volatility\n", + " date\n", +>>>>>>> Stashed changes " \n", " \n", " Date\n", @@ -199,10 +252,13 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", +<<<<<<< Updated upstream " 2010-01-04\n", " 112.370003\n", " 113.389999\n", @@ -251,12 +307,68 @@ " 92.084045\n", " 126402800\n", " 0.332729\n", +======= + " 2020-04-23 09:30:00-04:00\n", + " 145.25600\n", + " 145.37400\n", + " 145.25600\n", + " 145.37400\n", + " 43270\n", + " 0.118\n", + " 0.118\n", + " 2020-04-23\n", + " \n", + " \n", + " 2020-04-23 09:29:00-04:00\n", + " 146.33800\n", + " 146.33800\n", + " 145.20000\n", + " 145.20000\n", + " 45200\n", + " 1.138\n", + " 1.138\n", + " 2020-04-23\n", + " \n", + " \n", + " 2020-04-23 09:24:00-04:00\n", + " 146.44992\n", + " 146.44992\n", + " 146.44992\n", + " 146.44992\n", + " 3720\n", + " 0.000\n", + " 0.000\n", + " 2020-04-23\n", + " \n", + " \n", + " 2020-04-23 09:23:00-04:00\n", + " 146.36000\n", + " 146.45000\n", + " 146.34200\n", + " 146.45000\n", + " 19410\n", + " 0.108\n", + " 0.108\n", + " 2020-04-23\n", + " \n", + " \n", + " 2020-04-23 09:22:00-04:00\n", + " 146.30000\n", + " 146.30000\n", + " 146.30000\n", + " 146.30000\n", + " 3600\n", + " 0.000\n", + " 0.000\n", + " 2020-04-23\n", +>>>>>>> Stashed changes " \n", " \n", "\n", "" ], "text/plain": [ +<<<<<<< Updated upstream " Open High Low Close Adj Close \\\n", "Date \n", "2010-01-04 112.370003 113.389999 111.510002 113.330002 91.087418 \n", @@ -275,36 +387,79 @@ ] }, "execution_count": 47, +======= + " open high low close volume \\\n", + "time \n", + "2020-04-23 09:30:00-04:00 145.25600 145.37400 145.25600 145.37400 43270 \n", + "2020-04-23 09:29:00-04:00 146.33800 146.33800 145.20000 145.20000 45200 \n", + "2020-04-23 09:24:00-04:00 146.44992 146.44992 146.44992 146.44992 3720 \n", + "2020-04-23 09:23:00-04:00 146.36000 146.45000 146.34200 146.45000 19410 \n", + "2020-04-23 09:22:00-04:00 146.30000 146.30000 146.30000 146.30000 3600 \n", + "\n", + " diff volatility date \n", + "time \n", + "2020-04-23 09:30:00-04:00 0.118 0.118 2020-04-23 \n", + "2020-04-23 09:29:00-04:00 1.138 1.138 2020-04-23 \n", + "2020-04-23 09:24:00-04:00 0.000 0.000 2020-04-23 \n", + "2020-04-23 09:23:00-04:00 0.108 0.108 2020-04-23 \n", + "2020-04-23 09:22:00-04:00 0.000 0.000 2020-04-23 " + ] + }, + "execution_count": 27, +>>>>>>> Stashed changes "metadata": {}, "output_type": "execute_result" } ], "source": [ +<<<<<<< Updated upstream "data['Day_Perc_Change'] = data['Adj Close'].pct_change()*100\n", "data.dropna(axis=0, inplace=True)\n", +======= + "time_wdw = '10s'\n", + "\n", + "data['diff'] = data['high'] - data['low']\n", + "vol = data['diff'].rolling(time_wdw).mean()\n", + "data = data.assign(volatility=vol)\n", +>>>>>>> Stashed changes "data.head()" ] }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 48, +======= + "execution_count": 26, +>>>>>>> Stashed changes "metadata": {}, "outputs": [ { "data": { "text/plain": [ +<<<<<<< Updated upstream "" ] }, "execution_count": 48, +======= + "" + ] + }, + "execution_count": 26, +>>>>>>> Stashed changes "metadata": {}, "output_type": "execute_result" }, { "data": { +<<<<<<< Updated upstream "image/png": 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\n", 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" ] }, "metadata": { @@ -314,6 +469,7 @@ } ], "source": [ +<<<<<<< Updated upstream "data['Day_Perc_Change'].plot(figsize = (12, 6), fontsize = 12)" ] }, @@ -331,21 +487,272 @@ "outputs": [], "source": [ "vol = data['Adj Close'].rolling(7).std()*np.sqrt(7)" +======= + "data.volatility.plot(figsize=(15,7))" +>>>>>>> Stashed changes ] }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 50, +======= + "execution_count": 10, +>>>>>>> Stashed changes "metadata": {}, "outputs": [], "source": [ - "data = data.assign(Volatility=vol)" + "data.reset_index(inplace=True)" ] }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 54, "metadata": {}, +======= + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(15568, 8)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Filter out data to use volatility on data an hour prior to market open\n", + "* Market Open: NYSE open Monday-Friday 9:30am to 4pm. Eastern time." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "data = data.loc[data.time.apply(lambda date:(date.time()<=datetime.time(hour=9, minute=30))\n", + " and (date.time()>=datetime.time(hour=8, minute=30))\n", + " )]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "data = data.set_index('time')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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openhighlowclosevolumediffvolatility
time
2020-04-23 09:30:00-04:00145.25600145.37400145.25600145.37400432700.1180.118
2020-04-23 09:29:00-04:00146.33800146.33800145.20000145.20000452001.1381.138
2020-04-23 09:24:00-04:00146.44992146.44992146.44992146.4499237200.0000.000
2020-04-23 09:23:00-04:00146.36000146.45000146.34200146.45000194100.1080.108
2020-04-23 09:22:00-04:00146.30000146.30000146.30000146.3000036000.0000.000
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" + ], + "text/plain": [ + " open high low close volume \\\n", + "time \n", + "2020-04-23 09:30:00-04:00 145.25600 145.37400 145.25600 145.37400 43270 \n", + "2020-04-23 09:29:00-04:00 146.33800 146.33800 145.20000 145.20000 45200 \n", + "2020-04-23 09:24:00-04:00 146.44992 146.44992 146.44992 146.44992 3720 \n", + "2020-04-23 09:23:00-04:00 146.36000 146.45000 146.34200 146.45000 19410 \n", + "2020-04-23 09:22:00-04:00 146.30000 146.30000 146.30000 146.30000 3600 \n", + "\n", + " diff volatility \n", + "time \n", + "2020-04-23 09:30:00-04:00 0.118 0.118 \n", + "2020-04-23 09:29:00-04:00 1.138 1.138 \n", + "2020-04-23 09:24:00-04:00 0.000 0.000 \n", + "2020-04-23 09:23:00-04:00 0.108 0.108 \n", + "2020-04-23 09:22:00-04:00 0.000 0.000 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "open 0\n", + "high 0\n", + "low 0\n", + "close 0\n", + "volume 0\n", + "diff 0\n", + "volatility 0\n", + "dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DatetimeIndex(['2020-04-23 09:30:00-04:00', '2020-04-23 09:29:00-04:00',\n", + " '2020-04-23 09:24:00-04:00', '2020-04-23 09:23:00-04:00',\n", + " '2020-04-23 09:22:00-04:00', '2020-04-23 09:21:00-04:00',\n", + " '2020-04-23 09:20:00-04:00', '2020-04-23 09:19:00-04:00',\n", + " '2020-04-23 09:18:00-04:00', '2020-04-23 09:17:00-04:00',\n", + " ...\n", + " '2020-03-25 08:39:00-04:00', '2020-03-25 08:38:00-04:00',\n", + " '2020-03-25 08:37:00-04:00', '2020-03-25 08:36:00-04:00',\n", + " '2020-03-25 08:35:00-04:00', '2020-03-25 08:34:00-04:00',\n", + " '2020-03-25 08:33:00-04:00', '2020-03-25 08:32:00-04:00',\n", + " '2020-03-25 08:31:00-04:00', '2020-03-25 08:30:00-04:00'],\n", + " dtype='datetime64[ns, US/Eastern]', name='time', length=1204, freq=None)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.index" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": true + }, +>>>>>>> Stashed changes "outputs": [ { "data": { @@ -368,6 +775,7 @@ " \n", " \n", " \n", +<<<<<<< Updated upstream " Open\n", " High\n", " Low\n", @@ -376,6 +784,16 @@ " Volume\n", " Day_Perc_Change\n", " Volatility\n", +======= + " open\n", + " high\n", + " low\n", + " close\n", + " volume\n", + " diff\n", + " volatility\n", + " date\n", +>>>>>>> Stashed changes " \n", " \n", " Date\n", @@ -387,10 +805,12 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", +<<<<<<< Updated upstream " 2021-01-04\n", " 375.309998\n", " 375.450012\n", @@ -444,6 +864,61 @@ " 71677200\n", " 0.569771\n", " 11.669939\n", +======= + " 2020-04-23 09:30:00-04:00\n", + " 145.25600\n", + " 145.37400\n", + " 145.25600\n", + " 145.37400\n", + " 43270\n", + " 0.118\n", + " 0.118\n", + " 2020-04-23\n", + " \n", + " \n", + " 2020-04-23 09:29:00-04:00\n", + " 146.33800\n", + " 146.33800\n", + " 145.20000\n", + " 145.20000\n", + " 45200\n", + " 1.138\n", + " 1.138\n", + " 2020-04-23\n", + " \n", + " \n", + " 2020-04-23 09:24:00-04:00\n", + " 146.44992\n", + " 146.44992\n", + " 146.44992\n", + " 146.44992\n", + " 3720\n", + " 0.000\n", + " 0.000\n", + " 2020-04-23\n", + " \n", + " \n", + " 2020-04-23 09:23:00-04:00\n", + " 146.36000\n", + " 146.45000\n", + " 146.34200\n", + " 146.45000\n", + " 19410\n", + " 0.108\n", + " 0.108\n", + " 2020-04-23\n", + " \n", + " \n", + " 2020-04-23 09:22:00-04:00\n", + " 146.30000\n", + " 146.30000\n", + " 146.30000\n", + " 146.30000\n", + " 3600\n", + " 0.000\n", + " 0.000\n", + " 2020-04-23\n", +>>>>>>> Stashed changes " \n", " \n", "\n", @@ -458,6 +933,7 @@ "2021-01-07 376.100006 379.899994 375.910004 379.100006 379.100006 \n", "2021-01-08 380.589996 381.489990 377.100006 381.260010 381.260010 \n", "\n", +<<<<<<< Updated upstream " Volume Day_Perc_Change Volatility \n", "Date \n", "2021-01-04 110210800 -1.361398 5.999279 \n", @@ -468,11 +944,24 @@ ] }, "execution_count": 54, +======= + " diff volatility date \n", + "time \n", + "2020-04-23 09:30:00-04:00 0.118 0.118 2020-04-23 \n", + "2020-04-23 09:29:00-04:00 1.138 1.138 2020-04-23 \n", + "2020-04-23 09:24:00-04:00 0.000 0.000 2020-04-23 \n", + "2020-04-23 09:23:00-04:00 0.108 0.108 2020-04-23 \n", + "2020-04-23 09:22:00-04:00 0.000 0.000 2020-04-23 " + ] + }, + "execution_count": 16, +>>>>>>> Stashed changes "metadata": {}, "output_type": "execute_result" } ], "source": [ +<<<<<<< Updated upstream "data.tail()" ] }, @@ -506,16 +995,413 @@ ], "source": [ "data.Volatility.plot(figsize=(15,7))" +======= + "# Adding a \"date\" column\n", + "data['date'] = pd.to_datetime(data.index).date\n", + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For example, how do the volatility data from 2020/4/23 look like?" +>>>>>>> Stashed changes ] }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 52, +======= + "execution_count": 17, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_4_23 = data.loc[data['date'] == datetime.date(2020,4,23)]\n", + "_4_23.volatility.plot(figsize=(15,7))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Avoiding Null Values" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we check how many data points are available in the hour before market open each day. We want to align the number of data points we use for each day, because GramiantAngularField cannot handle null values. Thus, we want to eliminate all the null values in the volatility column at this point." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "date\n", + "2020-03-25 61\n", + "2020-03-26 61\n", + "2020-03-27 58\n", + "2020-03-30 51\n", + "2020-03-31 57\n", + "2020-04-01 56\n", + "2020-04-02 61\n", + "2020-04-03 61\n", + "2020-04-06 58\n", + "2020-04-07 56\n", + "2020-04-08 51\n", + "2020-04-09 60\n", + "2020-04-13 54\n", + "2020-04-14 58\n", + "2020-04-15 61\n", + "2020-04-16 58\n", + "2020-04-17 60\n", + "2020-04-20 55\n", + "2020-04-21 53\n", + "2020-04-22 58\n", + "2020-04-23 56\n", + "Name: volatility, dtype: int64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.groupby('date', as_index=True)['volatility'].count()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can observe that at least 50 data points are available in the 60 minutes period prior to the market open each day. Thus, in order to have the same data points for all these dates, we here focus on the __most recent 50 data points in the hour before market open for each day__." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Reorganize table for GAF" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In order for GramiantAngularField to correctly recognize data, we also have to recreate a dataframe where each row corresponds to all the volatility data we want to use for each date." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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2020-03-300.2081.4060.000000.2080.1000.1200.1280.1000.3280.00000...0.0980.15640.0640.0170.000000.2000.216000.1160.0460.0054
2020-03-310.1080.5100.082000.0600.2940.0440.0000.0000.0000.03000...0.1920.09400.1940.0060.002000.1000.100000.2400.0000.2000
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\n", + "
" + ], + "text/plain": [ + " 0 1 2 3 4 5 6 7 8 \\\n", + "date \n", + "2020-03-25 0.280 1.256 0.39598 0.798 0.168 0.250 0.352 0.060 0.082 \n", + "2020-03-26 0.100 0.840 0.38000 0.012 0.400 0.414 0.550 0.180 0.300 \n", + "2020-03-27 0.198 0.266 0.00000 0.020 0.202 0.090 0.400 0.032 0.200 \n", + "2020-03-30 0.208 1.406 0.00000 0.208 0.100 0.120 0.128 0.100 0.328 \n", + "2020-03-31 0.108 0.510 0.08200 0.060 0.294 0.044 0.000 0.000 0.000 \n", + "\n", + " 9 ... 40 41 42 43 44 45 \\\n", + "date ... \n", + "2020-03-25 0.29400 ... 0.198 0.1160 0.196 0.258 0.19804 0.158 \n", + "2020-03-26 0.35436 ... 0.000 0.1680 0.336 0.076 0.80000 0.476 \n", + "2020-03-27 0.20000 ... 0.044 0.0900 0.180 0.090 0.29800 0.132 \n", + "2020-03-30 0.00000 ... 0.098 0.1564 0.064 0.017 0.00000 0.200 \n", + "2020-03-31 0.03000 ... 0.192 0.0940 0.194 0.006 0.00200 0.100 \n", + "\n", + " 46 47 48 49 \n", + "date \n", + "2020-03-25 0.12600 0.332 0.202 0.1760 \n", + "2020-03-26 0.29204 0.360 0.200 0.5800 \n", + "2020-03-27 0.09600 0.178 0.016 0.3980 \n", + "2020-03-30 0.21600 0.116 0.046 0.0054 \n", + "2020-03-31 0.10000 0.240 0.000 0.2000 \n", + "\n", + "[5 rows x 50 columns]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_pts = 50\n", + "\n", + "new_df = data.groupby('date', as_index=True)['volatility'].apply(list)\n", + "new_df = pd.DataFrame(new_df)\n", + "new_df = pd.DataFrame(new_df.volatility.apply(lambda lst: lst[:data_pts]))\n", + "new_df = pd.DataFrame(new_df.volatility.to_list(), index=new_df.index)\n", + "new_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, +>>>>>>> Stashed changes + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(21, 50)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "new_df.shape" + ] +<<<<<<< Updated upstream +======= + }, + { + "cell_type": "code", + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ - "data.to_csv('data_vol.csv')" + "new_df.to_csv('data_vol_.csv')" ] +>>>>>>> Stashed changes } ], "metadata": { @@ -534,7 +1420,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.7.6" } }, "nbformat": 4, diff --git a/notebooks/data_nb/data_vol.csv b/notebooks/data_nb/data_vol.csv new file mode 100644 index 0000000..fc87492 --- /dev/null +++ b/notebooks/data_nb/data_vol.csv @@ -0,0 +1,1205 @@ +time,open,high,low,close,volume,Day_Perc_Change,diff,Volatility,date +2020-04-23 09:30:00-04:00,145.256,145.374,145.256,145.374,43270,-0.15179092688623053,0.117999999999995,0.117999999999995,2020-04-23 +2020-04-23 09:29:00-04:00,146.338,146.338,145.2,145.2,45200,-0.11969127904577492,1.1380000000000052,1.1380000000000052,2020-04-23 +2020-04-23 09:24:00-04:00,146.44992,146.44992,146.44992,146.44992,3720,0.8608264462810045,0.0,0.0,2020-04-23 +2020-04-23 09:23:00-04:00,146.36,146.45,146.342,146.45,19410,5.4626182111050525e-05,0.10799999999997567,0.10799999999997567,2020-04-23 +2020-04-23 09:22:00-04:00,146.3,146.3,146.3,146.3,3600,-0.1024240355069872,0.0,0.0,2020-04-23 +2020-04-23 09:21:00-04:00,146.14,146.14,146.14,146.14,2665,-0.10936431989064799,0.0,0.0,2020-04-23 +2020-04-23 09:20:00-04:00,146.21200000000002,146.21200000000002,146.106,146.106,6130,-0.0232653619816503,0.10600000000002296,0.10600000000002296,2020-04-23 +2020-04-23 09:19:00-04:00,146.35,146.35,146.35,146.35,6425,0.16700203961508286,0.0,0.0,2020-04-23 +2020-04-23 09:18:00-04:00,146.3,146.4,146.3,146.4,7235,0.03416467372736598,0.09999999999999432,0.09999999999999432,2020-04-23 +2020-04-23 09:17:00-04:00,146.38,146.4,146.2,146.4,15330,0.0,0.20000000000001705,0.20000000000001705,2020-04-23 +2020-04-23 09:16:00-04:00,146.196,146.38,146.196,146.38,10535,-0.013661202185799581,0.1839999999999975,0.1839999999999975,2020-04-23 +2020-04-23 09:15:00-04:00,146.04,146.04,146.04,146.04,1765,-0.23227216832900632,0.0,0.0,2020-04-23 +2020-04-23 09:14:00-04:00,146.196,146.196,145.94,145.94,5960,-0.0684743905779217,0.2560000000000002,0.2560000000000002,2020-04-23 +2020-04-23 09:13:00-04:00,146.042,146.38,146.0,146.38,8170,0.3014937645607674,0.37999999999999545,0.37999999999999545,2020-04-23 +2020-04-23 09:12:00-04:00,146.04,146.26,146.04,146.24,6490,-0.09564148107663595,0.21999999999999886,0.21999999999999886,2020-04-23 +2020-04-23 09:11:00-04:00,145.98,146.0,145.98,146.0,8405,-0.1641137855579955,0.020000000000010232,0.020000000000010232,2020-04-23 +2020-04-23 09:10:00-04:00,145.99262,146.2,145.99262,146.2,13365,0.1369863013698458,0.20738000000000056,0.20738000000000056,2020-04-23 +2020-04-23 09:09:00-04:00,145.8,145.99998,145.8,145.97799999999998,5380,-0.1518467852257288,0.19997999999998228,0.19997999999998228,2020-04-23 +2020-04-23 09:08:00-04:00,146.2,146.2,146.0,146.0,20175,0.01507076408775454,0.19999999999998863,0.19999999999998863,2020-04-23 +2020-04-23 09:07:00-04:00,146.2,146.34,146.2,146.25011999999998,5915,0.1713150684931275,0.14000000000001478,0.14000000000001478,2020-04-23 +2020-04-23 09:06:00-04:00,146.2,146.328,146.18,146.18,9930,-0.04794525980558184,0.14799999999999613,0.14799999999999613,2020-04-23 +2020-04-23 09:05:00-04:00,146.076,146.2,146.02,146.02,14705,-0.10945409768777781,0.1799999999999784,0.1799999999999784,2020-04-23 +2020-04-23 09:04:00-04:00,146.41002,146.41002,146.12,146.12,15815,0.06848376934665001,0.2900199999999984,0.2900199999999984,2020-04-23 +2020-04-23 09:03:00-04:00,146.6,146.6,146.6,146.6,8580,0.3284971256501512,0.0,0.0,2020-04-23 +2020-04-23 09:02:00-04:00,146.442,146.442,146.442,146.442,9315,-0.10777626193723133,0.0,0.0,2020-04-23 +2020-04-23 09:01:00-04:00,146.622,146.642,146.6,146.6,13220,0.10789254448859698,0.04200000000000159,0.04200000000000159,2020-04-23 +2020-04-23 09:00:00-04:00,146.71,146.71,146.70798,146.708,7325,0.07366984993177894,0.002020000000015898,0.002020000000015898,2020-04-23 +2020-04-23 08:59:00-04:00,146.84,146.84,146.84,146.84,5900,0.08997464350954942,0.0,0.0,2020-04-23 +2020-04-23 08:58:00-04:00,147.0,147.1,147.0,147.0,11665,0.10896213565785295,0.09999999999999432,0.09999999999999432,2020-04-23 +2020-04-23 08:57:00-04:00,147.07183999999998,147.19799999999998,147.0,147.1,21035,0.06802721088434716,0.19799999999997908,0.19799999999997908,2020-04-23 +2020-04-23 08:56:00-04:00,147.2,147.2,147.15,147.16,10105,0.04078857919782575,0.04999999999998295,0.04999999999998295,2020-04-23 +2020-04-23 08:55:00-04:00,147.25,147.38,147.02682,147.112,23805,-0.032617559119330064,0.35318000000000893,0.35318000000000893,2020-04-23 +2020-04-23 08:54:00-04:00,147.22,147.25,147.19799999999998,147.19799999999998,8775,0.05845886127575639,0.05200000000002092,0.05200000000002092,2020-04-23 +2020-04-23 08:53:00-04:00,146.95,147.25,146.95,147.2,24040,0.001358714112975612,0.30000000000001137,0.30000000000001137,2020-04-23 +2020-04-23 08:52:00-04:00,146.81008,146.81008,146.81008,146.81008,5145,-0.26489130434781405,0.0,0.0,2020-04-23 +2020-04-23 08:51:00-04:00,147.0,147.0,146.6,146.8,12020,-0.006866013559825301,0.4000000000000057,0.4000000000000057,2020-04-23 +2020-04-23 08:50:00-04:00,147.0,147.0,146.422,146.8,25740,0.0,0.578000000000003,0.578000000000003,2020-04-23 +2020-04-23 08:49:00-04:00,147.2,147.2,147.1,147.1,20815,0.2043596730245012,0.09999999999999432,0.09999999999999432,2020-04-23 +2020-04-23 08:48:00-04:00,147.2,147.2,146.974,147.192,15440,0.06254248810333429,0.2259999999999991,0.2259999999999991,2020-04-23 +2020-04-23 08:47:00-04:00,147.03,147.29994,147.03,147.2,27160,0.005435077993354298,0.2699399999999912,0.2699399999999912,2020-04-23 +2020-04-23 08:46:00-04:00,146.836,147.088,146.8,147.088,26245,-0.07608695652173703,0.2879999999999825,0.2879999999999825,2020-04-23 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08:38:00-04:00,146.36,146.72,146.36,146.6,23035,0.09969000505276604,0.3599999999999852,0.3599999999999852,2020-04-23 +2020-04-23 08:37:00-04:00,146.2,146.202,146.07,146.202,14155,-0.2714870395634339,0.132000000000005,0.132000000000005,2020-04-23 +2020-04-23 08:36:00-04:00,146.156,146.2,146.156,146.2,7605,-0.0013679703424140932,0.04399999999998272,0.04399999999998272,2020-04-23 +2020-04-23 08:35:00-04:00,146.00003999999998,146.00003999999998,146.0,146.0,6800,-0.1367989056087482,3.9999999984274837e-05,3.9999999984274837e-05,2020-04-23 +2020-04-23 08:34:00-04:00,145.75,146.0,145.716,145.716,11500,-0.19452054794519835,0.2839999999999918,0.2839999999999918,2020-04-23 +2020-04-23 08:33:00-04:00,145.834,145.834,145.7,145.77200000000002,13970,0.038430920420551296,0.13400000000001455,0.13400000000001455,2020-04-23 +2020-04-23 08:32:00-04:00,145.8,145.8,145.6764,145.6764,8255,-0.06558186757402718,0.12360000000001037,0.12360000000001037,2020-04-23 +2020-04-23 08:31:00-04:00,145.8,146.0,145.12,146.0,33185,0.2221361867811078,0.8799999999999955,0.8799999999999955,2020-04-23 +2020-04-22 09:29:00-04:00,140.4,140.52,140.338,140.338,14240,-0.809971560031042,0.18200000000001637,0.18200000000001637,2020-04-22 +2020-04-22 09:28:00-04:00,140.8,140.8,140.8,140.8,8945,0.3292052045775318,0.0,0.0,2020-04-22 +2020-04-22 09:27:00-04:00,140.442,140.6,140.442,140.6,6950,-0.14204545454546968,0.15799999999998704,0.15799999999998704,2020-04-22 +2020-04-22 09:26:00-04:00,140.3,140.4,140.3,140.4,12425,-0.14224751066855834,0.09999999999999432,0.09999999999999432,2020-04-22 +2020-04-22 09:25:00-04:00,140.65,140.65,140.4,140.4,13675,0.0,0.25,0.25,2020-04-22 +2020-04-22 09:24:00-04:00,140.41,140.6,140.41,140.6,20675,0.14245014245013454,0.18999999999999773,0.18999999999999773,2020-04-22 +2020-04-22 09:23:00-04:00,140.43200000000002,140.43200000000002,140.422,140.422,6575,-0.12660028449501537,0.010000000000019327,0.010000000000019327,2020-04-22 +2020-04-22 09:22:00-04:00,140.406,140.6,140.30004,140.6,6640,0.1267607639828583,0.29995999999999867,0.29995999999999867,2020-04-22 +2020-04-22 09:21:00-04:00,140.4,140.4,140.218,140.29,20085,-0.2204836415362732,0.18200000000001637,0.18200000000001637,2020-04-22 +2020-04-22 09:20:00-04:00,140.6,140.6,140.40200000000002,140.41,14365,0.08553710171788076,0.19799999999997908,0.19799999999997908,2020-04-22 +2020-04-22 09:19:00-04:00,140.7,140.7,140.512,140.512,10745,0.07264439854710592,0.18799999999998818,0.18799999999998818,2020-04-22 +2020-04-22 09:18:00-04:00,140.84,140.84,140.8,140.8,8000,0.204964700523802,0.03999999999999204,0.03999999999999204,2020-04-22 +2020-04-22 09:17:00-04:00,140.89,140.89,140.80002,140.80002,8115,1.4204545428775361e-05,0.08997999999999706,0.08997999999999706,2020-04-22 +2020-04-22 09:16:00-04:00,140.7,140.812,140.7,140.80200000000002,8685,0.0014062498002731516,0.11200000000002319,0.11200000000002319,2020-04-22 +2020-04-22 09:15:00-04:00,140.81799999999998,140.81799999999998,140.7,140.74,6620,-0.044033465433734875,0.117999999999995,0.117999999999995,2020-04-22 +2020-04-22 09:14:00-04:00,140.96,141.02,140.834,140.834,12510,0.06678982520960108,0.18600000000000705,0.18600000000000705,2020-04-22 +2020-04-22 09:13:00-04:00,140.94,140.94,140.94,140.94,2810,0.07526591590099052,0.0,0.0,2020-04-22 +2020-04-22 09:12:00-04:00,140.8,140.9,140.8,140.85,6430,-0.06385696040869249,0.09999999999999432,0.09999999999999432,2020-04-22 +2020-04-22 09:11:00-04:00,140.8,140.8,140.8,140.8,4220,-0.03549875754347287,0.0,0.0,2020-04-22 +2020-04-22 09:10:00-04:00,140.6,140.7,140.42,140.42,10480,-0.26988636363638463,0.28000000000000114,0.28000000000000114,2020-04-22 +2020-04-22 09:09:00-04:00,140.4,140.6,140.4,140.4,10345,-0.014242985329715463,0.19999999999998863,0.19999999999998863,2020-04-22 +2020-04-22 09:08:00-04:00,140.38,140.4,140.38,140.4,12260,0.0,0.020000000000010232,0.020000000000010232,2020-04-22 +2020-04-22 09:07:00-04:00,140.62,140.632,140.3,140.3,25560,-0.07122507122506727,0.33199999999999363,0.33199999999999363,2020-04-22 +2020-04-22 09:06:00-04:00,140.80236000000002,140.99408,140.632,140.71,25680,0.29223093371346653,0.36207999999999174,0.36207999999999174,2020-04-22 +2020-04-22 09:05:00-04:00,141.0,141.088,140.852,140.95556000000002,17875,0.17451495984650567,0.23599999999999,0.23599999999999,2020-04-22 +2020-04-22 09:04:00-04:00,141.05574,141.188,141.0,141.0,17955,0.03152766730165624,0.18799999999998818,0.18799999999998818,2020-04-22 +2020-04-22 09:03:00-04:00,141.2,141.2,141.01,141.01,11440,0.007092198581548637,0.18999999999999773,0.18999999999999773,2020-04-22 +2020-04-22 09:02:00-04:00,140.9,141.2,140.9,141.00002,18785,-0.007077512233166772,0.29999999999998295,0.29999999999998295,2020-04-22 +2020-04-22 09:01:00-04:00,141.0,141.0,140.82,140.99998,6290,-2.8368790305766112e-05,0.18000000000000682,0.18000000000000682,2020-04-22 +2020-04-22 09:00:00-04:00,141.2,141.2,140.94799999999998,141.0,20055,1.418439918854375e-05,0.25200000000000955,0.25200000000000955,2020-04-22 +2020-04-22 08:59:00-04:00,140.63853999999998,141.2,140.63853999999998,141.17,27265,0.12056737588652666,0.561460000000011,0.561460000000011,2020-04-22 +2020-04-22 08:58:00-04:00,140.82,140.822,140.6,140.602,42485,-0.4023517744563221,0.2220000000000084,0.2220000000000084,2020-04-22 +2020-04-22 08:57:00-04:00,141.338,141.338,140.80200000000002,140.80200000000002,34270,0.1422454872619383,0.5359999999999729,0.5359999999999729,2020-04-22 +2020-04-22 08:56:00-04:00,141.2,141.338,141.058,141.18001999999998,10470,0.26847630005253365,0.28000000000000114,0.28000000000000114,2020-04-22 +2020-04-22 08:55:00-04:00,141.2,141.2,141.0,141.064,22595,-0.0821787672221519,0.19999999999998863,0.19999999999998863,2020-04-22 +2020-04-22 08:54:00-04:00,141.25,141.4,141.19799999999998,141.19799999999998,21500,0.09499234390062394,0.2020000000000266,0.2020000000000266,2020-04-22 +2020-04-22 08:53:00-04:00,141.204,141.55200000000002,141.12534,141.12534,37985,-0.051459652402996436,0.4266600000000267,0.4266600000000267,2020-04-22 +2020-04-22 08:52:00-04:00,141.08948,141.54,140.832,141.4,55890,0.19462132031002888,0.7079999999999984,0.7079999999999984,2020-04-22 +2020-04-22 08:51:00-04:00,141.12,141.2,140.998,141.08334,37885,-0.22394625176804794,0.20199999999999818,0.20199999999999818,2020-04-22 +2020-04-22 08:50:00-04:00,140.696,141.2,140.696,141.2,36910,0.08268871434429226,0.5039999999999907,0.5039999999999907,2020-04-22 +2020-04-22 08:49:00-04:00,140.3,140.8,140.3,140.768,20050,-0.30594900849857387,0.5,0.5,2020-04-22 +2020-04-22 08:48:00-04:00,140.2,140.214,140.2,140.214,11385,-0.3935553534894276,0.014000000000010004,0.014000000000010004,2020-04-22 +2020-04-22 08:47:00-04:00,140.6,140.6,140.4,140.4,18020,0.13265437117548906,0.19999999999998863,0.19999999999998863,2020-04-22 +2020-04-22 08:46:00-04:00,140.498,140.6,140.384,140.6,15120,0.14245014245013454,0.21600000000000819,0.21600000000000819,2020-04-22 +2020-04-22 08:45:00-04:00,140.096,140.404,140.0,140.404,19245,-0.13940256045519295,0.40399999999999636,0.40399999999999636,2020-04-22 +2020-04-22 08:44:00-04:00,139.8,140.2,139.8,140.19799999999998,27095,-0.1467194666818772,0.39999999999997726,0.39999999999997726,2020-04-22 +2020-04-22 08:43:00-04:00,139.78799999999998,139.988,139.7,139.988,18520,-0.14978815674973056,0.2880000000000109,0.2880000000000109,2020-04-22 +2020-04-22 08:42:00-04:00,139.736,139.8,139.596,139.796,37005,-0.13715461325256584,0.20400000000000773,0.20400000000000773,2020-04-22 +2020-04-22 08:41:00-04:00,139.6,139.602,139.4,139.5,13630,-0.21173710263526768,0.20199999999999818,0.20199999999999818,2020-04-22 +2020-04-22 08:40:00-04:00,139.5,139.776,139.40012,139.776,12415,0.19784946236560685,0.37588000000002353,0.37588000000002353,2020-04-22 +2020-04-22 08:39:00-04:00,139.56,139.56,139.2,139.21122,12710,-0.40406078296704173,0.36000000000001364,0.36000000000001364,2020-04-22 +2020-04-22 08:38:00-04:00,139.6,139.6,139.5,139.56799999999998,13245,0.2562868136634311,0.09999999999999432,0.09999999999999432,2020-04-22 +2020-04-22 08:37:00-04:00,139.4,139.6,139.4,139.6,9175,0.02292789178035548,0.19999999999998863,0.19999999999998863,2020-04-22 +2020-04-22 08:36:00-04:00,139.53799999999998,139.59799999999998,139.39,139.39,30000,-0.15042979942694323,0.2079999999999984,0.2079999999999984,2020-04-22 +2020-04-22 08:35:00-04:00,139.2,139.55200000000002,139.2,139.55200000000002,10785,0.1162206758017259,0.3520000000000323,0.3520000000000323,2020-04-22 +2020-04-22 08:34:00-04:00,138.96,139.028,138.92600000000002,139.018,11135,-0.3826530612245027,0.10199999999997544,0.10199999999997544,2020-04-22 +2020-04-22 08:33:00-04:00,138.83,138.83,138.83,138.83,3090,-0.13523428620753064,0.0,0.0,2020-04-22 +2020-04-22 08:32:00-04:00,138.9,138.9,138.75,138.82,10180,-0.0072030540949508115,0.15000000000000568,0.15000000000000568,2020-04-22 +2020-04-21 09:30:00-04:00,146.04,146.12,145.96200000000002,145.96200000000002,12790,-0.16552214713686508,0.15799999999998704,0.15799999999998704,2020-04-21 +2020-04-21 09:29:00-04:00,147.04,147.304,146.0,146.0,69845,0.026034173277955652,1.304000000000002,1.304000000000002,2020-04-21 +2020-04-21 09:28:00-04:00,147.11,147.3,147.109,147.27,11615,0.8698630136986463,0.1910000000000025,0.1910000000000025,2020-04-21 +2020-04-21 09:27:00-04:00,147.12,147.12,147.10399999999998,147.10399999999998,2665,-0.11271813675564069,0.016000000000019554,0.016000000000019554,2020-04-21 +2020-04-21 09:26:00-04:00,147.21200000000002,147.21200000000002,147.21200000000002,147.21200000000002,2750,0.0734174461605619,0.0,0.0,2020-04-21 +2020-04-21 09:25:00-04:00,147.106,147.2,147.1,147.2,19880,-0.008151509387843703,0.09999999999999432,0.09999999999999432,2020-04-21 +2020-04-21 09:24:00-04:00,147.394,147.394,147.168,147.2,12360,0.0,0.2259999999999991,0.2259999999999991,2020-04-21 +2020-04-21 09:23:00-04:00,147.112,147.4,147.112,147.4,19900,0.13586956521740579,0.2880000000000109,0.2880000000000109,2020-04-21 +2020-04-21 09:22:00-04:00,147.112,147.112,147.112,147.112,5070,-0.1953867028493983,0.0,0.0,2020-04-21 +2020-04-21 09:21:00-04:00,147.4,147.554,147.2,147.202,15245,0.061177878079288206,0.3540000000000134,0.3540000000000134,2020-04-21 +2020-04-21 09:20:00-04:00,147.0,147.484,146.998,147.4,38480,0.1345090419967221,0.4860000000000184,0.4860000000000184,2020-04-21 +2020-04-21 09:19:00-04:00,147.10399999999998,147.15,147.0,147.15,15200,-0.16960651289009698,0.15000000000000568,0.15000000000000568,2020-04-21 +2020-04-21 09:18:00-04:00,147.2,147.2,147.088,147.2,16390,0.03397893306149591,0.11199999999999477,0.11199999999999477,2020-04-21 +2020-04-21 09:17:00-04:00,147.18,147.21,147.01,147.01,16820,-0.1290760869565255,0.20000000000001705,0.20000000000001705,2020-04-21 +2020-04-21 09:16:00-04:00,147.06196,147.1,147.06196,147.1,12550,0.061220325147948174,0.03803999999999519,0.03803999999999519,2020-04-21 +2020-04-21 09:15:00-04:00,146.998,147.156,146.998,147.156,10420,0.038069340584634404,0.15800000000001546,0.15800000000001546,2020-04-21 +2020-04-21 09:14:00-04:00,146.602,146.81,146.512,146.81,25165,-0.23512462964473402,0.2980000000000018,0.2980000000000018,2020-04-21 +2020-04-21 09:13:00-04:00,146.662,146.662,146.6,146.62,9775,-0.1294189769089238,0.06200000000001182,0.06200000000001182,2020-04-21 +2020-04-21 09:12:00-04:00,147.0,147.0,146.8,146.8,26705,0.12276633474288534,0.19999999999998863,0.19999999999998863,2020-04-21 +2020-04-21 09:11:00-04:00,146.62,146.8,146.62,146.8,12075,0.0,0.18000000000000682,0.18000000000000682,2020-04-21 +2020-04-21 09:10:00-04:00,146.53,147.2,146.53,146.99998,47895,0.13622615803814409,0.6699999999999875,0.6699999999999875,2020-04-21 +2020-04-21 09:09:00-04:00,146.61,146.61,146.20600000000002,146.222,26675,-0.5292381672432733,0.40399999999999636,0.40399999999999636,2020-04-21 +2020-04-21 09:08:00-04:00,146.39,146.58,146.374,146.58,22030,0.2448331988346597,0.20600000000001728,0.20600000000001728,2020-04-21 +2020-04-21 09:07:00-04:00,146.04399999999998,146.358,146.04399999999998,146.358,16850,-0.15145313139582894,0.3140000000000214,0.3140000000000214,2020-04-21 +2020-04-21 09:06:00-04:00,145.808,146.08,145.80200000000002,146.08,31110,-0.1899452028587434,0.2779999999999916,0.2779999999999916,2020-04-21 +2020-04-21 09:05:00-04:00,145.89600000000002,145.96,145.8,145.958,25490,-0.08351588170866231,0.1599999999999966,0.1599999999999966,2020-04-21 +2020-04-21 09:04:00-04:00,145.842,145.92600000000002,145.75068000000002,145.868,9700,-0.061661573877414,0.17531999999999925,0.17531999999999925,2020-04-21 +2020-04-21 09:03:00-04:00,145.8,145.96,145.722,145.82,11865,-0.03290646337784642,0.23799999999999955,0.23799999999999955,2020-04-21 +2020-04-21 09:02:00-04:00,145.74,145.952,145.74,145.938,13425,0.08092168426827584,0.21199999999998909,0.21199999999998909,2020-04-21 +2020-04-21 09:01:00-04:00,145.6,145.6,145.6,145.6,7355,-0.23160520220915082,0.0,0.0,2020-04-21 +2020-04-21 09:00:00-04:00,145.6,145.6,145.6,145.6,12790,0.0,0.0,0.0,2020-04-21 +2020-04-21 08:59:00-04:00,145.65200000000002,145.65200000000002,145.6,145.6,9405,0.0,0.05200000000002092,0.05200000000002092,2020-04-21 +2020-04-21 08:58:00-04:00,145.4,145.89600000000002,145.4,145.89600000000002,10875,0.20329670329670702,0.4960000000000093,0.4960000000000093,2020-04-21 +2020-04-21 08:57:00-04:00,145.25,145.53799999999998,145.2,145.4,11490,-0.3399681965235546,0.33799999999999386,0.33799999999999386,2020-04-21 +2020-04-21 08:56:00-04:00,145.06091999999998,145.2,145.06091999999998,145.2,5595,-0.13755158184319827,0.13908000000000698,0.13908000000000698,2020-04-21 +2020-04-21 08:51:00-04:00,144.91,144.91,144.91,144.91,2610,-0.19972451790633006,0.0,0.0,2020-04-21 +2020-04-21 08:50:00-04:00,145.03,145.03,144.96,144.96,3785,0.034504175005189985,0.06999999999999318,0.06999999999999318,2020-04-21 +2020-04-21 08:49:00-04:00,145.0,145.0,145.0,145.0,1250,0.027593818984539276,0.0,0.0,2020-04-21 +2020-04-21 08:48:00-04:00,144.808,144.96,144.808,144.91998,4430,-0.0551862068965403,0.15200000000001523,0.15200000000001523,2020-04-21 +2020-04-21 08:47:00-04:00,145.03,145.03,144.95,144.95,9190,0.02071488003239086,0.0800000000000125,0.0800000000000125,2020-04-21 +2020-04-21 08:46:00-04:00,144.998,144.998,144.998,144.998,2635,0.03311486719559387,0.0,0.0,2020-04-21 +2020-04-21 08:44:00-04:00,144.96,144.96,144.94444,144.94444,4625,-0.036938440530220884,0.015560000000022,0.015560000000022,2020-04-21 +2020-04-21 08:41:00-04:00,144.986,144.986,144.98,144.98,2895,0.024533538506199548,0.006000000000000227,0.006000000000000227,2020-04-21 +2020-04-21 08:40:00-04:00,144.834,144.975,144.834,144.975,3260,-0.00344875155193769,0.14099999999999113,0.14099999999999113,2020-04-21 +2020-04-21 08:39:00-04:00,145.01,145.01,145.01,145.01,4340,0.024142093464396552,0.0,0.0,2020-04-21 +2020-04-21 08:38:00-04:00,145.0,145.0,145.0,145.0,6955,-0.006896076132678619,0.0,0.0,2020-04-21 +2020-04-21 08:37:00-04:00,144.996,145.078,144.99200000000002,145.078,9455,0.05379310344828525,0.08599999999998431,0.08599999999998431,2020-04-21 +2020-04-21 08:36:00-04:00,144.74200000000002,144.88,144.74200000000002,144.88,13620,-0.1364783082204113,0.1379999999999768,0.1379999999999768,2020-04-21 +2020-04-21 08:35:00-04:00,144.65200000000002,144.65200000000002,144.65200000000002,144.65200000000002,2065,-0.1573716178906559,0.0,0.0,2020-04-21 +2020-04-21 08:33:00-04:00,144.75,144.75,144.75,144.75,4565,0.06774880402620198,0.0,0.0,2020-04-21 +2020-04-21 08:32:00-04:00,144.8,144.8,144.8,144.8,8000,0.03454231433506205,0.0,0.0,2020-04-21 +2020-04-21 08:31:00-04:00,144.94,144.94,144.8,144.8,7335,0.0,0.13999999999998636,0.13999999999998636,2020-04-21 +2020-04-21 08:30:00-04:00,144.92,145.0,144.92,145.0,12300,0.13812154696131174,0.0800000000000125,0.0800000000000125,2020-04-21 +2020-04-20 09:30:00-04:00,146.55,146.59,146.5,146.5,10940,-0.20722837531508276,0.09000000000000341,0.09000000000000341,2020-04-20 +2020-04-20 09:29:00-04:00,146.68200000000002,146.7,146.4,146.4,19580,-0.06825938566552558,0.29999999999998295,0.29999999999998295,2020-04-20 +2020-04-20 09:28:00-04:00,146.656,146.75799999999998,146.656,146.75799999999998,7755,0.24453551912566596,0.10199999999997544,0.10199999999997544,2020-04-20 +2020-04-20 09:26:00-04:00,146.6,146.6,146.6,146.6,4435,-0.10766022976600453,0.0,0.0,2020-04-20 +2020-04-20 09:25:00-04:00,146.594,146.612,146.594,146.6,18120,0.0,0.018000000000000682,0.018000000000000682,2020-04-20 +2020-04-20 09:24:00-04:00,146.578,146.6,146.578,146.6,4850,0.0,0.02199999999999136,0.02199999999999136,2020-04-20 +2020-04-20 09:23:00-04:00,146.4,146.504,146.4,146.504,19965,-0.0654843110504788,0.103999999999985,0.103999999999985,2020-04-20 +2020-04-20 09:22:00-04:00,146.38,146.38,146.2716,146.38,16595,-0.08463932725385481,0.10839999999998895,0.10839999999998895,2020-04-20 +2020-04-20 09:20:00-04:00,146.2,146.496,146.2,146.496,4925,0.07924579860638659,0.2960000000000207,0.2960000000000207,2020-04-20 +2020-04-20 09:19:00-04:00,146.42,146.5,146.4,146.4,8885,-0.0655307994757548,0.09999999999999432,0.09999999999999432,2020-04-20 +2020-04-20 09:18:00-04:00,146.246,146.4,146.246,146.4,12985,0.0,0.15399999999999636,0.15399999999999636,2020-04-20 +2020-04-20 09:17:00-04:00,146.29996,146.3,146.29996,146.3,17715,-0.0683060109289535,4.0000000012696546e-05,4.0000000012696546e-05,2020-04-20 +2020-04-20 09:16:00-04:00,146.26,146.3,146.2,146.21200000000002,17655,-0.06015037593984918,0.10000000000002274,0.10000000000002274,2020-04-20 +2020-04-20 09:15:00-04:00,146.48,146.48,146.314,146.314,19865,0.06976171586461355,0.16599999999999682,0.16599999999999682,2020-04-20 +2020-04-20 09:14:00-04:00,146.645,146.645,146.482,146.482,13935,0.11482154817721302,0.16300000000001091,0.16300000000001091,2020-04-20 +2020-04-20 09:12:00-04:00,146.69,146.7,146.69,146.7,4990,0.14882374626232764,0.009999999999990905,0.009999999999990905,2020-04-20 +2020-04-20 09:10:00-04:00,146.6,146.60002,146.596,146.60002,8570,-0.06815269256986722,0.004019999999997026,0.004019999999997026,2020-04-20 +2020-04-20 09:09:00-04:00,146.75,146.75,146.602,146.602,6860,0.0013506137311658506,0.14799999999999613,0.14799999999999613,2020-04-20 +2020-04-20 09:08:00-04:00,146.73998,146.73998,146.60494,146.60494,2960,0.002005429666707137,0.1350400000000036,0.1350400000000036,2020-04-20 +2020-04-20 09:07:00-04:00,146.78799999999998,146.78799999999998,146.78799999999998,146.78799999999998,3375,0.12486618800156002,0.0,0.0,2020-04-20 +2020-04-20 09:06:00-04:00,146.79,146.8,146.79,146.8,3780,0.008175055181647295,0.010000000000019327,0.010000000000019327,2020-04-20 +2020-04-20 09:05:00-04:00,146.8,146.8,146.7996,146.7996,4920,-0.0002724795640451916,0.0004000000000132786,0.0004000000000132786,2020-04-20 +2020-04-20 09:03:00-04:00,146.7,146.7,146.7,146.7,6315,-0.06784759631498494,0.0,0.0,2020-04-20 +2020-04-20 09:02:00-04:00,146.77200000000002,146.77200000000002,146.7,146.7,6900,0.0,0.07200000000003115,0.07200000000003115,2020-04-20 +2020-04-20 09:01:00-04:00,146.73402,146.73402,146.73402,146.73402,4850,0.02319018404908224,0.0,0.0,2020-04-20 +2020-04-20 09:00:00-04:00,146.7,146.88,146.7,146.74822,8825,0.009677374067740274,0.18000000000000682,0.18000000000000682,2020-04-20 +2020-04-20 08:59:00-04:00,146.69998,146.69998,146.69998,146.69998,3735,-0.032872630414182424,0.0,0.0,2020-04-20 +2020-04-20 08:58:00-04:00,146.5,146.69998,146.5,146.69998,7950,0.0,0.1999800000000107,0.1999800000000107,2020-04-20 +2020-04-20 08:57:00-04:00,146.49998,146.49998,146.4,146.472,28280,-0.15540561082557636,0.09997999999998797,0.09997999999998797,2020-04-20 +2020-04-20 08:56:00-04:00,146.502,146.502,146.42,146.45,6880,-0.015019935550830699,0.08200000000002206,0.08200000000002206,2020-04-20 +2020-04-20 08:55:00-04:00,146.48,146.586,146.42268,146.5,9470,0.03414134516901424,0.1633199999999988,0.1633199999999988,2020-04-20 +2020-04-20 08:54:00-04:00,146.496,146.496,146.496,146.496,2400,-0.002730375426618359,0.0,0.0,2020-04-20 +2020-04-20 08:53:00-04:00,146.578,146.578,146.56486,146.56486,3710,0.047004696373953436,0.013139999999992824,0.013139999999992824,2020-04-20 +2020-04-20 08:52:00-04:00,146.6,146.6,146.6,146.6,4170,0.023975733337433525,0.0,0.0,2020-04-20 +2020-04-20 08:51:00-04:00,146.6,146.6,146.52,146.578,3680,-0.015006821282392835,0.07999999999998408,0.07999999999998408,2020-04-20 +2020-04-20 08:50:00-04:00,146.5,146.6,146.5,146.6,8955,0.01500907366724924,0.09999999999999432,0.09999999999999432,2020-04-20 +2020-04-20 08:49:00-04:00,146.626,146.626,146.626,146.626,3190,0.01773533424285212,0.0,0.0,2020-04-20 +2020-04-20 08:48:00-04:00,146.622,146.622,146.622,146.622,3460,-0.0027280291353459774,0.0,0.0,2020-04-20 +2020-04-20 08:47:00-04:00,146.6,146.7,146.6,146.7,13170,0.05319801939680513,0.09999999999999432,0.09999999999999432,2020-04-20 +2020-04-20 08:46:00-04:00,146.64998,146.7,146.6,146.64,13030,-0.04089979550102596,0.09999999999999432,0.09999999999999432,2020-04-20 +2020-04-20 08:45:00-04:00,146.86,146.86,146.6,146.64,17295,0.0,0.2600000000000193,0.2600000000000193,2020-04-20 +2020-04-20 08:44:00-04:00,146.84799999999998,147.0,146.6,147.0,23190,0.24549918166940632,0.4000000000000057,0.4000000000000057,2020-04-20 +2020-04-20 08:43:00-04:00,146.85399999999998,146.85399999999998,146.84799999999998,146.84799999999998,3080,-0.10340136054423077,0.006000000000000227,0.006000000000000227,2020-04-20 +2020-04-20 08:42:00-04:00,146.75,146.8,146.75,146.8,8010,-0.03268685988231379,0.05000000000001137,0.05000000000001137,2020-04-20 +2020-04-20 08:41:00-04:00,146.8,146.82399999999998,146.76,146.76,10175,-0.02724795640328681,0.06399999999999295,0.06399999999999295,2020-04-20 +2020-04-20 08:40:00-04:00,146.9,146.9,146.8,146.8,5720,0.027255382938151662,0.09999999999999432,0.09999999999999432,2020-04-20 +2020-04-20 08:39:00-04:00,147.0,147.0,146.96200000000002,146.96200000000002,6650,0.11035422343323997,0.03799999999998249,0.03799999999998249,2020-04-20 +2020-04-20 08:37:00-04:00,147.0124,147.0124,147.0124,147.0124,5140,0.0342945795511751,0.0,0.0,2020-04-20 +2020-04-20 08:36:00-04:00,147.084,147.13,147.084,147.13,7260,0.07999325226986098,0.04599999999999227,0.04599999999999227,2020-04-20 +2020-04-20 08:35:00-04:00,147.1,147.154,147.1,147.1,10395,-0.020390131176506454,0.054000000000002046,0.054000000000002046,2020-04-20 +2020-04-20 08:34:00-04:00,147.2,147.2,147.2,147.2,1940,0.06798096532969478,0.0,0.0,2020-04-20 +2020-04-20 08:33:00-04:00,147.204,147.204,147.2,147.2,5885,0.0,0.004000000000019099,0.004000000000019099,2020-04-20 +2020-04-20 08:32:00-04:00,147.51998,147.51998,147.214,147.214,9400,0.009510869565221292,0.30598000000000525,0.30598000000000525,2020-04-20 +2020-04-20 08:31:00-04:00,147.596,147.596,147.498,147.498,3965,0.1929164345782164,0.09800000000001319,0.09800000000001319,2020-04-20 +2020-04-20 08:30:00-04:00,147.68,147.68,147.68,147.68,3915,0.1233915036136235,0.0,0.0,2020-04-20 +2020-04-17 09:30:00-04:00,154.344,154.696,154.344,154.54399999999998,24500,0.9524058372417876,0.35200000000000387,0.35200000000000387,2020-04-17 +2020-04-17 09:29:00-04:00,152.87,154.776,152.85,154.4,109085,-0.09317734755148743,1.9260000000000161,1.9260000000000161,2020-04-17 +2020-04-17 09:28:00-04:00,153.0,153.0,152.752,152.8,25880,-1.036269430051806,0.24799999999999045,0.24799999999999045,2020-04-17 +2020-04-17 09:27:00-04:00,153.422,153.422,153.0,153.0,17260,0.13089005235600304,0.42199999999999704,0.42199999999999704,2020-04-17 +2020-04-17 09:26:00-04:00,153.754,153.754,153.434,153.434,12150,0.28366013071894347,0.3199999999999932,0.3199999999999932,2020-04-17 +2020-04-17 09:25:00-04:00,153.72,153.798,153.72,153.798,9130,0.23723555404930874,0.07800000000000296,0.07800000000000296,2020-04-17 +2020-04-17 09:24:00-04:00,153.8,153.914,153.72,153.724,14285,-0.04811506001378696,0.1939999999999884,0.1939999999999884,2020-04-17 +2020-04-17 09:23:00-04:00,153.888,153.99996000000002,153.718,153.718,13385,-0.0039030990606536697,0.2819600000000264,0.2819600000000264,2020-04-17 +2020-04-17 09:22:00-04:00,153.894,154.0,153.856,154.0,17355,0.18345281619589482,0.14400000000000546,0.14400000000000546,2020-04-17 +2020-04-17 09:21:00-04:00,153.796,153.91,153.796,153.89600000000002,8800,-0.06753246753246067,0.11400000000000432,0.11400000000000432,2020-04-17 +2020-04-17 09:20:00-04:00,153.69,153.8,153.69,153.796,13210,-0.06497894682124805,0.11000000000001364,0.11000000000001364,2020-04-17 +2020-04-17 09:19:00-04:00,153.66,153.66,153.66,153.66,5695,-0.08842882779785954,0.0,0.0,2020-04-17 +2020-04-17 09:18:00-04:00,153.76,153.798,153.6,153.798,11750,0.0898086684888666,0.1980000000000075,0.1980000000000075,2020-04-17 +2020-04-17 09:17:00-04:00,153.6,153.8,153.494,153.8,13625,0.0013004070274158508,0.3060000000000116,0.3060000000000116,2020-04-17 +2020-04-17 09:16:00-04:00,153.578,153.8,153.578,153.78,14020,-0.013003901170360876,0.2220000000000084,0.2220000000000084,2020-04-17 +2020-04-17 09:15:00-04:00,153.516,153.77,153.516,153.6,16990,-0.1170503316426097,0.2540000000000191,0.2540000000000191,2020-04-17 +2020-04-17 09:14:00-04:00,153.192,153.4,152.80200000000002,153.4,24140,-0.13020833333332593,0.5979999999999848,0.5979999999999848,2020-04-17 +2020-04-17 09:13:00-04:00,152.756,153.236,152.708,153.236,11420,-0.10691003911343921,0.5279999999999916,0.5279999999999916,2020-04-17 +2020-04-17 09:12:00-04:00,152.66,152.8,152.62,152.756,15285,-0.31324231903729904,0.18000000000000682,0.18000000000000682,2020-04-17 +2020-04-17 09:11:00-04:00,153.09,153.096,152.8,152.8,36275,0.02880410589436444,0.29599999999999227,0.29599999999999227,2020-04-17 +2020-04-17 09:10:00-04:00,153.2062,153.39998,153.08998,153.08998,24915,0.1897774869109803,0.3100000000000023,0.3100000000000023,2020-04-17 +2020-04-17 09:09:00-04:00,153.822,153.822,153.158,153.20206000000002,119420,0.07321184573936268,0.6640000000000157,0.6640000000000157,2020-04-17 +2020-04-17 09:08:00-04:00,154.232,154.232,153.81,153.812,28495,0.39812780585326557,0.42199999999999704,0.42199999999999704,2020-04-17 +2020-04-17 09:07:00-04:00,154.22014,154.22014,154.22014,154.22014,4450,0.26534990767947964,0.0,0.0,2020-04-17 +2020-04-17 09:06:00-04:00,154.3732,154.3732,154.22002,154.22002,10050,-7.78108488197482e-05,0.15317999999999188,0.15317999999999188,2020-04-17 +2020-04-17 09:05:00-04:00,154.44799999999998,154.5,154.22398,154.22398,19875,0.0025677600093754194,0.2760199999999884,0.2760199999999884,2020-04-17 +2020-04-17 09:04:00-04:00,154.7,154.72,154.44799999999998,154.59799999999998,32845,0.24251740877130334,0.2720000000000198,0.2720000000000198,2020-04-17 +2020-04-17 09:03:00-04:00,154.4,154.7,154.4,154.7,27470,0.0659775676270069,0.29999999999998295,0.29999999999998295,2020-04-17 +2020-04-17 09:02:00-04:00,153.98,154.578,153.98,154.406,32955,-0.19004524886876428,0.5980000000000132,0.5980000000000132,2020-04-17 +2020-04-17 09:01:00-04:00,154.0,154.0,153.95600000000002,153.95600000000002,28300,-0.29143945183476294,0.04399999999998272,0.04399999999998272,2020-04-17 +2020-04-17 09:00:00-04:00,153.988,154.0,153.988,154.0,3190,0.028579594169753086,0.012000000000000455,0.012000000000000455,2020-04-17 +2020-04-17 08:59:00-04:00,153.804,153.80468,153.804,153.80468,5255,-0.1268311688311763,0.0006799999999884676,0.0006799999999884676,2020-04-17 +2020-04-17 08:58:00-04:00,154.0,154.0,153.78,153.998,15610,0.1256918840180976,0.21999999999999886,0.21999999999999886,2020-04-17 +2020-04-17 08:57:00-04:00,153.99998,154.0,153.99998,154.0,5930,0.0012987181651880064,2.0000000006348273e-05,2.0000000006348273e-05,2020-04-17 +2020-04-17 08:56:00-04:00,153.98042,154.0,153.9,153.9,18180,-0.06493506493505663,0.09999999999999432,0.09999999999999432,2020-04-17 +2020-04-17 08:55:00-04:00,153.8,153.8,153.8,153.8,5515,-0.06497725795970855,0.0,0.0,2020-04-17 +2020-04-17 08:54:00-04:00,153.60002,153.748,153.42654,153.748,19900,-0.033810143042922736,0.32146000000000186,0.32146000000000186,2020-04-17 +2020-04-17 08:53:00-04:00,153.622,153.622,153.62,153.62,6925,-0.08325311548766923,0.0020000000000095497,0.0020000000000095497,2020-04-17 +2020-04-17 08:52:00-04:00,153.8,153.806,153.6,153.6,10790,-0.013019138133063546,0.20600000000001728,0.20600000000001728,2020-04-17 +2020-04-17 08:51:00-04:00,153.8,153.8,153.67,153.67,4760,0.04557291666666963,0.13000000000002387,0.13000000000002387,2020-04-17 +2020-04-17 08:50:00-04:00,154.0,154.0,153.8,153.8,9755,0.08459686340862582,0.19999999999998863,0.19999999999998863,2020-04-17 +2020-04-17 08:49:00-04:00,153.8,153.99998,153.8,153.99998,5680,0.13002600780231965,0.19997999999998228,0.19997999999998228,2020-04-17 +2020-04-17 08:48:00-04:00,154.0,154.0,153.9,153.9,5115,-0.06492208635351382,0.09999999999999432,0.09999999999999432,2020-04-17 +2020-04-17 08:47:00-04:00,153.556,154.0,153.556,154.0,35700,0.06497725795970855,0.4439999999999884,0.4439999999999884,2020-04-17 +2020-04-17 08:46:00-04:00,153.5,153.504,153.5,153.504,7955,-0.3220779220779235,0.003999999999990678,0.003999999999990678,2020-04-17 +2020-04-17 08:45:00-04:00,153.65,153.65,153.572,153.572,9890,0.044298519908281264,0.07800000000000296,0.07800000000000296,2020-04-17 +2020-04-17 08:44:00-04:00,153.7,153.7,153.6,153.696,11110,0.08074388560415091,0.09999999999999432,0.09999999999999432,2020-04-17 +2020-04-17 08:43:00-04:00,154.0,154.0,153.8,153.8,15615,0.0676660420570574,0.19999999999998863,0.19999999999998863,2020-04-17 +2020-04-17 08:42:00-04:00,153.71200000000002,154.108,153.704,154.08,16100,0.18205461638491904,0.40399999999999636,0.40399999999999636,2020-04-17 +2020-04-17 08:41:00-04:00,153.8,153.8,153.636,153.636,17545,-0.2881619937694868,0.1640000000000157,0.1640000000000157,2020-04-17 +2020-04-17 08:39:00-04:00,153.8,153.8,153.798,153.798,9090,0.10544403655394774,0.0020000000000095497,0.0020000000000095497,2020-04-17 +2020-04-17 08:38:00-04:00,153.7,153.77,153.66,153.7,9910,-0.06371994434258843,0.11000000000001364,0.11000000000001364,2020-04-17 +2020-04-17 08:37:00-04:00,153.9,153.95,153.8,153.91,10550,0.1366297983083964,0.14999999999997726,0.14999999999997726,2020-04-17 +2020-04-17 08:36:00-04:00,153.438,154.0,153.39996000000002,154.0,24810,0.05847573257098393,0.6000399999999786,0.6000399999999786,2020-04-17 +2020-04-17 08:35:00-04:00,153.62,153.66,153.338,153.4,24470,-0.3896103896103842,0.32200000000000273,0.32200000000000273,2020-04-17 +2020-04-17 08:34:00-04:00,154.204,154.204,153.60399999999998,153.62,94840,0.143415906127764,0.6000000000000227,0.6000000000000227,2020-04-17 +2020-04-17 08:33:00-04:00,154.304,154.304,154.2,154.2,10260,0.3775550058586097,0.10400000000001342,0.10400000000001342,2020-04-17 +2020-04-17 08:32:00-04:00,154.53,154.53,154.39600000000002,154.39600000000002,16060,0.12710765239949406,0.13399999999998613,0.13399999999998613,2020-04-17 +2020-04-17 08:31:00-04:00,154.424,154.506,154.414,154.506,12005,0.07124536905100953,0.09200000000001296,0.09200000000001296,2020-04-17 +2020-04-17 08:30:00-04:00,154.6,154.6,154.424,154.424,21240,-0.05307237259394304,0.17599999999998772,0.17599999999998772,2020-04-17 +2020-04-16 09:30:00-04:00,143.27200000000002,143.27200000000002,143.06,143.2,27450,-0.39535808981669973,0.2120000000000175,0.2120000000000175,2020-04-16 +2020-04-16 09:29:00-04:00,144.004,144.004,143.21,143.26,32445,0.041899441340786936,0.7939999999999827,0.7939999999999827,2020-04-16 +2020-04-16 09:28:00-04:00,144.122,144.122,144.102,144.118,9400,0.5989110707804057,0.020000000000010232,0.020000000000010232,2020-04-16 +2020-04-16 09:27:00-04:00,144.2,144.2,144.196,144.2,7910,0.056897819842061104,0.003999999999990678,0.003999999999990678,2020-04-16 +2020-04-16 09:26:00-04:00,144.12,144.2,144.092,144.2,10735,0.0,0.10799999999997567,0.10799999999997567,2020-04-16 +2020-04-16 09:25:00-04:00,144.467,144.467,144.3,144.308,11395,0.0748959778086089,0.1670000000000016,0.1670000000000016,2020-04-16 +2020-04-16 09:24:00-04:00,144.4,144.46,144.4,144.46,9780,0.10533026582033589,0.060000000000002274,0.060000000000002274,2020-04-16 +2020-04-16 09:23:00-04:00,144.39600000000002,144.39600000000002,144.2,144.222,6310,-0.1647514883012624,0.19600000000002638,0.19600000000002638,2020-04-16 +2020-04-16 09:22:00-04:00,144.4,144.458,144.4,144.458,6110,0.16363661577289967,0.057999999999992724,0.057999999999992724,2020-04-16 +2020-04-16 09:21:00-04:00,144.654,144.654,144.654,144.654,5765,0.13567957468607617,0.0,0.0,2020-04-16 +2020-04-16 09:20:00-04:00,144.81,144.81,144.8,144.8,6500,0.10093049621857642,0.009999999999990905,0.009999999999990905,2020-04-16 +2020-04-16 09:19:00-04:00,145.06799999999998,145.06799999999998,144.9,145.0,18375,0.13812154696131174,0.16799999999997794,0.16799999999997794,2020-04-16 +2020-04-16 09:17:00-04:00,144.988,145.14,144.97799999999998,145.1,23825,0.06896551724138167,0.16200000000000614,0.16200000000000614,2020-04-16 +2020-04-16 09:16:00-04:00,145.0,145.14,145.0,145.0,13450,-0.0689179875947632,0.13999999999998636,0.13999999999998636,2020-04-16 +2020-04-16 09:15:00-04:00,145.2,145.4,145.0,145.0,35545,0.0,0.4000000000000057,0.4000000000000057,2020-04-16 +2020-04-16 09:14:00-04:00,145.0,145.24,144.99,145.24,28820,0.16551724137932045,0.25,0.25,2020-04-16 +2020-04-16 09:13:00-04:00,144.752,145.0,144.70196,145.0,31190,-0.16524373450840235,0.2980399999999861,0.2980399999999861,2020-04-16 +2020-04-16 09:12:00-04:00,144.7,144.8,144.7,144.8,14265,-0.13793103448275223,0.10000000000002274,0.10000000000002274,2020-04-16 +2020-04-16 09:11:00-04:00,144.54,144.7,144.54,144.6,8285,-0.13812154696133394,0.1599999999999966,0.1599999999999966,2020-04-16 +2020-04-16 09:10:00-04:00,144.59718,144.5978,144.4,144.40200000000002,6510,-0.1369294605809035,0.19780000000000086,0.19780000000000086,2020-04-16 +2020-04-16 09:09:00-04:00,144.6,144.6,144.5214,144.5214,6990,0.08268583537622831,0.07859999999999445,0.07859999999999445,2020-04-16 +2020-04-16 09:08:00-04:00,144.792,144.898,144.7,144.75413999999998,17630,0.1610418941416114,0.1980000000000075,0.1980000000000075,2020-04-16 +2020-04-16 09:07:00-04:00,144.596,144.898,144.41634,144.8,26285,0.03168130458999219,0.4816600000000051,0.4816600000000051,2020-04-16 +2020-04-16 09:06:00-04:00,144.20002,144.4,144.2,144.20002,17755,-0.41435082872929296,0.20000000000001705,0.20000000000001705,2020-04-16 +2020-04-16 09:05:00-04:00,144.76,144.8,144.2,144.39,30950,0.1317475545426383,0.6000000000000227,0.6000000000000227,2020-04-16 +2020-04-16 09:04:00-04:00,144.2,144.74200000000002,144.2,144.74200000000002,35495,0.24378419558144238,0.54200000000003,0.54200000000003,2020-04-16 +2020-04-16 09:03:00-04:00,143.8,144.112,143.78,144.112,30775,-0.4352572162883095,0.33199999999999363,0.33199999999999363,2020-04-16 +2020-04-16 09:02:00-04:00,143.43,143.798,143.4,143.798,13710,-0.21788608859775183,0.39799999999999613,0.39799999999999613,2020-04-16 +2020-04-16 09:01:00-04:00,143.624,143.624,143.484,143.484,13740,-0.2183618687325195,0.13999999999998636,0.13999999999998636,2020-04-16 +2020-04-16 09:00:00-04:00,143.6,143.6,143.6,143.6,3285,0.08084525103844165,0.0,0.0,2020-04-16 +2020-04-16 08:59:00-04:00,143.414,143.6,143.414,143.6,8435,0.0,0.18600000000000705,0.18600000000000705,2020-04-16 +2020-04-16 08:58:00-04:00,143.4,143.59413999999998,143.204,143.59264,8745,-0.0051253481894164565,0.39013999999997395,0.39013999999997395,2020-04-16 +2020-04-16 08:57:00-04:00,143.6,143.6,143.36,143.36,11535,-0.16201387480582197,0.23999999999998067,0.23999999999998067,2020-04-16 +2020-04-16 08:56:00-04:00,143.586,143.6,143.586,143.6,5515,0.16741071428569843,0.013999999999981583,0.013999999999981583,2020-04-16 +2020-04-16 08:55:00-04:00,143.25,143.594,143.25,143.594,13420,-0.004178272980503994,0.3439999999999941,0.3439999999999941,2020-04-16 +2020-04-16 08:54:00-04:00,143.3,143.3775,143.24,143.24,6810,-0.2465284064793738,0.13749999999998863,0.13749999999998863,2020-04-16 +2020-04-16 08:51:00-04:00,143.2086,143.2086,143.018,143.1,8665,-0.09773806199386836,0.19059999999998922,0.19059999999998922,2020-04-16 +2020-04-16 08:50:00-04:00,143.21200000000002,143.61518,143.21200000000002,143.61518,8795,0.360013976240392,0.4031799999999919,0.4031799999999919,2020-04-16 +2020-04-16 08:49:00-04:00,143.4,143.4,143.4,143.4,4700,-0.14983095798091206,0.0,0.0,2020-04-16 +2020-04-16 08:48:00-04:00,143.664,143.9,143.6,143.9,19640,0.34867503486750717,0.30000000000001137,0.30000000000001137,2020-04-16 +2020-04-16 08:47:00-04:00,143.74,143.74,143.74,143.74,6065,-0.11118832522585276,0.0,0.0,2020-04-16 +2020-04-16 08:46:00-04:00,143.042,143.4,143.042,143.4,10705,-0.23653819396132203,0.3580000000000041,0.3580000000000041,2020-04-16 +2020-04-16 08:45:00-04:00,143.39,143.39,143.116,143.116,11825,-0.1980474198047366,0.2739999999999725,0.2739999999999725,2020-04-16 +2020-04-16 08:44:00-04:00,143.6072,143.62,143.4,143.4,12630,0.19844042594816536,0.21999999999999886,0.21999999999999886,2020-04-16 +2020-04-16 08:43:00-04:00,143.7,144.0,143.6,143.6016,23395,0.14058577405857697,0.4000000000000057,0.4000000000000057,2020-04-16 +2020-04-16 08:42:00-04:00,143.832,143.832,143.62848,143.78799999999998,8305,0.12980356764826784,0.20351999999999748,0.20351999999999748,2020-04-16 +2020-04-16 08:41:00-04:00,143.8,143.96944,143.722,143.96944,12790,0.12618577349987614,0.24743999999998323,0.24743999999998323,2020-04-16 +2020-04-16 08:40:00-04:00,143.916,143.916,143.69799999999998,143.69799999999998,11335,-0.18854001238041151,0.21800000000001774,0.21800000000001774,2020-04-16 +2020-04-16 08:39:00-04:00,144.012,144.012,143.594,143.69799999999998,26605,0.0,0.41800000000000637,0.41800000000000637,2020-04-16 +2020-04-16 08:38:00-04:00,144.2,144.2,143.874,143.99,30935,0.20320394159976107,0.3259999999999934,0.3259999999999934,2020-04-16 +2020-04-16 08:37:00-04:00,144.3,144.3,144.102,144.102,21470,0.07778317938744728,0.1980000000000075,0.1980000000000075,2020-04-16 +2020-04-16 08:36:00-04:00,144.77656000000002,145.246,144.4,144.4,34425,0.20679796255429483,0.8460000000000036,0.8460000000000036,2020-04-16 +2020-04-16 08:35:00-04:00,144.8,145.256,144.4,144.78,101605,0.2631578947368318,0.8559999999999945,0.8559999999999945,2020-04-16 +2020-04-16 08:34:00-04:00,144.298,144.79998,144.298,144.798,65220,0.01243265644426117,0.5019800000000032,0.5019800000000032,2020-04-16 +2020-04-16 08:33:00-04:00,144.0,144.5,143.998,144.4,51305,-0.27486567494026115,0.5020000000000095,0.5020000000000095,2020-04-16 +2020-04-16 08:32:00-04:00,143.594,143.938,143.594,143.938,32860,-0.3199445983379623,0.3439999999999941,0.3439999999999941,2020-04-16 +2020-04-16 08:31:00-04:00,143.2,143.6,143.002,143.4,31135,-0.37377204073975046,0.5979999999999848,0.5979999999999848,2020-04-16 +2020-04-16 08:30:00-04:00,143.2,143.3958,143.0,143.2,7150,-0.1394700139470184,0.39580000000000837,0.39580000000000837,2020-04-16 +2020-04-15 09:30:00-04:00,148.0,148.404,147.996,148.322,82820,0.9982567957727451,0.40799999999998704,0.40799999999998704,2020-04-15 +2020-04-15 09:29:00-04:00,148.35,148.35,147.4,148.0,56770,-0.2170952387373415,0.9499999999999886,0.9499999999999886,2020-04-15 +2020-04-15 09:28:00-04:00,147.29,148.298,147.2,148.22799999999998,70460,0.1540540540540425,1.0980000000000132,1.0980000000000132,2020-04-15 +2020-04-15 09:27:00-04:00,147.22,147.3,147.19,147.2,20180,-0.6935261893839195,0.11000000000001364,0.11000000000001364,2020-04-15 +2020-04-15 09:26:00-04:00,146.92,146.92,146.92,146.92,7740,-0.19021739130434812,0.0,0.0,2020-04-15 +2020-04-15 09:25:00-04:00,146.628,147.2,146.628,146.99200000000002,36440,0.049006261911266336,0.5720000000000027,0.5720000000000027,2020-04-15 +2020-04-15 09:24:00-04:00,147.216,147.216,146.8,146.8,58730,-0.1306193534342026,0.4159999999999968,0.4159999999999968,2020-04-15 +2020-04-15 09:23:00-04:00,147.9,147.9,147.2,147.2,39955,0.27247956403269047,0.700000000000017,0.700000000000017,2020-04-15 +2020-04-15 09:22:00-04:00,147.5,147.708,147.4,147.708,13740,0.3451086956521854,0.3079999999999927,0.3079999999999927,2020-04-15 +2020-04-15 09:21:00-04:00,147.40200000000002,147.75,147.40200000000002,147.6,24225,-0.07311723129417302,0.34799999999998477,0.34799999999998477,2020-04-15 +2020-04-15 09:20:00-04:00,147.8,147.9,147.4,147.4,31325,-0.13550135501354532,0.5,0.5,2020-04-15 +2020-04-15 09:19:00-04:00,147.8,148.06,147.8,148.0,16275,0.407055630936215,0.2599999999999909,0.2599999999999909,2020-04-15 +2020-04-15 09:18:00-04:00,147.61,147.826,147.6,147.726,25025,-0.18513513513513935,0.2259999999999991,0.2259999999999991,2020-04-15 +2020-04-15 09:17:00-04:00,147.3,147.716,147.3,147.64,25980,-0.05821588616764517,0.4159999999999968,0.4159999999999968,2020-04-15 +2020-04-15 09:16:00-04:00,148.1,148.1,147.30008,147.30008,39290,-0.23023570848007546,0.799919999999986,0.799919999999986,2020-04-15 +2020-04-15 09:15:00-04:00,148.41,148.41,148.2,148.2,15980,0.6109433206010317,0.21000000000000796,0.21000000000000796,2020-04-15 +2020-04-15 09:14:00-04:00,148.6,148.798,148.2,148.4,20900,0.13495276653172628,0.5980000000000132,0.5980000000000132,2020-04-15 +2020-04-15 09:13:00-04:00,148.24,148.6,148.24,148.516,15965,0.07816711590296066,0.3599999999999852,0.3599999999999852,2020-04-15 +2020-04-15 09:12:00-04:00,148.8,148.8,148.2,148.2,37365,-0.2127716878989494,0.6000000000000227,0.6000000000000227,2020-04-15 +2020-04-15 09:11:00-04:00,148.968,148.968,148.74,148.836,23060,0.42914979757087135,0.22799999999998022,0.22799999999998022,2020-04-15 +2020-04-15 09:10:00-04:00,149.0,149.2,148.8,149.046,33085,0.14109489639602124,0.39999999999997726,0.39999999999997726,2020-04-15 +2020-04-15 09:09:00-04:00,149.336,149.474,149.09,149.09,73950,0.029521087449513317,0.38399999999998613,0.38399999999998613,2020-04-15 +2020-04-15 09:08:00-04:00,148.8,149.35,148.8,149.24200000000002,58680,0.1019518411697673,0.549999999999983,0.549999999999983,2020-04-15 +2020-04-15 09:07:00-04:00,148.7,148.80200000000002,148.57,148.80200000000002,32715,-0.2948231731013995,0.23200000000002774,0.23200000000002774,2020-04-15 +2020-04-15 09:06:00-04:00,148.39600000000002,148.686,148.39600000000002,148.68200000000002,15135,-0.08064407736455559,0.28999999999999204,0.28999999999999204,2020-04-15 +2020-04-15 09:05:00-04:00,147.8638,148.284,147.8638,148.284,14075,-0.2676853956766978,0.42019999999999413,0.42019999999999413,2020-04-15 +2020-04-15 09:04:00-04:00,148.156,148.156,147.786,148.0,25660,-0.19152437215073093,0.37000000000000455,0.37000000000000455,2020-04-15 +2020-04-15 09:03:00-04:00,148.19799999999998,148.19799999999998,147.984,148.02200000000002,20585,0.014864864864883032,0.21399999999997021,0.21399999999997021,2020-04-15 +2020-04-15 09:02:00-04:00,147.892,148.0,147.612,148.0,36815,-0.014862655551217685,0.38800000000000523,0.38800000000000523,2020-04-15 +2020-04-15 09:01:00-04:00,148.59,148.59,147.892,147.9,40145,-0.06756756756756133,0.6980000000000075,0.6980000000000075,2020-04-15 +2020-04-15 09:00:00-04:00,148.1,148.69598,148.1,148.57,31360,0.45300878972278635,0.5959799999999973,0.5959799999999973,2020-04-15 +2020-04-15 08:59:00-04:00,148.306,148.306,148.0,148.202,31085,-0.24769468937201333,0.3060000000000116,0.3060000000000116,2020-04-15 +2020-04-15 08:58:00-04:00,148.4,148.702,148.18,148.30200000000002,60205,0.0674754726657012,0.5219999999999914,0.5219999999999914,2020-04-15 +2020-04-15 08:57:00-04:00,147.88,148.4,147.85399999999998,148.4,34455,0.066081374492577,0.5460000000000207,0.5460000000000207,2020-04-15 +2020-04-15 08:56:00-04:00,147.298,147.8,147.298,147.8,27865,-0.40431266846361336,0.5020000000000095,0.5020000000000095,2020-04-15 +2020-04-15 08:55:00-04:00,146.864,147.28799999999998,146.864,147.28799999999998,26015,-0.34641407307174354,0.42399999999997817,0.42399999999997817,2020-04-15 +2020-04-15 08:54:00-04:00,147.0,147.148,146.7,146.864,58185,-0.2878713812394573,0.4480000000000075,0.4480000000000075,2020-04-15 +2020-04-15 08:53:00-04:00,147.326,147.4,147.0,147.0,28450,0.09260268003050687,0.4000000000000057,0.4000000000000057,2020-04-15 +2020-04-15 08:52:00-04:00,147.61043999999998,147.64600000000002,147.232,147.232,25030,0.1578231292516996,0.4140000000000157,0.4140000000000157,2020-04-15 +2020-04-15 08:51:00-04:00,147.59998000000002,147.79,147.57399999999998,147.736,22105,0.3423168876331095,0.21600000000000819,0.21600000000000819,2020-04-15 +2020-04-15 08:50:00-04:00,147.31128,147.5,147.24,147.5,15925,-0.15974440894568342,0.2599999999999909,0.2599999999999909,2020-04-15 +2020-04-15 08:49:00-04:00,147.648,147.658,147.30200000000002,147.3489,23325,-0.10244067796610912,0.3559999999999661,0.3559999999999661,2020-04-15 +2020-04-15 08:48:00-04:00,147.6,147.762,147.45,147.762,17505,0.28035499416692033,0.3120000000000118,0.3120000000000118,2020-04-15 +2020-04-15 08:47:00-04:00,147.328,147.6,147.3,147.6,37625,-0.10963576562310617,0.29999999999998295,0.29999999999998295,2020-04-15 +2020-04-15 08:46:00-04:00,147.71,147.77398,147.328,147.328,45985,-0.1842818428184234,0.4459799999999916,0.4459799999999916,2020-04-15 +2020-04-15 08:45:00-04:00,147.97558,147.97558,147.722,147.8,28190,0.32037358818419737,0.2535799999999995,0.2535799999999995,2020-04-15 +2020-04-15 08:44:00-04:00,148.4,148.4,147.814,147.814,47355,0.009472259810539008,0.5860000000000127,0.5860000000000127,2020-04-15 +2020-04-15 08:43:00-04:00,148.61543999999998,148.61543999999998,148.30202,148.424,41245,0.41268080154790443,0.3134199999999794,0.3134199999999794,2020-04-15 +2020-04-15 08:42:00-04:00,148.838,148.898,148.6,148.8,38145,0.253328302700373,0.2980000000000018,0.2980000000000018,2020-04-15 +2020-04-15 08:41:00-04:00,148.47799999999998,148.898,148.4,148.72,49360,-0.05376344086022167,0.49799999999999045,0.49799999999999045,2020-04-15 +2020-04-15 08:40:00-04:00,148.47799999999998,148.494,148.34799999999998,148.4,37390,-0.2151694459386677,0.146000000000015,0.146000000000015,2020-04-15 +2020-04-15 08:39:00-04:00,148.01623999999998,148.47799999999998,148.01623999999998,148.47799999999998,46530,0.05256064690024598,0.46175999999999817,0.46175999999999817,2020-04-15 +2020-04-15 08:38:00-04:00,147.814,148.0,147.684,148.0,32480,-0.3219332156952359,0.3160000000000025,0.3160000000000025,2020-04-15 +2020-04-15 08:37:00-04:00,147.6,148.0,147.6,147.89,48060,-0.07432432432433744,0.4000000000000057,0.4000000000000057,2020-04-15 +2020-04-15 08:36:00-04:00,147.27402,147.798,147.2,147.678,28425,-0.1433497870038436,0.5980000000000132,0.5980000000000132,2020-04-15 +2020-04-15 08:35:00-04:00,146.84,147.8,146.764,147.3,73695,-0.25596229634744505,1.0360000000000014,1.0360000000000014,2020-04-15 +2020-04-15 08:34:00-04:00,147.134,147.14,146.8,146.8,86915,-0.33944331296673624,0.339999999999975,0.339999999999975,2020-04-15 +2020-04-15 08:33:00-04:00,147.202,147.3,147.0,147.196,48295,0.2697547683923718,0.30000000000001137,0.30000000000001137,2020-04-15 +2020-04-15 08:32:00-04:00,147.654,147.79998,147.084,147.084,60190,-0.07608902415826568,0.7159800000000018,0.7159800000000018,2020-04-15 +2020-04-15 08:31:00-04:00,148.062,148.398,147.62,147.86248,37255,0.5292757879850951,0.7779999999999916,0.7779999999999916,2020-04-15 +2020-04-15 08:30:00-04:00,147.8,148.35,147.628,148.156,76635,0.1985087765334459,0.7220000000000084,0.7220000000000084,2020-04-15 +2020-04-14 09:30:00-04:00,139.6,139.78,139.6,139.76,36475,0.15909644684601876,0.18000000000000682,0.18000000000000682,2020-04-14 +2020-04-14 09:29:00-04:00,140.0,140.02200000000002,139.612,139.692,75380,-0.04865483686318228,0.410000000000025,0.410000000000025,2020-04-14 +2020-04-14 09:28:00-04:00,140.088,140.148,140.028,140.028,13715,0.24052916416115178,0.12000000000000455,0.12000000000000455,2020-04-14 +2020-04-14 09:27:00-04:00,140.004,140.19799999999998,140.0,140.144,36210,0.08284057474219342,0.19799999999997908,0.19799999999997908,2020-04-14 +2020-04-14 09:26:00-04:00,140.0,140.088,140.0,140.0,39430,-0.10275145564562216,0.08799999999999386,0.08799999999999386,2020-04-14 +2020-04-14 09:25:00-04:00,140.09,140.09,140.0,140.0,50460,0.0,0.09000000000000341,0.09000000000000341,2020-04-14 +2020-04-14 09:24:00-04:00,139.85399999999998,140.01,139.77,140.01,42550,0.007142857142850012,0.23999999999998067,0.23999999999998067,2020-04-14 +2020-04-14 09:23:00-04:00,139.79004,139.8,139.704,139.8,47695,-0.1499892864795238,0.09600000000000364,0.09600000000000364,2020-04-14 +2020-04-14 09:22:00-04:00,139.782,139.84799999999998,139.782,139.84799999999998,12615,0.03433476394847368,0.06599999999997408,0.06599999999997408,2020-04-14 +2020-04-14 09:21:00-04:00,139.7952,139.828,139.7952,139.8,11090,-0.03432297923458005,0.03280000000000882,0.03280000000000882,2020-04-14 +2020-04-14 09:20:00-04:00,139.782,139.8,139.782,139.8,5250,0.0,0.018000000000000682,0.018000000000000682,2020-04-14 +2020-04-14 09:19:00-04:00,139.8,139.85,139.782,139.85,12850,0.03576537911300637,0.06799999999998363,0.06799999999998363,2020-04-14 +2020-04-14 09:18:00-04:00,139.65,139.8,139.65,139.7,24290,-0.10725777618877386,0.15000000000000568,0.15000000000000568,2020-04-14 +2020-04-14 09:17:00-04:00,139.73,139.798,139.612,139.7,12275,0.0,0.18600000000000705,0.18600000000000705,2020-04-14 +2020-04-14 09:16:00-04:00,139.84,139.84,139.622,139.622,34690,-0.05583392984965796,0.2179999999999893,0.2179999999999893,2020-04-14 +2020-04-14 09:15:00-04:00,139.904,139.972,139.88,139.88,11255,0.18478463279425483,0.09200000000001296,0.09200000000001296,2020-04-14 +2020-04-14 09:14:00-04:00,139.88,139.98,139.88,139.98,17620,0.0714898484415194,0.09999999999999432,0.09999999999999432,2020-04-14 +2020-04-14 09:13:00-04:00,139.866,139.96,139.866,139.96,7990,-0.014287755393616042,0.09399999999999409,0.09399999999999409,2020-04-14 +2020-04-14 09:12:00-04:00,140.0,140.09,139.882,139.996,26370,0.02572163475278444,0.2079999999999984,0.2079999999999984,2020-04-14 +2020-04-14 09:11:00-04:00,139.974,140.03,139.92600000000002,140.0,20095,0.002857224492114341,0.103999999999985,0.103999999999985,2020-04-14 +2020-04-14 09:10:00-04:00,140.186,140.186,139.9,139.92,35805,-0.05714285714286671,0.28600000000000136,0.28600000000000136,2020-04-14 +2020-04-14 09:09:00-04:00,140.10399999999998,140.10399999999998,140.1,140.1,6520,0.12864493996569415,0.003999999999990678,0.003999999999990678,2020-04-14 +2020-04-14 09:08:00-04:00,140.1,140.286,140.0303,140.1,22150,0.0,0.25569999999999027,0.25569999999999027,2020-04-14 +2020-04-14 09:07:00-04:00,140.248,140.4,140.2,140.29399999999998,24305,0.13847251962881835,0.20000000000001705,0.20000000000001705,2020-04-14 +2020-04-14 09:06:00-04:00,140.4,140.4,140.4,140.4,7040,0.07555561891459117,0.0,0.0,2020-04-14 +2020-04-14 09:05:00-04:00,140.154,140.194,140.048,140.194,25780,-0.14672364672365656,0.14599999999998658,0.14599999999998658,2020-04-14 +2020-04-14 09:04:00-04:00,139.988,140.114,139.97799999999998,140.114,17295,-0.05706378304348725,0.1360000000000241,0.1360000000000241,2020-04-14 +2020-04-14 09:03:00-04:00,139.88,140.0,139.808,139.938,32850,-0.125612001655806,0.19200000000000728,0.19200000000000728,2020-04-14 +2020-04-14 09:02:00-04:00,139.6,139.99798,139.6,139.99798,53525,0.042861838814345354,0.3979800000000182,0.3979800000000182,2020-04-14 +2020-04-14 09:01:00-04:00,139.84,139.876,139.6,139.63,62990,-0.2628466496445325,0.27600000000001046,0.27600000000001046,2020-04-14 +2020-04-14 09:00:00-04:00,139.82399999999998,139.838,139.7,139.82,46645,0.13607390961827281,0.13800000000000523,0.13800000000000523,2020-04-14 +2020-04-14 08:59:00-04:00,140.34,140.484,139.832,139.832,69250,0.008582463166928456,0.6520000000000152,0.6520000000000152,2020-04-14 +2020-04-14 08:58:00-04:00,140.53,140.6,140.4,140.4,21135,0.4062017277876473,0.19999999999998863,0.19999999999998863,2020-04-14 +2020-04-14 08:57:00-04:00,140.35998,140.59799999999998,140.35998,140.52992,19320,0.09253561253561582,0.23801999999997747,0.23801999999997747,2020-04-14 +2020-04-14 08:56:00-04:00,140.32,140.38,140.28,140.28,10750,-0.17784113162521153,0.09999999999999432,0.09999999999999432,2020-04-14 +2020-04-14 08:55:00-04:00,140.224,140.25,140.224,140.25,9880,-0.0213857998289102,0.02600000000001046,0.02600000000001046,2020-04-14 +2020-04-14 08:54:00-04:00,140.36,140.378,140.2,140.3,24320,0.03565062388592999,0.17799999999999727,0.17799999999999727,2020-04-14 +2020-04-14 08:53:00-04:00,140.36,140.378,140.36,140.378,3890,0.05559515324302655,0.01799999999997226,0.01799999999997226,2020-04-14 +2020-04-14 08:52:00-04:00,140.374,140.374,140.374,140.374,2690,-0.0028494493439112922,0.0,0.0,2020-04-14 +2020-04-14 08:50:00-04:00,140.3,140.428,140.2576,140.428,23500,0.03846866228789381,0.17040000000000077,0.17040000000000077,2020-04-14 +2020-04-14 08:48:00-04:00,140.196,140.196,140.196,140.196,6100,-0.1652092175349673,0.0,0.0,2020-04-14 +2020-04-14 08:47:00-04:00,140.15,140.21200000000002,140.15,140.21200000000002,13050,0.011412593797266446,0.06200000000001182,0.06200000000001182,2020-04-14 +2020-04-14 08:46:00-04:00,140.28,140.28,140.082,140.15,15860,-0.04421875445754786,0.1980000000000075,0.1980000000000075,2020-04-14 +2020-04-14 08:45:00-04:00,140.30200000000002,140.34,140.28,140.28,9825,0.0927577595433382,0.060000000000002274,0.060000000000002274,2020-04-14 +2020-04-14 08:44:00-04:00,140.3,140.3,140.3,140.3,12240,0.014257199885947536,0.0,0.0,2020-04-14 +2020-04-14 08:43:00-04:00,140.352,140.5,140.29,140.34799999999998,46745,0.03421240199570352,0.21000000000000796,0.21000000000000796,2020-04-14 +2020-04-14 08:42:00-04:00,140.142,140.34799999999998,140.088,140.34799999999998,40480,0.0,0.2599999999999909,0.2599999999999909,2020-04-14 +2020-04-14 08:41:00-04:00,140.02,140.2,140.0,140.2,31765,-0.10545216176931493,0.19999999999998863,0.19999999999998863,2020-04-14 +2020-04-14 08:40:00-04:00,139.85,140.2,139.8,140.0,28635,-0.14265335235377208,0.39999999999997726,0.39999999999997726,2020-04-14 +2020-04-14 08:39:00-04:00,139.9,140.0,139.8,139.8,24670,-0.14285714285713347,0.19999999999998863,0.19999999999998863,2020-04-14 +2020-04-14 08:38:00-04:00,140.096,140.096,139.8,139.96200000000002,42690,0.11587982832619304,0.29599999999999227,0.29599999999999227,2020-04-14 +2020-04-14 08:37:00-04:00,140.19998,140.2,140.01,140.012,12015,0.035723982223734296,0.18999999999999773,0.18999999999999773,2020-04-14 +2020-04-14 08:36:00-04:00,139.95,140.2,139.95,140.2,38065,0.13427420506813004,0.25,0.25,2020-04-14 +2020-04-14 08:35:00-04:00,139.976,140.0,139.9,139.9,33720,-0.21398002853065812,0.09999999999999432,0.09999999999999432,2020-04-14 +2020-04-14 08:34:00-04:00,139.8,139.98,139.8,139.976,22765,0.05432451751250511,0.1799999999999784,0.1799999999999784,2020-04-14 +2020-04-14 08:33:00-04:00,139.65200000000002,139.8,139.65,139.8,12735,-0.12573584042977481,0.15000000000000568,0.15000000000000568,2020-04-14 +2020-04-14 08:32:00-04:00,139.65,139.7,139.622,139.65,16250,-0.10729613733906351,0.07799999999997453,0.07799999999997453,2020-04-14 +2020-04-14 08:31:00-04:00,139.58,139.7,139.506,139.7,9535,0.035803795202271615,0.1939999999999884,0.1939999999999884,2020-04-14 +2020-04-13 09:30:00-04:00,118.206,118.292,118.2,118.242,15465,0.8667019261938469,0.09199999999999875,0.09199999999999875,2020-04-13 +2020-04-13 09:29:00-04:00,117.8,118.42200000000001,117.76799999999999,118.2,49295,-0.03552037347135384,0.6540000000000248,0.6540000000000248,2020-04-13 +2020-04-13 09:28:00-04:00,117.6,117.60003999999999,117.6,117.6,9435,-0.5076142131979822,3.999999999848569e-05,3.999999999848569e-05,2020-04-13 +2020-04-13 09:27:00-04:00,117.7,117.7606,117.62200000000001,117.62200000000001,7395,0.018707482993218782,0.13859999999998251,0.13859999999998251,2020-04-13 +2020-04-13 09:26:00-04:00,117.662,117.708,117.662,117.708,8915,0.07311557361717735,0.04599999999999227,0.04599999999999227,2020-04-13 +2020-04-13 09:25:00-04:00,117.8,117.804,117.7,117.8,23320,0.07815951337206695,0.1039999999999992,0.1039999999999992,2020-04-13 +2020-04-13 09:24:00-04:00,117.8,117.96,117.8,117.8,16750,0.0,0.1599999999999966,0.1599999999999966,2020-04-13 +2020-04-13 09:23:00-04:00,117.682,117.874,117.67200000000001,117.792,14805,-0.006791171477071867,0.20199999999998397,0.20199999999998397,2020-04-13 +2020-04-13 09:22:00-04:00,117.60700000000001,117.87799999999999,117.60700000000001,117.794,10840,0.0016979081771228977,0.2709999999999724,0.2709999999999724,2020-04-13 +2020-04-13 09:21:00-04:00,117.594,117.74,117.594,117.6,18705,-0.16469429682326453,0.1460000000000008,0.1460000000000008,2020-04-13 +2020-04-13 09:20:00-04:00,117.6,117.6,117.6,117.6,5775,0.0,0.0,0.0,2020-04-13 +2020-04-13 09:19:00-04:00,117.4,117.598,117.396,117.598,16080,-0.0017006802721097891,0.20199999999999818,0.20199999999999818,2020-04-13 +2020-04-13 09:18:00-04:00,117.446,117.446,117.24799999999999,117.4,43955,-0.16837021037772182,0.1980000000000075,0.1980000000000075,2020-04-13 +2020-04-13 09:17:00-04:00,117.432,117.6,117.432,117.6,11595,0.17035775127767216,0.16799999999999216,0.16799999999999216,2020-04-13 +2020-04-13 09:16:00-04:00,117.26,117.58,117.206,117.58,23700,-0.01700680272108679,0.3739999999999952,0.3739999999999952,2020-04-13 +2020-04-13 09:15:00-04:00,117.68799999999999,117.7,117.31200000000001,117.4,29815,-0.15308725973804949,0.387999999999991,0.387999999999991,2020-04-13 +2020-04-13 09:14:00-04:00,117.84,117.88,117.62200000000001,117.62200000000001,21850,0.1890971039182343,0.25799999999998136,0.25799999999998136,2020-04-13 +2020-04-13 09:13:00-04:00,118.0,118.0,117.876,117.88,50020,0.21934672085153206,0.12399999999999523,0.12399999999999523,2020-04-13 +2020-04-13 09:12:00-04:00,117.95,118.0,117.829,117.829,21910,-0.04326433661350215,0.17100000000000648,0.17100000000000648,2020-04-13 +2020-04-13 09:11:00-04:00,117.9,118.0,117.8,118.0,15100,0.14512556331633952,0.20000000000000284,0.20000000000000284,2020-04-13 +2020-04-13 09:10:00-04:00,117.8,117.8,117.8,117.8,6950,-0.16949152542372614,0.0,0.0,2020-04-13 +2020-04-13 09:09:00-04:00,117.62200000000001,117.97399999999999,117.62200000000001,117.97399999999999,15435,0.14770797962648796,0.35199999999997544,0.35199999999997544,2020-04-13 +2020-04-13 09:08:00-04:00,118.28,118.28,117.76,117.956,72460,-0.01525759913200142,0.519999999999996,0.519999999999996,2020-04-13 +2020-04-13 09:06:00-04:00,118.44,118.44,118.44,118.44,4420,0.4103224931330196,0.0,0.0,2020-04-13 +2020-04-13 09:05:00-04:00,118.456,118.456,118.22,118.22,15260,-0.18574805808848627,0.2360000000000042,0.2360000000000042,2020-04-13 +2020-04-13 09:04:00-04:00,118.398,118.4,118.398,118.4,8985,0.15225850109965577,0.0020000000000095497,0.0020000000000095497,2020-04-13 +2020-04-13 09:03:00-04:00,118.396,118.4,118.396,118.4,7300,0.0,0.0040000000000048885,0.0040000000000048885,2020-04-13 +2020-04-13 09:02:00-04:00,118.27,118.27,118.27,118.27,5035,-0.10979729729730936,0.0,0.0,2020-04-13 +2020-04-13 09:01:00-04:00,118.22200000000001,118.4,118.22200000000001,118.4,7925,0.10991798427328892,0.17799999999999727,0.17799999999999727,2020-04-13 +2020-04-13 09:00:00-04:00,118.266,118.266,118.22200000000001,118.22200000000001,6700,-0.15033783783783283,0.04399999999999693,0.04399999999999693,2020-04-13 +2020-04-13 08:59:00-04:00,118.3,118.5,118.3,118.3,15485,0.0659775676270069,0.20000000000000284,0.20000000000000284,2020-04-13 +2020-04-13 08:57:00-04:00,118.446,118.446,118.24,118.32,11580,0.016906170752317706,0.20600000000000307,0.20600000000000307,2020-04-13 +2020-04-13 08:55:00-04:00,118.66,118.66,118.554,118.6,10575,0.23664638269100813,0.10599999999999454,0.10599999999999454,2020-04-13 +2020-04-13 08:54:00-04:00,118.75,118.8,118.68,118.68,12895,0.06745362563238544,0.11999999999999034,0.11999999999999034,2020-04-13 +2020-04-13 08:53:00-04:00,118.788,118.788,118.66,118.66,3490,-0.016852039096737492,0.1280000000000001,0.1280000000000001,2020-04-13 +2020-04-13 08:51:00-04:00,118.77,118.84998,118.77,118.84998,5410,0.1601045002528334,0.07998000000000616,0.07998000000000616,2020-04-13 +2020-04-13 08:50:00-04:00,118.698,118.8,118.6,118.8,23235,-0.04205301506993164,0.20000000000000284,0.20000000000000284,2020-04-13 +2020-04-13 08:49:00-04:00,118.6,118.6,118.57996000000001,118.58,7610,-0.18518518518518823,0.020039999999980296,0.020039999999980296,2020-04-13 +2020-04-13 08:48:00-04:00,118.47200000000001,118.6,118.47200000000001,118.6,6095,0.016866250632485702,0.1279999999999859,0.1279999999999859,2020-04-13 +2020-04-13 08:46:00-04:00,118.36,118.36,118.36,118.36,3590,-0.2023608768971341,0.0,0.0,2020-04-13 +2020-04-13 08:45:00-04:00,118.29,118.296,118.21,118.25,11395,-0.09293680297397522,0.08600000000001273,0.08600000000001273,2020-04-13 +2020-04-13 08:44:00-04:00,118.37,118.37,118.25,118.25,15315,0.0,0.12000000000000455,0.12000000000000455,2020-04-13 +2020-04-13 08:43:00-04:00,118.288,118.38799999999999,118.24799999999999,118.37,6950,0.10147991543341117,0.14000000000000057,0.14000000000000057,2020-04-13 +2020-04-13 08:42:00-04:00,118.45,118.45,118.20200000000001,118.20200000000001,24475,-0.14192785334120606,0.24799999999999045,0.24799999999999045,2020-04-13 +2020-04-13 08:41:00-04:00,118.70200000000001,118.70200000000001,118.4,118.4,35620,0.16750985600919588,0.3020000000000067,0.3020000000000067,2020-04-13 +2020-04-13 08:40:00-04:00,118.70200000000001,118.70200000000001,118.64399999999999,118.70200000000001,14455,0.25506756756756843,0.058000000000021146,0.058000000000021146,2020-04-13 +2020-04-13 08:38:00-04:00,118.79799999999999,118.854,118.79799999999999,118.854,4230,0.1280517598692521,0.056000000000011596,0.056000000000011596,2020-04-13 +2020-04-13 08:37:00-04:00,118.854,118.854,118.854,118.854,2705,0.0,0.0,0.0,2020-04-13 +2020-04-13 08:36:00-04:00,118.814,118.814,118.76,118.76,2815,-0.07908862974741471,0.053999999999987836,0.053999999999987836,2020-04-13 +2020-04-13 08:35:00-04:00,118.8,118.8,118.8,118.8,2845,0.033681374200056347,0.0,0.0,2020-04-13 +2020-04-13 08:34:00-04:00,118.85,118.85,118.81,118.81,6425,0.008417508417513098,0.03999999999999204,0.03999999999999204,2020-04-13 +2020-04-13 08:33:00-04:00,118.8,118.8,118.8,118.8,4790,-0.008416799932664532,0.0,0.0,2020-04-13 +2020-04-13 08:32:00-04:00,118.8,118.8,118.8,118.8,3565,0.0,0.0,0.0,2020-04-13 +2020-04-13 08:31:00-04:00,118.64399999999999,118.7,118.64399999999999,118.7,3325,-0.08417508417507547,0.056000000000011596,0.056000000000011596,2020-04-13 +2020-04-09 09:30:00-04:00,112.59200000000001,112.6,112.454,112.488,26315,-0.8024832889468869,0.1460000000000008,0.1460000000000008,2020-04-09 +2020-04-09 09:29:00-04:00,112.176,112.6,112.1,112.51799999999999,39040,0.026669511414545433,0.5,0.5,2020-04-09 +2020-04-09 09:28:00-04:00,112.046,112.1,112.0,112.06,25725,-0.4070459837536955,0.09999999999999432,0.09999999999999432,2020-04-09 +2020-04-09 09:27:00-04:00,112.07799999999999,112.146,112.0,112.146,13290,0.07674460110655978,0.1460000000000008,0.1460000000000008,2020-04-09 +2020-04-09 09:26:00-04:00,112.194,112.194,112.134,112.134,10970,-0.01070033706062068,0.060000000000002274,0.060000000000002274,2020-04-09 +2020-04-09 09:25:00-04:00,112.2,112.21,112.16,112.21,16580,0.06777605365009265,0.04999999999999716,0.04999999999999716,2020-04-09 +2020-04-09 09:24:00-04:00,112.226,112.226,112.0,112.05799999999999,34255,-0.13546029765617584,0.2259999999999991,0.2259999999999991,2020-04-09 +2020-04-09 09:23:00-04:00,112.0,112.234,112.0,112.234,30270,0.1570615217119764,0.23399999999999466,0.23399999999999466,2020-04-09 +2020-04-09 09:22:00-04:00,111.882,112.0,111.802,112.0,22530,-0.2084929700447269,0.1979999999999933,0.1979999999999933,2020-04-09 +2020-04-09 09:21:00-04:00,111.76799999999999,111.81,111.76799999999999,111.78,13630,-0.19642857142857517,0.0420000000000158,0.0420000000000158,2020-04-09 +2020-04-09 09:20:00-04:00,111.62200000000001,111.8,111.62200000000001,111.8,21230,0.017892288423682068,0.17799999999998306,0.17799999999998306,2020-04-09 +2020-04-09 09:19:00-04:00,111.6,111.6,111.404,111.5,15045,-0.26833631484793896,0.19599999999999795,0.19599999999999795,2020-04-09 +2020-04-09 09:18:00-04:00,111.542,111.68,111.38799999999999,111.4,28005,-0.08968609865470656,0.2920000000000158,0.2920000000000158,2020-04-09 +2020-04-09 09:17:00-04:00,111.68,111.898,111.4,111.4,33500,0.0,0.49799999999999045,0.49799999999999045,2020-04-09 +2020-04-09 09:16:00-04:00,112.1,112.1,111.8,111.806,30325,0.3644524236983804,0.29999999999999716,0.29999999999999716,2020-04-09 +2020-04-09 09:15:00-04:00,112.0,112.2,111.95,112.15598,74350,0.3130243457417414,0.25,0.25,2020-04-09 +2020-04-09 09:14:00-04:00,112.186,112.2,111.958,112.0,77630,-0.13907417152433377,0.24200000000000443,0.24200000000000443,2020-04-09 +2020-04-09 09:13:00-04:00,112.0,112.3,111.8956,112.15,65480,0.1339285714285765,0.40439999999999543,0.40439999999999543,2020-04-09 +2020-04-09 09:12:00-04:00,111.82,112.0,111.82,112.0,28920,-0.13374944271066225,0.18000000000000682,0.18000000000000682,2020-04-09 +2020-04-09 09:11:00-04:00,111.7,111.93799999999999,111.7,111.93799999999999,16220,-0.055357142857148656,0.23799999999998533,0.23799999999998533,2020-04-09 +2020-04-09 09:10:00-04:00,111.794,111.99799999999999,111.61200000000001,111.7,43635,-0.2126176990834061,0.38599999999998147,0.38599999999998147,2020-04-09 +2020-04-09 09:09:00-04:00,111.9102,111.9102,111.706,111.79799999999999,23605,0.0877350044762526,0.20420000000000016,0.20420000000000016,2020-04-09 +2020-04-09 09:08:00-04:00,111.58,111.818,111.58,111.818,43595,0.017889407681725977,0.23799999999999955,0.23799999999999955,2020-04-09 +2020-04-09 09:07:00-04:00,111.2266,111.6,111.2266,111.6,37720,-0.1949596666010911,0.3733999999999895,0.3733999999999895,2020-04-09 +2020-04-09 09:06:00-04:00,111.09200000000001,111.35,111.09200000000001,111.22,22760,-0.3405017921146891,0.25799999999998136,0.25799999999998136,2020-04-09 +2020-04-09 09:05:00-04:00,111.00399999999999,111.15,111.0,111.01799999999999,13245,-0.18162201042979387,0.15000000000000568,0.15000000000000568,2020-04-09 +2020-04-09 09:04:00-04:00,111.0,111.0,110.9,110.988,13825,-0.027022644976482102,0.09999999999999432,0.09999999999999432,2020-04-09 +2020-04-09 09:03:00-04:00,110.948,110.948,110.948,110.948,6965,-0.036039932244935624,0.0,0.0,2020-04-09 +2020-04-09 09:02:00-04:00,111.01,111.01,110.4,110.81,28255,-0.12438259364746518,0.6099999999999994,0.6099999999999994,2020-04-09 +2020-04-09 09:01:00-04:00,111.18,111.2,111.03200000000001,111.03200000000001,25275,0.20034292933850395,0.16799999999999216,0.16799999999999216,2020-04-09 +2020-04-09 09:00:00-04:00,110.8,111.18,110.8,111.012,46940,-0.018012825131508148,0.38000000000000966,0.38000000000000966,2020-04-09 +2020-04-09 08:59:00-04:00,110.958,110.958,110.868,110.9,14975,-0.10088999387453113,0.09000000000000341,0.09000000000000341,2020-04-09 +2020-04-09 08:58:00-04:00,110.79998,110.98,110.66202,110.8,24565,-0.0901713255184955,0.3179800000000057,0.3179800000000057,2020-04-09 +2020-04-09 08:57:00-04:00,110.62200000000001,110.8,110.6,110.8,18765,0.0,0.20000000000000284,0.20000000000000284,2020-04-09 +2020-04-09 08:56:00-04:00,110.604,110.74799999999999,110.604,110.74799999999999,9350,-0.046931407942241155,0.14399999999999125,0.14399999999999125,2020-04-09 +2020-04-09 08:55:00-04:00,110.55,110.712,110.544,110.696,26310,-0.04695344385451383,0.16800000000000637,0.16800000000000637,2020-04-09 +2020-04-09 08:54:00-04:00,110.434,110.698,110.434,110.698,12510,0.0018067500180629636,0.2639999999999958,0.2639999999999958,2020-04-09 +2020-04-09 08:53:00-04:00,110.53798,110.544,110.404,110.46,7970,-0.21499936764891592,0.14000000000000057,0.14000000000000057,2020-04-09 +2020-04-09 08:52:00-04:00,110.24,110.538,110.24,110.402,15165,-0.05250769509324016,0.2980000000000018,0.2980000000000018,2020-04-09 +2020-04-09 08:51:00-04:00,110.26,110.4,110.2,110.3,15565,-0.09238963062263572,0.20000000000000284,0.20000000000000284,2020-04-09 +2020-04-09 08:50:00-04:00,110.2,110.368,110.14,110.35600000000001,14610,0.05077062556664291,0.22799999999999443,0.22799999999999443,2020-04-09 +2020-04-09 08:49:00-04:00,109.988,110.2,109.988,110.2,17525,-0.1413606872304185,0.2120000000000033,0.2120000000000033,2020-04-09 +2020-04-09 08:48:00-04:00,109.8,109.8,109.77799999999999,109.77799999999999,5005,-0.3829401088929374,0.02200000000000557,0.02200000000000557,2020-04-09 +2020-04-09 08:47:00-04:00,109.79,109.79,109.79,109.79,3540,0.010931151961246499,0.0,0.0,2020-04-09 +2020-04-09 08:46:00-04:00,109.7,109.8,109.62700000000001,109.76,11760,-0.027324892977498294,0.1729999999999876,0.1729999999999876,2020-04-09 +2020-04-09 08:44:00-04:00,109.556,109.598,109.5,109.552,9150,-0.18950437317784008,0.09799999999999898,0.09799999999999898,2020-04-09 +2020-04-09 08:43:00-04:00,109.42399999999999,109.42399999999999,109.4,109.4,6105,-0.13874689645100302,0.0239999999999867,0.0239999999999867,2020-04-09 +2020-04-09 08:42:00-04:00,109.60799999999999,109.60799999999999,109.52799999999999,109.52799999999999,4270,0.1170018281535512,0.0799999999999983,0.0799999999999983,2020-04-09 +2020-04-09 08:41:00-04:00,109.7,109.7,109.7,109.7,6070,0.15703746987072442,0.0,0.0,2020-04-09 +2020-04-09 08:40:00-04:00,109.92,109.92,109.7,109.8,19985,0.09115770282588365,0.21999999999999886,0.21999999999999886,2020-04-09 +2020-04-09 08:39:00-04:00,109.744,109.8,109.744,109.8,6465,0.0,0.055999999999997385,0.055999999999997385,2020-04-09 +2020-04-09 08:38:00-04:00,110.182,110.182,109.64,109.8,33105,0.0,0.5420000000000016,0.5420000000000016,2020-04-09 +2020-04-09 08:37:00-04:00,109.89399999999999,110.2,109.88600000000001,110.182,27130,0.3479052823315065,0.31399999999999295,0.31399999999999295,2020-04-09 +2020-04-09 08:36:00-04:00,110.0,110.008,109.8,109.8,22980,-0.3466990978562734,0.2079999999999984,0.2079999999999984,2020-04-09 +2020-04-09 