From dc8848b8953a559ab263b92378a4a9c76515f101 Mon Sep 17 00:00:00 2001 From: Michael Pilosov Date: Thu, 26 May 2022 14:25:42 +0000 Subject: [PATCH] occupancy example --- occupancy/Draft.ipynb | 588 +++++++++ occupancy/Edit.ipynb | 588 +++++++++ occupancy/README.md | 35 + occupancy/datatest.csv | 2666 ++++++++++++++++++++++++++++++++++++++++ 4 files changed, 3877 insertions(+) create mode 100644 occupancy/Draft.ipynb create mode 100644 occupancy/Edit.ipynb create mode 100644 occupancy/README.md create mode 100644 occupancy/datatest.csv diff --git a/occupancy/Draft.ipynb b/occupancy/Draft.ipynb new file mode 100644 index 0000000..3f89871 --- /dev/null +++ b/occupancy/Draft.ipynb @@ -0,0 +1,588 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "cf3750f4-b08d-4931-b2a0-81bc02a3356f", + "metadata": {}, + "source": [ + "# Room-Occupancy Classification" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "humanitarian-burke", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "dedicated-employee", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('../datatest.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "quality-peoples", + "metadata": {}, + "outputs": [], + "source": [ + "signal = df['HumidityRatio'].values[:-2000]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "matched-current", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 2665 entries, 140 to 2804\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 date 2665 non-null object \n", + " 1 Temperature 2665 non-null float64\n", + " 2 Humidity 2665 non-null float64\n", + " 3 Light 2665 non-null float64\n", + " 4 CO2 2665 non-null float64\n", + " 5 HumidityRatio 2665 non-null float64\n", + " 6 Occupancy 2665 non-null int64 \n", + "dtypes: float64(5), int64(1), object(1)\n", + "memory usage: 166.6+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "virgin-taylor", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(df['Humidity']/100)\n", + "light = df['Light']/np.max(df['Light'])\n", + "ax.plot(light)\n", + "ax.plot(df['Temperature']/80)\n", + "# ax.plot(df['HumidityRatio']*40)\n", + "ax.plot(df['Occupancy'], ls='--')\n", + "plt.show(fig)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "coordinated-celebrity", + "metadata": {}, + "outputs": [], + "source": [ + "occupancy = df.Occupancy.values\n", + "humidity = df.Humidity.values\n", + "light = df.Light.values" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "chicken-teacher", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0.45353836, 0.07583515, 0.19437358, 0.28346148, 0.08540657,\n", + " 0.04564834, 0.03092307, 0.03534065, 0.02282417, 0.01914285]),\n", + " array([22.1 , 22.90225, 23.7045 , 24.50675, 25.309 , 26.11125,\n", + " 26.9135 , 27.71575, 28.518 , 29.32025, 30.1225 ]),\n", + " )" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(humidity[occupancy == 1], density=True)\n", + "plt.hist(humidity[occupancy == 0], alpha=0.2, density=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "disturbed-bandwidth", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import gaussian_kde as kde" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "known-prairie", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = len(df) // 2\n", + "i = np.arange(len(df))\n", + "np.random.shuffle(i)\n", + "i = i[:n]\n", + "h = humidity[i]\n", + "o = occupancy[i]\n", + "k1 = kde(h[o == 1])\n", + "k0 = kde(h[o == 0])\n", + "plt.scatter(humidity, k1.pdf(humidity))\n", + "plt.scatter(humidity, k0.pdf(humidity))\n", + "plt.scatter(humidity, k1.pdf(humidity), label=\"occupied\")\n", + "plt.scatter(humidity, k0.pdf(humidity), label=\"unoccupied\")\n", + "plt.title(\"Distribution of Light by Class\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "annual-physics", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = len(df) // 2\n", + "i = np.arange(len(df))\n", + "np.random.shuffle(i)\n", + "i = i[:n]\n", + "l = light[i]\n", + "o = occupancy[i]\n", + "k1 = kde(l[o == 1])\n", + "k0 = kde(l[o == 0])\n", + "plt.scatter(light, k1.pdf(light), label=\"occupied\")\n", + "plt.scatter(light, k0.pdf(light), label=\"unoccupied\")\n", + "plt.title(\"Distribution of Light by Class\")\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "tough-austria", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "31.4725" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "humidity[np.argmin(np.abs(k0.pdf(humidity) - k1.pdf(humidity)))]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ruled-musical", + "metadata": {}, + "outputs": [], + "source": [ + "# test a threshold-based classifier based on light\n", + "light_feature = (light > 0.25)*1\n", + "occupancy = df.Occupancy.values" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "medium-speed", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import confusion_matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "frank-bennett", + "metadata": {}, + "outputs": [], + "source": [ + "confuse = confusion_matrix(light_feature, occupancy)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "controlling-johns", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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mO1VVTbw1Ick7u+2fAPYx+kThEPBj4O3zmu+sZjyuabdrrGkz3IYyuPN13CpusZn+mgM4p5IGZChvfyQNhKEiqSlDRVJThoqkpgwVSU0ZKpKaMlQkNfW/HOF/PydQyQ8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(confuse)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "referenced-fashion", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.60600375, 0. ],\n", + " [0.02926829, 0.36472795]])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "confuse/len(occupancy)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "specialized-anchor", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "133" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df)//20" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "light-helen", + "metadata": {}, + "outputs": [], + "source": [ + "n = len(df)*6//10\n", + "occupancy = df.Occupancy.values[0:n]\n", + "errors = []\n", + "thresholds = np.linspace(0, 1, 100)\n", + "for thresh in thresholds:\n", + " light_feature = (light[0:n] > thresh)*1\n", + " humidity_feature = (humidity[0:n] > 25.37)*1\n", + "# feature = ((light_feature + humidity_feature) == 2)*1\n", + " light_feature = (light[0:n] > 0.2)*1\n", + " feature = (light_feature + 0.7*humidity_feature > 2*thresh)*1\n", + " confuse = confusion_matrix(feature, occupancy)/n\n", + "# det = np.linalg.det(confuse/np.linalg.norm(confuse))\n", + " errors.append(confuse[0,0] + confuse[1,1] - confuse[0,1] - confuse[1,1])\n", + "# errors = confuse[0,0]\n", + "del confuse, thresh" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "danish-paint", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(thresholds, errors)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "lasting-still", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.50093809 0. ]\n", + " [0.13433396 0.36472795]]\n" + ] + } + ], + "source": [ + "occupancy = df.Occupancy.values\n", + "thresh = thresholds[np.argmax(errors)]\n", + "# light_feature = (light.values > thresh)*1\n", + "# feature = light_feature\n", + "light_feature = (light > 0.1182)*1\n", + "humidity_feature = (humidity > 25.37)*1\n", + "feature = (light_feature + 0.5*humidity_feature > 2*thresh)*1\n", + "confuse = confusion_matrix(feature, occupancy)/len(occupancy)\n", + "plt.imshow(confuse)\n", + "plt.title(f\"thresh={thresh:.4f}\")\n", + "plt.show()\n", + "print(confuse)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "binding-incident", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.60600375 0. ]\n", + " [0.02926829 0.36472795]]\n" + ] + } + ], + "source": [ + "occupancy = df.Occupancy.values\n", + "thresh = 0.1182\n", + "light_feature = (light > thresh)*1\n", + "feature = light_feature\n", + "confuse = confusion_matrix(feature, occupancy)/len(occupancy)\n", + "plt.imshow(confuse)\n", + "plt.title(f\"thresh={thresh:.4f}\")\n", + "plt.show()\n", + "print(confuse)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "standing-footage", + "metadata": {}, + "outputs": [], + "source": [ + "humidity_feature = (humidity > 25.37)*1\n", + "occupancy = df.Occupancy.values\n", + "confuse = confusion_matrix(humidity_feature, occupancy)/len(occupancy)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "direct-nirvana", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.51594747, 0.07879925],\n", + " [0.11932458, 0.28592871]])" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "confuse" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "passive-index", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 2, 2, ..., 2, 2, 2])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "light_feature + humidity_feature" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0cdc07a-9600-4bc3-8f31-627ac3329da7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/occupancy/Edit.ipynb b/occupancy/Edit.ipynb new file mode 100644 index 0000000..3f89871 --- /dev/null +++ b/occupancy/Edit.ipynb @@ -0,0 +1,588 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "cf3750f4-b08d-4931-b2a0-81bc02a3356f", + "metadata": {}, + "source": [ + "# Room-Occupancy Classification" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "humanitarian-burke", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "dedicated-employee", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('../datatest.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "quality-peoples", + "metadata": {}, + "outputs": [], + "source": [ + "signal = df['HumidityRatio'].values[:-2000]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "matched-current", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 2665 entries, 140 to 2804\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 date 2665 non-null object \n", + " 1 Temperature 2665 non-null float64\n", + " 2 Humidity 2665 non-null float64\n", + " 3 Light 2665 non-null float64\n", + " 4 CO2 2665 non-null float64\n", + " 5 HumidityRatio 2665 non-null float64\n", + " 6 Occupancy 2665 non-null int64 \n", + "dtypes: float64(5), int64(1), object(1)\n", + "memory usage: 166.6+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "virgin-taylor", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(df['Humidity']/100)\n", + "light = df['Light']/np.max(df['Light'])\n", + "ax.plot(light)\n", + "ax.plot(df['Temperature']/80)\n", + "# ax.plot(df['HumidityRatio']*40)\n", + "ax.plot(df['Occupancy'], ls='--')\n", + "plt.show(fig)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "coordinated-celebrity", + "metadata": {}, + "outputs": [], + "source": [ + "occupancy = df.Occupancy.values\n", + "humidity = df.Humidity.values\n", + "light = df.Light.values" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "chicken-teacher", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0.45353836, 0.07583515, 0.19437358, 0.28346148, 0.08540657,\n", + " 0.04564834, 0.03092307, 0.03534065, 0.02282417, 0.01914285]),\n", + " array([22.1 , 22.90225, 23.7045 , 24.50675, 25.309 , 26.11125,\n", + " 26.9135 , 27.71575, 28.518 , 29.32025, 30.1225 ]),\n", + " )" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(humidity[occupancy == 1], density=True)\n", + "plt.hist(humidity[occupancy == 0], alpha=0.2, density=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "disturbed-bandwidth", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import gaussian_kde as kde" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "known-prairie", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = len(df) // 2\n", + "i = np.arange(len(df))\n", + "np.random.shuffle(i)\n", + "i = i[:n]\n", + "h = humidity[i]\n", + "o = occupancy[i]\n", + "k1 = kde(h[o == 1])\n", + "k0 = kde(h[o == 0])\n", + "plt.scatter(humidity, k1.pdf(humidity))\n", + "plt.scatter(humidity, k0.pdf(humidity))\n", + "plt.scatter(humidity, k1.pdf(humidity), label=\"occupied\")\n", + "plt.scatter(humidity, k0.pdf(humidity), label=\"unoccupied\")\n", + "plt.title(\"Distribution of Light by Class\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "annual-physics", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = len(df) // 2\n", + "i = np.arange(len(df))\n", + "np.random.shuffle(i)\n", + "i = i[:n]\n", + "l = light[i]\n", + "o = occupancy[i]\n", + "k1 = kde(l[o == 1])\n", + "k0 = kde(l[o == 0])\n", + "plt.scatter(light, k1.pdf(light), label=\"occupied\")\n", + "plt.scatter(light, k0.pdf(light), label=\"unoccupied\")\n", + "plt.title(\"Distribution of Light by Class\")\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "tough-austria", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "31.4725" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "humidity[np.argmin(np.abs(k0.pdf(humidity) - k1.pdf(humidity)))]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ruled-musical", + "metadata": {}, + "outputs": [], + "source": [ + "# test a threshold-based classifier based on light\n", + "light_feature = (light > 0.25)*1\n", + "occupancy = df.Occupancy.values" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "medium-speed", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import confusion_matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "frank-bennett", + "metadata": {}, + "outputs": [], + "source": [ + "confuse = confusion_matrix(light_feature, occupancy)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "controlling-johns", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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mO1VVTbw1Ick7u+2fAPYx+kThEPBj4O3zmu+sZjyuabdrrGkz3IYyuPN13CpusZn+mgM4p5IGZChvfyQNhKEiqSlDRVJThoqkpgwVSU0ZKpKaMlQkNfW/HOF/PydQyQ8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(confuse)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "referenced-fashion", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.60600375, 0. ],\n", + " [0.02926829, 0.36472795]])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "confuse/len(occupancy)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "specialized-anchor", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "133" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df)//20" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "light-helen", + "metadata": {}, + "outputs": [], + "source": [ + "n = len(df)*6//10\n", + "occupancy = df.Occupancy.values[0:n]\n", + "errors = []\n", + "thresholds = np.linspace(0, 1, 100)\n", + "for thresh in thresholds:\n", + " light_feature = (light[0:n] > thresh)*1\n", + " humidity_feature = (humidity[0:n] > 25.37)*1\n", + "# feature = ((light_feature + humidity_feature) == 2)*1\n", + " light_feature = (light[0:n] > 0.2)*1\n", + " feature = (light_feature + 0.7*humidity_feature > 2*thresh)*1\n", + " confuse = confusion_matrix(feature, occupancy)/n\n", + "# det = np.linalg.det(confuse/np.linalg.norm(confuse))\n", + " errors.append(confuse[0,0] + confuse[1,1] - confuse[0,1] - confuse[1,1])\n", + "# errors = confuse[0,0]\n", + "del confuse, thresh" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "danish-paint", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(thresholds, errors)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "lasting-still", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.50093809 0. ]\n", + " [0.13433396 0.36472795]]\n" + ] + } + ], + "source": [ + "occupancy = df.Occupancy.values\n", + "thresh = thresholds[np.argmax(errors)]\n", + "# light_feature = (light.values > thresh)*1\n", + "# feature = light_feature\n", + "light_feature = (light > 0.1182)*1\n", + "humidity_feature = (humidity > 25.37)*1\n", + "feature = (light_feature + 0.5*humidity_feature > 2*thresh)*1\n", + "confuse = confusion_matrix(feature, occupancy)/len(occupancy)\n", + "plt.imshow(confuse)\n", + "plt.title(f\"thresh={thresh:.4f}\")\n", + "plt.show()\n", + "print(confuse)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "binding-incident", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.60600375 0. ]\n", + " [0.02926829 0.36472795]]\n" + ] + } + ], + "source": [ + "occupancy = df.Occupancy.values\n", + "thresh = 0.1182\n", + "light_feature = (light > thresh)*1\n", + "feature = light_feature\n", + "confuse = confusion_matrix(feature, occupancy)/len(occupancy)\n", + "plt.imshow(confuse)\n", + "plt.title(f\"thresh={thresh:.4f}\")\n", + "plt.show()\n", + "print(confuse)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "standing-footage", + "metadata": {}, + "outputs": [], + "source": [ + "humidity_feature = (humidity > 25.37)*1\n", + "occupancy = df.Occupancy.values\n", + "confuse = confusion_matrix(humidity_feature, occupancy)/len(occupancy)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "direct-nirvana", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.51594747, 0.07879925],\n", + " [0.11932458, 0.28592871]])" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "confuse" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "passive-index", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 2, 2, ..., 2, 2, 2])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "light_feature + humidity_feature" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0cdc07a-9600-4bc3-8f31-627ac3329da7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/occupancy/README.md b/occupancy/README.md new file mode 100644 index 0000000..8b9e7e8 --- /dev/null +++ b/occupancy/README.md @@ -0,0 +1,35 @@ +# Occupancy Classifier + +The goal here is to predict a binary outcome: whether a room is occupied by people or not. + +To do this, we will use two time-series based features: humidity and light measurements. + +## Learning Outcome +We present here a very "messy" notebook with almost no documentation (one that was actually written by the author and re-visited for the purposes of this pedagogical example) based on a very limited dataset found online. + +The goal of this demonstration is to show an example of "un-shareable code" and how a very simple re-factor can dramatically improve the presentation of the content. +The author of the [code in the] notebook is often the first person to benefit from such refactors, since revisiting the content in the future can largely feel like reading something for the first time, especially with enough time elapsed. + +By making small changes such as variable names, titles and labels in plots, and some brief comments, what started out as a rough proof-of-concept can become a foundation for future work building a predictive product. +For example, imagine a smart thermostat equipped with an inexpensive photoresistor to measure light and a moisture meter which needs to "learn" when people are home so as to best conserve energy when they are away. +A notebook like the one presented here could very much be how such someone began investigating how to implement such a feature. + + +## How to Read this Example + +First start by opening the [Draft.ipynb](./Draft.ipynb) notebook and running it. + +- Notice how the environment isn't specified. The kernel the notebook is expecting may or may not exist on your machine. +- You may run into import errors because certain packages don't exist. How do you handle it? + - Do you open a terminal up and run `pip install ` each time you encounter an import error? + - Do you create a new cell at the top of the notebook with lines such as `# pip install > /dev/null && echo "installed dependencies"` to handle installation? + - Do you create a `requirements.txt` file and list the dependencies you will need in there so you can at least run `pip install -r requirements.txt`? + - Do you specify versions for any of the above? +- Notice that variable names are often a single letter. Is this easy to read? +- Notice that graphs are missing labels +- Notice the lack of annotations: what is visualization v.s. data-exploration v.s. training v.s. testing and how this complicates reading the notebook from top-to-bottom. +- The data is committed to `git` (granted it is a small file), do you see any potential future problems that can arise if this becomes the norm in a mature shared repository? + +Then open [Cleanup.ipynb](./Cleanup.ipynb) and observe the changes made, reflect on the following: +- What has been addressed and what is still missing? (Is what is missing worth doing?) +- How much more readable is it? diff --git a/occupancy/datatest.csv b/occupancy/datatest.csv new file mode 100644 index 0000000..fabde16 --- /dev/null +++ b/occupancy/datatest.csv @@ -0,0 +1,2666 @@ +"date","Temperature","Humidity","Light","CO2","HumidityRatio","Occupancy" +"140","2015-02-02 14:19:00",23.7,26.272,585.2,749.2,0.00476416302416414,1 +"141","2015-02-02 14:19:59",23.718,26.29,578.4,760.4,0.00477266099212519,1 +"142","2015-02-02 14:21:00",23.73,26.23,572.666666666667,769.666666666667,0.00476515255246541,1 +"143","2015-02-02 14:22:00",23.7225,26.125,493.75,774.75,0.00474377335599685,1 +"144","2015-02-02 14:23:00",23.754,26.2,488.6,779,0.00476659399998615,1 +"145","2015-02-02 14:23:59",23.76,26.26,568.666666666667,790,0.00477933243163454,1 +"146","2015-02-02 14:25:00",23.73,26.29,536.333333333333,798,0.00477613633274892,1 +"147","2015-02-02 14:25:59",23.754,26.29,509,797,0.00478309370839038,1 +"148","2015-02-02 14:26:59",23.754,26.35,476,803.2,0.00479409399662041,1 +"149","2015-02-02 14:28:00",23.736,26.39,510,809,0.00479618871038935,1 +"150","2015-02-02 14:29:00",23.745,26.445,481.5,815.25,0.00480888622067716,1 +"151","2015-02-02 14:30:00",23.7,26.56,481.8,824,0.0048167933677358,1 +"152","2015-02-02 14:31:00",23.7,26.6,475.25,832,0.00482410383674874,1 +"153","2015-02-02 14:31:59",23.7,26.7,469,845.333333333333,0.00484238075533563,1 +"154","2015-02-02 14:32:59",23.7,26.774,464,852.4,0.00485590636128976,1 +"155","2015-02-02 14:34:00",23.7,26.89,464,861,0.00487710983719076,1 +"156","2015-02-02 14:35:00",23.7,26.9725,455,880,0.004892190768364,1 +"157","2015-02-02 14:36:00",23.6,26.89,454,891,0.00484759441396992,1 +"158","2015-02-02 14:37:00",23.64,26.976,458,897.6,0.0048750447811301,1 +"159","2015-02-02 14:38:00",23.65,27.05,464,900.5,0.00489149158929623,1 +"160","2015-02-02 14:38:59",23.64,27.1,473,908.8,0.00489763024345823,1 +"161","2015-02-02 14:39:59",23.6,27.16,464,918,0.00489665184522539,1 +"162","2015-02-02 14:41:00",23.6,27.236,498.4,925.2,0.00491046198855591,1 +"163","2015-02-02 14:42:00",23.6,27.29,530.2,929.4,0.0049202748285747,1 +"164","2015-02-02 14:43:00",23.6,27.33,533.6,936.4,0.00492754379701558,1 +"165","2015-02-02 14:44:00",23.6,27.34,524.25,950,0.0049293610654639,1 +"166","2015-02-02 14:44:59",23.625,27.3925,498.666666666667,961,0.00494640574744149,1 +"167","2015-02-02 14:45:59",23.6,27.39,516.333333333333,963,0.00493844756573873,1 +"168","2015-02-02 14:47:00",23.6,27.412,501.2,958.6,0.00494244570930318,1 +"169","2015-02-02 14:48:00",23.6,27.5,522,965.333333333333,0.00495843879351724,1 +"170","2015-02-02 14:49:00",23.6,27.525,520.5,979.25,0.00496298243218165,1 +"171","2015-02-02 14:50:00",23.6,27.6,505.285714285714,978.428571428571,0.00497661374332263,1 +"172","2015-02-02 14:51:00",23.6,27.6,488.333333333333,983,0.00497661374332263,1 +"173","2015-02-02 14:51:59",23.6,27.54,512,992.6,0.00496570864699156,1 +"174","2015-02-02 14:53:00",23.6,27.6,511,997.2,0.00497661374332263,1 +"175","2015-02-02 14:54:00",23.6166666666667,27.6333333333333,501.5,999.5,0.00498771842139186,1 +"176","2015-02-02 14:55:00",23.6666666666667,27.7,503.666666666667,1001,0.00501505086095386,1 +"177","2015-02-02 14:55:59",23.6,27.7,483.166666666667,1009.5,0.00499478974690881,1 +"178","2015-02-02 14:57:00",23.6,27.7225,483.5,1019,0.00499887949294923,1 +"179","2015-02-02 14:57:59",23.6,27.79,473,1021,0.00501114905119468,1 +"180","2015-02-02 14:58:59",23.6,27.8566666666667,470.333333333333,1024.66666666667,0.00502326760476436,1 +"181","2015-02-02 15:00:00",23.6,27.8042857142857,480.142857142857,1030.42857142857,0.00501374584466786,1 +"182","2015-02-02 15:01:00",23.575,27.79,464,1026.25,0.00500354474845336,1 +"183","2015-02-02 15:02:00",23.54,27.81,474.4,1028,0.00499653801060323,1 +"184","2015-02-02 15:03:00",23.6,27.978,470,1034.8,0.00504532457442066,1 +"185","2015-02-02 15:04:00",23.525,28,454,1055.5,0.00502636675819462,1 +"186","2015-02-02 15:04:59",23.5,27.978,454,1055.25,0.0050147597241768,1 +"187","2015-02-02 15:06:00",23.5,28,454,1050,0.00501873480786954,1 +"188","2015-02-02 15:07:00",23.5,28,454,1051.25,0.00501873480786954,1 +"189","2015-02-02 15:08:00",23.5,28,445,1053.6,0.00501873480786954,1 +"190","2015-02-02 15:08:59",23.5,28,439,1055.5,0.00501873480786954,1 +"191","2015-02-02 15:10:00",23.5,28.025,444.25,1055,0.00502325200960961,1 +"192","2015-02-02 15:10:59",23.445,28.125,454.75,1059.5,0.00502449114747957,1 +"193","2015-02-02 15:11:59",23.39,28.18,455.8,1060,0.00501758227438523,1 +"194","2015-02-02 15:13:00",23.39,28.2,451.6,1073.6,0.00502117211635073,1 +"195","2015-02-02 15:14:00",23.39,28.2,451.6,1078.6,0.00502117211635073,1 +"196","2015-02-02 15:15:00",23.39,28.2,454.75,1081,0.00502117211635073,1 +"197","2015-02-02 15:16:00",23.39,28.2225,454.75,1082,0.00502521073769626,1 +"198","2015-02-02 15:16:59",23.39,28.3733333333333,457.5,1088.83333333333,0.00505228580200481,1 +"199","2015-02-02 15:17:59",23.37,28.39,464,1090.6,0.00504912954232637,1 +"200","2015-02-02 15:19:00",23.39,28.3233333333333,464,1086,0.00504331038348948,1 +"201","2015-02-02 15:20:00",23.3733333333333,28.445,464,1092.5,0.00506001703431877,1 +"202","2015-02-02 15:21:00",23.39,28.5,471.5,1103.75,0.00507502467892817,1 +"203","2015-02-02 15:22:00",23.3233333333333,28.5,475.666666666667,1104.5,0.0050544759894773,1 +"204","2015-02-02 15:23:00",23.365,28.5,471.5,1103.5,0.00506731029811295,1 +"205","2015-02-02 15:23:59",23.29,28.5,467.75,1112,0.00504422920396206,1 +"206","2015-02-02 15:24:59",23.3066666666667,28.5333333333333,466.5,1105.66666666667,0.00505530397430099,1 +"207","2015-02-02 15:26:00",23.29,28.7,464,1104,0.00507991640233217,1 +"208","2015-02-02 15:27:00",23.29,28.7,467,1117.2,0.00507991640233217,1 +"209","2015-02-02 15:28:00",23.29,28.675,467.75,1121.25,0.00507545528038826,1 +"210","2015-02-02 15:29:00",23.29,28.6166666666667,466.5,1115.66666666667,0.00506504624269139,1 +"211","2015-02-02 15:29:59",23.29,28.66,459,1120,0.00507277863768927,1 +"212","2015-02-02 15:30:59",23.29,28.55,464,1123.75,0.0050531506227436,1 +"213","2015-02-02 15:32:00",23.29,28.6,470,1116,0.00506207229539191,1 +"214","2015-02-02 15:33:00",23.272,28.6,464,1126.8,0.00505652695304372,1 +"215","2015-02-02 15:34:00",23.2,28.4175,464,1112.75,0.00500201570843155,1 +"216","2015-02-02 15:35:00",23.23,28.5,449,1104.5,0.0050258311747689,1 +"217","2015-02-02 15:36:00",23.29,28.5,464,1108,0.00504422920396206,1 +"218","2015-02-02 15:36:59",23.215,28.6333333333333,462.333333333333,1127.83333333333,0.00504492264821108,1 +"219","2015-02-02 15:38:00",23.2,28.6,469,1128.75,0.00503439915237488,1 +"220","2015-02-02 15:39:00",23.2,28.65,469,1124.25,0.00504327191257943,1 +"221","2015-02-02 15:40:00",23.2,28.62,469,1130.4,0.0050379482263243,1 +"222","2015-02-02 15:40:59",23.2,28.7,464,1138,0.00505214492389298,1 +"223","2015-02-02 15:42:00",23.2,28.7,456.5,1144,0.00505214492389298,1 +"224","2015-02-02 15:42:59",23.2,28.718,457,1140,0.0050553392694394,1 +"225","2015-02-02 15:43:59",23.2,28.79,450.25,1139.25,0.00506811697708606,1 +"226","2015-02-02 15:45:00",23.2,28.79,446,1167.33333333333,0.00506811697708606,1 +"227","2015-02-02 15:46:00",23.14,28.79,451.6,1159.6,0.00504961840975861,1 +"228","2015-02-02 15:47:00",23.15,28.89,454.75,1157.75,0.00507039060666789,1 +"229","2015-02-02 15:48:00",23.15,28.89,448,1159.5,0.00507039060666789,1 +"230","2015-02-02 15:49:00",23.18,28.83,444,1156.4,0.00506903438932986,1 +"231","2015-02-02 15:49:59",23.1166666666667,28.945,444,1160,0.00506980946716446,1 +"232","2015-02-02 15:51:00",23.14,28.956,444,1169.8,0.00507897170322202,1 +"233","2015-02-02 15:52:00",23.1,29,444,1176.16666666667,0.00507436212642666,1 +"234","2015-02-02 15:53:00",23.1,29.075,444,1175.25,0.00508759281801227,1 +"235","2015-02-02 15:53:59",23.1,28.918,444,1166.6,0.00505989720917094,1 +"236","2015-02-02 15:55:00",23.1,27.925,444,1140.25,0.0048847835460129,1 +"237","2015-02-02 15:55:59",23.06,27.772,444,1089.2,0.00484597890696344,1 +"238","2015-02-02 15:56:59",23.02,27.556,435,1042.6,0.00479628399598345,1 +"239","2015-02-02 15:58:00",23.01,27.8188333333333,432,1051.1,0.00483943509812856,1 +"240","2015-02-02 15:59:00",23,28.0816666666667,429,1059.6,0.00488253791514092,1 +"241","2015-02-02 16:00:00",23,27.956,429,1064.6,0.00486051760799699,1 +"242","2015-02-02 16:01:00",22.9816666666667,27.9083333333333,429,1061.66666666667,0.00484674149485762,1 +"243","2015-02-02 16:01:59",23,27.9266666666667,429,1058.33333333333,0.00485537781204804,1 +"244","2015-02-02 16:02:59",23,28.018,429,1061.6,0.00487138154496758,1 +"245","2015-02-02 16:04:00",22.9816666666667,28.0666666666667,429,1070.33333333333,0.00487445417299691,1 +"246","2015-02-02 16:05:00",22.945,28.1,429,1074,0.00486938124670424,1 +"247","2015-02-02 16:06:00",23,28.1,429,1086.25,0.0048857505561061,1 +"248","2015-02-02 16:07:00",22.956,28.2,429,1089.6,0.00489012795696835,1 +"249","2015-02-02 16:08:00",22.9725,28.1,429,1085,0.00487755984259212,1 +"250","2015-02-02 16:08:59",22.945,28.1333333333333,429,1085,0.00487520277362808,1 +"251","2015-02-02 16:09:59",23,28.2,429,1088,0.00490327463194147,1 +"252","2015-02-02 16:11:00",22.945,28.2,429,1091.75,0.00488684615185727,1 +"253","2015-02-02 16:12:00",23,28.1333333333333,429,1091.33333333333,0.00489159180585966,1 +"254","2015-02-02 16:13:00",22.912,28.1,429,1088.2,0.00485958290505565,1 +"255","2015-02-02 16:14:00",22.89,28.1,429,1087.5,0.00485306034574781,1 +"256","2015-02-02 16:14:59",22.89,27.956,432,1079.2,0.00482799752977294,1 +"257","2015-02-02 16:15:59",22.865,27.84,432.75,1077.25,0.00480047642649419,1 +"258","2015-02-02 16:17:00",22.8733333333333,27.6833333333333,439,1064.16666666667,0.00477568424252338,1 +"259","2015-02-02 16:18:00",22.8733333333333,27.6,429,1056.4,0.00476119826877342,1 +"260","2015-02-02 16:19:00",22.89,27.6,432.75,1043.6,0.00476604528011147,1 +"261","2015-02-02 16:20:00",22.815,27.445,432.75,1039.5,0.0047174223493656,1 +"262","2015-02-02 16:21:00",22.84,27.3733333333333,436.5,1028.66666666667,0.00471219953995305,1 +"263","2015-02-02 16:21:59",22.79,27.365,438,1020.4,0.00469639044961084,1 +"264","2015-02-02 16:23:00",22.79,27.2,444,1018,0.00466786058404679,1 +"265","2015-02-02 16:24:00",22.79,27.1714285714286,435.428571428571,1015.14285714286,0.00466292061142762,1 +"266","2015-02-02 16:25:00",22.79,27.0666666666667,434,1006.33333333333,0.00464480804480218,1 +"267","2015-02-02 16:25:59",22.79,27.02,432,1002.6,0.00463674005674535,1 +"268","2015-02-02 16:27:00",22.772,26.934,438,993.2,0.00461679349309269,1 +"269","2015-02-02 16:27:59",22.76,26.8233333333333,439,983.333333333333,0.00459431462064815,1 +"270","2015-02-02 16:28:59",22.7,26.754,432,976.2,0.00456558276701595,1 +"271","2015-02-02 16:30:00",22.7225,26.7,432.75,980.75,0.00456256926364279,1 +"272","2015-02-02 16:31:00",22.7,26.6833333333333,434,971.333333333333,0.00455343518515253,1 +"273","2015-02-02 16:32:00",22.7,26.5333333333333,444,966.666666666667,0.00452765178461813,1 +"274","2015-02-02 16:33:00",22.7,26.4633333333333,444,963,0.00451562025722854,1 +"275","2015-02-02 16:34:00",22.7,26.445,441.5,952.333333333333,0.00451246921927278,1 +"276","2015-02-02 16:34:59",22.7,26.34,444,948,0.00449442297611622,1 +"277","2015-02-02 16:36:00",22.7,26.26,444,945,0.00448067415529907,1 +"278","2015-02-02 16:37:00",22.7,26.2,441,941.6,0.00447036293569594,1 +"279","2015-02-02 16:38:00",22.7,26.16,438,929.8,0.00446348897786061,1 +"280","2015-02-02 16:38:59",22.7,26.02,441,923.8,0.00443943131332927,1 +"281","2015-02-02 16:40:00",22.7,26.1,440.25,919,0.00445317832394532,1 +"282","2015-02-02 16:40:59",22.7,26,439,918.25,0.0044359946549457,1 +"283","2015-02-02 16:41:59",22.7,25.934,438,919.4,0.00442465394980727,1 +"284","2015-02-02 16:43:00",22.7,25.9266666666667,439,927.333333333333,0.00442339389680503,1 +"285","2015-02-02 16:44:00",22.7,25.815,432.75,920.25,0.00440420735236127,1 +"286","2015-02-02 16:45:00",22.68,25.772,432,902.4,0.00439144943150097,1 +"287","2015-02-02 16:46:00",22.64,25.696,429,904.4,0.00436771760822153,1 +"288","2015-02-02 16:46:59",22.6,25.575,429,897,0.00433639010072962,1 +"289","2015-02-02 16:47:59",22.6666666666667,25.6,429,892,0.00435838319402606,1 +"290","2015-02-02 16:49:00",22.6,25.525,433.5,882.5,0.00432785332156062,1 +"291","2015-02-02 16:50:00",22.62,25.476,436.2,887.2,0.00432477212303797,1 +"292","2015-02-02 16:51:00",22.625,25.55,442.5,889.25,0.00433874780423475,1 +"293","2015-02-02 16:52:00",22.6,25.39,443.4,889.2,0.00430480518013568,1 +"294","2015-02-02 16:53:00",22.65,25.42,438,880.75,0.0043231196096785,1 +"295","2015-02-02 16:53:59",22.6,25.2675,442.5,868.75,0.0042838925937963,1 +"296","2015-02-02 16:54:59",22.6,25.218,439.8,861,0.00427544259793873,1 +"297","2015-02-02 16:56:00",22.6,25.2,439.8,860.6,0.0042723699287058,1 +"298","2015-02-02 16:57:00",22.6,25.2,435.5,864,0.0042723699287058,1 +"299","2015-02-02 16:58:00",22.6,25.15,430.75,859,0.00426383489458762,1 +"300","2015-02-02 16:59:00",22.6,25.14,440.6,854.4,0.00426212791568025,1 +"301","2015-02-02 16:59:59",22.6,25.15,428.2,847.4,0.00426383489458762,1 +"302","2015-02-02 17:00:59",22.6,25.04,432.2,837.2,0.00424505863838244,1 +"303","2015-02-02 17:02:00",22.6,25.05,431.75,834.75,0.00424676552424079,1 +"304","2015-02-02 17:03:00",22.6,25.06,429.2,832.4,0.0042484724194037,1 +"305","2015-02-02 17:04:00",22.6,25,433,832,0.00423823118799312,1 +"306","2015-02-02 17:05:00",22.6,25,433,836.25,0.00423823118799312,1 +"307","2015-02-02 17:06:00",22.6,25,428.2,832.6,0.00423823118799312,1 +"308","2015-02-02 17:06:59",22.6,25.025,428.25,821.5,0.0042424983270408,1 +"309","2015-02-02 17:08:00",22.6,25.1,425.4,832.4,0.00425530009310245,1 +"310","2015-02-02 17:09:00",22.6,25.08,429.2,832.4,0.0042518862376435,1 +"311","2015-02-02 17:10:00",22.56,25.02,433,830.75,0.0042312841785683,1 +"312","2015-02-02 17:10:59",22.58,25.08,433,821.5,0.00424669048857924,1 +"313","2015-02-02 17:12:00",22.575,25.075,433,818.25,0.00424454028030122,1 +"314","2015-02-02 17:12:59",22.56,24.912,433,819.8,0.00421289593420237,1 +"315","2015-02-02 17:13:59",22.55,25.2,433,822.5,0.00425932809708705,1 +"316","2015-02-02 17:15:00",22.6,24.9175,433,818,0.00422415004171152,1 +"317","2015-02-02 17:16:00",22.58,25.06,433,812.8,0.00424328087024612,1 +"318","2015-02-02 17:17:00",22.5666666666667,24.9083333333333,433,816.5,0.00421398909213464,1 +"319","2015-02-02 17:18:00",22.525,24.945,433,822.25,0.00420949461543371,1 +"320","2015-02-02 17:19:00",22.54,24.89,433,825,0.0042040055610701,1 +"321","2015-02-02 17:19:59",22.5,24.865,433,816.5,0.00418949204255268,1 +"322","2015-02-02 17:21:00",22.5,24.9175,433,811.5,0.00419839744963948,1 +"323","2015-02-02 17:22:00",22.5,24.9116666666667,433,811,0.00419740794745465,1 +"324","2015-02-02 17:23:00",22.56,24.81,433,812.2,0.00419553025049749,1 +"325","2015-02-02 17:23:59",22.525,24.89,426,814.25,0.00420015063495153,1 +"326","2015-02-02 17:25:00",22.52,24.976,430.2,824,0.00421347256504319,1 +"327","2015-02-02 17:25:59",22.575,25.075,433,834.5,0.00424454028030123,1 +"328","2015-02-02 17:26:59",22.6,25,433,837,0.00423823118799312,1 +"329","2015-02-02 17:28:00",22.6,25.0214285714286,433,841.166666666667,0.00424188873218796,1 +"330","2015-02-02 17:29:00",22.6,25.0428571428571,433,845.333333333333,0.00424554631910682,1 +"331","2015-02-02 17:30:00",22.6,25.1,433,854.75,0.00425530009310245,1 +"332","2015-02-02 17:31:00",22.6,25.1,428.333333333333,850.333333333333,0.00425530009310245,1 +"333","2015-02-02 17:31:59",22.6,25.08,424.6,845.4,0.0042518862376435,1 +"334","2015-02-02 17:32:59",22.6,25.1666666666667,433,854.333333333333,0.00426667988011176,1 +"335","2015-02-02 17:34:00",22.6,25.0666666666667,428.333333333333,849.333333333333,0.00424961035468154,0 +"336","2015-02-02 17:35:00",22.6,25.2,422.5,853,0.0042723699287058,0 +"337","2015-02-02 17:36:00",22.6,25.2,423.666666666667,853,0.0042723699287058,0 +"338","2015-02-02 17:37:00",22.54,25.16,424.6,852,0.0042499210749079,0 +"339","2015-02-02 17:38:00",22.54,25.16,427.4,853.6,0.0042499210749079,0 +"340","2015-02-02 17:38:59",22.54,25.14,421.8,845.6,0.0042465196948245,0 +"341","2015-02-02 17:39:59",22.525,25.1,426,834.25,0.00423582915169482,0 +"342","2015-02-02 17:41:00",22.5,25.04,421.8,826.4,0.00421917771792251,0 +"343","2015-02-02 17:42:00",22.5,25,419,819.6,0.00421239217255268,0 +"344","2015-02-02 17:43:00",22.5,25,419,829.6,0.00421239217255268,0 +"345","2015-02-02 17:44:00",22.5,25,419,824,0.00421239217255268,0 +"346","2015-02-02 17:44:59",22.5,24.912,419,814.2,0.0041974644903524,0 +"347","2015-02-02 17:45:59",22.5,24.89,419,813.5,0.0041937326810038,0 +"348","2015-02-02 17:47:00",22.5,24.89,419,813.8,0.0041937326810038,0 +"349","2015-02-02 17:48:00",22.5,24.89,419,811,0.0041937326810038,0 +"350","2015-02-02 17:49:00",22.478,24.87,419,804.6,0.00418470411108146,0 +"351","2015-02-02 17:50:00",22.456,24.83,419,807.8,0.00417230818064312,0 +"352","2015-02-02 17:51:00",22.5,24.8566666666667,419,802.333333333333,0.00418807850916583,0 +"353","2015-02-02 17:51:59",22.4175,24.7475,419,796.75,0.00414856636550583,0 +"354","2015-02-02 17:53:00",22.456,24.81,419,794.4,0.00416892495641864,0 +"355","2015-02-02 17:54:00",22.39,24.7,419,790.6,0.00413358648459168,0 +"356","2015-02-02 17:55:00",22.4175,24.7225,419,789.75,0.0041443475474366,0 +"357","2015-02-02 17:55:59",22.39,24.7,419,782.2,0.00413358648459168,0 +"358","2015-02-02 17:57:00",22.39,24.7225,419,772.25,0.00413737694389585,1 +"359","2015-02-02 17:57:59",22.39,24.7170833333333,419,772.925,0.00413646442172095,1 +"360","2015-02-02 17:58:59",22.39,24.7116666666667,419,773.6,0.00413555190220584,1 +"361","2015-02-02 18:00:00",22.39,24.625,419,773.75,0.00412095195168535,1 +"362","2015-02-02 18:01:00",22.39,24.754,416.2,771.8,0.00414268366402263,1 +"363","2015-02-02 18:02:00",22.39,24.912,418.6,782.8,0.00416930285551727,1 +"364","2015-02-02 18:03:00",22.39,25.245,415,796.5,0.00422541274126769,1 +"365","2015-02-02 18:04:00",22.39,25.0925,310.25,809,0.00419971552453032,1 +"366","2015-02-02 18:04:59",22.39,25,0,805.5,0.0041841297156888,0 +"367","2015-02-02 18:06:00",22.35,24.978,0,791.4,0.00417019632275524,0 +"368","2015-02-02 18:07:00",22.3233333333333,25,0,779.333333333333,0.00416708241580403,0 +"369","2015-02-02 18:08:00",22.365,24.9725,0,780.75,0.00417310345378263,0 +"370","2015-02-02 18:08:59",22.315,24.89,0,781.75,0.00414650784083818,0 +"371","2015-02-02 18:10:00",22.29,24.9175,0,781,0.00414476697940617,0 +"372","2015-02-02 18:10:59",22.29,24.912,0,778.4,0.00414384601663705,0 +"373","2015-02-02 18:11:59",22.26,24.8566666666667,0,769.333333333333,0.00412698756337495,0 +"374","2015-02-02 18:13:00",22.254,24.85,0,766.5,0.0041243566010876,0 +"375","2015-02-02 18:14:00",22.23,24.7933333333333,0,763.25,0.00410884135392114,0 +"376","2015-02-02 18:15:00",22.26,24.8233333333333,0,762.333333333333,0.00412141651164059,0 +"377","2015-02-02 18:16:00",22.2,24.79,0,761.5,0.00410073726963565,0 +"378","2015-02-02 18:16:59",22.2,24.79,0,761,0.00410073726963565,0 +"379","2015-02-02 18:17:59",22.2,24.736,0,757,0.00409174588095119,0 +"380","2015-02-02 18:19:00",22.2,24.79,0,752.333333333333,0.00410073726963565,0 +"381","2015-02-02 18:20:00",22.1333333333333,24.7,0,748.666666666667,0.00406908365757901,0 +"382","2015-02-02 18:21:00",22.1,24.7,0,746.25,0.00406077210033269,0 +"383","2015-02-02 18:22:00",22.15,24.7225,0,745.25,0.00407697982248635,0 +"384","2015-02-02 18:23:00",22.1,24.7,0,740.666666666667,0.00406077210033269,0 +"385","2015-02-02 18:23:59",22.1,24.7,0,738,0.00406077210033269,0 +"386","2015-02-02 18:24:59",22.1333333333333,24.7,0,732.666666666667,0.00406908365757901,0 +"387","2015-02-02 18:26:00",22.1,24.7,0,727,0.00406077210033269,0 +"388","2015-02-02 18:27:00",22.1,24.675,0,716,0.00405663520140821,0 +"389","2015-02-02 18:28:00",22.0666666666667,24.6666666666667,0,723.25,0.00404697099901821,0 +"390","2015-02-02 18:29:00",22.0666666666667,24.6666666666667,0,718.333333333333,0.00404697099901821,0 +"391","2015-02-02 18:29:59",22,24.58,0,716.6,0.00401619278733235,0 +"392","2015-02-02 18:30:59",21.978,24.6,0,714,0.0040140562223397,0 +"393","2015-02-02 18:32:00",21.978,24.56,0,714.2,0.00400748724931948,0 +"394","2015-02-02 18:33:00",21.945,24.6,0,715,0.00400593001937022,0 +"395","2015-02-02 18:34:00",21.9266666666667,24.5,0,706.666666666667,0.00398505157493118,0 +"396","2015-02-02 18:35:00",21.89,24.5,0,706,0.00397608547610517,0 +"397","2015-02-02 18:36:00",21.89,24.525,0,698.75,0.00398016866833722,0 +"398","2015-02-02 18:36:59",21.89,24.5,0,692.5,0.00397608547610517,0 +"399","2015-02-02 18:38:00",21.89,24.5,0,694.75,0.00397608547610517,0 +"400","2015-02-02 18:39:00",21.815,24.4175,0,697.25,0.00394438928261232,0 +"401","2015-02-02 18:40:00",21.8233333333333,24.4633333333333,0,692,0.00395386507281094,0 +"402","2015-02-02 18:40:59",21.79,24.39,0,691,0.00393386813796092,0 +"403","2015-02-02 18:42:00",21.79,24.39,0,689.75,0.00393386813796092,0 +"404","2015-02-02 18:42:59",21.79,24.39,0,689,0.00393386813796092,0 +"405","2015-02-02 18:43:59",21.7675,24.39,0,687,0.00392842953743671,0 +"406","2015-02-02 18:45:00",21.7675,24.365,0,679.75,0.00392437745140477,0 +"407","2015-02-02 18:46:00",21.754,24.35,0,668.4,0.00391869166016661,0 +"408","2015-02-02 18:47:00",21.7,24.29,0,665.666666666667,0.00389601301458523,0 +"409","2015-02-02 18:48:00",21.7,24.29,0,664.75,0.00389601301458523,0 +"410","2015-02-02 18:49:00",21.7,24.29,0,668,0.00389601301458523,0 +"411","2015-02-02 18:49:59",21.7,24.29,0,661.25,0.00389601301458523,0 +"412","2015-02-02 18:51:00",21.64,24.236,0,658.2,0.00387297199396133,0 +"413","2015-02-02 18:52:00",21.6,24.2,0,656,0.0038576731827532,0 +"414","2015-02-02 18:53:00",21.6,24.2,0,654.8,0.0038576731827532,0 +"415","2015-02-02 18:53:59",21.6,24.2225,0,653.75,0.003861282127931,0 +"416","2015-02-02 18:55:00",21.5,24.26,0,650.333333333333,0.00384355240302953,0 +"417","2015-02-02 18:55:59",21.5,24.2,0,650.75,0.0038339879085467,0 +"418","2015-02-02 18:56:59",21.55,24.2,0,648.25,0.00384581447627792,0 +"419","2015-02-02 18:58:00",21.5,24.2,0,640.333333333333,0.0038339879085467,0 +"420","2015-02-02 18:59:00",21.5,24.2,0,638,0.0038339879085467,0 +"421","2015-02-02 19:00:00",21.5,24.2,0,636.25,0.0038339879085467,0 +"422","2015-02-02 19:01:00",21.5,24.2,0,636.333333333333,0.0038339879085467,0 +"423","2015-02-02 19:01:59",21.5,24.15,0,635.75,0.00382601771979012,0 +"424","2015-02-02 19:02:59",21.5,24.175,0,635.5,0.00383000278879255,0 +"425","2015-02-02 19:04:00",21.5,24.125,0,627.5,0.00382203270153845,0 +"426","2015-02-02 19:05:00",21.5,24.15,0,626.25,0.00382601771979012,0 +"427","2015-02-02 19:06:00",21.5,24.125,0,621.5,0.00382203270153845,0 +"428","2015-02-02 19:07:00",21.5,24.1,0,621.75,0.00381804773403658,0 +"429","2015-02-02 19:08:00",21.5,24.1,0,620.666666666667,0.00381804773403658,0 +"430","2015-02-02 19:08:59",21.5,24.1,0,617,0.00381804773403658,0 +"431","2015-02-02 19:09:59",21.5,24.1,0,612.75,0.00381804773403658,0 +"432","2015-02-02 19:11:00",21.4725,24.075,0,614.5,0.00380760581536113,0 +"433","2015-02-02 19:12:00",21.39,24,0,617.333333333333,0.00377641938611092,0 +"434","2015-02-02 19:13:00",21.4266666666667,23.9266666666667,0,614.25,0.00377333000182496,0 +"435","2015-02-02 19:14:00",21.39,23.9725,0,610.75,0.00377206599728212,0 +"436","2015-02-02 19:14:59",21.39,23.9175,0,603,0.00376335940133541,0 +"437","2015-02-02 19:15:59",21.39,23.945,0,603.5,0.00376771266902404,0 +"438","2015-02-02 19:17:00",21.365,23.89,0,602,0.00375321614938758,0 +"439","2015-02-02 19:18:00",21.3233333333333,24,0,605.666666666667,0.00376092485713894,0 +"440","2015-02-02 19:19:00",21.34,23.9725,0,604.5,0.0037604533217008,0 +"441","2015-02-02 19:20:00",21.315,23.9725,0,599,0.00375465880754887,0 +"442","2015-02-02 19:21:00",21.3566666666667,24,0,600,0.00376866510404066,0 +"443","2015-02-02 19:21:59",21.39,23.9725,0,596.5,0.00377206599728212,0 +"444","2015-02-02 19:23:00",21.315,23.89,0,597.5,0.00374165963273266,0 +"445","2015-02-02 19:24:00",21.29,23.945,0,594,0.00374454576336437,0 +"446","2015-02-02 19:25:00",21.29,23.9725,0,590.5,0.00374887216352344,0 +"447","2015-02-02 19:25:59",21.29,23.89,0,586.666666666667,0.00373589314251898,0 +"448","2015-02-02 19:27:00",21.29,23.9266666666667,0,588,0.00374166152982765,0 +"449","2015-02-02 19:27:59",21.29,23.89,0,585.5,0.00373589314251898,0 +"450","2015-02-02 19:28:59",21.29,23.89,0,584.5,0.00373589314251898,0 +"451","2015-02-02 19:30:00",21.254,23.85,0,587.2,0.00372132453722628,0 +"452","2015-02-02 19:31:00",21.23,23.8233333333333,0,585,0.00371163679525134,0 +"453","2015-02-02 19:32:00",21.218,23.81,0,579.4,0.00370680031023175,0 +"454","2015-02-02 19:33:00",21.2,23.79,0,579.333333333333,0.00369955480346118,0 +"455","2015-02-02 19:34:00",21.2,23.79,0,581.6,0.00369955480346118,0 +"456","2015-02-02 19:34:59",21.2,23.79,0,581.666666666667,0.00369955480346118,0 +"457","2015-02-02 19:36:00",21.2,23.79,0,577.5,0.00369955480346118,0 +"458","2015-02-02 19:37:00",21.2,23.79,0,577.333333333333,0.00369955480346118,0 +"459","2015-02-02 19:38:00",21.2,23.7675,0,574.25,0.00369603506365788,0 +"460","2015-02-02 19:38:59",21.2,23.745,0,569,0.00369251536345345,0 +"461","2015-02-02 19:40:00",21.2,23.76,0,565.333333333333,0.00369486182585656,0 +"462","2015-02-02 19:40:59",21.2,23.7,0,561.4,0.00368547608183853,0 +"463","2015-02-02 19:41:59",21.2,23.79,0,567.333333333333,0.00369955480346118,0 +"464","2015-02-02 19:43:00",21.175,23.7,0,565.333333333333,0.00367979166359871,0 +"465","2015-02-02 19:44:00",21.1666666666667,23.7,0,563.5,0.00367789857519486,0 +"466","2015-02-02 19:45:00",21.125,23.675,0,559,0.00366455353347419,0 +"467","2015-02-02 19:46:00",21.1,23.65,0,559.5,0.00365501193599322,0 +"468","2015-02-02 19:46:59",21.125,23.65,0,550.5,0.00366066111472342,0 +"469","2015-02-02 19:47:59",21.1,23.6,0,553,0.00364723932725151,0 +"470","2015-02-02 19:49:00",21.1333333333333,23.6,0,552,0.00365475715962219,0 +"471","2015-02-02 19:50:00",21.1,23.6,0,553.25,0.00364723932725151,0 +"472","2015-02-02 19:51:00",21.1,23.6,0,545.75,0.00364723932725151,0 +"473","2015-02-02 19:52:00",21.1,23.6,0,548,0.00364723932725151,0 +"474","2015-02-02 19:53:00",21.1,23.6,0,547,0.00364723932725151,0 +"475","2015-02-02 19:53:59",21.1,23.575,0,545.75,0.00364335309530045,0 +"476","2015-02-02 19:54:59",21.1,23.5333333333333,0,544,0.00363687614933414,0 +"477","2015-02-02 19:56:00",21.1,23.4725,0,545.5,0.00362742004904475,0 +"478","2015-02-02 19:57:00",21.1,23.4725,0,547,0.00362742004904475,0 +"479","2015-02-02 19:58:00",21.1,23.5,0,545.25,0.00363169468911561,0 +"480","2015-02-02 19:59:00",21.1,23.5,0,541.25,0.00363169468911561,0 +"481","2015-02-02 19:59:59",21.125,23.5,0,540.75,0.00363730761924146,0 +"482","2015-02-02 20:00:59",21.1,23.5,0,533.333333333333,0.00363169468911561,0 +"483","2015-02-02 20:02:00",21.1333333333333,23.5,0,528,0.00363918029389709,0 +"484","2015-02-02 20:03:00",21.1,23.3925,0,537.75,0.00361498506460243,0 +"485","2015-02-02 20:04:00",21.1,23.4725,0,539.5,0.00362742004904475,0 +"486","2015-02-02 20:05:00",21.1,23.5,0,535.25,0.00363169468911561,0 +"487","2015-02-02 20:06:00",21.1,23.5,0,537.25,0.00363169468911561,0 +"488","2015-02-02 20:06:59",21.1,23.5,0,535.25,0.00363169468911561,0 +"489","2015-02-02 20:08:00",21.1,23.5,0,533.4,0.00363169468911561,0 +"490","2015-02-02 20:09:00",21.1,23.5,0,524.5,0.00363169468911561,0 +"491","2015-02-02 20:10:00",21.1,23.434,0,524.8,0.00362143565107863,0 +"492","2015-02-02 20:10:59",21.1,23.39,0,522.666666666667,0.00361459647930365,0 +"493","2015-02-02 20:12:00",21.1,23.39,0,521,0.00361459647930365,0 +"494","2015-02-02 20:12:59",21.125,23.39,0,519.75,0.00362018283054654,0 +"495","2015-02-02 20:13:59",21.1,23.39,0,523,0.00361459647930365,0 +"496","2015-02-02 20:15:00",21.1,23.39,0,523,0.00361459647930365,0 +"497","2015-02-02 20:16:00",21.1,23.39,0,519,0.00361459647930365,0 +"498","2015-02-02 20:17:00",21.1,23.365,0,519.5,0.00361071065286537,0 +"499","2015-02-02 20:18:00",21.1,23.39,0,519.75,0.00361459647930365,0 +"500","2015-02-02 20:19:00",21.1,23.365,0,520,0.00361071065286537,0 +"501","2015-02-02 20:19:59",21.1,23.33,0,524.6,0.00360527057694702,0 +"502","2015-02-02 20:21:00",21.075,23.315,0,520.25,0.00359737848607855,0 +"503","2015-02-02 20:22:00",21.075,23.34,0,519,0.00360125818434467,0 +"504","2015-02-02 20:23:00",21.1,23.29,0,523.2,0.00359905346317353,0 +"505","2015-02-02 20:23:59",21.0333333333333,23.29,0,517.666666666667,0.00358425790846352,0 +"506","2015-02-02 20:25:00",21.02,23.29,0,514.2,0.00358130523727,0 +"507","2015-02-02 20:25:59",21.025,23.29,0,516.5,0.00358241223770972,0 +"508","2015-02-02 20:26:59",21,23.29,0,521,0.00357688024903438,0 +"509","2015-02-02 20:28:00",21,23.29,0,520,0.00357688024903438,0 +"510","2015-02-02 20:29:00",21,23.254,0,517.8,0.00357131962083668,0 +"511","2015-02-02 20:30:00",21,23.26,0,514.333333333333,0.00357224638533805,0 +"512","2015-02-02 20:31:00",21,23.2675,0,516.75,0.00357340484482625,0 +"513","2015-02-02 20:31:59",21,23.29,0,520.75,0.00357688024903438,0 +"514","2015-02-02 20:32:59",21,23.29,0,519.333333333333,0.00357688024903438,0 +"515","2015-02-02 20:34:00",21,23.29,0,519,0.00357688024903438,0 +"516","2015-02-02 20:35:00",21,23.29,0,509.75,0.00357688024903438,0 +"517","2015-02-02 20:36:00",21,23.29,0,508.5,0.00357688024903438,0 +"518","2015-02-02 20:37:00",20.9725,23.29,0,504.5,0.00357080375658003,0 +"519","2015-02-02 20:38:00",21,23.29,0,506.5,0.00357688024903438,0 +"520","2015-02-02 20:38:59",20.9725,23.29,0,509,0.00357080375658003,0 +"521","2015-02-02 20:39:59",20.9633333333333,23.29,0,507.25,0.00356878028139735,0 +"522","2015-02-02 20:41:00",21,23.29,0,509.333333333333,0.00357688024903438,0 +"523","2015-02-02 20:42:00",20.89,23.2,0,509.666666666667,0.00353882221893409,0 +"524","2015-02-02 20:43:00",20.89,23.245,0,508.25,0.00354572544268721,0 +"525","2015-02-02 20:44:00",20.89,23.2225,0,510.25,0.00354227381176538,0 +"526","2015-02-02 20:44:59",20.89,23.254,0,504,0.00354710610572144,0 +"527","2015-02-02 20:45:59",20.89,23.26,0,499.333333333333,0.00354802655113016,0 +"528","2015-02-02 20:47:00",20.89,23.2225,0,495,0.00354227381176538,0 +"529","2015-02-02 20:48:00",20.89,23.2,0,496.25,0.00353882221893409,0 +"530","2015-02-02 20:49:00",20.89,23.2,0,494.75,0.00353882221893409,0 +"531","2015-02-02 20:50:00",20.89,23.2,0,492.5,0.00353882221893409,0 +"532","2015-02-02 20:51:00",20.89,23.2,0,494.25,0.00353882221893409,0 +"533","2015-02-02 20:51:59",20.89,23.2,0,492.333333333333,0.00353882221893409,0 +"534","2015-02-02 20:53:00",20.89,23.125,0,493.75,0.00352731718458679,0 +"535","2015-02-02 20:54:00",20.89,23.125,0,484.75,0.00352731718458679,0 +"536","2015-02-02 20:55:00",20.89,23.1,0,489.25,0.00352348226718284,0 +"537","2015-02-02 20:55:59",20.89,23.1,0,494.5,0.00352348226718284,0 +"538","2015-02-02 20:57:00",20.89,23.1,0,495.666666666667,0.00352348226718284,0 +"539","2015-02-02 20:57:59",20.89,23.1,0,501.5,0.00352348226718284,0 +"540","2015-02-02 20:58:59",20.89,23.1,0,499.666666666667,0.00352348226718284,0 +"541","2015-02-02 21:00:00",20.89,23.1,0,492.5,0.00352348226718284,0 +"542","2015-02-02 21:01:00",20.89,23.1,0,494.25,0.00352348226718284,0 +"543","2015-02-02 21:02:00",20.89,23.1,0,494,0.00352348226718284,0 +"544","2015-02-02 21:03:00",20.9725,23.1,0,489.25,0.00354150724957436,0 +"545","2015-02-02 21:04:00",20.9175,23.1,0,490,0.00352948159229704,0 +"546","2015-02-02 21:04:59",20.89,23.1,0,495.5,0.00352348226718284,0 +"547","2015-02-02 21:06:00",20.89,23.05,0,498,0.00351581257343747,0 +"548","2015-02-02 21:07:00",20.89,23.05,0,495,0.00351581257343747,0 +"549","2015-02-02 21:08:00",20.912,23,0,490.2,0.00351292080009673,0 +"550","2015-02-02 21:08:59",20.9266666666667,23,0,492.333333333333,0.00351610913906784,0 +"551","2015-02-02 21:10:00",20.89,23,0,491.666666666667,0.00350814306776971,0 +"552","2015-02-02 21:10:59",20.89,22.956,0,488,0.00350139405835438,0 +"553","2015-02-02 21:11:59",20.934,22.934,0,488,0.00350755305943681,0 +"554","2015-02-02 21:13:00",20.89,23,0,485,0.00350814306776971,0 +"555","2015-02-02 21:14:00",20.89,23,0,490,0.00350814306776971,0 +"556","2015-02-02 21:15:00",20.9175,22.9725,0,489.5,0.00350989075838834,0 +"557","2015-02-02 21:16:00",20.89,22.945,0,485.25,0.00349970682875656,0 +"558","2015-02-02 21:16:59",20.89,22.89,0,485.666666666667,0.00349127081729973,0 +"559","2015-02-02 21:17:59",20.9175,22.945,0,485,0.00350566544528695,0 +"560","2015-02-02 21:19:00",20.89,22.956,0,485.2,0.00350139405835438,0 +"561","2015-02-02 21:20:00",20.945,22.89,0,484,0.00350316807807591,0 +"562","2015-02-02 21:21:00",20.89,22.9175,0,483,0.00349548879458418,0 +"563","2015-02-02 21:22:00",20.89,22.89,0,481,0.00349127081729973,0 +"564","2015-02-02 21:23:00",20.89,22.89,0,476.5,0.00349127081729973,0 +"565","2015-02-02 21:23:59",20.89,22.89,0,475,0.00349127081729973,0 +"566","2015-02-02 21:24:59",20.89,22.89,0,476,0.00349127081729973,0 +"567","2015-02-02 21:26:00",20.89,22.89,0,478.5,0.00349127081729973,0 +"568","2015-02-02 21:27:00",20.89,22.89,0,481,0.00349127081729973,0 +"569","2015-02-02 21:28:00",20.89,22.89,0,483,0.00349127081729973,0 +"570","2015-02-02 21:29:00",20.8566666666667,22.8566666666667,0,480.25,0.00347897566308279,0 +"571","2015-02-02 21:29:59",20.89,22.89,0,480.25,0.00349127081729973,0 +"572","2015-02-02 21:30:59",20.89,22.865,0,470.75,0.00348743634186028,0 +"573","2015-02-02 21:32:00",20.89,22.89,0,474.75,0.00349127081729973,0 +"574","2015-02-02 21:33:00",20.89,22.865,0,482.25,0.00348743634186028,0 +"575","2015-02-02 21:34:00",20.89,22.89,0,480.333333333333,0.00349127081729973,0 +"576","2015-02-02 21:35:00",20.89,22.89,0,480,0.00349127081729973,0 +"577","2015-02-02 21:36:00",20.89,22.84,0,481.5,0.00348360191343384,0 +"578","2015-02-02 21:36:59",20.89,22.84,0,483.5,0.00348360191343384,0 +"579","2015-02-02 21:38:00",20.89,22.79,0,475.6,0.0034759331976165,0 +"580","2015-02-02 21:39:00",20.89,22.76,0,475.333333333333,0.00347133205838652,0 +"581","2015-02-02 21:40:00",20.89,22.815,0,477.666666666667,0.00347976753201953,0 +"582","2015-02-02 21:40:59",20.89,22.79,0,475.75,0.0034759331976165,0 +"583","2015-02-02 21:42:00",20.89,22.79,0,479.166666666667,0.0034759331976165,0 +"584","2015-02-02 21:42:59",20.865,22.7675,0,475,0.00346711546963321,0 +"585","2015-02-02 21:43:59",20.865,22.7675,0,474,0.00346711546963321,0 +"586","2015-02-02 21:45:00",20.89,22.79,0,477.333333333333,0.0034759331976165,0 +"587","2015-02-02 21:46:00",20.89,22.79,0,473,0.0034759331976165,0 +"588","2015-02-02 21:47:00",20.89,22.7675,0,470,0.00347248233684769,0 +"589","2015-02-02 21:48:00",20.865,22.675,0,468.75,0.00345295104445914,0 +"590","2015-02-02 21:49:00",20.87,22.718,0,471.4,0.00346060593833997,0 +"591","2015-02-02 21:49:59",20.89,22.7,0,471,0.00346212998300557,0 +"592","2015-02-02 21:51:00",20.89,22.7,0,468,0.00346212998300557,0 +"593","2015-02-02 21:52:00",20.85,22.678,0,468.6,0.00345020659473582,0 +"594","2015-02-02 21:53:00",20.81,22.62,0,467.4,0.00343282503619857,0 +"595","2015-02-02 21:53:59",20.79,22.6,0,469,0.00342552949876246,0 +"596","2015-02-02 21:55:00",20.79,22.65,0,471.25,0.00343314993421406,0 +"597","2015-02-02 21:55:59",20.8233333333333,22.73,0,470.666666666667,0.00345245938689913,0 +"598","2015-02-02 21:56:59",20.79,22.6,0,466.75,0.00342552949876246,0 +"599","2015-02-02 21:58:00",20.79,22.64,0,466.8,0.0034316258322677,0 +"600","2015-02-02 21:59:00",20.79,22.7,0,468.75,0.0034407705553688,0 +"601","2015-02-02 22:00:00",20.79,22.65,0,467.5,0.00343314993421406,0 +"602","2015-02-02 22:01:00",20.79,22.6333333333333,0,469.666666666667,0.00343060976843018,0 +"603","2015-02-02 22:01:59",20.79,22.7,0,469.75,0.0034407705553688,0 +"604","2015-02-02 22:02:59",20.79,22.6,0,469.75,0.00342552949876246,0 +"605","2015-02-02 22:04:00",20.79,22.6,0,467.25,0.00342552949876246,0 +"606","2015-02-02 22:05:00",20.772,22.6,0,461.4,0.00342171422452537,0 +"607","2015-02-02 22:06:00",20.79,22.6,0,469.25,0.00342552949876246,0 +"608","2015-02-02 22:07:00",20.79,22.625,0,468,0.00342933969327579,0 +"609","2015-02-02 22:08:00",20.73,22.6,0,469,0.00341282647306003,0 +"610","2015-02-02 22:08:59",20.79,22.6,0,467.25,0.00342552949876246,0 +"611","2015-02-02 22:09:59",20.79,22.6,0,467.4,0.00342552949876246,0 +"612","2015-02-02 22:11:00",20.79,22.6,0,467.666666666667,0.00342552949876246,0 +"613","2015-02-02 22:12:00",20.745,22.6,0,471.5,0.00341599833244845,0 +"614","2015-02-02 22:13:00",20.76,22.6,0,471.666666666667,0.00341917278864175,0 +"615","2015-02-02 22:14:00",20.7225,22.6,0,464.75,0.00341124151659625,0 +"616","2015-02-02 22:14:59",20.7225,22.6,0,461.75,0.00341124151659625,0 +"617","2015-02-02 22:15:59",20.7225,22.6,0,458.5,0.00341124151659625,0 +"618","2015-02-02 22:17:00",20.745,22.55,0,459.5,0.00340839940076414,0 +"619","2015-02-02 22:18:00",20.7225,22.55,0,460.5,0.00340365322409664,0 +"620","2015-02-02 22:19:00",20.76,22.5666666666667,0,465.333333333333,0.00341410208020416,0 +"621","2015-02-02 22:20:00",20.7225,22.5,0,465,0.00339606511573662,0 +"622","2015-02-02 22:21:00",20.7225,22.5,0,459,0.00339606511573662,0 +"623","2015-02-02 22:21:59",20.7675,22.5,0,463,0.00340554200808737,0 +"624","2015-02-02 22:23:00",20.745,22.5,0,460.75,0.00340080065373473,0 +"625","2015-02-02 22:24:00",20.7,22.5,0,461.5,0.00339133538795165,0 +"626","2015-02-02 22:25:00",20.7,22.5,0,466,0.00339133538795165,0 +"627","2015-02-02 22:25:59",20.7675,22.5,0,460.25,0.00340554200808737,0 +"628","2015-02-02 22:27:00",20.718,22.52,0,457.4,0.00339815307635992,0 +"629","2015-02-02 22:27:59",20.7,22.5,0,464.6,0.00339133538795165,0 +"630","2015-02-02 22:28:59",20.73,22.5,0,464.333333333333,0.00339764298252023,0 +"631","2015-02-02 22:30:00",20.7,22.5,0,459.333333333333,0.00339133538795165,0 +"632","2015-02-02 22:31:00",20.7,22.5,0,459.75,0.00339133538795165,0 +"633","2015-02-02 22:32:00",20.7225,22.5,0,459.25,0.00339606511573662,0 +"634","2015-02-02 22:33:00",20.7,22.5,0,463,0.00339133538795165,0 +"635","2015-02-02 22:34:00",20.7225,22.445,0,461.5,0.00338771840921383,0 +"636","2015-02-02 22:34:59",20.7,22.5,0,454.5,0.00339133538795165,0 +"637","2015-02-02 22:36:00",20.7,22.5,0,458.333333333333,0.00339133538795165,0 +"638","2015-02-02 22:37:00",20.718,22.5,0,463,0.00339511870555902,0 +"639","2015-02-02 22:38:00",20.7,22.5,0,463.75,0.00339133538795165,0 +"640","2015-02-02 22:38:59",20.7,22.456,0,460.6,0.00338466735488604,0 +"641","2015-02-02 22:40:00",20.7,22.5,0,455.25,0.00339133538795165,0 +"642","2015-02-02 22:40:59",20.7,22.5,0,455.666666666667,0.00339133538795165,0 +"643","2015-02-02 22:41:59",20.7,22.5,0,456.25,0.00339133538795165,0 +"644","2015-02-02 22:43:00",20.7,22.4266666666667,0,459.666666666667,0.00338022207850367,0 +"645","2015-02-02 22:44:00",20.7,22.5,0,462,0.00339133538795165,0 +"646","2015-02-02 22:45:00",20.7225,22.4725,0,460.25,0.00339189173462569,0 +"647","2015-02-02 22:46:00",20.718,22.434,0,462,0.00338510549082456,0 +"648","2015-02-02 22:46:59",20.73,22.39,0,461,0.00338094199441115,0 +"649","2015-02-02 22:47:59",20.7,22.39,0,461.666666666667,0.00337466557189241,0 +"650","2015-02-02 22:49:00",20.745,22.39,0,460.25,0.00338408406022206,0 +"651","2015-02-02 22:50:00",20.7225,22.365,0,456.25,0.00337557814288937,0 +"652","2015-02-02 22:51:00",20.745,22.39,0,457.5,0.00338408406022206,0 +"653","2015-02-02 22:52:00",20.772,22.37,0,455.8,0.00338670186417428,0 +"654","2015-02-02 22:53:00",20.76,22.39,0,455,0.00338722869814769,0 +"655","2015-02-02 22:53:59",20.7675,22.365,0,451.25,0.00338499755586482,0 +"656","2015-02-02 22:54:59",20.745,22.39,0,453.75,0.00338408406022206,0 +"657","2015-02-02 22:56:00",20.736,22.39,0,456.2,0.00338219851219764,0 +"658","2015-02-02 22:57:00",20.73,22.3566666666667,0,453.666666666667,0.0033758812650259,0 +"659","2015-02-02 22:58:00",20.7,22.34,0,452.75,0.0033670886765457,0 +"660","2015-02-02 22:59:00",20.76,22.3566666666667,0,454,0.00338215850768072,0 +"661","2015-02-02 22:59:59",20.745,22.39,0,452.5,0.00338408406022206,0 +"662","2015-02-02 23:00:59",20.73,22.39,0,456,0.00338094199441115,0 +"663","2015-02-02 23:02:00",20.745,22.34,0,451.5,0.00337648590404306,0 +"664","2015-02-02 23:03:00",20.7,22.37,0,449.8,0.00337163479172159,0 +"665","2015-02-02 23:04:00",20.7,22.365,0,449.25,0.00337087710126894,0 +"666","2015-02-02 23:05:00",20.7,22.365,0,452.25,0.00337087710126894,0 +"667","2015-02-02 23:06:00",20.7225,22.34,0,451.25,0.00337178440632454,0 +"668","2015-02-02 23:06:59",20.7,22.34,0,453,0.0033670886765457,0 +"669","2015-02-02 23:08:00",20.7,22.39,0,453.25,0.00337466557189241,0 +"670","2015-02-02 23:09:00",20.7,22.315,0,456.666666666667,0.00336330029772187,0 +"671","2015-02-02 23:10:00",20.7,22.29,0,455.75,0.0033595119647966,0 +"672","2015-02-02 23:10:59",20.7,22.365,0,458,0.00337087710126894,0 +"673","2015-02-02 23:12:00",20.7,22.34,0,458.75,0.0033670886765457,0 +"674","2015-02-02 23:12:59",20.7,22.29,0,455.5,0.0033595119647966,0 +"675","2015-02-02 23:13:59",20.7,22.29,0,455,0.0033595119647966,0 +"676","2015-02-02 23:15:00",20.7,22.29,0,453.333333333333,0.0033595119647966,0 +"677","2015-02-02 23:16:00",20.7,22.33,0,454.6,0.00336557331950829,0 +"678","2015-02-02 