08:35:00-04:00,109.6,109.89,109.6,109.89,12895,0.08196721311475308,0.29000000000000625,0.29000000000000625,2020-04-09 +2020-04-09 08:34:00-04:00,109.57799999999999,109.69,109.4,109.6,17595,-0.2639002639002741,0.28999999999999204,0.28999999999999204,2020-04-09 +2020-04-09 08:33:00-04:00,109.6,109.7,109.5,109.5,18880,-0.09124087591240171,0.20000000000000284,0.20000000000000284,2020-04-09 +2020-04-09 08:32:00-04:00,109.104,109.8,109.1,109.536,28555,0.032876712328766544,0.7000000000000028,0.7000000000000028,2020-04-09 +2020-04-09 08:31:00-04:00,108.77799999999999,109.05,108.714,109.05,18720,-0.44368974583698373,0.3359999999999985,0.3359999999999985,2020-04-09 +2020-04-09 08:30:00-04:00,108.8,108.8,108.8,108.8,2020,-0.22925263640531934,0.0,0.0,2020-04-09 +2020-04-08 09:30:00-04:00,110.92,110.92,110.744,110.744,3940,-0.052345625530236806,0.17600000000000193,0.17600000000000193,2020-04-08 +2020-04-08 09:29:00-04:00,110.82,111.0,110.8,110.98,19460,0.21310409593295887,0.20000000000000284,0.20000000000000284,2020-04-08 +2020-04-08 09:28:00-04:00,111.2,111.2,111.2,111.2,5770,0.19823391602089568,0.0,0.0,2020-04-08 +2020-04-08 09:27:00-04:00,111.15,111.2,111.15,111.2,6175,0.0,0.04999999999999716,0.04999999999999716,2020-04-08 +2020-04-08 09:26:00-04:00,110.9,111.15,110.9,111.15,44250,-0.04496402877697259,0.25,0.25,2020-04-08 +2020-04-08 09:25:00-04:00,110.81201999999999,110.81201999999999,110.81201999999999,110.81201999999999,8570,-0.3040755735492673,0.0,0.0,2020-04-08 +2020-04-08 09:23:00-04:00,110.74,110.93,110.74,110.93,4300,0.1064685942915089,0.19000000000001194,0.19000000000001194,2020-04-08 +2020-04-08 09:22:00-04:00,110.9,110.9,110.8,110.8,7240,-0.1171910213648375,0.10000000000000853,0.10000000000000853,2020-04-08 +2020-04-08 09:21:00-04:00,110.92,110.92,110.92,110.92,3585,0.10830324909747446,0.0,0.0,2020-04-08 +2020-04-08 09:20:00-04:00,111.1,111.1,110.98,110.98,17705,0.05409304002885751,0.11999999999999034,0.11999999999999034,2020-04-08 +2020-04-08 09:18:00-04:00,111.03399999999999,111.098,111.01799999999999,111.098,7965,0.10632546404756305,0.0800000000000125,0.0800000000000125,2020-04-08 +2020-04-08 09:17:00-04:00,111.052,111.052,111.01799999999999,111.01799999999999,2880,-0.07200849700266243,0.034000000000020236,0.034000000000020236,2020-04-08 +2020-04-08 09:16:00-04:00,111.05,111.116,111.044,111.098,7975,0.07206038660398928,0.07200000000000273,0.07200000000000273,2020-04-08 +2020-04-08 09:15:00-04:00,111.05,111.05,111.05,111.05,2275,-0.04320509820159302,0.0,0.0,2020-04-08 +2020-04-08 09:14:00-04:00,111.00399999999999,111.00399999999999,111.00200000000001,111.00200000000001,4830,-0.04322377307518499,0.001999999999981128,0.001999999999981128,2020-04-08 +2020-04-08 09:13:00-04:00,111.1,111.14399999999999,111.1,111.14399999999999,2275,0.12792562296173315,0.04399999999999693,0.04399999999999693,2020-04-08 +2020-04-08 09:12:00-04:00,111.0,111.0,111.0,111.0,4930,-0.12956164975166384,0.0,0.0,2020-04-08 +2020-04-08 09:11:00-04:00,111.296,111.296,111.296,111.296,4630,0.2666666666666817,0.0,0.0,2020-04-08 +2020-04-08 09:10:00-04:00,111.234,111.234,111.178,111.2,9190,-0.08625646923519081,0.055999999999997385,0.055999999999997385,2020-04-08 +2020-04-08 09:09:00-04:00,111.336,111.3436,111.1,111.1,10720,-0.08992805755396738,0.2436000000000007,0.2436000000000007,2020-04-08 +2020-04-08 09:08:00-04:00,111.266,111.35,111.266,111.336,18645,0.21242124212421665,0.08399999999998897,0.08399999999998897,2020-04-08 +2020-04-08 09:07:00-04:00,111.09,111.2,111.09,111.2,16380,-0.12215276280806986,0.10999999999999943,0.10999999999999943,2020-04-08 +2020-04-08 09:04:00-04:00,110.92,111.148,110.92,111.1,22295,-0.08992805755396738,0.22799999999999443,0.22799999999999443,2020-04-08 +2020-04-08 09:03:00-04:00,110.64,110.92,110.64,110.854,4460,-0.22142214221421153,0.28000000000000114,0.28000000000000114,2020-04-08 +2020-04-08 09:02:00-04:00,110.52,110.52,110.52,110.52,3790,-0.3012972017247928,0.0,0.0,2020-04-08 +2020-04-08 09:01:00-04:00,110.45,110.8,110.45,110.8,8480,0.2533478103510678,0.3499999999999943,0.3499999999999943,2020-04-08 +2020-04-08 09:00:00-04:00,110.444,110.444,110.444,110.444,5125,-0.3212996389891698,0.0,0.0,2020-04-08 +2020-04-08 08:59:00-04:00,110.402,110.41799999999999,110.4,110.4,9800,-0.039839194523916266,0.01799999999998647,0.01799999999998647,2020-04-08 +2020-04-08 08:58:00-04:00,110.64,110.64,110.56,110.56,6585,0.14492753623187582,0.0799999999999983,0.0799999999999983,2020-04-08 +2020-04-08 08:57:00-04:00,110.64,110.72,110.64,110.7,9415,0.12662807525325448,0.0799999999999983,0.0799999999999983,2020-04-08 +2020-04-08 08:55:00-04:00,110.6,110.652,110.6,110.64,7225,-0.05420054200542257,0.05200000000000671,0.05200000000000671,2020-04-08 +2020-04-08 08:54:00-04:00,110.4,110.432,110.4,110.432,6735,-0.18799710773680367,0.031999999999996476,0.031999999999996476,2020-04-08 +2020-04-08 08:53:00-04:00,110.662,110.698,110.6,110.6,13905,0.15212981744421317,0.09799999999999898,0.09799999999999898,2020-04-08 +2020-04-08 08:52:00-04:00,110.9,110.9,110.71,110.71,12820,0.0994575045208057,0.19000000000001194,0.19000000000001194,2020-04-08 +2020-04-08 08:51:00-04:00,111.00200000000001,111.00200000000001,110.95,110.95,4175,0.21678258513233573,0.05200000000000671,0.05200000000000671,2020-04-08 +2020-04-08 08:50:00-04:00,111.2,111.2,111.2,111.2,6625,0.22532672374944163,0.0,0.0,2020-04-08 +2020-04-08 08:49:00-04:00,111.198,111.2,111.198,111.2,4950,0.0,0.0020000000000095497,0.0020000000000095497,2020-04-08 +2020-04-08 08:47:00-04:00,111.238,111.31200000000001,111.15,111.15,13885,-0.04496402877697259,0.16200000000000614,0.16200000000000614,2020-04-08 +2020-04-08 08:46:00-04:00,111.15,111.238,111.15,111.238,5545,0.07917228969860357,0.08799999999999386,0.08799999999999386,2020-04-08 +2020-04-08 08:45:00-04:00,111.0,111.2,111.0,111.2,19355,-0.03416098815153257,0.20000000000000284,0.20000000000000284,2020-04-08 +2020-04-08 08:44:00-04:00,110.95,110.95,110.95,110.95,5640,-0.22482014388489624,0.0,0.0,2020-04-08 +2020-04-08 08:43:00-04:00,110.902,111.0,110.902,111.0,6675,0.045065344749883884,0.09799999999999898,0.09799999999999898,2020-04-08 +2020-04-08 08:42:00-04:00,111.03200000000001,111.05,110.9798,110.9798,5860,-0.018198198198204896,0.07019999999999982,0.07019999999999982,2020-04-08 +2020-04-08 08:41:00-04:00,111.088,111.088,111.088,111.088,2360,0.09749521985080722,0.0,0.0,2020-04-08 +2020-04-08 08:39:00-04:00,110.88,111.0,110.8,111.0,9085,-0.0792164770272108,0.20000000000000284,0.20000000000000284,2020-04-08 +2020-04-08 08:38:00-04:00,110.88,110.88,110.8,110.80004,13925,-0.18014414414414537,0.0799999999999983,0.0799999999999983,2020-04-08 +2020-04-08 08:37:00-04:00,111.096,111.096,110.9,110.9,14085,0.09021657392904725,0.19599999999999795,0.19599999999999795,2020-04-08 +2020-04-08 08:36:00-04:00,111.15,111.15,111.15,111.15,3485,0.22542831379621653,0.0,0.0,2020-04-08 +2020-04-08 08:35:00-04:00,111.1,111.1,111.1,111.1,3175,-0.04498425551058283,0.0,0.0,2020-04-08 +2020-04-08 08:34:00-04:00,111.29398,111.294,111.2,111.294,5085,0.17461746174618487,0.09399999999999409,0.09399999999999409,2020-04-08 +2020-04-08 08:31:00-04:00,111.3,111.3,111.3,111.3,1625,0.005391126206255592,0.0,0.0,2020-04-08 +2020-04-07 09:30:00-04:00,108.92,108.92,108.786,108.92,54430,0.6524109634612918,0.13400000000000034,0.13400000000000034,2020-04-07 +2020-04-07 09:29:00-04:00,108.2,109.0,108.2,108.95200000000001,95070,0.029379360998915693,0.7999999999999972,0.7999999999999972,2020-04-07 +2020-04-07 09:28:00-04:00,108.22,108.32,108.1,108.1,23765,-0.7819957412438683,0.21999999999999886,0.21999999999999886,2020-04-07 +2020-04-07 09:27:00-04:00,108.37799999999999,108.4,108.37799999999999,108.4,14435,0.2775208140610719,0.02200000000001978,0.02200000000001978,2020-04-07 +2020-04-07 09:26:00-04:00,108.2,108.34,108.2,108.34,12020,-0.05535055350553986,0.14000000000000057,0.14000000000000057,2020-04-07 +2020-04-07 09:25:00-04:00,108.272,108.3,108.2,108.2,25330,-0.12922281705741723,0.09999999999999432,0.09999999999999432,2020-04-07 +2020-04-07 09:24:00-04:00,108.4,108.4,108.26,108.34,14735,0.12939001848428777,0.14000000000000057,0.14000000000000057,2020-04-07 +2020-04-07 09:23:00-04:00,108.4,108.4,108.34,108.34,15605,0.0,0.060000000000002274,0.060000000000002274,2020-04-07 +2020-04-07 09:22:00-04:00,108.376,108.396,108.316,108.396,16675,0.05168912682296245,0.0799999999999983,0.0799999999999983,2020-04-07 +2020-04-07 09:21:00-04:00,108.4,108.4,108.37,108.37,14395,-0.023986124949260113,0.030000000000001137,0.030000000000001137,2020-04-07 +2020-04-07 09:20:00-04:00,108.148,108.34,108.148,108.34,38360,-0.02768293808249611,0.19200000000000728,0.19200000000000728,2020-04-07 +2020-04-07 09:19:00-04:00,107.986,108.05,107.986,108.05,50935,-0.26767583533321426,0.06399999999999295,0.06399999999999295,2020-04-07 +2020-04-07 09:18:00-04:00,107.99600000000001,107.99799999999999,107.976,107.976,5790,-0.06848681166126136,0.02199999999999136,0.02199999999999136,2020-04-07 +2020-04-07 09:17:00-04:00,107.9932,107.99799999999999,107.9932,107.99799999999999,7380,0.020374898125496976,0.004799999999988813,0.004799999999988813,2020-04-07 +2020-04-07 09:16:00-04:00,107.91,107.91,107.91,107.91,4045,-0.08148299042574081,0.0,0.0,2020-04-07 +2020-04-07 09:15:00-04:00,107.95,107.99799999999999,107.9,107.99799999999999,15565,0.08154943934759462,0.09799999999998477,0.09799999999998477,2020-04-07 +2020-04-07 09:14:00-04:00,107.994,107.99600000000001,107.992,107.992,9360,-0.005555658438105571,0.0040000000000048885,0.0040000000000048885,2020-04-07 +2020-04-07 09:12:00-04:00,107.96799999999999,107.978,107.96799999999999,107.978,4855,-0.012963923253583864,0.010000000000005116,0.010000000000005116,2020-04-07 +2020-04-07 09:11:00-04:00,107.89,107.89,107.89,107.89,5160,-0.08149808294282135,0.0,0.0,2020-04-07 +2020-04-07 09:10:00-04:00,108.00200000000001,108.00200000000001,107.99398000000001,107.99398000000001,6635,0.09637593845583936,0.008020000000001914,0.008020000000001914,2020-04-07 +2020-04-07 09:09:00-04:00,108.0,108.00399999999999,107.95,107.954,25275,-0.03702058207319947,0.053999999999987836,0.053999999999987836,2020-04-07 +2020-04-07 09:08:00-04:00,108.074,108.074,108.00200000000001,108.00200000000001,7700,0.04446338255184035,0.07199999999998852,0.07199999999998852,2020-04-07 +2020-04-07 09:07:00-04:00,107.964,108.162,107.964,108.07,4725,0.0629617970037355,0.1980000000000075,0.1980000000000075,2020-04-07 +2020-04-07 09:05:00-04:00,108.0,108.02,108.0,108.0,8050,-0.06477283242342091,0.01999999999999602,0.01999999999999602,2020-04-07 +2020-04-07 09:04:00-04:00,107.82,107.87200000000001,107.82,107.87200000000001,6035,-0.1185185185185067,0.05200000000002092,0.05200000000002092,2020-04-07 +2020-04-07 09:02:00-04:00,107.91,107.96,107.822,107.822,15710,-0.04635123108870376,0.13799999999999102,0.13799999999999102,2020-04-07 +2020-04-07 09:00:00-04:00,107.988,108.2,107.9,108.2,18795,0.35057780415870266,0.29999999999999716,0.29999999999999716,2020-04-07 +2020-04-07 08:59:00-04:00,108.1,108.1,107.8,107.85,13600,-0.32347504621073053,0.29999999999999716,0.29999999999999716,2020-04-07 +2020-04-07 08:58:00-04:00,108.095,108.1,108.095,108.1,5585,0.23180343069078013,0.0049999999999954525,0.0049999999999954525,2020-04-07 +2020-04-07 08:57:00-04:00,107.88,108.086,107.876,108.086,23115,-0.01295097132284484,0.20999999999999375,0.20999999999999375,2020-04-07 +2020-04-07 08:56:00-04:00,107.8,107.88,107.78,107.88,41720,-0.1905889754454826,0.09999999999999432,0.09999999999999432,2020-04-07 +2020-04-07 08:55:00-04:00,107.802,108.0,107.8,108.0,16585,0.11123470522802492,0.20000000000000284,0.20000000000000284,2020-04-07 +2020-04-07 08:54:00-04:00,108.16,108.16,108.0,108.0,20880,0.0,0.1599999999999966,0.1599999999999966,2020-04-07 +2020-04-07 08:53:00-04:00,108.17,108.2,108.15,108.15,12805,0.1388888888888884,0.04999999999999716,0.04999999999999716,2020-04-07 +2020-04-07 08:52:00-04:00,108.20200000000001,108.20200000000001,108.19998000000001,108.2,8580,0.046232085067043904,0.002020000000001687,0.002020000000001687,2020-04-07 +2020-04-07 08:51:00-04:00,108.288,108.318,108.2,108.2,20740,0.0,0.117999999999995,0.117999999999995,2020-04-07 +2020-04-07 08:50:00-04:00,108.15,108.314,108.15,108.294,18895,0.08687615526801196,0.16399999999998727,0.16399999999998727,2020-04-07 +2020-04-07 08:49:00-04:00,108.198,108.2,108.152,108.2,9385,-0.08680074611704391,0.04800000000000182,0.04800000000000182,2020-04-07 +2020-04-07 08:48:00-04:00,108.00200000000001,108.16,108.0,108.16,4750,-0.03696857670980602,0.1599999999999966,0.1599999999999966,2020-04-07 +2020-04-07 08:47:00-04:00,108.12,108.2,108.06,108.1,25895,-0.055473372781067454,0.14000000000000057,0.14000000000000057,2020-04-07 +2020-04-07 08:46:00-04:00,108.1,108.1,108.1,108.1,2660,0.0,0.0,0.0,2020-04-07 +2020-04-07 08:45:00-04:00,107.82,108.022,107.8,108.022,12730,-0.07215541165586092,0.2220000000000084,0.2220000000000084,2020-04-07 +2020-04-07 08:44:00-04:00,108.2,108.2,107.81,107.81,31925,-0.1962563181574173,0.39000000000000057,0.39000000000000057,2020-04-07 +2020-04-07 08:43:00-04:00,108.15799999999999,108.25399999999999,108.15799999999999,108.25399999999999,17950,0.4118356367683873,0.09600000000000364,0.09600000000000364,2020-04-07 +2020-04-07 08:42:00-04:00,108.17399999999999,108.17399999999999,108.1,108.1,7460,-0.14225802279822508,0.07399999999999807,0.07399999999999807,2020-04-07 +2020-04-07 08:41:00-04:00,108.066,108.2,108.066,108.178,11265,0.07215541165588313,0.13400000000000034,0.13400000000000034,2020-04-07 +2020-04-07 08:40:00-04:00,107.99799999999999,108.2,107.99600000000001,108.2,26325,0.020336852225044666,0.20399999999999352,0.20399999999999352,2020-04-07 +2020-04-07 08:39:00-04:00,107.946,107.946,107.88,107.88,10795,-0.29574861367838157,0.0660000000000025,0.0660000000000025,2020-04-07 +2020-04-07 08:38:00-04:00,107.76799999999999,107.946,107.76799999999999,107.946,45315,0.06117908787541815,0.17800000000001148,0.17800000000001148,2020-04-07 +2020-04-07 08:37:00-04:00,107.78,107.78,107.78,107.78,3170,-0.15378059400069644,0.0,0.0,2020-04-07 +2020-04-07 08:35:00-04:00,107.8,107.8,107.8,107.8,3580,0.01855631842642147,0.0,0.0,2020-04-07 +2020-04-07 08:34:00-04:00,107.756,107.8,107.664,107.77799999999999,12325,-0.020408163265306367,0.13599999999999568,0.13599999999999568,2020-04-07 +2020-04-07 08:33:00-04:00,107.588,107.7,107.53,107.7,8650,-0.0723709848020837,0.1700000000000017,0.1700000000000017,2020-04-07 +2020-04-07 08:32:00-04:00,107.53,107.53,107.53,107.53,3070,-0.1578458681522732,0.0,0.0,2020-04-07 +2020-04-07 08:31:00-04:00,107.6,107.72,107.5,107.5,23845,-0.027899190923463824,0.21999999999999886,0.21999999999999886,2020-04-07 +2020-04-07 08:30:00-04:00,107.726,107.73796000000002,107.726,107.73796000000002,4430,0.22135813953489958,0.01196000000001618,0.01196000000001618,2020-04-07 +2020-04-06 09:30:00-04:00,102.2,102.23200000000001,102.17200000000001,102.2,15695,0.4511455558722677,0.060000000000002274,0.060000000000002274,2020-04-06 +2020-04-06 09:29:00-04:00,102.0,102.26,101.97,102.25200000000001,37265,0.050880626223093195,0.29000000000000625,0.29000000000000625,2020-04-06 +2020-04-06 09:28:00-04:00,101.96,102.0,101.8,101.9,16190,-0.3442475452802962,0.20000000000000284,0.20000000000000284,2020-04-06 +2020-04-06 09:27:00-04:00,101.898,102.0,101.86200000000001,101.976,10415,0.07458292443571768,0.13799999999999102,0.13799999999999102,2020-04-06 +2020-04-06 09:26:00-04:00,101.8,101.85600000000001,101.704,101.8,10185,-0.1725896289322959,0.15200000000001523,0.15200000000001523,2020-04-06 +2020-04-06 09:25:00-04:00,101.802,101.89,101.68,101.8,8920,0.0,0.20999999999999375,0.20999999999999375,2020-04-06 +2020-04-06 09:24:00-04:00,101.6,102.0,101.5,102.0,36330,0.19646365422396617,0.5,0.5,2020-04-06 +2020-04-06 09:23:00-04:00,101.912,101.912,101.61399999999999,101.624,32565,-0.3686274509803966,0.29800000000001603,0.29800000000001603,2020-04-06 +2020-04-06 09:22:00-04:00,101.906,102.0,101.9,101.9,38070,0.2715893883334708,0.09999999999999432,0.09999999999999432,2020-04-06 +2020-04-06 09:21:00-04:00,101.99799999999999,102.0,101.99600000000001,102.0,33850,0.09813542688910104,0.003999999999990678,0.003999999999990678,2020-04-06 +2020-04-06 09:20:00-04:00,101.928,101.99799999999999,101.928,101.99799999999999,23825,-0.0019607843137370295,0.06999999999999318,0.06999999999999318,2020-04-06 +2020-04-06 09:19:00-04:00,101.68,101.928,101.68,101.88,44895,-0.11568854291260644,0.24799999999999045,0.24799999999999045,2020-04-06 +2020-04-06 09:18:00-04:00,101.67996,101.76,101.6,101.76,14160,-0.11778563015311105,0.1600000000000108,0.1600000000000108,2020-04-06 +2020-04-06 09:17:00-04:00,101.74,101.74,101.67,101.71,8045,-0.04913522012579552,0.06999999999999318,0.06999999999999318,2020-04-06 +2020-04-06 09:16:00-04:00,101.71,101.71,101.71,101.71,7280,0.0,0.0,0.0,2020-04-06 +2020-04-06 09:15:00-04:00,101.7,101.7,101.7,101.7,5900,-0.009831874938537322,0.0,0.0,2020-04-06 +2020-04-06 09:14:00-04:00,101.596,101.7,101.596,101.7,15325,0.0,0.1039999999999992,0.1039999999999992,2020-04-06 +2020-04-06 09:13:00-04:00,101.56200000000001,101.6,101.5,101.6,11545,-0.0983284169124965,0.09999999999999432,0.09999999999999432,2020-04-06 +2020-04-06 09:12:00-04:00,101.60600000000001,101.60600000000001,101.55,101.55,14335,-0.04921259842519676,0.056000000000011596,0.056000000000011596,2020-04-06 +2020-04-06 09:11:00-04:00,101.50200000000001,101.64,101.50200000000001,101.64,19940,0.08862629246677578,0.13799999999999102,0.13799999999999102,2020-04-06 +2020-04-06 09:10:00-04:00,101.5,101.596,101.5,101.5,14960,-0.13774104683195176,0.09600000000000364,0.09600000000000364,2020-04-06 +2020-04-06 09:09:00-04:00,101.6,101.6,101.50004,101.50004,6795,3.940886699194124e-05,0.09995999999999583,0.09995999999999583,2020-04-06 +2020-04-06 09:08:00-04:00,101.7,101.774,101.6,101.6,22580,0.09848271980976708,0.1740000000000066,0.1740000000000066,2020-04-06 +2020-04-06 09:07:00-04:00,101.68,101.68,101.47200000000001,101.678,20320,0.07677165354331716,0.2079999999999984,0.2079999999999984,2020-04-06 +2020-04-06 09:06:00-04:00,101.5,101.7,101.5,101.7,27050,0.021636932276414278,0.20000000000000284,0.20000000000000284,2020-04-06 +2020-04-06 09:05:00-04:00,101.77,101.77,101.56,101.56,29780,-0.13765978367747955,0.20999999999999375,0.20999999999999375,2020-04-06 +2020-04-06 09:04:00-04:00,101.4,101.758,101.38799999999999,101.758,41585,0.19495864513587868,0.37000000000000455,0.37000000000000455,2020-04-06 +2020-04-06 09:03:00-04:00,101.095,101.398,101.09,101.39792,24885,-0.3538591560368731,0.3079999999999927,0.3079999999999927,2020-04-06 +2020-04-06 09:02:00-04:00,100.964,101.12,100.818,100.988,31840,-0.40426864771979654,0.3020000000000067,0.3020000000000067,2020-04-06 +2020-04-06 09:01:00-04:00,100.898,100.9,100.8,100.9,8460,-0.08713906602764165,0.10000000000000853,0.10000000000000853,2020-04-06 +2020-04-06 09:00:00-04:00,100.9,100.9,100.8,100.8,3875,-0.09910802775026095,0.10000000000000853,0.10000000000000853,2020-04-06 +2020-04-06 08:59:00-04:00,100.79799999999999,100.874,100.79799999999999,100.874,8840,0.07341269841270037,0.07600000000000762,0.07600000000000762,2020-04-06 +2020-04-06 08:58:00-04:00,100.8,100.876,100.7,100.876,9410,0.001982671451528084,0.17600000000000193,0.17600000000000193,2020-04-06 +2020-04-06 08:57:00-04:00,100.96600000000001,100.96600000000001,100.80799999999999,100.824,19850,-0.05154843570324141,0.15800000000001546,0.15800000000001546,2020-04-06 +2020-04-06 08:56:00-04:00,100.96600000000001,100.96600000000001,100.96600000000001,100.96600000000001,3820,0.14083948266285784,0.0,0.0,2020-04-06 +2020-04-06 08:55:00-04:00,100.96600000000001,100.96600000000001,100.956,100.956,4545,-0.009904324227960615,0.010000000000005116,0.010000000000005116,2020-04-06 +2020-04-06 08:54:00-04:00,100.95,100.96600000000001,100.82202,100.92,6265,-0.035659099013429785,0.14398000000001332,0.14398000000001332,2020-04-06 +2020-04-06 08:52:00-04:00,100.86200000000001,100.993,100.86200000000001,100.868,5515,-0.05152596115736152,0.13099999999998602,0.13099999999998602,2020-04-06 +2020-04-06 08:51:00-04:00,101.0,101.00399999999999,101.0,101.0,11500,0.1308640996153354,0.003999999999990678,0.003999999999990678,2020-04-06 +2020-04-06 08:50:00-04:00,101.29,101.29,101.124,101.124,16015,0.12277227722772288,0.16600000000001103,0.16600000000001103,2020-04-06 +2020-04-06 08:49:00-04:00,101.25,101.29,101.2,101.29,12315,0.16415489893597535,0.09000000000000341,0.09000000000000341,2020-04-06 +2020-04-06 08:48:00-04:00,100.993,101.25,100.993,101.25,22890,-0.03949057162603298,0.257000000000005,0.257000000000005,2020-04-06 +2020-04-06 08:47:00-04:00,100.98,101.0,100.89399999999999,100.98,20990,-0.2666666666666595,0.10600000000000875,0.10600000000000875,2020-04-06 +2020-04-06 08:46:00-04:00,100.99600000000001,100.99600000000001,100.99600000000001,100.99600000000001,9745,0.015844721727087396,0.0,0.0,2020-04-06 +2020-04-06 08:45:00-04:00,100.984,101.0,100.934,100.934,5940,-0.06138856984436725,0.0660000000000025,0.0660000000000025,2020-04-06 +2020-04-06 08:44:00-04:00,101.00200000000001,101.038,101.00200000000001,101.038,6535,0.10303762854935172,0.03599999999998715,0.03599999999998715,2020-04-06 +2020-04-06 08:43:00-04:00,100.984,101.038,100.984,101.038,16770,0.0,0.054000000000002046,0.054000000000002046,2020-04-06 +2020-04-06 08:42:00-04:00,100.86,101.03399999999999,100.86,101.02799999999999,48920,-0.009897266375036295,0.17399999999999238,0.17399999999999238,2020-04-06 +2020-04-06 08:41:00-04:00,100.77,100.8,100.69,100.72,17200,-0.30486597774873614,0.10999999999999943,0.10999999999999943,2020-04-06 +2020-04-06 08:40:00-04:00,100.9,100.9,100.8,100.85,8670,0.1290706910246131,0.10000000000000853,0.10000000000000853,2020-04-06 +2020-04-06 08:39:00-04:00,100.602,100.81200000000001,100.602,100.81200000000001,31425,-0.0376797223599179,0.21000000000000796,0.21000000000000796,2020-04-06 +2020-04-06 08:37:00-04:00,100.568,100.72,100.568,100.706,23975,-0.1051462127524605,0.15200000000000102,0.15200000000000102,2020-04-06 +2020-04-06 08:36:00-04:00,100.432,100.432,100.31200000000001,100.432,16735,-0.2720791214029017,0.11999999999999034,0.11999999999999034,2020-04-06 +2020-04-06 