23:17:00",20.7,22.29,0,457.5,0.0033595119647966,0 +"679","2015-02-02 23:18:00",20.7,22.29,0,449.666666666667,0.0033595119647966,0 +"680","2015-02-02 23:19:00",20.7,22.29,0,452,0.0033595119647966,0 +"681","2015-02-02 23:19:59",20.7,22.29,0,453.5,0.0033595119647966,0 +"682","2015-02-02 23:21:00",20.7,22.29,0,452,0.0033595119647966,0 +"683","2015-02-02 23:22:00",20.7,22.29,0,450.6,0.0033595119647966,0 +"684","2015-02-02 23:23:00",20.7,22.29,0,450.666666666667,0.0033595119647966,0 +"685","2015-02-02 23:23:59",20.7,22.29,0,451,0.0033595119647966,0 +"686","2015-02-02 23:25:00",20.7,22.29,0,454.5,0.0033595119647966,0 +"687","2015-02-02 23:25:59",20.7,22.29,0,457.25,0.0033595119647966,0 +"688","2015-02-02 23:26:59",20.7,22.315,0,456,0.00336330029772187,0 +"689","2015-02-02 23:28:00",20.675,22.29,0,456.5,0.00335431303291648,0 +"690","2015-02-02 23:29:00",20.675,22.29,0,453.5,0.00335431303291648,0 +"691","2015-02-02 23:30:00",20.7,22.29,0,454.25,0.0033595119647966,0 +"692","2015-02-02 23:31:00",20.675,22.22,0,454,0.00334372244741046,0 +"693","2015-02-02 23:31:59",20.675,22.2675,0,451,0.00335090887702669,0 +"694","2015-02-02 23:32:59",20.6666666666667,22.26,0,450.25,0.00334804512041243,0 +"695","2015-02-02 23:34:00",20.625,22.2225,0,449.75,0.00333375583115171,0 +"696","2015-02-02 23:35:00",20.675,22.2675,0,452,0.00335090887702669,0 +"697","2015-02-02 23:36:00",20.65,22.245,0,452.5,0.00334232350934395,0 +"698","2015-02-02 23:37:00",20.64,22.236,0,454,0.00333889431704007,0 +"699","2015-02-02 23:38:00",20.6333333333333,22.26,0,453,0.00334113679495563,0 +"700","2015-02-02 23:38:59",20.7,22.29,0,454,0.0033595119647966,0 +"701","2015-02-02 23:39:59",20.675,22.2675,0,450,0.00335090887702669,0 +"702","2015-02-02 23:41:00",20.625,22.245,0,451.75,0.00333714932632965,0 +"703","2015-02-02 23:42:00",20.675,22.2675,0,450.25,0.00335090887702669,0 +"704","2015-02-02 23:43:00",20.625,22.2225,0,445,0.00333375583115171,0 +"705","2015-02-02 23:44:00",20.65,22.2675,0,446.25,0.00334572233110724,0 +"706","2015-02-02 23:44:59",20.6666666666667,22.26,0,450.666666666667,0.00334804512041243,0 +"707","2015-02-02 23:45:59",20.64,22.236,0,453.6,0.00333889431704007,0 +"708","2015-02-02 23:47:00",20.6333333333333,22.23,0,450.333333333333,0.00333660976027032,0 +"709","2015-02-02 23:48:00",20.65,22.245,0,445.5,0.00334232350934395,0 +"710","2015-02-02 23:49:00",20.65,22.245,0,443,0.00334232350934395,0 +"711","2015-02-02 23:50:00",20.65,22.245,0,449.25,0.00334232350934395,0 +"712","2015-02-02 23:51:00",20.6333333333333,22.23,0,454.666666666667,0.00333660976027032,0 +"713","2015-02-02 23:51:59",20.65,22.245,0,449,0.00334232350934395,0 +"714","2015-02-02 23:53:00",20.625,22.2225,0,448.5,0.00333375583115171,0 +"715","2015-02-02 23:54:00",20.6,22.2,0,449.6,0.00332520581189891,0 +"716","2015-02-02 23:55:00",20.6,22.2,0,454,0.00332520581189891,0 +"717","2015-02-02 23:55:59",20.6,22.2225,0,451.25,0.00332859398802281,0 +"718","2015-02-02 23:57:00",20.6,22.2,0,449.333333333333,0.00332520581189891,0 +"719","2015-02-02 23:57:59",20.6,22.2,0,446,0.00332520581189891,0 +"720","2015-02-02 23:58:59",20.6,22.2225,0,445.75,0.00332859398802281,0 +"721","2015-02-03 00:00:00",20.6,22.2,0,451.5,0.00332520581189891,0 +"722","2015-02-03 00:01:00",20.6,22.2,0,455.25,0.00332520581189891,0 +"723","2015-02-03 00:02:00",20.6,22.2,0,455.25,0.00332520581189891,0 +"724","2015-02-03 00:03:00",20.6333333333333,22.23,0,451.666666666667,0.00333660976027032,0 +"725","2015-02-03 00:04:00",20.6,22.2,0,451,0.00332520581189891,0 +"726","2015-02-03 00:04:59",20.6,22.2,0,448.75,0.00332520581189891,0 +"727","2015-02-03 00:06:00",20.6,22.2,0,445.75,0.00332520581189891,0 +"728","2015-02-03 00:07:00",20.6,22.2,0,444.75,0.00332520581189891,0 +"729","2015-02-03 00:08:00",20.6,22.2,0,446.333333333333,0.00332520581189891,0 +"730","2015-02-03 00:08:59",20.6,22.2,0,450,0.00332520581189891,0 +"731","2015-02-03 00:10:00",20.575,22.2225,0,446.5,0.00332343918686436,0 +"732","2015-02-03 00:10:59",20.6,22.2225,0,446.5,0.00332859398802281,0 +"733","2015-02-03 00:11:59",20.575,22.2675,0,447.75,0.00333020509905801,0 +"734","2015-02-03 00:13:00",20.58,22.254,0,449.6,0.00332920718350033,0 +"735","2015-02-03 00:14:00",20.6,22.23,0,451.666666666667,0.00332972338822324,0 +"736","2015-02-03 00:15:00",20.6,22.26,0,450,0.00333424102982127,0 +"737","2015-02-03 00:16:00",20.6,22.2,0,449.25,0.00332520581189891,0 +"738","2015-02-03 00:16:59",20.575,22.2,0,449.75,0.00332005628567131,0 +"739","2015-02-03 00:17:59",20.55,22.2675,0,453.75,0.0033250467959681,0 +"740","2015-02-03 00:19:00",20.6,22.2,0,453,0.00332520581189891,0 +"741","2015-02-03 00:20:00",20.6,22.2,0,450.5,0.00332520581189891,0 +"742","2015-02-03 00:21:00",20.5666666666667,22.23,0,447,0.00332284953955743,0 +"743","2015-02-03 00:22:00",20.575,22.2675,0,443.75,0.00333020509905801,0 +"744","2015-02-03 00:23:00",20.6,22.2,0,444.25,0.00332520581189891,0 +"745","2015-02-03 00:23:59",20.6,22.2675,0,451.5,0.00333537045041996,0 +"746","2015-02-03 00:24:59",20.6,22.218,0,448.4,0.00332791634986075,0 +"747","2015-02-03 00:26:00",20.6,22.2,0,449,0.00332520581189891,0 +"748","2015-02-03 00:27:00",20.6,22.26,0,449.333333333333,0.00333424102982127,0 +"749","2015-02-03 00:28:00",20.6,22.2,0,446.25,0.00332520581189891,0 +"750","2015-02-03 00:29:00",20.6,22.2,0,446.6,0.00332520581189891,0 +"751","2015-02-03 00:29:59",20.6,22.2,0,447.666666666667,0.00332520581189891,0 +"752","2015-02-03 00:30:59",20.6,22.2,0,447,0.00332520581189891,0 +"753","2015-02-03 00:32:00",20.6,22.2,0,446.75,0.00332520581189891,0 +"754","2015-02-03 00:33:00",20.6,22.2,0,449.333333333333,0.00332520581189891,0 +"755","2015-02-03 00:34:00",20.58,22.2,0,451.2,0.00332108562853912,0 +"756","2015-02-03 00:35:00",20.6,22.2,0,454,0.00332520581189891,0 +"757","2015-02-03 00:36:00",20.6,22.2,0,451,0.00332520581189891,0 +"758","2015-02-03 00:36:59",20.6,22.2,0,450.25,0.00332520581189891,0 +"759","2015-02-03 00:38:00",20.6,22.2225,0,450,0.00332859398802281,0 +"760","2015-02-03 00:39:00",20.6,22.2225,0,449,0.00332859398802281,0 +"761","2015-02-03 00:40:00",20.6,22.2,0,446,0.00332520581189891,0 +"762","2015-02-03 00:40:59",20.58,22.218,0,443.2,0.00332379279008611,0 +"763","2015-02-03 00:42:00",20.5666666666667,22.26,0,443.333333333333,0.0033273578053557,0 +"764","2015-02-03 00:42:59",20.6,22.2,0,448,0.00332520581189891,0 +"765","2015-02-03 00:43:59",20.6,22.2675,0,454,0.00333537045041996,0 +"766","2015-02-03 00:45:00",20.6,22.29,0,451.5,0.00333875873669441,0 +"767","2015-02-03 00:46:00",20.6,22.29,0,451.333333333333,0.00333875873669441,0 +"768","2015-02-03 00:47:00",20.55,22.29,0,447,0.00332842453898209,0 +"769","2015-02-03 00:48:00",20.55,22.29,0,448.5,0.00332842453898209,0 +"770","2015-02-03 00:49:00",20.525,22.2225,0,450.5,0.0033131506773984,0 +"771","2015-02-03 00:49:59",20.575,22.29,0,446.5,0.00333358811005981,0 +"772","2015-02-03 00:51:00",20.6,22.29,0,447.333333333333,0.00333875873669441,0 +"773","2015-02-03 00:52:00",20.575,22.29,0,453.5,0.00333358811005981,0 +"774","2015-02-03 00:53:00",20.5666666666667,22.29,0,451.333333333333,0.00333186613615914,0 +"775","2015-02-03 00:53:59",20.58,22.254,0,449.4,0.00332920718350033,0 +"776","2015-02-03 00:55:00",20.5333333333333,22.26,0,453.666666666667,0.00332048710193108,0 +"777","2015-02-03 00:55:59",20.575,22.2,0,448.25,0.00332005628567131,0 +"778","2015-02-03 00:56:59",20.575,22.29,0,452,0.00333358811005981,0 +"779","2015-02-03 00:58:00",20.525,22.2675,0,452.666666666667,0.00331989553287361,0 +"780","2015-02-03 00:59:00",20.6,22.2,0,454.666666666667,0.00332520581189891,0 +"781","2015-02-03 01:00:00",20.6,22.254,0,453.2,0.0033333374962797,0 +"782","2015-02-03 01:01:00",20.56,22.29,0,447.6,0.0033304891212768,0 +"783","2015-02-03 01:01:59",20.6,22.29,0,447.666666666667,0.00333875873669441,0 +"784","2015-02-03 01:02:59",20.55,22.29,0,448,0.00332842453898209,0 +"785","2015-02-03 01:04:00",20.55,22.29,0,451,0.00332842453898209,0 +"786","2015-02-03 01:05:00",20.6,22.29,0,451,0.00333875873669441,0 +"787","2015-02-03 01:06:00",20.525,22.2675,0,451,0.00331989553287361,0 +"788","2015-02-03 01:07:00",20.525,22.29,0,449.75,0.00332326801517587,0 +"789","2015-02-03 01:08:00",20.52,22.29,0,453,0.00332223755535867,0 +"790","2015-02-03 01:08:59",20.5,22.2675,0,453.5,0.00331475130150607,0 +"791","2015-02-03 01:09:59",20.5,22.29,0,452.333333333333,0.00331811853036384,0 +"792","2015-02-03 01:11:00",20.525,22.29,0,452,0.00332326801517587,0 +"793","2015-02-03 01:12:00",20.6,22.26,0,450.666666666667,0.00333424102982127,0 +"794","2015-02-03 01:13:00",20.5,22.2,0,449.5,0.00330464983251252,0 +"795","2015-02-03 01:14:00",20.6,22.2225,0,449.75,0.00332859398802281,0 +"796","2015-02-03 01:14:59",20.56,22.2,0,449,0.00331696994314427,0 +"797","2015-02-03 01:15:59",20.6,22.2,0,451.333333333333,0.00332520581189891,0 +"798","2015-02-03 01:17:00",20.5666666666667,22.2,0,449,0.00331834133876291,0 +"799","2015-02-03 01:18:00",20.5666666666667,22.2,0,448,0.00331834133876291,0 +"800","2015-02-03 01:19:00",20.575,22.2,0,443.25,0.00332005628567131,0 +"801","2015-02-03 01:20:00",20.55,22.245,0,446.5,0.003321669089444,0 +"802","2015-02-03 01:21:00",20.6,22.245,0,448.75,0.00333198220086296,0 +"803","2015-02-03 01:21:59",20.6,22.2225,0,451,0.00332859398802281,0 +"804","2015-02-03 01:23:00",20.6,22.2,0,451.5,0.00332520581189891,0 +"805","2015-02-03 01:24:00",20.5666666666667,22.2,0,455,0.00331834133876291,0 +"806","2015-02-03 01:25:00",20.6,22.2,0,451.6,0.00332520581189891,0 +"807","2015-02-03 01:25:59",20.6,22.2,0,452.666666666667,0.00332520581189891,0 +"808","2015-02-03 01:27:00",20.6,22.14,0,448.2,0.00331617085506567,0 +"809","2015-02-03 01:27:59",20.6,22.125,0,445.75,0.00331391215665121,0 +"810","2015-02-03 01:28:59",20.6,22.1,0,446.666666666667,0.0033101476955541,0 +"811","2015-02-03 01:30:00",20.6,22.1,0,446.333333333333,0.0033101476955541,0 +"812","2015-02-03 01:31:00",20.6,22.125,0,444.75,0.00331391215665121,0 +"813","2015-02-03 01:32:00",20.6,22.1,0,444.5,0.0033101476955541,0 +"814","2015-02-03 01:33:00",20.58,22.14,0,446,0.0033120619260006,0 +"815","2015-02-03 01:34:00",20.5666666666667,22.1333333333333,0,443.333333333333,0.00330832334749752,0 +"816","2015-02-03 01:34:59",20.6,22.1,0,447,0.0033101476955541,0 +"817","2015-02-03 01:36:00",20.5666666666667,22.1,0,446,0.00330331447223472,0 +"818","2015-02-03 01:37:00",20.6,22.15,0,445.25,0.00331767666307384,0 +"819","2015-02-03 01:38:00",20.575,22.125,0,442,0.0033087802127036,0 +"820","2015-02-03 01:38:59",20.575,22.1,0,443,0.00330502161208519,0 +"821","2015-02-03 01:40:00",20.6,22.1,0,443,0.0033101476955541,0 +"822","2015-02-03 01:40:59",20.6,22.1,0,446.333333333333,0.0033101476955541,0 +"823","2015-02-03 01:41:59",20.6,22.1333333333333,0,449,0.00331516698708921,0 +"824","2015-02-03 01:43:00",20.6,22.125,0,445.25,0.00331391215665121,0 +"825","2015-02-03 01:44:00",20.6,22.1,0,441.25,0.0033101476955541,0 +"826","2015-02-03 01:45:00",20.575,22.175,0,441.75,0.00331629754949584,0 +"827","2015-02-03 01:46:00",20.575,22.175,0,441.5,0.00331629754949584,0 +"828","2015-02-03 01:46:59",20.6,22.1333333333333,0,445,0.00331516698708921,0 +"829","2015-02-03 01:47:59",20.575,22.125,0,446,0.0033087802127036,0 +"830","2015-02-03 01:49:00",20.55,22.2,0,442.5,0.00331491378586315,0 +"831","2015-02-03 01:50:00",20.5666666666667,22.2,0,445,0.00331834133876291,0 +"832","2015-02-03 01:51:00",20.525,22.2,0,443.5,0.00330977830422425,0 +"833","2015-02-03 01:52:00",20.56,22.2,0,443,0.00331696994314427,0 +"834","2015-02-03 01:53:00",20.6,22.2,0,444.333333333333,0.00332520581189891,0 +"835","2015-02-03 01:53:59",20.5333333333333,22.2,0,443.666666666667,0.00331148935214956,0 +"836","2015-02-03 01:54:59",20.58,22.2,0,443.4,0.00332108562853912,0 +"837","2015-02-03 01:56:00",20.6,22.2,0,447,0.00332520581189891,0 +"838","2015-02-03 01:57:00",20.6,22.2,0,446.25,0.00332520581189891,0 +"839","2015-02-03 01:58:00",20.56,22.2,0,445.6,0.00331696994314427,0 +"840","2015-02-03 01:59:00",20.55,22.2,0,448.5,0.00331491378586315,0 +"841","2015-02-03 01:59:59",20.6,22.2,0,443.666666666667,0.00332520581189891,0 +"842","2015-02-03 02:00:59",20.58,22.2,0,444.4,0.00332108562853912,0 +"843","2015-02-03 02:02:00",20.6,22.2,0,444.333333333333,0.00332520581189891,0 +"844","2015-02-03 02:03:00",20.575,22.2,0,443.5,0.00332005628567131,0 +"845","2015-02-03 02:04:00",20.5666666666667,22.23,0,451,0.00332284953955743,0 +"846","2015-02-03 02:05:00",20.575,22.2675,0,444.5,0.00333020509905801,0 +"847","2015-02-03 02:06:00",20.6,22.2225,0,443,0.00332859398802281,0 +"848","2015-02-03 02:06:59",20.5333333333333,22.2,0,445.666666666667,0.00331148935214956,0 +"849","2015-02-03 02:08:00",20.56,22.2,0,447.8,0.00331696994314427,0 +"850","2015-02-03 02:09:00",20.6,22.2,0,445,0.00332520581189891,0 +"851","2015-02-03 02:10:00",20.575,22.2,0,442.5,0.00332005628567131,0 +"852","2015-02-03 02:10:59",20.525,22.245,0,446.75,0.00331652308694799,0 +"853","2015-02-03 02:12:00",20.525,22.2675,0,442.75,0.00331989553287361,0 +"854","2015-02-03 02:12:59",20.5,22.29,0,441.333333333333,0.00331811853036384,0 +"855","2015-02-03 02:13:59",20.525,22.29,0,443.75,0.00332326801517587,0 +"856","2015-02-03 02:15:00",20.5,22.29,0,441.25,0.00331811853036384,0 +"857","2015-02-03 02:16:00",20.5,22.29,0,440.25,0.00331811853036384,0 +"858","2015-02-03 02:17:00",20.5,22.29,0,441.5,0.00331811853036384,0 +"859","2015-02-03 02:18:00",20.5,22.29,0,439.333333333333,0.00331811853036384,0 +"860","2015-02-03 02:19:00",20.5,22.29,0,439,0.00331811853036384,0 +"861","2015-02-03 02:19:59",20.5,22.29,0,445.333333333333,0.00331811853036384,0 +"862","2015-02-03 02:21:00",20.5,22.29,0,443.5,0.00331811853036384,0 +"863","2015-02-03 02:22:00",20.5,22.29,0,439.8,0.00331811853036384,0 +"864","2015-02-03 02:23:00",20.5,22.29,0,438.25,0.00331811853036384,0 +"865","2015-02-03 02:23:59",20.5,22.29,0,443,0.00331811853036384,0 +"866","2015-02-03 02:25:00",20.5,22.29,0,440.75,0.00331811853036384,0 +"867","2015-02-03 02:25:59",20.5,22.29,0,438.2,0.00331811853036384,0 +"868","2015-02-03 02:26:59",20.5,22.29,0,441.333333333333,0.00331811853036384,0 +"869","2015-02-03 02:28:00",20.5,22.29,0,438.25,0.00331811853036384,0 +"870","2015-02-03 02:29:00",20.5,22.29,0,436.5,0.00331811853036384,0 +"871","2015-02-03 02:30:00",20.5,22.29,0,439.333333333333,0.00331811853036384,0 +"872","2015-02-03 02:31:00",20.5,22.29,0,439.75,0.00331811853036384,0 +"873","2015-02-03 02:31:59",20.5,22.29,0,439.75,0.00331811853036384,0 +"874","2015-02-03 02:32:59",20.5,22.29,0,441.166666666667,0.00331811853036384,0 +"875","2015-02-03 02:34:00",20.5,22.29,0,441.666666666667,0.00331811853036384,0 +"876","2015-02-03 02:35:00",20.5,22.29,0,438.5,0.00331811853036384,0 +"877","2015-02-03 02:36:00",20.5,22.29,0,439.75,0.00331811853036384,0 +"878","2015-02-03 02:37:00",20.5,22.29,0,438.2,0.00331811853036384,0 +"879","2015-02-03 02:38:00",20.5,22.29,0,438.666666666667,0.00331811853036384,0 +"880","2015-02-03 02:38:59",20.5,22.315,0,442,0.00332185993829356,0 +"881","2015-02-03 02:39:59",20.5,22.39,0,447.75,0.00333308443071495,0 +"882","2015-02-03 02:41:00",20.5,22.3566666666667,0,442.333333333333,0.00332809571766905,0 +"883","2015-02-03 02:42:00",20.5,22.365,0,442.25,0.00332934288846831,0 +"884","2015-02-03 02:43:00",20.5,22.39,0,445.75,0.00333308443071495,0 +"885","2015-02-03 