08:35:00-04:00,100.57,100.57,100.42399999999999,100.42399999999999,4865,-0.007965588657010692,0.1460000000000008,0.1460000000000008,2020-04-06 +2020-04-06 08:33:00-04:00,100.6,100.6,100.46600000000001,100.59,9825,0.1652991316816843,0.13399999999998613,0.13399999999998613,2020-04-06 +2020-04-06 08:32:00-04:00,100.5,100.6,100.5,100.5932,3885,0.003181230738635854,0.09999999999999432,0.09999999999999432,2020-04-06 +2020-04-06 08:31:00-04:00,100.5,100.5,100.5,100.5,4165,-0.09265039784001061,0.0,0.0,2020-04-06 +2020-04-06 08:30:00-04:00,100.5,100.5,100.5,100.5,7675,0.0,0.0,0.0,2020-04-06 +2020-04-03 09:30:00-04:00,102.0,102.01799999999999,101.84200000000001,101.954,101250,1.466958598726098,0.1759999999999735,0.1759999999999735,2020-04-03 +2020-04-03 09:29:00-04:00,103.2,103.2,101.6,101.99,167330,0.0353100417835428,1.6000000000000085,1.6000000000000085,2020-04-03 +2020-04-03 09:28:00-04:00,102.96799999999999,103.098,102.2,103.098,87855,1.0863810177468514,0.8979999999999961,0.8979999999999961,2020-04-03 +2020-04-03 09:27:00-04:00,103.0,103.0,102.74799999999999,102.81,46880,-0.2793458650992231,0.25200000000000955,0.25200000000000955,2020-04-03 +2020-04-03 09:26:00-04:00,103.26,103.3,103.042,103.042,25400,0.22565898258923855,0.25799999999999557,0.25799999999999557,2020-04-03 +2020-04-03 09:25:00-04:00,103.3,103.3,103.18,103.3,18275,0.2503833388326937,0.11999999999999034,0.11999999999999034,2020-04-03 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09:18:00-04:00,103.24600000000001,103.25399999999999,103.176,103.22,13875,0.18441230709502765,0.07799999999998875,0.07799999999998875,2020-04-03 +2020-04-03 09:17:00-04:00,103.26799999999999,103.26799999999999,103.04,103.17200000000001,43465,-0.046502615772126,0.22799999999998022,0.22799999999998022,2020-04-03 +2020-04-03 09:16:00-04:00,103.42200000000001,103.42200000000001,103.11200000000001,103.11200000000001,27060,-0.0581553134571422,0.3100000000000023,0.3100000000000023,2020-04-03 +2020-04-03 09:15:00-04:00,103.616,103.616,103.59,103.6,7645,0.4732717821398058,0.02599999999999625,0.02599999999999625,2020-04-03 +2020-04-03 09:14:00-04:00,103.464,103.6,103.464,103.5,42365,-0.09652509652509078,0.13599999999999568,0.13599999999999568,2020-04-03 +2020-04-03 09:13:00-04:00,103.428,103.6,103.34200000000001,103.36,24170,-0.13526570048308928,0.25799999999998136,0.25799999999998136,2020-04-03 +2020-04-03 09:12:00-04:00,103.20200000000001,103.396,103.11,103.3,32375,-0.05804953560372139,0.28600000000000136,0.28600000000000136,2020-04-03 +2020-04-03 09:11:00-04:00,103.455,103.464,103.204,103.204,22740,-0.09293320425943774,0.2600000000000051,0.2600000000000051,2020-04-03 +2020-04-03 09:10:00-04:00,103.7,103.7,103.50200000000001,103.58,17730,0.36432696407115994,0.1979999999999933,0.1979999999999933,2020-04-03 +2020-04-03 09:09:00-04:00,103.60002,103.8,103.6,103.8,20580,0.21239621548561072,0.20000000000000284,0.20000000000000284,2020-04-03 +2020-04-03 09:08:00-04:00,103.5,103.7,103.5,103.64,17155,-0.15414258188823915,0.20000000000000284,0.20000000000000284,2020-04-03 +2020-04-03 09:07:00-04:00,103.4,103.52600000000001,103.4,103.52600000000001,10275,-0.10999614048629036,0.12600000000000477,0.12600000000000477,2020-04-03 +2020-04-03 09:06:00-04:00,103.2,103.396,103.196,103.39,16990,-0.131367965535234,0.20000000000000284,0.20000000000000284,2020-04-03 +2020-04-03 09:05:00-04:00,103.228,103.38,103.104,103.11200000000001,29260,-0.2688848051068726,0.27599999999999625,0.27599999999999625,2020-04-03 +2020-04-03 09:04:00-04:00,103.602,103.602,103.054,103.184,59485,0.06982698425013201,0.5480000000000018,0.5480000000000018,2020-04-03 +2020-04-03 09:03:00-04:00,103.59996,103.7,103.55,103.61399999999999,23780,0.41673127616683736,0.15000000000000568,0.15000000000000568,2020-04-03 +2020-04-03 09:02:00-04:00,103.48,103.6,103.404,103.596,29935,-0.017372169783991254,0.19599999999999795,0.19599999999999795,2020-04-03 +2020-04-03 09:01:00-04:00,103.46600000000001,103.48,103.304,103.46600000000001,26115,-0.12548747055870502,0.17600000000000193,0.17600000000000193,2020-04-03 +2020-04-03 09:00:00-04:00,103.4,103.6,103.4,103.586,26415,0.11598012873792474,0.19999999999998863,0.19999999999998863,2020-04-03 +2020-04-03 08:59:00-04:00,104.1,104.1,103.402,103.402,84070,-0.17763018168478473,0.6979999999999933,0.6979999999999933,2020-04-03 +2020-04-03 08:58:00-04:00,104.00200000000001,104.09,103.96,104.09,18715,0.6653643062996872,0.13000000000000966,0.13000000000000966,2020-04-03 +2020-04-03 08:57:00-04:00,104.296,104.3,104.01,104.16,18495,0.06724949562877391,0.28999999999999204,0.28999999999999204,2020-04-03 +2020-04-03 08:56:00-04:00,104.212,104.212,104.212,104.212,3395,0.04992319508450027,0.0,0.0,2020-04-03 +2020-04-03 08:55:00-04:00,104.2,104.3,104.12002,104.3,26050,0.08444325029746125,0.17998000000000047,0.17998000000000047,2020-04-03 +2020-04-03 08:54:00-04:00,104.04,104.39,103.904,104.34,33790,0.03835091083412845,0.4860000000000042,0.4860000000000042,2020-04-03 +2020-04-03 08:53:00-04:00,104.0,104.06,103.786,104.04,69945,-0.2875215641173101,0.2740000000000009,0.2740000000000009,2020-04-03 +2020-04-03 08:52:00-04:00,104.00200000000001,104.00200000000001,103.9,104.0,19935,-0.03844675124952124,0.10200000000000387,0.10200000000000387,2020-04-03 +2020-04-03 08:51:00-04:00,104.08,104.2,103.97,103.99799999999999,29465,-0.0019230769230826894,0.23000000000000398,0.23000000000000398,2020-04-03 +2020-04-03 08:50:00-04:00,104.204,104.204,103.9,104.00004,22870,0.0019615761841729196,0.30399999999998784,0.30399999999998784,2020-04-03 +2020-04-03 08:49:00-04:00,104.2,104.242,104.08,104.19200000000001,16565,0.18457685208583818,0.16200000000000614,0.16200000000000614,2020-04-03 +2020-04-03 08:48:00-04:00,104.016,104.18799999999999,104.016,104.18799999999999,15905,-0.0038390663390841517,0.17199999999998283,0.17199999999998283,2020-04-03 +2020-04-03 08:47:00-04:00,103.866,104.088,103.84200000000001,104.0,14700,-0.18044304526432242,0.2459999999999809,0.2459999999999809,2020-04-03 +2020-04-03 08:46:00-04:00,104.11,104.11,103.8,103.82,18000,-0.17307692307693134,0.3100000000000023,0.3100000000000023,2020-04-03 +2020-04-03 08:45:00-04:00,103.994,104.2,103.70200000000001,103.882,50335,0.05971874397998622,0.49799999999999045,0.49799999999999045,2020-04-03 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08:37:00-04:00,105.244,105.3,105.06,105.06,18955,0.2481107343722755,0.23999999999999488,0.23999999999999488,2020-04-03 +2020-04-03 08:36:00-04:00,105.492,105.492,105.2,105.212,21095,0.14467923091567858,0.2920000000000016,0.2920000000000016,2020-04-03 +2020-04-03 08:35:00-04:00,105.22399999999999,105.5,105.20002,105.41,50500,0.188191461050069,0.299980000000005,0.299980000000005,2020-04-03 +2020-04-03 08:34:00-04:00,104.97,105.2,104.89399999999999,105.2,62160,-0.19922208519115303,0.3060000000000116,0.3060000000000116,2020-04-03 +2020-04-03 08:33:00-04:00,104.602,104.96,104.602,104.9,29780,-0.2851711026615966,0.3579999999999899,0.3579999999999899,2020-04-03 +2020-04-03 08:32:00-04:00,104.7,104.796,104.398,104.602,17560,-0.2840800762631046,0.39800000000001035,0.39800000000001035,2020-04-03 +2020-04-03 08:31:00-04:00,104.8,104.82,104.4,104.44200000000001,50045,-0.15296074644843838,0.4199999999999875,0.4199999999999875,2020-04-03 +2020-04-03 08:30:00-04:00,104.8,104.9,104.774,104.9,15265,0.4385209015530078,0.12600000000000477,0.12600000000000477,2020-04-03 +2020-04-02 09:30:00-04:00,96.258,96.258,96.2,96.2,6200,-0.4120168119422729,0.057999999999992724,0.057999999999992724,2020-04-02 +2020-04-02 09:29:00-04:00,96.0,96.31200000000001,96.0,96.15799999999999,24995,-0.04365904365906115,0.3120000000000118,0.3120000000000118,2020-04-02 +2020-04-02 09:28:00-04:00,95.8,95.8,95.8,95.8,3735,-0.3723039164707953,0.0,0.0,2020-04-02 +2020-04-02 09:27:00-04:00,95.89,95.9,95.8,95.8,5085,0.0,0.10000000000000853,0.10000000000000853,2020-04-02 +2020-04-02 09:26:00-04:00,95.83200000000001,96.02,95.83200000000001,95.96,27545,0.1670146137787043,0.18799999999998818,0.18799999999998818,2020-04-02 +2020-04-02 09:25:00-04:00,95.598,95.77600000000001,95.598,95.77600000000001,18885,-0.19174656106709653,0.17800000000001148,0.17800000000001148,2020-04-02 +2020-04-02 09:24:00-04:00,94.99600000000001,95.29799999999999,94.99600000000001,95.29799999999999,19005,-0.49908118944205215,0.3019999999999783,0.3019999999999783,2020-04-02 +2020-04-02 09:23:00-04:00,94.898,94.99,94.898,94.99,5815,-0.32319670926985733,0.09199999999999875,0.09199999999999875,2020-04-02 +2020-04-02 09:22:00-04:00,94.9,94.9,94.8,94.8,7600,-0.20002105484787647,0.10000000000000853,0.10000000000000853,2020-04-02 +2020-04-02 09:21:00-04:00,94.71398,94.82600000000001,94.71398,94.82600000000001,11970,0.027426160337573613,0.11202000000000112,0.11202000000000112,2020-04-02 +2020-04-02 09:20:00-04:00,94.5,94.8,94.42,94.8,31650,-0.027418640457266275,0.37999999999999545,0.37999999999999545,2020-04-02 +2020-04-02 09:19:00-04:00,94.62,94.62,94.512,94.512,14780,-0.30379746835442756,0.10800000000000409,0.10800000000000409,2020-04-02 +2020-04-02 09:18:00-04:00,94.9,94.9,94.54,94.54,19990,0.029625867614702095,0.35999999999999943,0.35999999999999943,2020-04-02 +2020-04-02 09:17:00-04:00,94.7,96.31200000000001,94.512,94.512,109690,-0.029617093293854424,1.8000000000000114,1.8000000000000114,2020-04-02 +2020-04-02 09:16:00-04:00,94.6,94.8,94.6,94.7,23385,0.19891653969865697,0.20000000000000284,0.20000000000000284,2020-04-02 +2020-04-02 09:15:00-04:00,94.94,95.06,94.6,94.6,27865,-0.10559662090814381,0.46000000000000796,0.46000000000000796,2020-04-02 +2020-04-02 09:14:00-04:00,95.16,95.16,95.0,95.0,29140,0.42283298097252064,0.1599999999999966,0.1599999999999966,2020-04-02 +2020-04-02 09:13:00-04:00,95.2,95.2,95.2,95.2,6230,0.21052631578948322,0.0,0.0,2020-04-02 +2020-04-02 09:12:00-04:00,95.348,95.4,95.3,95.3,19075,0.10504201680672232,0.10000000000000853,0.10000000000000853,2020-04-02 +2020-04-02 09:11:00-04:00,95.2,95.2,95.03200000000001,95.2,23880,-0.10493179433367361,0.16799999999999216,0.16799999999999216,2020-04-02 +2020-04-02 09:10:00-04:00,95.446,95.446,95.2,95.2,28040,0.0,0.2459999999999951,0.2459999999999951,2020-04-02 +2020-04-02 09:09:00-04:00,95.792,95.792,95.446,95.446,23425,0.258403361344528,0.34600000000000364,0.34600000000000364,2020-04-02 +2020-04-02 09:08:00-04:00,95.8,95.8,95.75399999999999,95.8,8055,0.3708903463738755,0.04600000000000648,0.04600000000000648,2020-04-02 +2020-04-02 09:07:00-04:00,96.0,96.0,95.8,95.844,9265,0.045929018789148124,0.20000000000000284,0.20000000000000284,2020-04-02 +2020-04-02 09:06:00-04:00,95.8,96.12,95.8,96.12,17430,0.2879679479153685,0.3200000000000074,0.3200000000000074,2020-04-02 +2020-04-02 09:05:00-04:00,96.00200000000001,96.00200000000001,95.8,95.8,23805,-0.33291718684977933,0.2020000000000124,0.2020000000000124,2020-04-02 +2020-04-02 09:04:00-04:00,96.124,96.2746,96.12200000000001,96.2,5940,0.41753653444676075,0.15259999999999252,0.15259999999999252,2020-04-02 +2020-04-02 09:03:00-04:00,96.08,96.36744,96.08,96.36744,7770,0.1740540540540625,0.2874400000000037,0.2874400000000037,2020-04-02 +2020-04-02 09:02:00-04:00,96.12214,96.198,96.0883,96.0883,5065,-0.28966215144866636,0.10969999999998947,0.10969999999998947,2020-04-02 +2020-04-02 09:01:00-04:00,96.08838,96.08838,96.08838,96.08838,3035,8.325675446840819e-05,0.0,0.0,2020-04-02 +2020-04-02 09:00:00-04:00,96.3,96.3,96.1999,96.1999,4985,0.11605981909570406,0.10009999999999764,0.10009999999999764,2020-04-02 +2020-04-02 08:59:00-04:00,96.25,96.3,96.25,96.25,14240,0.05207905621522624,0.04999999999999716,0.04999999999999716,2020-04-02 +2020-04-02 08:58:00-04:00,96.24799999999999,96.314,96.2,96.2,7575,-0.051948051948047524,0.11399999999999011,0.11399999999999011,2020-04-02 +2020-04-02 08:57:00-04:00,96.16,96.3,96.16,96.3,8035,0.10395010395010118,0.14000000000000057,0.14000000000000057,2020-04-02 +2020-04-02 08:56:00-04:00,95.99,96.2,95.99,96.2,17510,-0.10384215991692258,0.21000000000000796,0.21000000000000796,2020-04-02 +2020-04-02 08:55:00-04:00,96.30799999999999,96.30799999999999,95.8,95.8002,38490,-0.4155925155925111,0.5079999999999956,0.5079999999999956,2020-04-02 +2020-04-02 08:54:00-04:00,96.598,96.598,96.4,96.4,8500,0.6260947263158068,0.1979999999999933,0.1979999999999933,2020-04-02 +2020-04-02 08:53:00-04:00,96.4028,96.59662,96.4028,96.59662,2970,0.20396265560165272,0.19382000000000232,0.19382000000000232,2020-04-02 +2020-04-02 08:52:00-04:00,96.6,96.6,96.5,96.57600000000001,10810,-0.02134650260018356,0.09999999999999432,0.09999999999999432,2020-04-02 +2020-04-02 08:51:00-04:00,96.6,96.6,96.6,96.6,7700,0.024850894632200138,0.0,0.0,2020-04-02 +2020-04-02 08:50:00-04:00,96.6,96.60002,96.4,96.4,17430,-0.20703933747411307,0.20001999999999498,0.20001999999999498,2020-04-02 +2020-04-02 08:49:00-04:00,96.44,96.706,96.44,96.7,10950,0.3112033195020736,0.26600000000000534,0.26600000000000534,2020-04-02 +2020-04-02 08:48:00-04:00,96.83596,96.83596,96.4,96.4,17335,-0.31023784901758056,0.43595999999999435,0.43595999999999435,2020-04-02 +2020-04-02 08:47:00-04:00,96.7498,96.836,96.7498,96.836,8545,0.4522821576763425,0.08620000000000516,0.08620000000000516,2020-04-02 +2020-04-02 08:46:00-04:00,96.75,96.75,96.6,96.75,12630,-0.0888099467140302,0.15000000000000568,0.15000000000000568,2020-04-02 +2020-04-02 08:45:00-04:00,96.39998,96.4,96.21,96.4,20840,-0.36175710594315014,0.19000000000001194,0.19000000000001194,2020-04-02 +2020-04-02 08:44:00-04:00,96.2,96.2,96.2,96.2,6850,-0.20746887966804906,0.0,0.0,2020-04-02 +2020-04-02 08:43:00-04:00,96.0,96.48,95.83200000000001,96.2,49190,0.0,0.6479999999999961,0.6479999999999961,2020-04-02 +2020-04-02 08:42:00-04:00,96.5,96.5,96.0,96.12078000000001,39955,-0.08234927234926914,0.5,0.5,2020-04-02 +2020-04-02 08:41:00-04:00,96.76,96.76,96.52,96.52,7900,0.4153316275627317,0.2400000000000091,0.2400000000000091,2020-04-02 +2020-04-02 08:40:00-04:00,97.00200000000001,97.00200000000001,96.92,97.00200000000001,6635,0.49937836717779405,0.08200000000000784,0.08200000000000784,2020-04-02 +2020-04-02 08:39:00-04:00,96.824,97.00200000000001,96.78,97.00200000000001,14905,0.0,0.2220000000000084,0.2220000000000084,2020-04-02 +2020-04-02 08:38:00-04:00,97.21,97.29798000000001,97.13600000000001,97.29798000000001,12670,0.30512772932516086,0.1619799999999998,0.1619799999999998,2020-04-02 +2020-04-02 08:37:00-04:00,96.98899999999999,97.54,96.98899999999999,97.16,22375,-0.1418117827317822,0.5510000000000161,0.5510000000000161,2020-04-02 +2020-04-02 08:36:00-04:00,97.06,97.09200000000001,97.0,97.0,34050,-0.16467682173734177,0.09200000000001296,0.09200000000001296,2020-04-02 +2020-04-02 08:35:00-04:00,97.35,97.4,97.19200000000001,97.19200000000001,24835,0.1979381443299122,0.2079999999999984,0.2079999999999984,2020-04-02 +2020-04-02 08:34:00-04:00,97.57600000000001,97.8,97.35,97.35,22900,0.162564820149802,0.45000000000000284,0.45000000000000284,2020-04-02 +2020-04-02 08:33:00-04:00,97.99,98.088,97.8,97.8,24310,0.46224961479199855,0.2879999999999967,0.2879999999999967,2020-04-02 +2020-04-02 08:32:00-04:00,97.8,98.04799999999999,97.8,98.04799999999999,19100,0.25357873210631876,0.24799999999999045,0.24799999999999045,2020-04-02 +2020-04-02 08:31:00-04:00,98.0,98.0,97.566,97.81200000000001,28790,-0.2406984334203388,0.4339999999999975,0.4339999999999975,2020-04-02 +2020-04-02 08:30:00-04:00,98.0,98.088,98.0,98.088,14800,0.2821739663844802,0.08799999999999386,0.08799999999999386,2020-04-02 +2020-04-01 09:30:00-04:00,100.7,100.8,100.7,100.79799999999999,5900,0.1798900782173929,0.09999999999999432,0.09999999999999432,2020-04-01 +2020-04-01 09:29:00-04:00,100.7,100.79799999999999,100.7,100.79799999999999,5160,0.0,0.09799999999998477,0.09799999999998477,2020-04-01 +2020-04-01 09:28:00-04:00,100.586,100.6,100.586,100.6,4850,-0.19643246889818888,0.013999999999995794,0.013999999999995794,2020-04-01 +2020-04-01 09:26:00-04:00,100.25200000000001,100.25200000000001,100.25200000000001,100.25200000000001,2945,-0.34592445328029964,0.0,0.0,2020-04-01 +2020-04-01 09:25:00-04:00,100.34,100.34004,100.34,100.34004,10585,0.08781869688383459,3.999999999848569e-05,3.999999999848569e-05,2020-04-01 +2020-04-01 09:24:00-04:00,100.3,100.52,100.3,100.52,10495,0.17935013779144526,0.21999999999999886,0.21999999999999886,2020-04-01 +2020-04-01 09:23:00-04:00,100.12,100.3,100.12,100.3,11115,-0.21886191802625854,0.1799999999999926,0.1799999999999926,2020-04-01 +2020-04-01 09:22:00-04:00,100.61,100.62200000000001,100.186,100.186,22500,-0.11365902293120067,0.43600000000000705,0.43600000000000705,2020-04-01 +2020-04-01 09:21:00-04:00,100.72,100.72,100.6,100.662,15980,0.47511628371228465,0.12000000000000455,0.12000000000000455,2020-04-01 +2020-04-01 09:20:00-04:00,100.706,100.76,100.704,100.76,8530,0.09735550654665914,0.056000000000011596,0.056000000000011596,2020-04-01 +2020-04-01 09:19:00-04:00,100.8,100.84,100.76,100.84,8300,0.07939658594680044,0.0799999999999983,0.0799999999999983,2020-04-01 +2020-04-01 09:18:00-04:00,100.9,100.9,100.89,100.89,4920,0.04958349861166056,0.010000000000005116,0.010000000000005116,2020-04-01 +2020-04-01 09:17:00-04:00,101.1,101.1,100.94,100.94,8175,0.04955892556248731,0.1599999999999966,0.1599999999999966,2020-04-01 +2020-04-01 09:16:00-04:00,101.126,101.126,101.1,101.1,3160,0.15851000594411246,0.02600000000001046,0.02600000000001046,2020-04-01 +2020-04-01 09:15:00-04:00,101.024,101.024,101.0,101.0,6010,-0.09891196834816984,0.02400000000000091,0.02400000000000091,2020-04-01 +2020-04-01 09:14:00-04:00,101.12,101.196,101.12,101.196,4015,0.19405940594059423,0.0759999999999934,0.0759999999999934,2020-04-01 +2020-04-01 09:13:00-04:00,101.0,101.06,101.0,101.0,9650,-0.1936835448041352,0.060000000000002274,0.060000000000002274,2020-04-01 +2020-04-01 09:11:00-04:00,101.198,101.198,101.03,101.104,6030,0.10297029702970306,0.16799999999999216,0.16799999999999216,2020-04-01 +2020-04-01 09:10:00-04:00,101.54,101.564,101.214,101.214,12320,0.10879886057919563,0.3499999999999943,0.3499999999999943,2020-04-01 +2020-04-01 09:09:00-04:00,101.5,101.53200000000001,101.42,101.42,12330,0.20352915604560096,0.11200000000000898,0.11200000000000898,2020-04-01 +2020-04-01 09:08:00-04:00,101.4,101.54,101.4,101.54,6400,0.11831985801618039,0.14000000000000057,0.14000000000000057,2020-04-01 +2020-04-01 09:07:00-04:00,100.94200000000001,101.1,100.94200000000001,101.1,16690,-0.43332676777625423,0.15799999999998704,0.15799999999998704,2020-04-01 +2020-04-01 09:06:00-04:00,100.89,100.91,100.89,100.91,3990,-0.18793273986151826,0.01999999999999602,0.01999999999999602,2020-04-01 +2020-04-01 09:05:00-04:00,101.0,101.0,101.0,101.0,2995,0.08918838569023091,0.0,0.0,2020-04-01 +2020-04-01 09:04:00-04:00,100.89399999999999,100.89399999999999,100.89399999999999,100.89399999999999,2330,-0.10495049504951615,0.0,0.0,2020-04-01 +2020-04-01 09:03:00-04:00,100.792,100.976,100.77600000000001,100.83200000000001,10415,-0.061450631355663976,0.19999999999998863,0.19999999999998863,2020-04-01 +2020-04-01 09:02:00-04:00,100.77600000000001,100.9,100.77600000000001,100.9,7380,0.06743890828309063,0.12399999999999523,0.12399999999999523,2020-04-01 +2020-04-01 09:00:00-04:00,100.9,100.9,100.852,100.852,6000,-0.047571853320116375,0.04800000000000182,0.04800000000000182,2020-04-01 +2020-04-01 08:59:00-04:00,101.0,101.0,100.9,101.0,9190,0.14674969261887494,0.09999999999999432,0.09999999999999432,2020-04-01 +2020-04-01 08:58:00-04:00,101.0,101.0,101.0,101.0,2990,0.0,0.0,0.0,2020-04-01 +2020-04-01 08:57:00-04:00,101.13,101.14200000000001,101.13,101.13,18140,0.12871287128712883,0.012000000000014666,0.012000000000014666,2020-04-01 +2020-04-01 08:56:00-04:00,100.976,101.154,100.976,101.13,39340,0.0,0.17799999999999727,0.17799999999999727,2020-04-01 +2020-04-01 08:55:00-04:00,100.954,100.954,100.72,100.72,3955,-0.4054187679224719,0.23399999999999466,0.23399999999999466,2020-04-01 +2020-04-01 08:54:00-04:00,100.8,100.8,100.8,100.8,6445,0.0794281175536149,0.0,0.0,2020-04-01 +2020-04-01 08:53:00-04:00,100.88,100.88,100.648,100.648,4025,-0.15079365079365692,0.23199999999999932,0.23199999999999932,2020-04-01 +2020-04-01 08:52:00-04:00,100.774,100.85600000000001,100.76,100.85600000000001,10460,0.20666083777125532,0.09600000000000364,0.09600000000000364,2020-04-01 +2020-04-01 08:50:00-04:00,100.694,100.694,100.694,100.694,3785,-0.16062504957563561,0.0,0.0,2020-04-01 +2020-04-01 08:49:00-04:00,100.95,100.95,100.796,100.8,18130,0.10526943015471968,0.15399999999999636,0.15399999999999636,2020-04-01 +2020-04-01 08:48:00-04:00,101.0,101.0,101.0,101.0,5425,0.1984126984126977,0.0,0.0,2020-04-01 +2020-04-01 08:47:00-04:00,100.98,101.0,100.91799999999999,101.0,14310,0.0,0.08200000000000784,0.08200000000000784,2020-04-01 +2020-04-01 08:46:00-04:00,100.8,100.936,100.60600000000001,100.936,20605,-0.06336633663365232,0.3299999999999983,0.3299999999999983,2020-04-01 +2020-04-01 08:45:00-04:00,100.60600000000001,100.7,100.60600000000001,100.7,2780,-0.23381152413410877,0.09399999999999409,0.09399999999999409,2020-04-01 +2020-04-01 08:44:00-04:00,100.756,100.756,100.756,100.756,5230,0.055610724925525545,0.0,0.0,2020-04-01 +2020-04-01 08:43:00-04:00,100.7,100.7,100.64399999999999,100.64399999999999,4340,-0.11115963317321897,0.056000000000011596,0.056000000000011596,2020-04-01 +2020-04-01 08:42:00-04:00,100.63600000000001,100.63600000000001,100.63600000000001,100.63600000000001,13585,-0.007948809665736523,0.0,0.0,2020-04-01 +2020-04-01 08:41:00-04:00,100.538,100.6,100.538,100.6,5365,-0.035772486982810214,0.06199999999999761,0.06199999999999761,2020-04-01 +2020-04-01 08:40:00-04:00,100.59,100.6,100.45,100.45,6670,-0.14910536779323413,0.14999999999999147,0.14999999999999147,2020-04-01 +2020-04-01 08:39:00-04:00,100.61200000000001,100.61200000000001,100.6,100.6,8480,0.1493280238924699,0.012000000000014666,0.012000000000014666,2020-04-01 +2020-04-01 08:38:00-04:00,100.794,100.794,100.794,100.794,2670,0.1928429423459166,0.0,0.0,2020-04-01 +2020-04-01 08:37:00-04:00,100.794,100.794,100.788,100.788,3765,-0.0059527352818666834,0.006000000000000227,0.006000000000000227,2020-04-01 +2020-04-01 08:36:00-04:00,100.794,100.794,100.794,100.794,6460,0.0059530896535209266,0.0,0.0,2020-04-01 +2020-04-01 08:34:00-04:00,100.794,100.794,100.6,100.6,12285,-0.1924717741135451,0.19400000000000261,0.19400000000000261,2020-04-01 +2020-04-01 08:33:00-04:00,100.7,100.89399999999999,100.6,100.87798000000001,20810,0.2763220675944478,0.29399999999999693,0.29399999999999693,2020-04-01 +2020-04-01 08:32:00-04:00,100.598,100.7,100.598,100.7,12255,-0.17643097135767727,0.10200000000000387,0.10200000000000387,2020-04-01 +2020-04-01 08:31:00-04:00,100.42,100.42,100.42,100.42,1750,-0.2780536246276055,0.0,0.0,2020-04-01 +2020-04-01 08:30:00-04:00,100.52,100.6,100.52,100.598,11605,0.1772555267874898,0.0799999999999983,0.0799999999999983,2020-04-01 +2020-03-31 09:30:00-04:00,100.35799999999999,100.36399999999999,100.256,100.3,18830,0.5312218101633848,0.10799999999998988,0.10799999999998988,2020-03-31 +2020-03-31 09:29:00-04:00,99.87,100.37,99.86,100.23,40120,-0.06979062811565129,0.5100000000000051,0.5100000000000051,2020-03-31 +2020-03-31 09:28:00-04:00,99.796,99.87799999999999,99.796,99.87799999999999,17875,-0.35119225780706476,0.08199999999997942,0.08199999999997942,2020-03-31 +2020-03-31 09:27:00-04:00,99.7,99.76,99.7,99.76,12080,-0.11814413584571026,0.060000000000002274,0.060000000000002274,2020-03-31 +2020-03-31 09:26:00-04:00,99.50399999999999,99.796,99.50200000000001,99.64200000000001,15145,-0.118283881315151,0.29399999999999693,0.29399999999999693,2020-03-31 +2020-03-31 09:25:00-04:00,99.594,99.594,99.55,99.57600000000001,5435,-0.06623712892154243,0.04399999999999693,0.04399999999999693,2020-03-31 +2020-03-31 09:24:00-04:00,99.6,99.6,99.6,99.6,21490,0.024102193299579966,0.0,0.0,2020-03-31 +2020-03-31 09:23:00-04:00,99.53,99.53,99.53,99.53,4935,-0.07028112449798396,0.0,0.0,2020-03-31 +2020-03-31 09:22:00-04:00,99.6,99.6,99.6,99.6,4005,0.07033055360192719,0.0,0.0,2020-03-31 +2020-03-31 09:21:00-04:00,99.57600000000001,99.58,99.55,99.55,7205,-0.05020080321285203,0.030000000000001137,0.030000000000001137,2020-03-31 +2020-03-31 09:19:00-04:00,99.4,99.4,99.4,99.4,8260,-0.1506780512305239,0.0,0.0,2020-03-31 +2020-03-31 09:18:00-04:00,99.4,99.4,99.4,99.4,46040,0.0,0.0,0.0,2020-03-31 +2020-03-31 09:17:00-04:00,99.3,99.3,99.22200000000001,99.22200000000001,84065,-0.1790744466800831,0.07799999999998875,0.07799999999998875,2020-03-31 +2020-03-31 09:16:00-04:00,99.4,99.4,99.4,99.4,6780,0.17939569853460124,0.0,0.0,2020-03-31 +2020-03-31 09:14:00-04:00,99.554,99.554,99.5,99.5,4065,0.1006036217303663,0.054000000000002046,0.054000000000002046,2020-03-31 +2020-03-31 09:13:00-04:00,99.74,99.74,99.5,99.5,7290,0.0,0.23999999999999488,0.23999999999999488,2020-03-31 +2020-03-31 09:12:00-04:00,99.8,99.8,99.78,99.78,4585,0.2814070351758735,0.01999999999999602,0.01999999999999602,2020-03-31 +2020-03-31 09:11:00-04:00,99.49,99.8,99.49,99.8,27730,0.020044097013416362,0.3100000000000023,0.3100000000000023,2020-03-31 +2020-03-31 09:10:00-04:00,99.596,99.598,99.42200000000001,99.42200000000001,17250,-0.3787575150300482,0.17599999999998772,0.17599999999998772,2020-03-31 +2020-03-31 09:09:00-04:00,99.596,99.6,99.404,99.6,30195,0.17903482126691017,0.19599999999999795,0.19599999999999795,2020-03-31 +2020-03-31 09:08:00-04:00,99.34,99.6,99.34,99.6,18070,0.0,0.2599999999999909,0.2599999999999909,2020-03-31 +2020-03-31 09:07:00-04:00,99.538,99.6,99.5,99.58,43275,-0.02008032128513193,0.09999999999999432,0.09999999999999432,2020-03-31 +2020-03-31 09:06:00-04:00,99.368,99.368,99.368,99.368,3485,-0.2128941554529029,0.0,0.0,2020-03-31 +2020-03-31 09:05:00-04:00,99.3,99.4,99.3,99.4,8160,0.03220352628614531,0.10000000000000853,0.10000000000000853,2020-03-31 +2020-03-31 09:04:00-04:00,99.212,99.212,99.212,99.212,5975,-0.18913480885311973,0.0,0.0,2020-03-31 +2020-03-31 09:03:00-04:00,99.5,99.6,99.242,99.291,59465,0.07962746441962931,0.3579999999999899,0.3579999999999899,2020-03-31 +2020-03-31 09:02:00-04:00,99.478,99.49600000000001,99.4,99.402,17785,0.11179260960207937,0.09600000000000364,0.09600000000000364,2020-03-31 +2020-03-31 09:01:00-04:00,99.436,99.5,99.436,99.5,30310,0.0985895656022917,0.06399999999999295,0.06399999999999295,2020-03-31 +2020-03-31 09:00:00-04:00,99.5,99.5,99.4,99.46600000000001,29700,-0.03417085427135369,0.09999999999999432,0.09999999999999432,2020-03-31 +2020-03-31 08:59:00-04:00,99.5,99.5,99.45,99.5,16310,0.03418253473548294,0.04999999999999716,0.04999999999999716,2020-03-31 +2020-03-31 08:58:00-04:00,99.5,99.5,99.492,99.492,3305,-0.008040201005021785,0.007999999999995566,0.007999999999995566,2020-03-31 +2020-03-31 08:57:00-04:00,99.5,99.5,99.478,99.478,5180,-0.014071483134336926,0.02200000000000557,0.02200000000000557,2020-03-31 +2020-03-31 08:56:00-04:00,99.406,99.406,99.33200000000001,99.33200000000001,5710,-0.14676611914190563,0.07399999999999807,0.07399999999999807,2020-03-31 +2020-03-31 08:55:00-04:00,99.5,99.5,99.398,99.398,5570,0.06644384488381228,0.10200000000000387,0.10200000000000387,2020-03-31 +2020-03-31 08:54:00-04:00,99.56,99.58,99.56,99.56,5090,0.1629811465019504,0.01999999999999602,0.01999999999999602,2020-03-31 +2020-03-31 08:51:00-04:00,99.38,99.47,99.38,99.47,8700,-0.09039775010044604,0.09000000000000341,0.09000000000000341,2020-03-31 +2020-03-31 08:50:00-04:00,99.4,99.42,99.4,99.4,6755,-0.07037297677691123,0.01999999999999602,0.01999999999999602,2020-03-31 +2020-03-31 08:49:00-04:00,99.2,99.3,99.2,99.3,5830,-0.1006036217303885,0.09999999999999432,0.09999999999999432,2020-03-31 +2020-03-31 08:48:00-04:00,99.166,99.3,99.15,99.3,10190,0.0,0.14999999999999147,0.14999999999999147,2020-03-31 +2020-03-31 08:47:00-04:00,99.086,99.2,99.086,99.2,8195,-0.10070493454178431,0.11400000000000432,0.11400000000000432,2020-03-31 +2020-03-31 08:46:00-04:00,99.212,99.212,99.02,99.02,14475,-0.1814516129032273,0.19200000000000728,0.19200000000000728,2020-03-31 +2020-03-31 08:45:00-04:00,99.294,99.294,99.2,99.212,6885,0.1939002221773345,0.09399999999999409,0.09399999999999409,2020-03-31 +2020-03-31 08:44:00-04:00,99.3,99.4,99.206,99.4,19350,0.18949320646697299,0.19400000000000261,0.19400000000000261,2020-03-31 +2020-03-31 08:43:00-04:00,99.426,99.426,99.42,99.42,3420,0.02012072434607326,0.006000000000000227,0.006000000000000227,2020-03-31 +2020-03-31 08:42:00-04:00,99.5,99.5,99.49799999999999,99.5,14435,0.08046670690002866,0.0020000000000095497,0.0020000000000095497,2020-03-31 +2020-03-31 08:41:00-04:00,99.4,99.5,99.4,99.4,10530,-0.10050251256280562,0.09999999999999432,0.09999999999999432,2020-03-31 +2020-03-31 08:40:00-04:00,99.5,99.5,99.4,99.4,8310,0.0,0.09999999999999432,0.09999999999999432,2020-03-31 +2020-03-31 08:39:00-04:00,99.8,99.8,99.56,99.6,8665,0.2012072434607548,0.23999999999999488,0.23999999999999488,2020-03-31 +2020-03-31 08:38:00-04:00,99.5888,99.5888,99.5888,99.5888,2615,-0.011244979919666775,0.0,0.0,2020-03-31 +2020-03-31 08:37:00-04:00,99.79,99.8,99.6,99.6,17620,0.011246244557616691,0.20000000000000284,0.20000000000000284,2020-03-31 +2020-03-31 08:36:00-04:00,99.93799999999999,100.426,99.79799999999999,99.8,25800,0.20080321285140812,0.6280000000000143,0.6280000000000143,2020-03-31 +2020-03-31 08:35:00-04:00,100.05,100.05,99.94,99.99799999999999,10945,0.19839679358717444,0.10999999999999943,0.10999999999999943,2020-03-31 +2020-03-31 08:34:00-04:00,100.31200000000001,100.31200000000001,100.072,100.072,4385,0.07400148002960627,0.2400000000000091,0.2400000000000091,2020-03-31 +2020-03-31 08:33:00-04:00,100.354,100.354,100.32799999999999,100.32799999999999,4225,0.2558158126149124,0.02600000000001046,0.02600000000001046,2020-03-31 +2020-03-31 08:32:00-04:00,100.17,100.37,100.17,100.37,9790,0.041862690375582545,0.20000000000000284,0.20000000000000284,2020-03-31 +2020-03-31 08:31:00-04:00,99.8,100.0,99.8,100.0,20455,-0.3686360466274796,0.20000000000000284,0.20000000000000284,2020-03-31 +2020-03-31 08:30:00-04:00,99.7,99.7,99.698,99.698,5730,-0.30200000000000227,0.0020000000000095497,0.0020000000000095497,2020-03-31 +2020-03-30 09:30:00-04:00,102.04,102.162,101.954,102.07600000000001,26240,-0.5746790563574966,0.20800000000001262,0.20800000000001262,2020-03-30 +2020-03-30 09:29:00-04:00,103.406,103.406,102.0,102.334,86975,0.2527528508170285,1.406000000000006,1.406000000000006,2020-03-30 +2020-03-30 09:26:00-04:00,103.6,103.6,103.6,103.6,3665,1.2371254910391372,0.0,0.0,2020-03-30 +2020-03-30 09:25:00-04:00,103.60600000000001,103.60600000000001,103.398,103.398,16550,-0.19498069498069537,0.20800000000001262,0.20800000000001262,2020-03-30 +2020-03-30 09:21:00-04:00,103.6,103.6,103.5,103.6,9150,0.19536161241029415,0.09999999999999432,0.09999999999999432,2020-03-30 +2020-03-30 09:20:00-04:00,103.72,103.72,103.6,103.6,8525,0.0,0.12000000000000455,0.12000000000000455,2020-03-30 +2020-03-30 09:19:00-04:00,103.758,103.758,103.63,103.63,4930,0.028957528957529455,0.1280000000000001,0.1280000000000001,2020-03-30 +2020-03-30 09:18:00-04:00,103.50200000000001,103.6,103.5,103.6,7620,-0.02894914600019005,0.09999999999999432,0.09999999999999432,2020-03-30 +2020-03-30 09:16:00-04:00,103.928,103.928,103.6,103.6,30175,0.0,0.32800000000000296,0.32800000000000296,2020-03-30 +2020-03-30 09:15:00-04:00,103.82,103.82,103.82,103.82,3450,0.2123552123552086,0.0,0.0,2020-03-30 +2020-03-30 09:14:00-04:00,103.82008,103.916,103.82,103.82,9120,0.0,0.09600000000000364,0.09600000000000364,2020-03-30 +2020-03-30 09:11:00-04:00,103.96799999999999,103.96799999999999,103.78,103.78,9390,-0.03852822192255134,0.18799999999998818,0.18799999999998818,2020-03-30 +2020-03-30 09:10:00-04:00,103.976,104.18799999999999,103.976,104.0,32815,0.2119868953555537,0.21199999999998909,0.21199999999998909,2020-03-30 +2020-03-30 09:09:00-04:00,103.92,103.978,103.92,103.97399999999999,6720,-0.02500000000000835,0.057999999999992724,0.057999999999992724,2020-03-30 +2020-03-30 09:08:00-04:00,103.82799999999999,103.846,103.82799999999999,103.846,3910,-0.12310770000191207,0.018000000000014893,0.018000000000014893,2020-03-30 +2020-03-30 09:07:00-04:00,103.73200000000001,103.8,103.67200000000001,103.8,7365,-0.04429636192053721,0.1279999999999859,0.1279999999999859,2020-03-30 +2020-03-30 09:06:00-04:00,103.76,103.76,103.67200000000001,103.67200000000001,4635,-0.12331406551058244,0.08799999999999386,0.08799999999999386,2020-03-30 +2020-03-30 09:05:00-04:00,103.99799999999999,103.99799999999999,103.804,103.804,6690,0.12732463924685078,0.1939999999999884,0.1939999999999884,2020-03-30 +2020-03-30 09:04:00-04:00,103.764,104.0,103.764,103.99799999999999,7865,0.18689067858654873,0.2360000000000042,0.2360000000000042,2020-03-30 +2020-03-30 09:03:00-04:00,104.0,104.0,103.88799999999999,103.88799999999999,5715,-0.10577126483201083,0.11200000000000898,0.11200000000000898,2020-03-30 +2020-03-30 09:02:00-04:00,103.92,103.976,103.88799999999999,103.976,12725,0.08470660711537015,0.08800000000000807,0.08800000000000807,2020-03-30 +2020-03-30 09:01:00-04:00,104.25,104.25,104.005,104.005,10310,0.027891051781181453,0.24500000000000455,0.24500000000000455,2020-03-30 +2020-03-30 09:00:00-04:00,104.178,104.2,104.02,104.2,27745,0.1874909860102969,0.18000000000000682,0.18000000000000682,2020-03-30 +2020-03-30 08:59:00-04:00,104.15799999999999,104.2,104.15799999999999,104.2,5740,0.0,0.0420000000000158,0.0420000000000158,2020-03-30 +2020-03-30 08:58:00-04:00,104.2,104.2,104.1,104.18799999999999,17085,-0.011516314779280723,0.10000000000000853,0.10000000000000853,2020-03-30 +2020-03-30 08:57:00-04:00,103.988,104.0,103.988,104.0,11245,-0.18044304526432242,0.012000000000000455,0.012000000000000455,2020-03-30 +2020-03-30 08:56:00-04:00,103.6,103.6,103.6,103.6,6160,-0.38461538461539435,0.0,0.0,2020-03-30 +2020-03-30 08:55:00-04:00,103.8,103.92,103.8,103.92,8975,0.3088803088803216,0.12000000000000455,0.12000000000000455,2020-03-30 +2020-03-30 08:54:00-04:00,103.8,103.8,103.71,103.71,3845,-0.20207852193996345,0.09000000000000341,0.09000000000000341,2020-03-30 +2020-03-30 08:53:00-04:00,103.8,103.8,103.8,103.8,3290,0.08678044547296704,0.0,0.0,2020-03-30 +2020-03-30 08:52:00-04:00,103.4,103.6,103.26,103.6,13275,-0.19267822736031004,0.3399999999999892,0.3399999999999892,2020-03-30 +2020-03-30 08:51:00-04:00,103.8,103.9,103.4,103.4,20955,-0.19305019305018156,0.5,0.5,2020-03-30 +2020-03-30 08:50:00-04:00,103.958,104.0,103.958,104.0,8235,0.5802707930367523,0.04200000000000159,0.04200000000000159,2020-03-30 +2020-03-30 08:48:00-04:00,104.2,104.2,104.08,104.178,9605,0.17115384615384865,0.12000000000000455,0.12000000000000455,2020-03-30 +2020-03-30 08:47:00-04:00,104.0,104.28,104.0,104.28,12875,0.09790934746300994,0.28000000000000114,0.28000000000000114,2020-03-30 +2020-03-30 08:46:00-04:00,104.2,104.2,103.96,103.96,17370,-0.30686612965095117,0.2400000000000091,0.2400000000000091,2020-03-30 +2020-03-30 08:45:00-04:00,103.9,104.196,103.822,104.1,22810,0.13466717968448894,0.3739999999999952,0.3739999999999952,2020-03-30 +2020-03-30 08:44:00-04:00,103.7,103.8,103.66799999999999,103.8,17630,-0.2881844380403398,0.132000000000005,0.132000000000005,2020-03-30 +2020-03-30 08:43:00-04:00,103.6,103.71799999999999,103.6,103.71799999999999,7890,-0.07899807321772867,0.117999999999995,0.117999999999995,2020-03-30 +2020-03-30 08:42:00-04:00,103.64,103.69200000000001,103.4,103.69200000000001,9695,-0.02506797277230799,0.2920000000000016,0.2920000000000016,2020-03-30 +2020-03-30 08:41:00-04:00,103.59,103.67399999999999,103.57600000000001,103.6,15105,-0.08872429888516775,0.09799999999998477,0.09799999999998477,2020-03-30 +2020-03-30 08:40:00-04:00,103.4436,103.6,103.4436,103.6,4850,0.0,0.15639999999999077,0.15639999999999077,2020-03-30 +2020-03-30 08:39:00-04:00,103.4,103.404,103.34,103.34,9500,-0.25096525096524047,0.06399999999999295,0.06399999999999295,2020-03-30 +2020-03-30 08:38:00-04:00,103.333,103.35,103.333,103.35,5575,0.009676795045465703,0.016999999999995907,0.016999999999995907,2020-03-30 +2020-03-30 08:37:00-04:00,103.338,103.338,103.338,103.338,3305,-0.011611030478952955,0.0,0.0,2020-03-30 +2020-03-30 08:36:00-04:00,103.0,103.2,103.0,103.2,14310,-0.13354235615165022,0.20000000000000284,0.20000000000000284,2020-03-30 +2020-03-30 08:35:00-04:00,102.834,103.05,102.834,103.05,38885,-0.14534883720930258,0.21599999999999397,0.21599999999999397,2020-03-30 +2020-03-30 08:34:00-04:00,102.854,102.854,102.738,102.738,2565,-0.3027656477438079,0.11599999999999966,0.11599999999999966,2020-03-30 +2020-03-30 08:33:00-04:00,102.76,102.806,102.76,102.806,8745,0.06618777862135161,0.04599999999999227,0.04599999999999227,2020-03-30 +2020-03-30 08:31:00-04:00,102.5946,102.6,102.5946,102.6,3885,-0.2003774098788047,0.00539999999999452,0.00539999999999452,2020-03-30 +2020-03-30 08:30:00-04:00,102.62,102.62,102.62,102.62,2700,0.019493177387919225,0.0,0.0,2020-03-30 +2020-03-27 09:30:00-04:00,101.024,101.2,101.00200000000001,101.2,24775,1.1868457100576935,0.1979999999999933,0.1979999999999933,2020-03-27 +2020-03-27 09:29:00-04:00,101.25200000000001,101.3,101.03399999999999,101.03399999999999,32455,-0.16403162055337317,0.26600000000000534,0.26600000000000534,2020-03-27 +2020-03-27 09:27:00-04:00,101.25202,101.25202,101.25202,101.25202,7065,0.21578874438308304,0.0,0.0,2020-03-27 +2020-03-27 09:26:00-04:00,101.4,101.4,101.38,101.38,3930,0.12639747829228387,0.020000000000010232,0.020000000000010232,2020-03-27 +2020-03-27 09:25:00-04:00,101.56,101.602,101.4,101.4,13535,0.019727756954046605,0.20199999999999818,0.20199999999999818,2020-03-27 +2020-03-27 09:24:00-04:00,101.51,101.6,101.51,101.52,13450,0.11834319526626835,0.0899999999999892,0.0899999999999892,2020-03-27 +2020-03-27 09:22:00-04:00,101.56,101.8,101.4,101.602,16570,0.08077226162332973,0.3999999999999915,0.3999999999999915,2020-03-27 +2020-03-27 09:21:00-04:00,101.6,101.6,101.568,101.568,9230,-0.03346390819078948,0.031999999999996476,0.031999999999996476,2020-03-27 +2020-03-27 09:20:00-04:00,101.3,101.5,101.3,101.5,12885,-0.06695022054190591,0.20000000000000284,0.20000000000000284,2020-03-27 +2020-03-27 09:19:00-04:00,101.39,101.5,101.3,101.3,15775,-0.19704433497537144,0.20000000000000284,0.20000000000000284,2020-03-27 +2020-03-27 09:17:00-04:00,101.22,101.22,101.22,101.22,4910,-0.07897334649555887,0.0,0.0,2020-03-27 +2020-03-27 09:16:00-04:00,101.38,101.4,101.2,101.2,18510,-0.019758940920766577,0.20000000000000284,0.20000000000000284,2020-03-27 +2020-03-27 09:15:00-04:00,101.4,101.4,101.3,101.3,7000,0.09881422924900019,0.10000000000000853,0.10000000000000853,2020-03-27 +2020-03-27 09:14:00-04:00,101.4,101.495,101.4,101.464,8950,0.16189536031590013,0.09499999999999886,0.09499999999999886,2020-03-27 +2020-03-27 09:13:00-04:00,101.46,101.46,101.44200000000001,101.44200000000001,7060,-0.02168256721595263,0.01799999999998647,0.01799999999998647,2020-03-27 +2020-03-27 09:12:00-04:00,101.492,101.56,101.49,101.5,11935,0.057175528873631976,0.07000000000000739,0.07000000000000739,2020-03-27 +2020-03-27 09:11:00-04:00,101.414,101.42200000000001,101.398,101.398,12135,-0.10049261083744376,0.02400000000001512,0.02400000000001512,2020-03-27 +2020-03-27 09:10:00-04:00,101.602,101.602,101.444,101.444,14625,0.04536578630742749,0.15800000000000125,0.15800000000000125,2020-03-27 +2020-03-27 09:09:00-04:00,101.6,101.7,101.6,101.7,6360,0.25235597965380663,0.10000000000000853,0.10000000000000853,2020-03-27 +2020-03-27 09:08:00-04:00,101.736,101.736,101.6,101.6,25720,-0.0983284169124965,0.1360000000000099,0.1360000000000099,2020-03-27 +2020-03-27 09:07:00-04:00,101.83200000000001,101.9,101.78,101.78,9840,0.17716535433072167,0.12000000000000455,0.12000000000000455,2020-03-27 +2020-03-27 09:06:00-04:00,102.01,102.01,101.9,101.91,6655,0.12772646885439443,0.10999999999999943,0.10999999999999943,2020-03-27 +2020-03-27 09:05:00-04:00,102.00399999999999,102.00399999999999,102.00399999999999,102.00399999999999,2855,0.09223824943576098,0.0,0.0,2020-03-27 +2020-03-27 09:04:00-04:00,102.0,102.29,102.0,102.29,11080,0.2803811615230911,0.29000000000000625,0.29000000000000625,2020-03-27 +2020-03-27 09:03:00-04:00,101.8,101.8,101.736,101.736,11530,-0.5415974191025574,0.06399999999999295,0.06399999999999295,2020-03-27 +2020-03-27 09:02:00-04:00,101.81200000000001,101.81200000000001,101.736,101.8,15485,0.0629079185342496,0.07600000000000762,0.07600000000000762,2020-03-27 +2020-03-27 09:01:00-04:00,101.736,101.736,101.736,101.736,4460,-0.06286836935166518,0.0,0.0,2020-03-27 +2020-03-27 09:00:00-04:00,102.19,102.19,101.75,101.75,11270,0.013761107179366405,0.4399999999999977,0.4399999999999977,2020-03-27 +2020-03-27 08:59:00-04:00,101.72,101.8,101.67200000000001,101.75,9125,0.0,0.1279999999999859,0.1279999999999859,2020-03-27 +2020-03-27 08:58:00-04:00,101.81,101.81,101.67200000000001,101.72008000000001,8010,-0.029405405405391605,0.13799999999999102,0.13799999999999102,2020-03-27 +2020-03-27 08:57:00-04:00,102.2,102.2,101.76,101.88799999999999,14290,0.1650804836173858,0.4399999999999977,0.4399999999999977,2020-03-27 +2020-03-27 08:56:00-04:00,102.01,102.18799999999999,102.00200000000001,102.18799999999999,5725,0.2944409547738669,0.18599999999997863,0.18599999999997863,2020-03-27 +2020-03-27 08:55:00-04:00,102.0,102.0,102.0,102.0,2485,-0.18397463498648348,0.0,0.0,2020-03-27 +2020-03-27 08:54:00-04:00,101.902,101.99799999999999,101.8,101.99799999999999,9645,-0.0019607843137370295,0.1979999999999933,0.1979999999999933,2020-03-27 +2020-03-27 08:53:00-04:00,101.8,101.902,101.8,101.902,11545,-0.0941194925390576,0.10200000000000387,0.10200000000000387,2020-03-27 +2020-03-27 08:52:00-04:00,101.84200000000001,101.84200000000001,101.652,101.7,10005,-0.19822967164530025,0.19000000000001194,0.19000000000001194,2020-03-27 +2020-03-27 08:51:00-04:00,101.8,101.9,101.7,101.9,11940,0.1966568338249708,0.20000000000000284,0.20000000000000284,2020-03-27 +2020-03-27 08:50:00-04:00,102.152,102.152,101.8,101.8,24725,-0.09813542688911214,0.35200000000000387,0.35200000000000387,2020-03-27 +2020-03-27 08:49:00-04:00,102.152,102.2,102.152,102.17200000000001,6320,0.36542239685659617,0.04800000000000182,0.04800000000000182,2020-03-27 +2020-03-27 08:48:00-04:00,102.02799999999999,102.4,102.02799999999999,102.26799999999999,8250,0.09395920604469143,0.3720000000000141,0.3720000000000141,2020-03-27 +2020-03-27 08:47:00-04:00,102.066,102.11,102.066,102.11,2940,-0.15449603003870882,0.04399999999999693,0.04399999999999693,2020-03-27 +2020-03-27 08:46:00-04:00,102.02,102.11,102.02,102.11,9590,0.0,0.09000000000000341,0.09000000000000341,2020-03-27 +2020-03-27 08:45:00-04:00,102.2,102.2,102.02,102.02,6230,-0.08814024091665651,0.18000000000000682,0.18000000000000682,2020-03-27 +2020-03-27 08:44:00-04:00,102.2,102.2,102.11,102.11,5210,0.08821799647127371,0.09000000000000341,0.09000000000000341,2020-03-27 +2020-03-27 08:43:00-04:00,102.2,102.49799999999999,102.2,102.49799999999999,10575,0.3799823719518036,0.2979999999999876,0.2979999999999876,2020-03-27 +2020-03-27 08:42:00-04:00,102.02,102.152,102.02,102.152,4595,-0.3375675622938834,0.132000000000005,0.132000000000005,2020-03-27 +2020-03-27 08:41:00-04:00,102.3,102.3,102.204,102.204,8230,0.05090453441929377,0.09600000000000364,0.09600000000000364,2020-03-27 +2020-03-27 08:40:00-04:00,102.31,102.488,102.31,102.46799999999999,6520,0.25830691558059726,0.17799999999999727,0.17799999999999727,2020-03-27 +2020-03-27 08:39:00-04:00,102.484,102.5,102.484,102.5,3835,0.031229261818332965,0.016000000000005343,0.016000000000005343,2020-03-27 +2020-03-27 08:38:00-04:00,102.1,102.49799999999999,102.1,102.49799999999999,8640,-0.0019512195122084464,0.39799999999999613,0.39799999999999613,2020-03-27 +2020-03-27 08:37:00-04:00,102.1,102.11200000000001,102.1,102.11200000000001,6370,-0.3765927140041536,0.012000000000014666,0.012000000000014666,2020-03-27 +2020-03-27 08:36:00-04:00,102.3,102.3,102.1,102.1,5900,-0.011751801942982976,0.20000000000000284,0.20000000000000284,2020-03-27 +2020-03-27 08:35:00-04:00,102.22200000000001,102.5,102.2,102.5,8760,0.3917727717923647,0.29999999999999716,0.29999999999999716,2020-03-27 +2020-03-27 08:34:00-04:00,102.3,102.3,102.28,102.28,7975,-0.2146341463414636,0.01999999999999602,0.01999999999999602,2020-03-27 +2020-03-27 08:33:00-04:00,102.4,102.4,102.4,102.4,2100,0.11732499022292231,0.0,0.0,2020-03-27 +2020-03-27 08:32:00-04:00,102.3,102.3,102.3,102.3,10455,-0.0976562500000111,0.0,0.0,2020-03-27 +2020-03-27 08:31:00-04:00,102.79,102.95,102.6,102.64200000000001,19885,0.3343108504398895,0.3500000000000085,0.3500000000000085,2020-03-27 +2020-03-27 08:30:00-04:00,102.68,102.78399999999999,102.68,102.78399999999999,6290,0.13834492702791135,0.103999999999985,0.103999999999985,2020-03-27 +2020-03-26 09:30:00-04:00,109.684,109.7,109.6,109.6,16335,-0.5746531044203973,0.10000000000000853,0.10000000000000853,2020-03-26 +2020-03-26 09:29:00-04:00,108.98,109.8,108.96,109.74,60545,0.12773722627736905,0.8400000000000034,0.8400000000000034,2020-03-26 +2020-03-26 09:28:00-04:00,108.948,109.0,108.62,108.95,22795,-0.71988336067067,0.37999999999999545,0.37999999999999545,2020-03-26 +2020-03-26 09:27:00-04:00,108.99,109.0,108.988,108.99799999999999,12860,0.04405690683799701,0.012000000000000455,0.012000000000000455,2020-03-26 +2020-03-26 09:26:00-04:00,109.0,109.0,108.6,108.8,16420,-0.1816547092607146,0.4000000000000057,0.4000000000000057,2020-03-26 +2020-03-26 09:25:00-04:00,108.62,109.03399999999999,108.62,109.0,40750,0.18382352941177516,0.41399999999998727,0.41399999999998727,2020-03-26 +2020-03-26 09:24:00-04:00,108.15799999999999,108.6,108.05,108.6,36885,-0.3669724770642202,0.5499999999999972,0.5499999999999972,2020-03-26 +2020-03-26 09:23:00-04:00,108.0006,108.18,108.0,108.176,23065,-0.3904235727440031,0.18000000000000682,0.18000000000000682,2020-03-26 +2020-03-26 09:22:00-04:00,108.3,108.3,108.0,108.0,7620,-0.16269782576542324,0.29999999999999716,0.29999999999999716,2020-03-26 +2020-03-26 09:21:00-04:00,108.35799999999999,108.37598,108.02162,108.2,12645,0.18518518518517713,0.3543599999999998,0.3543599999999998,2020-03-26 +2020-03-26 09:20:00-04:00,108.0,108.368,108.0,108.368,18810,0.155268022181132,0.367999999999995,0.367999999999995,2020-03-26 +2020-03-26 09:19:00-04:00,108.0,108.19998000000001,107.82600000000001,108.0,18930,-0.33958364092721016,0.3739800000000031,0.3739800000000031,2020-03-26 +2020-03-26 09:18:00-04:00,107.85112,108.0,107.7,107.988,25250,-0.011111111111106187,0.29999999999999716,0.29999999999999716,2020-03-26 +2020-03-26 09:17:00-04:00,108.2,108.2,107.824,107.988,27600,0.0,0.3760000000000048,0.3760000000000048,2020-03-26 +2020-03-26 09:16:00-04:00,108.56,108.56,108.022,108.206,18255,0.20187428232767424,0.5379999999999967,0.5379999999999967,2020-03-26 +2020-03-26 09:15:00-04:00,108.3,108.492,108.3,108.492,7120,0.2643106666913031,0.19200000000000728,0.19200000000000728,2020-03-26 +2020-03-26 09:14:00-04:00,108.236,108.4,108.02,108.4,14690,-0.08479887918002582,0.38000000000000966,0.38000000000000966,2020-03-26 +2020-03-26 09:13:00-04:00,108.21799999999999,108.21799999999999,108.02600000000001,108.21,13355,-0.17527675276753918,0.19199999999997885,0.19199999999997885,2020-03-26 +2020-03-26 09:12:00-04:00,108.238,108.238,108.029,108.1,22900,-0.10165419092504901,0.20900000000000318,0.20900000000000318,2020-03-26 +2020-03-26 09:11:00-04:00,108.6,108.9,108.236,108.236,38810,0.12580943570768,0.6640000000000015,0.6640000000000015,2020-03-26 +2020-03-26 09:10:00-04:00,108.994,109.0,108.56,108.60003999999999,56620,0.3363391108318847,0.4399999999999977,0.4399999999999977,2020-03-26 +2020-03-26 09:09:00-04:00,108.8,108.95,108.6,108.772,27315,0.1583424831151259,0.3500000000000085,0.3500000000000085,2020-03-26 +2020-03-26 09:08:00-04:00,108.2,108.67399999999999,108.2,108.63,32245,-0.13054830287206887,0.47399999999998954,0.47399999999998954,2020-03-26 +2020-03-26 09:07:00-04:00,107.61200000000001,108.12,107.61200000000001,108.11200000000001,32065,-0.47684801620176964,0.5079999999999956,0.5079999999999956,2020-03-26 +2020-03-26 09:06:00-04:00,107.75,107.96096000000001,107.66,107.8,31630,-0.288589610774026,0.30096000000001766,0.30096000000001766,2020-03-26 +2020-03-26 09:05:00-04:00,107.4,107.8,107.4,107.6,24180,-0.18552875695733162,0.3999999999999915,0.3999999999999915,2020-03-26 +2020-03-26 09:04:00-04:00,107.1,107.4,107.1,107.4,25595,-0.18587360594793934,0.30000000000001137,0.30000000000001137,2020-03-26 +2020-03-26 09:03:00-04:00,107.0,107.088,107.0,107.088,14030,-0.29050279329609907,0.08799999999999386,0.08799999999999386,2020-03-26 +2020-03-26 09:02:00-04:00,106.8,107.0,106.8,107.0,25015,-0.0821754071417824,0.20000000000000284,0.20000000000000284,2020-03-26 +2020-03-26 09:01:00-04:00,107.5,107.5,106.8,106.902,54410,-0.09158878504672563,0.7000000000000028,0.7000000000000028,2020-03-26 +2020-03-26 09:00:00-04:00,107.4,107.4,107.194,107.4,28330,0.4658472245608225,0.20600000000000307,0.20600000000000307,2020-03-26 +2020-03-26 08:59:00-04:00,106.8,107.26799999999999,106.8,107.2,29760,-0.18621973929237035,0.4679999999999893,0.4679999999999893,2020-03-26 +2020-03-26 08:58:00-04:00,106.59,106.7,106.59,106.7,9240,-0.4664179104477584,0.10999999999999943,0.10999999999999943,2020-03-26 +2020-03-26 08:57:00-04:00,106.2,106.4,106.2,106.4,9225,-0.2811621368322359,0.20000000000000284,0.20000000000000284,2020-03-26 +2020-03-26 08:56:00-04:00,106.0,106.39,106.0,106.39,3490,-0.009398496240609067,0.39000000000000057,0.39000000000000057,2020-03-26 +2020-03-26 08:55:00-04:00,105.94,106.2,105.94,106.2,9395,-0.1785882131779326,0.2600000000000051,0.2600000000000051,2020-03-26 +2020-03-26 08:54:00-04:00,106.1,106.1,105.8,105.8,14540,-0.37664783427495685,0.29999999999999716,0.29999999999999716,2020-03-26 +2020-03-26 08:53:00-04:00,105.78,106.2,105.78,106.02,14840,0.20793950850661602,0.4200000000000017,0.4200000000000017,2020-03-26 +2020-03-26 08:52:00-04:00,105.99,106.0,105.99,106.0,12775,-0.018864365214110723,0.010000000000005116,0.010000000000005116,2020-03-26 +2020-03-26 08:51:00-04:00,105.9,105.98998,105.78,105.8,13545,-0.18867924528301883,0.2099800000000016,0.2099800000000016,2020-03-26 +2020-03-26 08:50:00-04:00,105.61200000000001,105.61200000000001,105.61200000000001,105.61200000000001,2890,-0.1776937618147345,0.0,0.0,2020-03-26 +2020-03-26 08:49:00-04:00,105.486,105.654,105.486,105.654,12795,0.03976820815814186,0.16799999999999216,0.16799999999999216,2020-03-26 +2020-03-26 08:48:00-04:00,105.18,105.476,105.14,105.476,4680,-0.1684744543509975,0.3359999999999985,0.3359999999999985,2020-03-26 +2020-03-26 08:47:00-04:00,105.162,105.162,105.086,105.14003999999998,4895,-0.31851795669158856,0.07600000000000762,0.07600000000000762,2020-03-26 +2020-03-26 08:46:00-04:00,104.61,105.4,104.6,105.4,20910,0.2472511899368035,0.8000000000000114,0.8000000000000114,2020-03-26 +2020-03-26 08:45:00-04:00,105.08,105.08,104.604,104.604,19710,-0.755218216318787,0.4759999999999991,0.4759999999999991,2020-03-26 +2020-03-26 08:44:00-04:00,105.50003999999998,105.50003999999998,105.208,105.208,23435,0.5774157775993327,0.29203999999998587,0.29203999999998587,2020-03-26 +2020-03-26 08:43:00-04:00,105.99,105.99,105.63,105.63,14020,0.4011101817352314,0.35999999999999943,0.35999999999999943,2020-03-26 +2020-03-26 08:42:00-04:00,106.2,106.2,106.0,106.0,10465,0.350279276720622,0.20000000000000284,0.20000000000000284,2020-03-26 +2020-03-26 08:41:00-04:00,106.1,106.18,105.6,106.0,30200,0.0,0.5800000000000125,0.5800000000000125,2020-03-26 +2020-03-26 08:40:00-04:00,105.896,106.19,105.896,106.10002,34220,0.09435849056604884,0.29399999999999693,0.29399999999999693,2020-03-26 +2020-03-26 08:39:00-04:00,105.758,105.93,105.7,105.86,33875,-0.22622050401122085,0.23000000000000398,0.23000000000000398,2020-03-26 +2020-03-26 08:38:00-04:00,105.484,105.706,105.39,105.706,17410,-0.14547515586623705,0.3160000000000025,0.3160000000000025,2020-03-26 +2020-03-26 08:37:00-04:00,105.8,105.8,105.42,105.6,12370,-0.10027812990748286,0.37999999999999545,0.37999999999999545,2020-03-26 +2020-03-26 08:36:00-04:00,105.2,105.6,105.2,105.6,19750,0.0,0.3999999999999915,0.3999999999999915,2020-03-26 +2020-03-26 08:35:00-04:00,104.94,105.49600000000001,104.8,105.20200000000001,36945,-0.3768939393939186,0.6960000000000122,0.6960000000000122,2020-03-26 +2020-03-26 08:34:00-04:00,104.404,105.0,104.398,104.9842,30625,-0.20703028459535533,0.6020000000000039,0.6020000000000039,2020-03-26 +2020-03-26 08:33:00-04:00,105.07,105.152,104.4,104.404,18575,-0.5526545899287805,0.7519999999999953,0.7519999999999953,2020-03-26 +2020-03-26 08:32:00-04:00,105.15,105.76799999999999,104.98,105.56,50570,1.1072372706026679,0.7879999999999825,0.7879999999999825,2020-03-26 +2020-03-26 08:31:00-04:00,103.1,104.8,102.77600000000001,104.8,72350,-0.719969685486932,2.0239999999999867,2.0239999999999867,2020-03-26 +2020-03-26 08:30:00-04:00,103.35,103.396,103.2,103.2,12685,-1.5267175572518998,0.19599999999999795,0.19599999999999795,2020-03-26 +2020-03-25 09:30:00-04:00,109.21,109.4,109.12,109.28,19065,1.926036468777692,0.28000000000000114,0.28000000000000114,2020-03-25 +2020-03-25 09:29:00-04:00,108.104,109.256,108.0,109.256,50915,-0.021961932650071958,1.2560000000000002,1.2560000000000002,2020-03-25 +2020-03-25 09:28:00-04:00,108.1088,108.2,107.80402,107.84,59050,-1.2960386614922714,0.39598000000000866,0.39598000000000866,2020-03-25 +2020-03-25 09:27:00-04:00,109.0,109.0,108.20200000000001,108.20200000000001,32635,0.33568249258160154,0.7979999999999876,0.7979999999999876,2020-03-25 +2020-03-25 09:26:00-04:00,108.978,109.0,108.83200000000001,108.91,33950,0.654331712907319,0.16799999999999216,0.16799999999999216,2020-03-25 +2020-03-25 09:25:00-04:00,109.014,109.05,108.8,108.8,38575,-0.10100082637040098,0.25,0.25,2020-03-25 +2020-03-25 09:24:00-04:00,109.402,109.402,109.05,109.05,33900,0.22977941176469674,0.35200000000000387,0.35200000000000387,2020-03-25 +2020-03-25 09:23:00-04:00,109.616,109.616,109.556,109.556,15505,0.46400733608435996,0.060000000000002274,0.060000000000002274,2020-03-25 +2020-03-25 09:22:00-04:00,109.62,109.62,109.538,109.556,11250,0.0,0.08200000000000784,0.08200000000000784,2020-03-25 +2020-03-25 09:21:00-04:00,109.774,109.92399999999999,109.63,109.92399999999999,26610,0.3359012742341738,0.29399999999999693,0.29399999999999693,2020-03-25 +2020-03-25 09:20:00-04:00,109.61,109.61,109.484,109.6,12785,-0.29474909937774463,0.12600000000000477,0.12600000000000477,2020-03-25 +2020-03-25 09:19:00-04:00,109.4,109.764,109.4,109.62,18315,0.018248175182500326,0.3639999999999901,0.3639999999999901,2020-03-25 +2020-03-25 09:18:00-04:00,109.866,110.0,109.102,109.4,63340,-0.20069330414157482,0.8979999999999961,0.8979999999999961,2020-03-25 +2020-03-25 09:17:00-04:00,110.2,110.2,109.802,109.902,21340,0.45886654478974886,0.39799999999999613,0.39799999999999613,2020-03-25 +2020-03-25 09:16:00-04:00,110.50399999999999,110.7,110.4,110.4,24330,0.4531309712289211,0.29999999999999716,0.29999999999999716,2020-03-25 +2020-03-25 09:15:00-04:00,110.2,110.50399999999999,110.178,110.50399999999999,27740,0.0942028985507104,0.3259999999999934,0.3259999999999934,2020-03-25 +2020-03-25 09:14:00-04:00,109.80004,110.19996,109.70200000000001,110.0,25870,-0.45609208716426153,0.49795999999999196,0.49795999999999196,2020-03-25 +2020-03-25 09:13:00-04:00,110.402,110.402,109.80004,109.80004,18735,-0.18178181818182537,0.6019600000000054,0.6019600000000054,2020-03-25 +2020-03-25 09:12:00-04:00,110.3,110.488,110.3,110.402,17745,0.548232951463401,0.1880000000000024,0.1880000000000024,2020-03-25 +2020-03-25 09:11:00-04:00,110.77600000000001,110.8,110.02,110.02,43620,-0.34600822448869195,0.7800000000000011,0.7800000000000011,2020-03-25 +2020-03-25 09:10:00-04:00,110.0,110.6,110.0,110.6,51770,0.5271768769314678,0.5999999999999943,0.5999999999999943,2020-03-25 +2020-03-25 09:09:00-04:00,109.693,110.0,109.646,109.986,30335,-0.5551537070524359,0.3539999999999992,0.3539999999999992,2020-03-25 +2020-03-25 09:08:00-04:00,109.39,109.7,109.39,109.7,24105,-0.26003309512120376,0.3100000000000023,0.3100000000000023,2020-03-25 +2020-03-25 09:07:00-04:00,108.80001999999999,109.4,108.80001999999999,109.1,17020,-0.5469462169553352,0.5999800000000164,0.5999800000000164,2020-03-25 +2020-03-25 09:06:00-04:00,109.37200000000001,109.37200000000001,109.0,109.0,38735,-0.09165902841429263,0.3720000000000141,0.3720000000000141,2020-03-25 +2020-03-25 09:05:00-04:00,109.488,109.488,109.118,109.2,22495,0.18348623853210455,0.37000000000000455,0.37000000000000455,2020-03-25 +2020-03-25 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a/notebooks/data_nb/data_vol_.csv b/notebooks/data_nb/data_vol_.csv new file mode 100644 index 0000000..f195f74 --- /dev/null +++ b/notebooks/data_nb/data_vol_.csv @@ -0,0 +1,22 @@ +date,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49 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upstream "execution_count": 33, +======= + "execution_count": 1, +>>>>>>> Stashed changes "metadata": {}, "outputs": [], "source": [ @@ -13,7 +17,11 @@ }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 26, +======= + "execution_count": 2, +>>>>>>> Stashed changes "metadata": {}, "outputs": [], "source": [ @@ -23,7 +31,11 @@ }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 27, +======= + "execution_count": 3, +>>>>>>> Stashed changes "metadata": {}, "outputs": [], "source": [ @@ -34,6 +46,7 @@ }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 28, "metadata": {}, "outputs": [], @@ -45,6 +58,9 @@ { "cell_type": "code", "execution_count": 34, +======= + "execution_count": 9, +>>>>>>> Stashed changes "metadata": {}, "outputs": [ { @@ -68,6 +84,7 @@ " \n", " \n", " \n", +<<<<<<< Updated upstream " Open\n", " High\n", " Low\n", @@ -79,6 +96,45 @@ " \n", " \n", " Date\n", +======= + " 0\n", + " 1\n", + " 2\n", + " 3\n", + " 4\n", + " 5\n", + " 6\n", + " 7\n", + " 8\n", + " 9\n", + " ...\n", + " 40\n", + " 41\n", + " 42\n", + " 43\n", + " 44\n", + " 45\n", + " 46\n", + " 47\n", + " 48\n", + " 49\n", + " \n", + " \n", + " date\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", +>>>>>>> Stashed changes " \n", " \n", " \n", @@ -91,6 +147,7 @@ " \n", " \n", " \n", +<<<<<<< Updated upstream " 2021-01-04\n", " 375.309998\n", " 375.450012\n", @@ -165,19 +222,177 @@ "2021-01-06 107997700 0.597851 4.441927 \n", "2021-01-07 68766800 1.485750 8.510109 \n", "2021-01-08 71677200 0.569771 11.669939 " +======= + " 2020-03-25\n", + " 0.280\n", + " 1.256\n", + " 0.39598\n", + " 0.798\n", + " 0.168\n", + " 0.250\n", + " 0.352\n", + " 0.060\n", + " 0.082\n", + " 0.29400\n", + " ...\n", + " 0.198\n", + " 0.1160\n", + " 0.196\n", + " 0.258\n", + " 0.19804\n", + " 0.158\n", + " 0.12600\n", + " 0.332\n", + " 0.202\n", + " 0.1760\n", + " \n", + " \n", + " 2020-03-26\n", + " 0.100\n", + " 0.840\n", + " 0.38000\n", + " 0.012\n", + " 0.400\n", + " 0.414\n", + " 0.550\n", + " 0.180\n", + " 0.300\n", + " 0.35436\n", + " ...\n", + " 0.000\n", + " 0.1680\n", + " 0.336\n", + " 0.076\n", + " 0.80000\n", + " 0.476\n", + " 0.29204\n", + " 0.360\n", + " 0.200\n", + " 0.5800\n", + " \n", + " \n", + " 2020-03-27\n", + " 0.198\n", + " 0.266\n", + " 0.00000\n", + " 0.020\n", + " 0.202\n", + " 0.090\n", + " 0.400\n", + " 0.032\n", + " 0.200\n", + " 0.20000\n", + " ...\n", + " 0.044\n", + " 0.0900\n", + " 0.180\n", + " 0.090\n", + " 0.29800\n", + " 0.132\n", + " 0.09600\n", + " 0.178\n", + " 0.016\n", + " 0.3980\n", + " \n", + " \n", + " 2020-03-30\n", + " 0.208\n", + " 1.406\n", + " 0.00000\n", + " 0.208\n", + " 0.100\n", + " 0.120\n", + " 0.128\n", + " 0.100\n", + " 0.328\n", + " 0.00000\n", + " ...\n", + " 0.098\n", + " 0.1564\n", + " 0.064\n", + " 0.017\n", + " 0.00000\n", + " 0.200\n", + " 0.21600\n", + " 0.116\n", + " 0.046\n", + " 0.0054\n", + " \n", + " \n", + " 2020-03-31\n", + " 0.108\n", + " 0.510\n", + " 0.08200\n", + " 0.060\n", + " 0.294\n", + " 0.044\n", + " 0.000\n", + " 0.000\n", + " 0.000\n", + " 0.03000\n", + " ...\n", + " 0.192\n", + " 0.0940\n", + " 0.194\n", + " 0.006\n", + " 0.00200\n", + " 0.100\n", + " 0.10000\n", + " 0.240\n", + " 0.000\n", + " 0.2000\n", + " \n", + " \n", + "\n", + "

5 rows × 50 columns

\n", + "" + ], + "text/plain": [ + " 0 1 2 3 4 5 6 7 8 \\\n", + "date \n", + "2020-03-25 0.280 1.256 0.39598 0.798 0.168 0.250 0.352 0.060 0.082 \n", + "2020-03-26 0.100 0.840 0.38000 0.012 0.400 0.414 0.550 0.180 0.300 \n", + "2020-03-27 0.198 0.266 0.00000 0.020 0.202 0.090 0.400 0.032 0.200 \n", + "2020-03-30 0.208 1.406 0.00000 0.208 0.100 0.120 0.128 0.100 0.328 \n", + "2020-03-31 0.108 0.510 0.08200 0.060 0.294 0.044 0.000 0.000 0.000 \n", + "\n", + " 9 ... 40 41 42 43 44 45 \\\n", + "date ... \n", + "2020-03-25 0.29400 ... 0.198 0.1160 0.196 0.258 0.19804 0.158 \n", + "2020-03-26 0.35436 ... 0.000 0.1680 0.336 0.076 0.80000 0.476 \n", + "2020-03-27 0.20000 ... 0.044 0.0900 0.180 0.090 0.29800 0.132 \n", + "2020-03-30 0.00000 ... 0.098 0.1564 0.064 0.017 0.00000 0.200 \n", + "2020-03-31 0.03000 ... 0.192 0.0940 0.194 0.006 0.00200 0.100 \n", + "\n", + " 46 47 48 49 \n", + "date \n", + "2020-03-25 0.12600 0.332 0.202 0.1760 \n", + "2020-03-26 0.29204 0.360 0.200 0.5800 \n", + "2020-03-27 0.09600 0.178 0.016 0.3980 \n", + "2020-03-30 0.21600 0.116 0.046 0.0054 \n", + "2020-03-31 0.10000 0.240 0.000 0.2000 \n", + "\n", + "[5 rows x 50 columns]" +>>>>>>> Stashed changes ] }, - "execution_count": 34, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ +<<<<<<< Updated upstream "data.tail()" +======= + "df2 = pd.read_csv('data_vol_.csv', index_col='date')\n", + "df2.head()" +>>>>>>> Stashed changes ] }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 30, "metadata": {}, "outputs": [], @@ -218,24 +433,43 @@ "# polar coordinate relationships\n", "X_new = gadf.transform(df)\n", "X_new.shape" +======= + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "gadf = GramianAngularField(method='difference')" +>>>>>>> Stashed changes ] }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 24, +======= + "execution_count": 11, +>>>>>>> Stashed changes "metadata": {}, "outputs": [ { "data": { "text/plain": [ +<<<<<<< Updated upstream "(2774, 8, 8)" ] }, "execution_count": 24, +======= + "(21, 50, 50)" + ] + }, + "execution_count": 11, +>>>>>>> Stashed changes "metadata": {}, "output_type": "execute_result" } ], +<<<<<<< Updated upstream "source": [] }, { @@ -274,6 +508,119 @@ "source": [ "X, _, _, _ = load_gunpoint(return_X_y=True)\n", "transformer = GramianAngularField()" +======= + "source": [ + "# transform times series to images\n", + "# polar coordinate relationships\n", + "X_new = gadf.transform(df2)\n", + "X_new.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0. , 0.8150866 , 0.21381557, ..., 0.09969365,\n", + " -0.16453928, -0.22463418],\n", + " [-0.8150866 , 0. , -0.92010867, ..., -0.86878241,\n", + " -0.70865336, -0.66411619],\n", + " [-0.21381557, 0.92010867, 0. , ..., -0.11536225,\n", + " -0.37163553, -0.42779042],\n", + " 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-0.87402792, -0.07931953, ..., 0.06975011,\n", + " 0.06351749, 0.53896858],\n", + " [ 0.87402792, 0. , 0.83273463, ..., 0.9057891 ,\n", + " 0.90312462, 0.99808806],\n", + " [ 0.07931953, -0.83273463, 0. , ..., 0.14865669,\n", + " 0.14247673, 0.60408332],\n", + " ...,\n", + " [-0.06975011, -0.9057891 , -0.14865669, ..., 0. ,\n", + " -0.00624647, 0.4789036 ],\n", + " [-0.06351749, -0.90312462, -0.14247673, ..., 0.00624647,\n", + " 0. , 0.48437783],\n", + " [-0.53896858, -0.99808806, -0.60408332, ..., -0.4789036 ,\n", + " -0.48437783, 0. ]],\n", + "\n", + " [[ 0. , 0.60971773, -0.60971773, ..., 0.21693228,\n", + " 0.51325705, 0.03934732],\n", + " [-0.60971773, 0. , -0. , ..., -0.76714287,\n", + " -0.93009815, -0.64043298],\n", + " [ 0.60971773, 0. , 0. , ..., 0.76714287,\n", + " 0.93009815, 0.64043298],\n", + " ...,\n", + " [-0.21693228, 0.76714287, -0.76714287, ..., 0. ,\n", + " 0.31485583, -0.17835395],\n", + " [-0.51325705, 0.93009815, -0.93009815, ..., -0.31485583,\n", + " 0. , -0.47909033],\n", + " [-0.03934732, 0.64043298, -0.64043298, ..., 0.17835395,\n", + " 0.47909033, 0. ]]])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_new" +>>>>>>> Stashed changes ] }, { @@ -281,18 +628,234 @@ "execution_count": 8, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " \n" + ] + }, { "data": { + "image/png": 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\n", "text/plain": [ +<<<<<<< Updated upstream "(50, 150, 150)" ] }, "execution_count": 8, +======= + "
" + ] + }, +>>>>>>> Stashed changes "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ +<<<<<<< Updated upstream "X_new = transformer.transform(X)\n", "X_new.shape" ] @@ -315,11 +878,29 @@ ], "source": [ "X.shape" +======= + "for i in range(len(X_new)):\n", + " fig = plt.figure()\n", + " ax = plt.subplot(111)\n", + "\n", + " fname = f'imgs/{i}.png'\n", + "\n", + " ax.imshow(X_new[i], cmap='rainbow', origin='lower')\n", + " ax.set_title('')\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + "\n", + " fig.savefig(fname, bbox_inches='tight')" +>>>>>>> Stashed changes ] }, { "cell_type": "code", +<<<<<<< Updated upstream "execution_count": 12, +======= + "execution_count": 32, +>>>>>>> Stashed changes "metadata": {}, "outputs": [ { @@ -1765,7 +2346,11 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", +<<<<<<< Updated upstream "version": "3.8.5" +======= + "version": "3.7.6" +>>>>>>> Stashed changes } }, "nbformat": 4, From 2e17afdef59a4429a216a7695407b886af2262d5 Mon Sep 17 00:00:00 2001 From: Connielee99 <49182792+Connielee99@users.noreply.github.com> Date: Tue, 26 Jan 2021 13:26:06 +0800 Subject: [PATCH 2/2] vc --- .DS_Store | Bin 6148 -> 6148 bytes notebooks/.DS_Store | Bin 6148 -> 6148 bytes 2 files changed, 0 insertions(+), 0 deletions(-) diff --git a/.DS_Store b/.DS_Store index b7ecd3c033aca6da97ee955caca8944dbf35897d..0e11a014e420d5e027a6292f3b009e489a98b872 100644 GIT binary patch delta 385 zcmZoMXfc@JFUrTjz`)4BAi%(o$&l`ulb@WFlb^I%kYhP>JxGd;A(`-9pP`|Jj)IAyVXclrwWZNyeKzaK?^zbhpxVGFi)_Q>8rG$l`eN%j z8G;yGfsS@z@CDL(47m&`XvTCS8v|r>F%&VR0==FJrt^S7k;+hvrspS`9%hDOpz35) VRZQs&3>>g9m{^#*nVsV=KL9V~YqbCX delta 145 zcmZoMXfc@JFUrBdz`)4BAi$7RUR;orlb;0SpV%zOv7DKaV{!tEIOB=Q6)X)J;?>p0 zhL$=C#zwU|3f1Q32098R#%8s(oE+k+hPIvwxs_GbHMMm!CM&YaGtQjs$hvH@BwIh9 rxv80sf}y23MAKwWR_n=EScQ4Yf{XHU^7GO`c5f`KW8BQn@s}R})5|Bt diff --git a/notebooks/.DS_Store b/notebooks/.DS_Store index c16f2ed0fee1743c263d58c0216bd337c41c1f82..38860a97f3bb7017110f33b0c157337c7d3906cd 100644 GIT binary patch delta 319 zcmZoMXfc=|#>B!ku~2NHo}wrh0|Nsi1A_nqLp(!1LmH3_WH8*kka;98*7^p`nG2f{CGFt&T#qrP1WwOfM5T8C)4$fM(&ehfx+`5Rk>d zz{OAmbY~h6gXlbB)qu~2NHo}wrl0|Nsi1A_nqLp(zsLsC+CaY0hf#=_-{jBJx9uq@;= zH#O5yFtjwU)lsN6H=k_J`f{@fhcL^;hJelN9Q+(WgEk9td}p4_FXG4nGzw%E%jO7? GHOv4mD;Q<~