02:44:00",20.5,22.365,0,441.5,0.00332934288846831,0 +"886","2015-02-03 02:44:59",20.5,22.39,0,437.25,0.00333308443071495,0 +"887","2015-02-03 02:45:59",20.5,22.39,0,439,0.00333308443071495,0 +"888","2015-02-03 02:47:00",20.5,22.29,0,436.5,0.00331811853036384,0 +"889","2015-02-03 02:48:00",20.5,22.3233333333333,0,432.5,0.00332310708421931,0 +"890","2015-02-03 02:49:00",20.5,22.315,0,427.5,0.00332185993829356,0 +"891","2015-02-03 02:50:00",20.5,22.315,0,437.5,0.00332185993829356,0 +"892","2015-02-03 02:51:00",20.5,22.3566666666667,0,436.666666666667,0.00332809571766905,0 +"893","2015-02-03 02:51:59",20.5,22.39,0,435,0.00333308443071495,0 +"894","2015-02-03 02:53:00",20.5,22.39,0,437,0.00333308443071495,0 +"895","2015-02-03 02:54:00",20.5,22.39,0,438.666666666667,0.00333308443071495,0 +"896","2015-02-03 02:55:00",20.5,22.39,0,440.5,0.00333308443071495,0 +"897","2015-02-03 02:55:59",20.5,22.34,0,442.75,0.00332560139099478,0 +"898","2015-02-03 02:57:00",20.5,22.37,0,438,0.00333009119333576,0 +"899","2015-02-03 02:57:59",20.5,22.39,0,436.25,0.00333308443071495,0 +"900","2015-02-03 02:58:59",20.4633333333333,22.3566666666667,0,441.333333333333,0.00332053306356377,0 +"901","2015-02-03 03:00:00",20.5,22.39,0,441,0.00333308443071495,0 +"902","2015-02-03 03:01:00",20.5,22.315,0,437,0.00332185993829356,0 +"903","2015-02-03 03:02:00",20.5,22.37,0,435.2,0.00333009119333576,0 +"904","2015-02-03 03:03:00",20.5,22.3566666666667,0,433.333333333333,0.00332809571766905,0 +"905","2015-02-03 03:04:00",20.5,22.39,0,435,0.00333308443071495,0 +"906","2015-02-03 03:04:59",20.5,22.34,0,433.8,0.00332560139099478,0 +"907","2015-02-03 03:06:00",20.5,22.39,0,435.333333333333,0.00333308443071495,0 +"908","2015-02-03 03:07:00",20.5,22.39,0,437.25,0.00333308443071495,0 +"909","2015-02-03 03:08:00",20.5,22.39,0,434.4,0.00333308443071495,0 +"910","2015-02-03 03:08:59",20.5,22.39,0,431.75,0.00333308443071495,0 +"911","2015-02-03 03:10:00",20.5,22.39,0,437.333333333333,0.00333308443071495,0 +"912","2015-02-03 03:10:59",20.5,22.39,0,439.666666666667,0.00333308443071495,0 +"913","2015-02-03 03:11:59",20.478,22.37,0,435.6,0.00332554904589295,0 +"914","2015-02-03 03:13:00",20.456,22.35,0,433,0.00331802735234761,0 +"915","2015-02-03 03:14:00",20.478,22.392,0,432.6,0.00332883709371958,0 +"916","2015-02-03 03:15:00",20.5,22.39,0,435.75,0.00333308443071495,0 +"917","2015-02-03 03:16:00",20.4266666666667,22.3233333333333,0,436,0.00330801968913549,0 +"918","2015-02-03 03:16:59",20.5,22.39,0,434.5,0.00333308443071495,0 +"919","2015-02-03 03:17:59",20.478,22.392,0,435.4,0.00332883709371958,0 +"920","2015-02-03 03:19:00",20.4266666666667,22.3233333333333,0,437.333333333333,0.00330801968913549,0 +"921","2015-02-03 03:20:00",20.4175,22.3925,0,430.75,0.00331643637851585,0 +"922","2015-02-03 03:21:00",20.456,22.414,0,439.2,0.00332757946876666,0 +"923","2015-02-03 03:22:00",20.4725,22.39,0,441.5,0.00332740246984485,0 +"924","2015-02-03 03:23:00",20.4633333333333,22.3933333333333,0,445.666666666667,0.00332600811615316,0 +"925","2015-02-03 03:23:59",20.5,22.39,0,443.25,0.00333308443071495,0 +"926","2015-02-03 03:24:59",20.4175,22.3425,0,438.25,0.00330899174401155,0 +"927","2015-02-03 03:26:00",20.4633333333333,22.4633333333333,0,437,0.00333646075551332,0 +"928","2015-02-03 03:27:00",20.478,22.478,0,429.8,0.00334169070337164,0 +"929","2015-02-03 03:28:00",20.5,22.456,0,431.2,0.00334296231737792,0 +"930","2015-02-03 03:29:00",20.5,22.412,0,435.8,0.00333637702492895,0 +"931","2015-02-03 03:29:59",20.4725,22.3925,0,435.75,0.00332777598530706,0 +"932","2015-02-03 03:30:59",20.445,22.34,0,434.25,0.00331427163328817,0 +"933","2015-02-03 03:32:00",20.5,22.434,0,434.6,0.00333966965381643,0 +"934","2015-02-03 03:33:00",20.5,22.39,0,434,0.00333308443071495,0 +"935","2015-02-03 03:34:00",20.5,22.39,0,433.5,0.00333308443071495,0 +"936","2015-02-03 03:35:00",20.5,22.39,0,434.666666666667,0.00333308443071495,0 +"937","2015-02-03 03:36:00",20.5,22.39,0,437.5,0.00333308443071495,0 +"938","2015-02-03 03:36:59",20.5,22.39,0,438.5,0.00333308443071495,0 +"939","2015-02-03 03:38:00",20.5,22.4266666666667,0,436.666666666667,0.0033385721070013,0 +"940","2015-02-03 03:39:00",20.5,22.445,0,431.166666666667,0.00334131598126289,0 +"941","2015-02-03 03:40:00",20.5,22.39,0,436,0.00333308443071495,0 +"942","2015-02-03 03:40:59",20.4725,22.3925,0,438.25,0.00332777598530706,0 +"943","2015-02-03 03:42:00",20.5,22.4633333333333,0,439,0.00334405987960385,0 +"944","2015-02-03 03:42:59",20.5,22.456,0,436.6,0.00334296231737792,0 +"945","2015-02-03 03:43:59",20.5,22.39,0,432.666666666667,0.00333308443071495,0 +"946","2015-02-03 03:45:00",20.5,22.39,0,433.25,0.00333308443071495,0 +"947","2015-02-03 03:46:00",20.4725,22.39,0,433.5,0.00332740246984485,0 +"948","2015-02-03 03:47:00",20.4725,22.4175,0,435.75,0.00333151116447087,0 +"949","2015-02-03 03:48:00",20.5,22.5,0,436,0.00334954774852514,0 +"950","2015-02-03 03:49:00",20.5,22.478,0,430.8,0.00334625501561398,0 +"951","2015-02-03 03:49:59",20.434,22.412,0,435.4,0.00332274112706532,0 +"952","2015-02-03 03:51:00",20.4175,22.34,0,433.5,0.00330861951693947,0 +"953","2015-02-03 03:52:00",20.39,22.39,0,429.75,0.00331040775412912,0 +"954","2015-02-03 03:53:00",20.39,22.39,0,430,0.00331040775412912,0 +"955","2015-02-03 03:53:59",20.39,22.39,0,433,0.00331040775412912,0 +"956","2015-02-03 03:55:00",20.39,22.39,0,436.25,0.00331040775412912,0 +"957","2015-02-03 03:55:59",20.39,22.39,0,433.5,0.00331040775412912,0 +"958","2015-02-03 03:56:59",20.39,22.5,0,434.25,0.00332675846769344,0 +"959","2015-02-03 03:58:00",20.39,22.4633333333333,0,430.333333333333,0.00332130813483038,0 +"960","2015-02-03 03:59:00",20.39,22.5,0,429.6,0.00332675846769344,0 +"961","2015-02-03 04:00:00",20.39,22.5,0,433.5,0.00332675846769344,0 +"962","2015-02-03 04:01:00",20.39,22.5,0,435.6,0.00332675846769344,0 +"963","2015-02-03 04:01:59",20.39,22.5,0,434.666666666667,0.00332675846769344,0 +"964","2015-02-03 04:02:59",20.39,22.5,0,432.333333333333,0.00332675846769344,0 +"965","2015-02-03 04:04:00",20.39,22.5,0,438,0.00332675846769344,0 +"966","2015-02-03 04:05:00",20.39,22.5,0,436.5,0.00332675846769344,0 +"967","2015-02-03 04:06:00",20.39,22.5,0,440.75,0.00332675846769344,0 +"968","2015-02-03 04:07:00",20.39,22.5,0,438,0.00332675846769344,0 +"969","2015-02-03 04:08:00",20.39,22.5,0,434.75,0.00332675846769344,0 +"970","2015-02-03 04:08:59",20.39,22.5,0,434.75,0.00332675846769344,0 +"971","2015-02-03 04:09:59",20.39,22.5,0,435.666666666667,0.00332675846769344,0 +"972","2015-02-03 04:11:00",20.39,22.5,0,434,0.00332675846769344,0 +"973","2015-02-03 04:12:00",20.35,22.5,0,429.2,0.00331850539059036,0 +"974","2015-02-03 04:13:00",20.39,22.5,0,431.5,0.00332675846769344,0 +"975","2015-02-03 04:14:00",20.39,22.5,0,430,0.00332675846769344,0 +"976","2015-02-03 04:14:59",20.39,22.5,0,434,0.00332675846769344,0 +"977","2015-02-03 04:15:59",20.39,22.5,0,434.25,0.00332675846769344,0 +"978","2015-02-03 04:17:00",20.39,22.5,0,432.4,0.00332675846769344,0 +"979","2015-02-03 04:18:00",20.39,22.4633333333333,0,434.333333333333,0.00332130813483038,0 +"980","2015-02-03 04:19:00",20.39,22.5,0,436.4,0.00332675846769344,0 +"981","2015-02-03 04:20:00",20.39,22.5,0,435.75,0.00332675846769344,0 +"982","2015-02-03 04:21:00",20.39,22.5,0,435.2,0.00332675846769344,0 +"983","2015-02-03 04:21:59",20.39,22.5,0,436.75,0.00332675846769344,0 +"984","2015-02-03 04:23:00",20.39,22.5,0,438.25,0.00332675846769344,0 +"985","2015-02-03 04:24:00",20.39,22.5,0,438.75,0.00332675846769344,0 +"986","2015-02-03 04:25:00",20.39,22.4725,0,437.5,0.00332267070913894,0 +"987","2015-02-03 04:25:59",20.39,22.4633333333333,0,439.333333333333,0.00332130813483038,0 +"988","2015-02-03 04:27:00",20.39,22.5,0,437.5,0.00332675846769344,0 +"989","2015-02-03 04:27:59",20.39,22.5,0,433.6,0.00332675846769344,0 +"990","2015-02-03 04:28:59",20.39,22.5,0,431.333333333333,0.00332675846769344,0 +"991","2015-02-03 04:30:00",20.39,22.5,0,434.8,0.00332675846769344,0 +"992","2015-02-03 04:31:00",20.39,22.4633333333333,0,433.333333333333,0.00332130813483038,0 +"993","2015-02-03 04:32:00",20.39,22.4725,0,433.8,0.00332267070913894,0 +"994","2015-02-03 04:33:00",20.39,22.5,0,436.5,0.00332675846769344,0 +"995","2015-02-03 04:34:00",20.39,22.5,0,434,0.00332675846769344,0 +"996","2015-02-03 04:34:59",20.39,22.4725,0,433.75,0.00332267070913894,0 +"997","2015-02-03 04:36:00",20.39,22.445,0,435.5,0.00331858300402743,0 +"998","2015-02-03 04:37:00",20.39,22.4266666666667,0,434.333333333333,0.00331585789697644,0 +"999","2015-02-03 04:38:00",20.39,22.5,0,431.75,0.00332675846769344,0 +"1000","2015-02-03 04:38:59",20.39,22.5,0,431.5,0.00332675846769344,0 +"1001","2015-02-03 04:40:00",20.39,22.5,0,432.5,0.00332675846769344,0 +"1002","2015-02-03 04:40:59",20.39,22.456,0,435.4,0.00332021807965894,0 +"1003","2015-02-03 04:41:59",20.39,22.5,0,436.666666666667,0.00332675846769344,0 +"1004","2015-02-03 04:43:00",20.39,22.5,0,432.6,0.00332675846769344,0 +"1005","2015-02-03 04:44:00",20.39,22.4633333333333,0,433,0.00332130813483038,0 +"1006","2015-02-03 04:45:00",20.39,22.445,0,431.5,0.00331858300402743,0 +"1007","2015-02-03 04:46:00",20.39,22.5,0,431.8,0.00332675846769344,0 +"1008","2015-02-03 04:46:59",20.39,22.5,0,439.666666666667,0.00332675846769344,0 +"1009","2015-02-03 04:47:59",20.39,22.5,0,436.666666666667,0.00332675846769344,0 +"1010","2015-02-03 04:49:00",20.39,22.5,0,439,0.00332675846769344,0 +"1011","2015-02-03 04:50:00",20.39,22.5,0,436.25,0.00332675846769344,0 +"1012","2015-02-03 04:51:00",20.39,22.5,0,435.8,0.00332675846769344,0 +"1013","2015-02-03 04:52:00",20.39,22.4266666666667,0,438.333333333333,0.00331585789697644,0 +"1014","2015-02-03 04:53:00",20.39,22.4725,0,436,0.00332267070913894,0 +"1015","2015-02-03 04:53:59",20.39,22.5,0,433.666666666667,0.00332675846769344,0 +"1016","2015-02-03 04:54:59",20.39,22.5,0,432.25,0.00332675846769344,0 +"1017","2015-02-03 04:56:00",20.39,22.5,0,433.5,0.00332675846769344,0 +"1018","2015-02-03 04:57:00",20.39,22.5,0,436.25,0.00332675846769344,0 +"1019","2015-02-03 04:58:00",20.39,22.5,0,435,0.00332675846769344,0 +"1020","2015-02-03 04:59:00",20.39,22.5,0,433.75,0.00332675846769344,0 +"1021","2015-02-03 04:59:59",20.39,22.5,0,440.666666666667,0.00332675846769344,0 +"1022","2015-02-03 05:00:59",20.39,22.5,0,441.2,0.00332675846769344,0 +"1023","2015-02-03 05:02:00",20.39,22.5,0,435.25,0.00332675846769344,0 +"1024","2015-02-03 05:03:00",20.39,22.5,0,437.25,0.00332675846769344,0 +"1025","2015-02-03 05:04:00",20.39,22.5,0,435.5,0.00332675846769344,0 +"1026","2015-02-03 05:05:00",20.39,22.5,0,439.75,0.00332675846769344,0 +"1027","2015-02-03 05:06:00",20.39,22.5,0,438,0.00332675846769344,0 +"1028","2015-02-03 05:06:59",20.39,22.5,0,435.25,0.00332675846769344,0 +"1029","2015-02-03 05:08:00",20.39,22.5,0,434.2,0.00332675846769344,0 +"1030","2015-02-03 05:09:00",20.39,22.5,0,435,0.00332675846769344,0 +"1031","2015-02-03 05:10:00",20.365,22.5,0,436.5,0.00332159817811205,0 +"1032","2015-02-03 05:10:59",20.39,22.5,0,434,0.00332675846769344,0 +"1033","2015-02-03 05:12:00",20.39,22.5,0,435.25,0.00332675846769344,0 +"1034","2015-02-03 05:12:59",20.39,22.5,0,432.75,0.00332675846769344,0 +"1035","2015-02-03 05:13:59",20.39,22.5,0,432,0.00332675846769344,0 +"1036","2015-02-03 05:15:00",20.39,22.5,0,432,0.00332675846769344,0 +"1037","2015-02-03 05:16:00",20.39,22.5,0,431.5,0.00332675846769344,0 +"1038","2015-02-03 05:17:00",20.39,22.5,0,435,0.00332675846769344,0 +"1039","2015-02-03 05:18:00",20.39,22.5,0,437.666666666667,0.00332675846769344,0 +"1040","2015-02-03 05:19:00",20.39,22.5,0,437.333333333333,0.00332675846769344,0 +"1041","2015-02-03 05:19:59",20.365,22.5,0,438,0.00332159817811205,0 +"1042","2015-02-03 05:21:00",20.365,22.5,0,434.25,0.00332159817811205,0 +"1043","2015-02-03 05:22:00",20.34,22.575,0,435.75,0.00332755889929759,0 +"1044","2015-02-03 05:23:00",20.315,22.6,0,433.25,0.00332609433192358,0 +"1045","2015-02-03 05:23:59",20.315,22.6,0,434.75,0.00332609433192358,0 +"1046","2015-02-03 05:25:00",20.3566666666667,22.6,0,439,0.0033347137758515,0 +"1047","2015-02-03 05:25:59",20.34,22.6,0,439.25,0.00333126363950143,0 +"1048","2015-02-03 05:26:59",20.365,22.575,0,438.5,0.00333272949673482,0 +"1049","2015-02-03 05:28:00",20.29,22.6,0,437.6,0.00332093209327951,0 +"1050","2015-02-03 05:29:00",20.29,22.6,0,434.5,0.00332093209327951,0 +"1051","2015-02-03 05:30:00",20.29,22.6,0,435.5,0.00332093209327951,0 +"1052","2015-02-03 05:31:00",20.3233333333333,22.6,0,436,0.00332781664860126,0 +"1053","2015-02-03 05:31:59",20.29,22.6,0,435.2,0.00332093209327951,0 +"1054","2015-02-03 05:32:59",20.3233333333333,22.6,0,433.666666666667,0.00332781664860126,0 +"1055","2015-02-03 05:34:00",20.29,22.6,0,434.25,0.00332093209327951,0 +"1056","2015-02-03 05:35:00",20.29,22.625,0,440.5,0.00332462532631483,0 +"1057","2015-02-03 05:36:00",20.29,22.6333333333333,0,440.666666666667,0.00332585641368785,0 +"1058","2015-02-03 05:37:00",20.29,22.675,0,438,0.00333201192326353,0 +"1059","2015-02-03 05:38:00",20.29,22.7,0,433.8,0.00333570528717845,0 +"1060","2015-02-03 05:38:59",20.29,22.7,0,435,0.00333570528717845,0 +"1061","2015-02-03 05:39:59",20.29,22.7,0,434.75,0.00333570528717845,0 +"1062","2015-02-03 05:41:00",20.29,22.7,0,437.333333333333,0.00333570528717845,0 +"1063","2015-02-03 05:42:00",20.29,22.7,0,439.5,0.00333570528717845,0 +"1064","2015-02-03 05:43:00",20.29,22.65,0,432.75,0.00332831860297592,0 +"1065","2015-02-03 05:44:00",20.29,22.6,0,435,0.00332093209327951,0 +"1066","2015-02-03 05:44:59",20.29,22.7,0,436.5,0.00333570528717845,0 +"1067","2015-02-03 05:45:59",20.29,22.675,0,434.666666666667,0.00333201192326353,0 +"1068","2015-02-03 05:47:00",20.29,22.7,0,436,0.00333570528717845,0 +"1069","2015-02-03 05:48:00",20.29,22.7,0,441.5,0.00333570528717845,0 +"1070","2015-02-03 05:49:00",20.29,22.7,0,436,0.00333570528717845,0 +"1071","2015-02-03 05:50:00",20.29,22.675,0,435.75,0.00333201192326353,0 +"1072","2015-02-03 05:51:00",20.29,22.65,0,431,0.00332831860297592,0 +"1073","2015-02-03 05:51:59",20.29,22.7,0,434,0.00333570528717845,0 +"1074","2015-02-03 05:53:00",20.29,22.7,0,436,0.00333570528717845,0 +"1075","2015-02-03 05:54:00",20.29,22.7,0,436.5,0.00333570528717845,0 +"1076","2015-02-03 05:55:00",20.29,22.7,0,436.5,0.00333570528717845,0 +"1077","2015-02-03 05:55:59",20.29,22.7,0,436.25,0.00333570528717845,0 +"1078","2015-02-03 05:57:00",20.29,22.7,0,437.666666666667,0.00333570528717845,0 +"1079","2015-02-03 05:57:59",20.29,22.7,0,432.25,0.00333570528717845,0 +"1080","2015-02-03 05:58:59",20.29,22.7,0,429.333333333333,0.00333570528717845,0 +"1081","2015-02-03 06:00:00",20.29,22.7,0,432.25,0.00333570528717845,0 +"1082","2015-02-03 06:01:00",20.272,22.68,0,437,0.00332902487101743,0 +"1083","2015-02-03 06:02:00",20.26,22.6666666666667,0,433.333333333333,0.00332457700340578,0 +"1084","2015-02-03 06:03:00",20.29,22.7,0,427.6,0.00333570528717845,0 +"1085","2015-02-03 06:04:00",20.29,22.7,0,436,0.00333570528717845,0 +"1086","2015-02-03 06:04:59",20.29,22.7,0,436.333333333333,0.00333570528717845,0 +"1087","2015-02-03 06:06:00",20.29,22.7,0,435.25,0.00333570528717845,0 +"1088","2015-02-03 06:07:00",20.29,22.7,0,436.25,0.00333570528717845,0 +"1089","2015-02-03 06:08:00",20.29,22.7,0,434.25,0.00333570528717845,0 +"1090","2015-02-03 06:08:59",20.29,22.7225,0,436,0.00333902935200387,0 +"1091","2015-02-03 06:10:00",20.2675,22.7,0,434.5,0.00333104455852738,0 +"1092","2015-02-03 06:10:59",20.26,22.76,0,435.666666666667,0.00333833991077244,0 +"1093","2015-02-03 06:11:59",20.29,22.7,0,433,0.00333570528717845,0 +"1094","2015-02-03 06:13:00",20.29,22.7,0,428.25,0.00333570528717845,0 +"1095","2015-02-03 06:14:00",20.29,22.7,0,434.2,0.00333570528717845,0 +"1096","2015-02-03 06:15:00",20.2675,22.675,0,437,0.0033273563825288,0 +"1097","2015-02-03 06:16:00",20.2675,22.72,0,433.666666666667,0.00333399513065048,0 +"1098","2015-02-03 06:16:59",20.29,22.76,0,434,0.00334456953857831,0 +"1099","2015-02-03 06:17:59",20.29,22.772,0,439.6,0.00334634241901495,0 +"1100","2015-02-03 06:19:00",20.29,22.79,0,435.666666666667,0.00334900175851823,0 +"1101","2015-02-03 06:20:00",20.29,22.7675,0,431,0.00334567758767319,0 +"1102","2015-02-03 06:21:00",20.29,22.76,0,433.333333333333,0.00334456953857831,0 +"1103","2015-02-03 06:22:00",20.29,22.7,0,434.5,0.00333570528717845,0 +"1104","2015-02-03 06:23:00",20.29,22.7,0,435,0.00333570528717845,0 +"1105","2015-02-03 06:23:59",20.29,22.7,0,437.75,0.00333570528717845,0 +"1106","2015-02-03 06:24:59",20.29,22.79,0,438.333333333333,0.00334900175851823,0 +"1107","2015-02-03 06:26:00",20.29,22.7225,0,438,0.00333902935200387,0 +"1108","2015-02-03 06:27:00",20.29,22.7,0,431.75,0.00333570528717845,0 +"1109","2015-02-03 06:28:00",20.29,22.7675,0,432.75,0.00334567758767319,0 +"1110","2015-02-03 06:29:00",20.29,22.7225,0,431.25,0.00333902935200387,0 +"1111","2015-02-03 06:29:59",20.29,22.7,0,437.25,0.00333570528717845,0 +"1112","2015-02-03 06:30:59",20.3233333333333,22.7,0,434.333333333333,0.00334262063221122,0 +"1113","2015-02-03 06:32:00",20.365,22.7,0,429.5,0.00335128257512357,0 +"1114","2015-02-03 06:33:00",20.39,22.7,0,430,0.00335648922862046,0 +"1115","2015-02-03 06:34:00",20.39,22.7,0,434,0.00335648922862046,0 +"1116","2015-02-03 06:35:00",20.39,22.7,0,437.75,0.00335648922862046,0 +"1117","2015-02-03 06:36:00",20.39,22.7,0,434.666666666667,0.00335648922862046,0 +"1118","2015-02-03 06:36:59",20.39,22.7,0,431.75,0.00335648922862046,0 +"1119","2015-02-03 06:38:00",20.39,22.65,0,437.5,0.00334905627335497,0 +"1120","2015-02-03 06:39:00",20.39,22.68,0,433.8,0.00335351602531066,0 +"1121","2015-02-03 06:40:00",20.39,22.7,0,435.8,0.00335648922862046,0 +"1122","2015-02-03 06:40:59",20.39,22.7,0,437.666666666667,0.00335648922862046,0 +"1123","2015-02-03 06:42:00",20.39,22.7,0,434.25,0.00335648922862046,0 +"1124","2015-02-03 06:42:59",20.39,22.675,0,433,0.00335277272890065,0 +"1125","2015-02-03 06:43:59",20.39,22.7,0,436.25,0.00335648922862046,0 +"1126","2015-02-03 06:45:00",20.37,22.7,0,436.8,0.00335232333614086,0 +"1127","2015-02-03 06:46:00",20.3233333333333,22.7,0,438,0.00334262063221122,0 +"1128","2015-02-03 06:47:00",20.29,22.7225,0,438.75,0.00333902935200387,0 +"1129","2015-02-03 06:48:00",20.29,22.745,0,439.5,0.0033423534521686,0 +"1130","2015-02-03 06:49:00",20.29,22.79,0,441.25,0.00334900175851823,0 +"1131","2015-02-03 06:49:59",20.29,22.79,0,432,0.00334900175851823,0 +"1132","2015-02-03 06:51:00",20.29,22.79,0,431.666666666667,0.00334900175851823,0 +"1133","2015-02-03 06:52:00",20.29,22.79,0,435,0.00334900175851823,0 +"1134","2015-02-03 06:53:00",20.29,22.79,0,435.75,0.00334900175851823,0 +"1135","2015-02-03 06:53:59",20.26,22.79,0,436.333333333333,0.00334276383108678,0 +"1136","2015-02-03 06:55:00",20.29,22.84,0,436,0.00335638893137085,0 +"1137","2015-02-03 06:55:59",20.2675,22.84,0,439.25,0.00335169914813076,0 +"1138","2015-02-03 06:56:59",20.245,22.815,0,435,0.00334333190248453,0 +"1139","2015-02-03 06:58:00",20.236,22.83,0,431.4,0.00334367068060774,0 +"1140","2015-02-03 06:59:00",20.29,22.89,0,435.333333333333,0.00336377627875311,0 +"1141","2015-02-03 07:00:00",20.2,22.79,0,439.666666666667,0.00333031868245807,0 +"1142","2015-02-03 07:01:00",20.218,22.81,0,431.4,0.00333698951696175,0 +"1143","2015-02-03 07:01:59",20.245,22.84,0,431,0.00334701513999229,0 +"1144","2015-02-03 07:02:59",20.2,22.79,0,431.75,0.00333031868245807,0 +"1145","2015-02-03 07:04:00",20.245,22.84,0,437.75,0.00334701513999229,0 +"1146","2015-02-03 07:05:00",20.2675,22.865,0,436.75,0.00335538761128267,0 +"1147","2015-02-03 07:06:00",20.2,22.79,0,432,0.00333031868245807,0 +"1148","2015-02-03 07:07:00",20.2225,22.815,0,433.25,0.0033386588389997,0 +"1149","2015-02-03 07:08:00",20.2,22.79,0,434.5,0.00333031868245807,0 +"1150","2015-02-03 07:08:59",20.2,22.79,0,436.5,0.00333031868245807,0 +"1151","2015-02-03 07:09:59",20.2225,22.815,0,438.25,0.0033386588389997,0 +"1152","2015-02-03 07:11:00",20.2,22.79,0,439,0.00333031868245807,0 +"1153","2015-02-03 07:12:00",20.2,22.815,0,441.2,0.0033339915319245,0 +"1154","2015-02-03 07:13:00",20.2225,22.8675,0,435.25,0.00334638281882292,0 +"1155","2015-02-03 07:14:00",20.2,22.89,0,433.75,0.00334501033919613,0 +"1156","2015-02-03 07:14:59",20.2,22.89,0,439.25,0.00334501033919613,0 +"1157","2015-02-03 07:15:59",20.2,22.89,0,442,0.00334501033919613,0 +"1158","2015-02-03 07:17:00",20.2,22.89,0,445.333333333333,0.00334501033919613,0 +"1159","2015-02-03 07:18:00",20.2,22.89,0,440.6,0.00334501033919613,0 +"1160","2015-02-03 07:19:00",20.2,22.89,0,440.666666666667,0.00334501033919613,0 +"1161","2015-02-03 07:20:00",20.236,22.83,0,440.2,0.00334367068060774,0 +"1162","2015-02-03 07:21:00",20.29,22.84,0,439.5,0.00335638893137085,0 +"1163","2015-02-03 07:21:59",20.29,22.79,0,441.666666666667,0.00334900175851823,0 +"1164","2015-02-03 07:23:00",20.29,22.79,0,440.5,0.00334900175851823,0 +"1165","2015-02-03 07:24:00",20.29,22.79,0,437,0.00334900175851823,0 +"1166","2015-02-03 07:25:00",20.29,22.79,0,439,0.00334900175851823,0 +"1167","2015-02-03 07:25:59",20.29,22.79,0,438.5,0.00334900175851823,0 +"1168","2015-02-03 07:27:00",20.29,22.79,0,438.5,0.00334900175851823,0 +"1169","2015-02-03 07:27:59",20.315,22.79,0,440.25,0.00335420786423315,0 +"1170","2015-02-03 07:28:59",20.3566666666667,22.7,0,445,0.003349548606077,0 +"1171","2015-02-03 07:30:00",20.34,22.745,0,442.75,0.0033527519983685,0 +"1172","2015-02-03 07:31:00",20.34,22.7225,0,439.75,0.00334941750105436,0 +"1173","2015-02-03 07:32:00",20.315,22.7675,0,434.5,0.00335087849819304,0 +"1174","2015-02-03 07:33:00",20.315,22.7675,0,437.5,0.00335087849819304,0 +"1175","2015-02-03 07:34:00",20.29,22.79,0,440,0.00334900175851823,0 +"1176","2015-02-03 07:34:59",20.29,22.79,0,438,0.00334900175851823,0 +"1177","2015-02-03 07:36:00",20.29,22.79,217.2,441.6,0.00334900175851823,1 +"1178","2015-02-03 07:37:00",20.29,22.8566666666667,413.666666666667,442.666666666667,0.00335885136110578,1 +"1179","2015-02-03 07:38:00",20.29,22.956,433,445.6,0.00337352784454795,1 +"1180","2015-02-03 07:38:59",20.29,23,419,453,0.00338002905736888,0 +"1181","2015-02-03 07:40:00",20.315,23.1,419,459.25,0.00340008273894569,0 +"1182","2015-02-03 07:40:59",20.29,23.2,419,470.4,0.003409581728402,0 +"1183","2015-02-03 07:41:59",20.31,23.2,416.2,466,0.00341382178221691,0 +"1184","2015-02-03 07:43:00",20.31,23.2,415,470.8,0.00341382178221691,1 +"1185","2015-02-03 07:44:00",20.33,23.2,412.2,476.6,0.00341806648197945,1 +"1186","2015-02-03 07:45:00",20.39,23.2,412.2,473,0.00343082850079598,1 +"1187","2015-02-03 07:46:00",20.365,23.245,413.5,473,0.00343218686244567,1 +"1188","2015-02-03 07:46:59",20.39,23.34,403.5,479.75,0.0034516466643212,1 +"1189","2015-02-03 07:47:59",20.39,23.434,397.4,494.2,0.00346562535180023,1 +"1190","2015-02-03 07:49:00",20.39,23.5,399.5,498.75,0.0034754405483064,1 +"1191","2015-02-03 07:50:00",20.39,23.66,397.4,501,0.00349923624272876,1 +"1192","2015-02-03 07:51:00",20.39,23.7,398.333333333333,507,0.00350518544923937,1 +"1193","2015-02-03 07:52:00",20.39,23.7,399.5,518,0.00350518544923937,1 +"1194","2015-02-03 07:53:00",20.445,23.8175,403,520,0.00353471318077689,1 +"1195","2015-02-03 07:53:59",20.5,23.89,407.666666666667,523.666666666667,0.00355765893071744,1 +"1196","2015-02-03 07:54:59",20.5,23.978,412.2,525.2,0.00357083897726138,1 +"1197","2015-02-03 07:56:00",20.5,24.0333333333333,413,531.333333333333,0.00357912671517753,1 +"1198","2015-02-03 07:57:00",20.5,24.1,414,538,0.00358911223325629,1 +"1199","2015-02-03 07:58:00",20.5,24.1,412.2,536.4,0.00358911223325629,1 +"1200","2015-02-03 07:59:00",20.5,24.1,413,538.333333333333,0.00358911223325629,1 +"1201","2015-02-03 07:59:59",20.5,24.18,412.2,541,0.00360109527574641,1 +"1202","2015-02-03 08:00:59",20.52,24.236,407.4,549.6,0.0036139664870275,1 +"1203","2015-02-03 08:02:00",20.5,24.3233333333333,407,555.166666666667,0.0036225660416438,1 +"1204","2015-02-03 08:03:00",20.5,24.39,405,561.5,0.00363255294654218,1 +"1205","2015-02-03 08:04:00",20.5,24.39,405,569,0.00363255294654218,1 +"1206","2015-02-03 08:05:00",20.56,24.39,405,568.2,0.00364610264536675,1 +"1207","2015-02-03 08:06:00",20.55,24.39,412,572,0.00364384127303786,1 +"1208","2015-02-03 08:06:59",20.55,24.39,416.666666666667,573.166666666667,0.00364384127303786,1 +"1209","2015-02-03 08:08:00",20.58,24.39,419,583,0.00365062910171658,1 +"1210","2015-02-03 08:09:00",20.6,24.39,419,585,0.00365516051087822,1 +"1211","2015-02-03 08:10:00",20.6666666666667,24.39,419,584.666666666667,0.00367030103838176,1 +"1212","2015-02-03 08:10:59",20.7,24.37,419,584.8,0.00367485829249482,1 +"1213","2015-02-03 08:12:00",20.7,24.39,419,591.4,0.00367789201244977,1 +"1214","2015-02-03 08:12:59",20.7,24.39,419,594.333333333333,0.00367789201244977,1 +"1215","2015-02-03 08:13:59",20.7,24.39,419,600.5,0.00367789201244977,1 +"1216","2015-02-03 08:15:00",20.736,24.39,419,601.4,0.0036861058054682,1 +"1217","2015-02-03 08:16:00",20.73,24.39,419,606,0.00368473571810374,1 +"1218","2015-02-03 08:17:00",20.7,24.5,419,608.75,0.00369457799808589,1 +"1219","2015-02-03 08:18:00",20.754,24.5,419,616.8,0.00370696100370173,1 +"1220","2015-02-03 08:19:00",20.79,24.5,419,624.2,0.00371523665252415,1 +"1221","2015-02-03 08:19:59",20.772,24.52,419,625.6,0.00371414435124831,1 +"1222","2015-02-03 08:21:00",20.7675,24.6,419,628.75,0.00372529627333651,1 +"1223","2015-02-03 08:22:00",20.754,24.66,419,635.2,0.00373131495431088,1 +"1224","2015-02-03 08:23:00",20.772,24.7,419,640.8,0.0037415736966499,1 +"1225","2015-02-03 08:23:59",20.79,24.7,421.8,642.4,0.00374574775610345,1 +"1226","2015-02-03 08:25:00",20.79,24.7,422.5,643.25,0.00374574775610345,1 +"1227","2015-02-03 08:25:59",20.79,24.736,427.4,643.6,0.00375124007075525,1 +"1228","2015-02-03 08:26:59",20.79,24.79,433,645.25,0.00375947872351275,1 +"1229","2015-02-03 08:28:00",20.775,24.79,433,652.666666666667,0.00375598722728803,1 +"1230","2015-02-03 08:29:00",20.79,24.79,433,658,0.00375947872351275,1 +"1231","2015-02-03 08:30:00",20.79,24.79,433,665.5,0.00375947872351275,1 +"1232","2015-02-03 08:31:00",20.79,24.79,433,666.333333333333,0.00375947872351275,1 +"1233","2015-02-03 08:31:59",20.79,24.79,433,666.5,0.00375947872351275,1 +"1234","2015-02-03 08:32:59",20.79,24.79,433,668.2,0.00375947872351275,1 +"1235","2015-02-03 08:34:00",20.79,24.79,433,668,0.00375947872351275,1 +"1236","2015-02-03 08:35:00",20.79,24.79,433,672.666666666667,0.00375947872351275,1 +"1237","2015-02-03 08:36:00",20.79,24.79,433,672.75,0.00375947872351275,1 +"1238","2015-02-03 08:37:00",20.79,24.79,433,679.2,0.00375947872351275,1 +"1239","2015-02-03 08:38:00",20.815,24.815,433,683.5,0.0037691244531884,1 +"1240","2015-02-03 08:38:59",20.79,24.79,440,688.5,0.00375947872351275,1 +"1241","2015-02-03 08:39:59",20.84,24.84,434.5,686,0.00377879009466567,1 +"1242","2015-02-03 08:41:00",20.79,24.79,435.5,689.75,0.00375947872351275,1 +"1243","2015-02-03 08:42:00",20.89,24.89,443.4,700,0.00379818125119672,1 +"1244","2015-02-03 08:43:00",20.83,24.83,439.8,697.6,0.00377492144644985,1 +"1245","2015-02-03 08:44:00",20.87,24.87,439.8,695.8,0.00379041519663829,1 +"1246","2015-02-03 08:44:59",20.89,24.8733333333333,441,697.333333333333,0.00379562241977668,1 +"1247","2015-02-03 08:45:59",20.89,24.89,442.5,701.25,0.00379818125119672,1 +"1248","2015-02-03 08:47:00",20.8733333333333,24.84,441,700.666666666667,0.00378659635900053,1 +"1249","2015-02-03 08:48:00",20.8733333333333,24.775,441,694.833333333333,0.00377662763133105,1 +"1250","2015-02-03 08:49:00",20.89,24.84,442.5,709.75,0.00379050481971304,1 +"1251","2015-02-03 08:50:00",20.89,24.8566666666667,435,715,0.0037930636092822,1 +"1252","2015-02-03 08:51:00",20.89,24.8233333333333,435,715.833333333333,0.00378794605106893,1 +"1253","2015-02-03 08:51:59",20.89,24.79,429,713.8,0.00378282857655485,1 +"1254","2015-02-03 08:53:00",20.9266666666667,24.79,429,709,0.00379142216717855,1 +"1255","2015-02-03 08:54:00",20.89,24.85,429,716.2,0.00379204009094351,1 +"1256","2015-02-03 08:55:00",20.89,24.89,429,716.166666666667,0.00379818125119672,1 +"1257","2015-02-03 08:55:59",20.89,24.945,432.75,725,0.003806625543353,1 +"1258","2015-02-03 08:57:00",20.89,24.9175,429,725,0.003802403368789,1 +"1259","2015-02-03 08:57:59",20.89,24.978,435,727.6,0.00381169222803407,1 +"1260","2015-02-03 08:58:59",20.89,25,435,729.4,0.00381507006340074,1 +"1261","2015-02-03 09:00:00",20.89,25,441,730.8,0.00381507006340074,1 +"1262","2015-02-03 09:01:00",20.89,25,438,731.2,0.00381507006340074,1 +"1263","2015-02-03 09:02:00",20.9175,25,444,736.25,0.003821568899283,1 +"1264","2015-02-03 09:03:00",20.978,25,441,741,0.00383590070431204,1 +"1265","2015-02-03 09:04:00",21,24.9633333333333,444,742.333333333333,0.00383545561825104,1 +"1266","2015-02-03 09:04:59",21,24.912,444,742.4,0.0038275200483029,1 +"1267","2015-02-03 09:06:00",21.025,24.89,444,746.75,0.00383003585980888,1 +"1268","2015-02-03 09:07:00",21.075,24.89,444,745,0.00384189349251253,1 +"1269","2015-02-03 09:08:00",21.1,24.89,444,742,0.00384783443575005,1 +"1270","2015-02-03 09:08:59",21.1,24.89,444,740.8,0.00384783443575005,1 +"1271","2015-02-03 09:10:00",21.1333333333333,24.8233333333333,444,747.333333333333,0.00384537695364168,0 +"1272","2015-02-03 09:10:59",21.1666666666667,24.8583333333333,444,745.5,0.00385877039769743,0 +"1273","2015-02-03 09:11:59",21.2,25.1633333333333,444,752.666666666667,0.00391446429048382,1 +"1274","2015-02-03 09:13:00",21.175,25.0404166666667,446.666666666667,751.5,0.00388921341469932,1 +"1275","2015-02-03 09:14:00",21.15,24.9175,449.333333333333,750.333333333333,0.00386403159400571,1 +"1276","2015-02-03 09:15:00",21.1833333333333,25.1983333333333,454.666666666667,754.333333333333,0.00391591015445099,1 +"1277","2015-02-03 09:16:00",21.2,25.34,448,765.75,0.00394212113144808,1 +"1278","2015-02-03 09:16:59",21.2,25.3925,454.75,782,0.0039503403807421,1 +"1279","2015-02-03 09:17:59",21.23,25.445,453,786.666666666667,0.00396590076609986,1 +"1280","2015-02-03 09:19:00",21.254,25.578,451.6,792,0.00399267575098837,1 +"1281","2015-02-03 09:20:00",21.2,25.7633333333333,453,800.333333333333,0.00400840313060352,1 +"1282","2015-02-03 09:21:00",21.2,25.89,454.75,804.333333333333,0.00402823826834312,1 +"1283","2015-02-03 09:22:00",21.2,26.05,449.5,815.2,0.00405329497589108,1 +"1284","2015-02-03 09:23:00",21.2,26.1,460,829.75,0.0040611256083473,1 +"1285","2015-02-03 09:23:59",21.2,26.1571428571429,442,837.166666666667,0.00407007514245178,1 +"1286","2015-02-03 09:24:59",21.2,26.245,439,849,0.00408383555026875,1 +"1287","2015-02-03 09:26:00",21.2,26.29,439,853.5,0.0040908837982831,1 +"1288","2015-02-03 09:27:00",21.218,26.31,439,863.4,0.00409857117204104,1 +"1289","2015-02-03 09:28:00",21.236,26.412,442,864.4,0.00411914298609529,1 +"1290","2015-02-03 09:29:00",21.23,26.4983333333333,449,871.833333333333,0.00413116548618656,1 +"1291","2015-02-03 09:29:59",21.2225,26.525,454,872.25,0.00413343520190689,1 +"1292","2015-02-03 09:30:59",21.245,26.5833333333333,454,876.666666666667,0.00414834708477706,1 +"1293","2015-02-03 09:32:00",21.26,26.5666666666667,454,890.333333333333,0.00414957116092305,1 +"1294","2015-02-03 09:33:00",21.29,26.6833333333333,454,895.166666666667,0.00417564415325051,1 +"1295","2015-02-03 09:34:00",21.29,26.76,454,901,0.00418772240686286,1 +"1296","2015-02-03 09:35:00",21.29,26.79,454,910.25,0.00419244880685435,1 +"1297","2015-02-03 09:36:00",21.315,26.7675,454,918.5,0.00419537441770921,1 +"1298","2015-02-03 09:36:59",21.3066666666667,26.79,454,923.166666666667,0.00419676511367559,1 +"1299","2015-02-03 09:38:00",21.31,26.79,454,926.75,0.00419762884525263,1 +"1300","2015-02-03 09:39:00",21.3566666666667,26.79,454,925.5,0.00420973756199024,1 +"1301","2015-02-03 09:40:00",21.31,26.83,463,927.6,0.00420393866166668,1 +"1302","2015-02-03 09:40:59",21.29,26.89,457.75,935,0.00420820398880216,1 +"1303","2015-02-03 09:42:00",21.35,26.934,463,932,0.00423077833121522,1 +"1304","2015-02-03 09:42:59",21.34,26.945,464,935.75,0.00422990636361969,1 +"1305","2015-02-03 09:43:59",21.315,27,469,946.75,0.00423206298786129,1 +"1306","2015-02-03 09:45:00",21.39,27,461,952,0.00425169853702332,1 +"1307","2015-02-03 09:46:00",21.39,27.1,462.333333333333,959.333333333333,0.00426755360931977,1 +"1308","2015-02-03 09:47:00",21.39,27.08,461,967,0.0042643825306353,1 +"1309","2015-02-03 09:48:00",21.39,27.1,464,969,0.00426755360931977,1 +"1310","2015-02-03 09:49:00",21.4175,27.22,464,982.5,0.00429386020632878,1 +"1311","2015-02-03 09:49:59",21.4266666666667,27.23,462.333333333333,983,0.00429787837564832,1 +"1312","2015-02-03 09:51:00",21.412,27.272,453,985.4,0.00430066017745165,1 +"1313","2015-02-03 09:52:00",21.456,27.33,453,996.2,0.00432158397988126,1 +"1314","2015-02-03 09:53:00",21.4816666666667,27.3566666666667,449,1004.5,0.00433268296819078,1 +"1315","2015-02-03 09:53:59",21.5,27.312,458,1004.4,0.0043304522996918,1 +"1316","2015-02-03 09:55:00",21.5,27.315,460.25,1009.25,0.00433093127649958,1 +"1317","2015-02-03 09:55:59",21.54,27.718,461,1019,0.00440613366564097,1 +"1318","2015-02-03 09:56:59",21.55,27.5,464,1034.25,0.00437393153272012,1 +"1319","2015-02-03 09:58:00",21.6,27.4633333333333,464,1035.33333333333,0.00438153900805544,1 +"1320","2015-02-03 09:59:00",21.6,27.4633333333333,464,1031,0.00438153900805544,1 +"1321","2015-02-03 10:00:00",21.6,27.4725,467.75,1028.25,0.00438301177646266,1 +"1322","2015-02-03 10:01:00",21.6,27.456,473,1030,0.0043803607983161,1 +"1323","2015-02-03 10:01:59",21.6,27.5,479,1032.25,0.00438743012323847,1 +"1324","2015-02-03 10:02:59",21.6,27.6,479,1033.5,0.0044034973642419,1 +"1325","2015-02-03 10:04:00",21.6,27.54,479,1045,0.00439385692072895,1 +"1326","2015-02-03 10:05:00",21.6,27.525,474,1040.25,0.00439144685621549,1 +"1327","2015-02-03 10:06:00",21.6,27.5666666666667,472.333333333333,1044,0.00439814152565597,1 +"1328","2015-02-03 10:07:00",21.625,27.625,477.75,1041.25,0.0044143085475918,1 +"1329","2015-02-03 10:08:00",21.64,27.716,476,1045.8,0.00443304795553122,1 +"1330","2015-02-03 10:08:59",21.66,27.83,479,1054.2,0.00445689970955439,1 +"1331","2015-02-03 10:09:59",21.6833333333333,27.84,474,1054.8,0.00446492460265262,1 +"1332","2015-02-03 10:11:00",21.65,27.84,474,1069.8,0.00445576717556508,1 +"1333","2015-02-03 10:12:00",21.7,27.84,474,1073.66666666667,0.00446950954012619,1 +"1334","2015-02-03 10:13:00",21.7,27.912,474,1073.4,0.00448115189301355,1 +"1335","2015-02-03 10:14:00",21.7,28.0725,474,1076.75,0.00450710619550781,1 +"1336","2015-02-03 10:14:59",21.7,27.9675,474,1086.75,0.00449012650204007,1 +"1337","2015-02-03 10:15:59",21.7,27.8933333333333,484,1086.66666666667,0.00447813346367708,1 +"1338","2015-02-03 10:17:00",21.7,27.945,479,1078.83333333333,0.00448648811603864,1 +"1339","2015-02-03 10:18:00",21.7,27.912,483,1077.6,0.00448115189301355,1 +"1340","2015-02-03 10:19:00",21.7,27.9725,489,1080.5,0.00449093503800171,1 +"1341","2015-02-03 10:20:00",21.7,27.9175,489,1088.75,0.00448204125720489,1 +"1342","2015-02-03 10:21:00",21.7,27.89,489,1083.66666666667,0.00447759446149913,1 +"1343","2015-02-03 10:21:59",21.7,27.8566666666667,482,1076.16666666667,0.00447220449073066,1 +"1344","2015-02-03 10:23:00",21.7,27.934,480.6,1079.4,0.0044847093649297,1 +"1345","2015-02-03 10:24:00",21.7,28.1,495.25,1088,0.00451155341017895,1 +"1346","2015-02-03 10:25:00",21.7,27.9083333333333,484.833333333333,1092.5,0.00448055898495549,1 +"1347","2015-02-03 10:25:59",21.7,27.9616666666667,484,1094.66666666667,0.0044891832127225,1 +"1348","2015-02-03 10:27:00",21.718,27.974,484,1091.4,0.00449615819804534,1 +"1349","2015-02-03 10:27:59",21.7,28.1,484,1101.66666666667,0.00451155341017895,1 +"1350","2015-02-03 10:28:59",21.79,28.0666666666667,484,1111,0.00453119847610958,1 +"1351","2015-02-03 10:30:00",21.718,28.1,484,1119.4,0.00451655676817307,1 +"1352","2015-02-03 10:31:00",21.76,28.0833333333333,484,1122.5,0.0045255449793802,1 +"1353","2015-02-03 10:32:00",21.7675,28.125,495.25,1127.5,0.00453440119348346,1 +"1354","2015-02-03 10:33:00",21.73,28.1333333333333,499,1131,0.00452529574660407,1 +"1355","2015-02-03 10:34:00",21.775,28.05,499,1127.83333333333,0.00452430956253871,1 +"1356","2015-02-03 10:34:59",21.7771428571429,28.0857142857143,499,1128.85714285714,0.00453070953719286,1 +"1357","2015-02-03 10:36:00",21.79,28.125,499,1123.5,0.00454068479971385,1 +"1358","2015-02-03 10:37:00",21.79,28.158,490.6,1127.8,0.00454605147571897,1 +"1359","2015-02-03 10:38:00",21.79,28.26,502,1148.66666666667,0.00456263996464264,1 +"1360","2015-02-03 10:38:59",21.84,28.1,493,1151.5,0.00455059766479871,1 +"1361","2015-02-03 10:40:00",21.8233333333333,28.1333333333333,493,1142.33333333333,0.0045513659847956,1 +"1362","2015-02-03 10:40:59",21.87,28.252,493,1142,0.00458384551297586,1 +"1363","2015-02-03 10:41:59",21.89,28.1833333333333,495.666666666667,1146,0.00457825057734741,1 +"1364","2015-02-03 10:43:00",21.89,28.254,499.4,1142.2,0.00458981475498553,1 +"1365","2015-02-03 10:44:00",21.89,28.29,509,1159.8,0.00459570610393958,1 +"1366","2015-02-03 10:45:00",21.89,28.31,500.6,1168,0.0045989791234505,1 +"1367","2015-02-03 10:46:00",21.89,28.3757142857143,506.428571428571,1181.14285714286,0.00460973357116715,1 +"1368","2015-02-03 10:46:59",21.89,28.39,510,1180,0.00461207154343336,1 +"1369","2015-02-03 10:47:59",21.89,28.3757142857143,503,1183.71428571429,0.00460973357116715,1 +"1370","2015-02-03 10:49:00",21.89,28.3066666666667,503,1189.66666666667,0.00459843361782416,1 +"1371","2015-02-03 10:50:00",21.89,28.315,503,1190,0.00459979738367093,1 +"1372","2015-02-03 10:51:00",21.89,28.31,512,1178.8,0.0045989791234505,1 +"1373","2015-02-03 10:52:00",21.89,28.365,518,1173,0.00460798010341677,1 +"1374","2015-02-03 10:53:00",21.912,28.37,518,1170.6,0.00461503794243694,1 +"1375","2015-02-03 10:53:59",21.89,28.39,518,1178.6,0.00461207154343336,1 +"1376","2015-02-03 10:54:59",21.89,28.445,513,1193.5,0.0046210728995467,1 +"1377","2015-02-03 10:56:00",21.89,28.445,513,1201.5,0.0046210728995467,1 +"1378","2015-02-03 10:57:00",21.89,28.5,511.333333333333,1189.66666666667,0.00463007451427484,1 +"1379","2015-02-03 10:58:00",21.89,28.33,518.2,1190.4,0.00460225217715481,1 +"1380","2015-02-03 10:59:00",21.9083333333333,28.3083333333333,513,1172.66666666667,0.00460389401426128,1 +"1381","2015-02-03 10:59:59",21.945,28.29,513,1177.75,0.00461127429127358,1 +"1382","2015-02-03 11:00:59",21.934,28.29,519,1184.8,0.00460815693611691,1 +"1383","2015-02-03 11:02:00",22,28.29,528,1188.25,0.00462688899775767,1 +"1384","2015-02-03 11:03:00",21.9816666666667,28.29,528,1189.5,0.00462167891938681,1 +"1385","2015-02-03 11:04:00",21.945,28.29,528,1191.5,0.00461127429127358,1 +"1386","2015-02-03 11:05:00",21.978,28.29,532.8,1193,0.00462063752517838,1 +"1387","2015-02-03 11:06:00",22,28.29,534.25,1190,0.00462688899775767,1 +"1388","2015-02-03 11:06:59",22,28.29,528,1198.5,0.00462688899775767,1 +"1389","2015-02-03 11:08:00",22,28.2,523,1198,0.00461206016363195,1 +"1390","2015-02-03 11:09:00",22,28.218,526,1194.2,0.00461502587431004,1 +"1391","2015-02-03 11:10:00",22,28.2225,534.25,1185,0.00461576730636597,1 +"1392","2015-02-03 11:10:59",22,28.2675,538,1194,0.00462318172342805,1 +"1393","2015-02-03 11:12:00",22.025,28.2575,538,1193.125,0.00462863877156492,1 +"1394","2015-02-03 11:12:59",22.06,28.274,538,1190.4,0.00464133032259261,1 +"1395","2015-02-03 11:13:59",22.05,28.34,532.25,1192.25,0.00464938873472607,1 +"1396","2015-02-03 11:15:00",22.1,28.39,547.5,1200.5,0.00467197853896129,1 +"1397","2015-02-03 11:16:00",22.08,28.37,544.2,1198.6,0.00466293178958891,1 +"1398","2015-02-03 11:17:00",22.1,28.39,536.333333333333,1197,0.00467197853896129,1 +"1399","2015-02-03 11:18:00",22.1,28.365,535,1197.5,0.0046678335586324,1 +"1400","2015-02-03 11:19:00",22.06,28.35,534.2,1203,0.00465389948039161,1 +"1401","2015-02-03 11:19:59",22.1,28.39,533.666666666667,1206.5,0.00467197853896129,1 +"1402","2015-02-03 11:21:00",22.0833333333333,28.3583333333333,533.666666666667,1207.16666666667,0.00466195416810129,1 +"1403","2015-02-03 11:22:00",22.1,28.39,535,1213,0.00467197853896129,1 +"1404","2015-02-03 11:23:00",22.1,28.3566666666667,547,1211.5,0.00466645191070765,1 +"1405","2015-02-03 11:23:59",22.1,28.372,553.4,1208.2,0.00466899414759741,1 +"1406","2015-02-03 11:25:00",22.1,28.2,550.5,1209.25,0.00464047806359011,1 +"1407","2015-02-03 11:25:59",22.1,28.2,543.666666666667,1201.66666666667,0.00464047806359011,1 +"1408","2015-02-03 11:26:59",22.15,28.1,550.75,1189.75,0.00463811559644083,1 +"1409","2015-02-03 11:28:00",22.1,28.2,555,1191,0.00464047806359011,1 +"1410","2015-02-03 11:29:00",22.1166666666667,28.0666666666667,555,1192.16666666667,0.00462310286697241,1 +"1411","2015-02-03 11:30:00",22.1666666666667,28,557.666666666667,1184.33333333333,0.00462621711188873,1 +"1412","2015-02-03 11:31:00",22.18,28.06,555,1176.4,0.00463999955869725,1 +"1413","2015-02-03 11:31:59",22.1333333333333,28,557.666666666667,1175.66666666667,0.00461676157258899,1 +"1414","2015-02-03 11:32:59",22.16,27.956,556.4,1173.8,0.00461700390215967,1 +"1415","2015-02-03 11:34:00",22.2,27.9175,555,1170.75,0.00462192951071389,1 +"1416","2015-02-03 11:35:00",22.175,27.945,555,1170.25,0.0046194242813307,1 +"1417","2015-02-03 11:36:00",22.1833333333333,27.8066666666667,555,1168,0.00459873925912057,1 +"1418","2015-02-03 11:37:00",22.2,27.8233333333333,555,1160.83333333333,0.00460622413573017,1 +"1419","2015-02-03 11:38:00",22.2,27.79,546.5,1161,0.00460066489961799,1 +"1420","2015-02-03 11:38:59",22.2,27.79,538,1166,0.00460066489961799,1 +"1421","2015-02-03 11:39:59",22.2,27.772,543,1164.4,0.0045976629531329,1 +"1422","2015-02-03 11:41:00",22.2,27.7225,550.5,1157.75,0.00458940774860989,1 +"1423","2015-02-03 11:42:00",22.2,27.772,543,1148.6,0.0045976629531329,1 +"1424","2015-02-03 11:43:00",22.2,27.7225,547,1153.75,0.00458940774860989,1 +"1425","2015-02-03 11:44:00",22.2,27.7,544.2,1152.4,0.00458565545482424,1 +"1426","2015-02-03 11:44:59",22.175,27.7,543,1147.25,0.00457862664380834,1 +"1427","2015-02-03 11:45:59",22.2,27.7,544.25,1147.5,0.00458565545482424,1 +"1428","2015-02-03 11:47:00",22.2,27.7,548,1144,0.00458565545482424,1 +"1429","2015-02-03 11:48:00",22.2,27.6428571428571,535.714285714286,1137.85714285714,0.00457612602181138,0 +"1430","2015-02-03 11:49:00",22.2,27.7,543,1133,0.00458565545482424,1 +"1431","2015-02-03 11:50:00",22.2,27.6,538,1121.2,0.00456897913726817,1 +"1432","2015-02-03 11:51:00",22.2,27.5166666666667,549.333333333333,1110.83333333333,0.00455508288403504,1 +"1433","2015-02-03 11:51:59",22.2,27.5,547,1093.25,0.00455230370735505,1 +"1434","2015-02-03 11:53:00",22.2,27.54,538.6,1093.2,0.00455897377280768,1 +"1435","2015-02-03 11:54:00",22.2,27.5666666666667,549.333333333333,1102.5,0.00456342056200697,1 +"1436","2015-02-03 11:55:00",22.2,27.52,548.6,1104.4,0.00455563872232964,1 +"1437","2015-02-03 11:55:59",22.2,27.58,543,1101.75,0.00456564398027638,1 +"1438","2015-02-03 11:57:00",22.2,27.6,548.5,1098.75,0.00456897913726817,1 +"1439","2015-02-03 11:57:59",22.2,27.56,555,1092.4,0.00456230885878974,1 +"1440","2015-02-03 11:58:59",22.2,27.5,555,1094,0.00455230370735505,1 +"1441","2015-02-03 12:00:00",22.254,27.56,556.4,1092.4,0.004577445560063,1 +"1442","2015-02-03 12:01:00",22.2225,27.575,556.666666666667,1081.66666666667,0.00457111526070442,1 +"1443","2015-02-03 12:02:00",22.245,27.5833333333333,562,1077,0.00457882151640635,1 +"1444","2015-02-03 12:03:00",22.254,27.54,555.6,1074.4,0.00457409932824721,1 +"1445","2015-02-03 12:04:00",22.29,27.55,558,1072.25,0.00458588444602437,1 +"1446","2015-02-03 12:04:59",22.29,27.5,563.4,1070.4,0.00457750035625741,1 +"1447","2015-02-03 12:06:00",22.272,27.5,570,1071,0.0045724512071483,1 +"1448","2015-02-03 12:07:00",22.29,27.4816666666667,565.833333333333,1078.16666666667,0.00457442624622594,1 +"1449","2015-02-03 12:08:00",22.29,27.5,553,1071.75,0.00457750035625741,1 +"1450","2015-02-03 12:08:59",22.29,27.445,561.833333333333,1066.83333333333,0.00456827811665517,1 +"1451","2015-02-03 12:10:00",22.29,27.456,562.4,1068.4,0.00457012254285764,1 +"1452","2015-02-03 12:10:59",22.29,27.37,560.6,1064.2,0.00455570277286978,1 +"1453","2015-02-03 12:11:59",22.29,27.3566666666667,559.666666666667,1060.33333333333,0.00455346720904263,1 +"1454","2015-02-03 12:13:00",22.3066666666667,27.39,569.833333333333,1061.5,0.00456371667886437,1 +"1455","2015-02-03 12:14:00",22.33,27.37,581,1057,0.00456688681371893,1 +"1456","2015-02-03 12:15:00",22.35,27.33,593,1057.8,0.00456575637736974,1 +"1457","2015-02-03 12:16:00",22.39,27.29,601,1065,0.00457021208799111,1 +"1458","2015-02-03 12:16:59",22.39,27.29,600.4,1064.2,0.00457021208799111,1 +"1459","2015-02-03 12:17:59",22.39,27.254,616,1061.8,0.00456413898746735,1 +"1460","2015-02-03 12:19:00",22.39,27.29,603.6,1064,0.00457021208799111,0 +"1461","2015-02-03 12:20:00",22.39,27.2675,587.5,1065.25,0.00456641638636741,0 +"1462","2015-02-03 12:21:00",22.39,27.2,575,1050.5,0.00455502955741922,0 +"1463","2015-02-03 12:22:00",22.39,27.14,579.2,1045.2,0.00454490827913193,1 +"1464","2015-02-03 12:23:00",22.434,27.04,584.8,1049.6,0.00454025934484615,1 +"1465","2015-02-03 12:23:59",22.4266666666667,27.0333333333333,609.666666666667,1041.33333333333,0.00453709375237434,1 +"1466","2015-02-03 12:24:59",22.4266666666667,27.0333333333333,625.666666666667,1038,0.00453709375237434,1 +"1467","2015-02-03 12:26:00",22.4266666666667,26.9816666666667,629.666666666667,1035.16666666667,0.00452835923432911,1 +"1468","2015-02-03 12:27:00",22.5,27,617,1040,0.0045518496783126,1 +"1469","2015-02-03 12:28:00",22.5,27,624.8,1036.25,0.0045518496783126,1 +"1470","2015-02-03 12:29:00",22.5,26.9633333333333,641.333333333333,1033.25,0.00454562297901196,1 +"1471","2015-02-03 12:29:59",22.5,26.89,659.4,1037,0.00453316995169055,1 +"1472","2015-02-03 12:30:59",22.58,26.81,644.6,1031.2,0.00454176304586707,1 +"1473","2015-02-03 12:32:00",22.575,26.79,653,1033,0.00453696235530401,1 +"1474","2015-02-03 12:33:00",22.6,26.79,659,1032.25,0.00454390539234429,1 +"1475","2015-02-03 12:34:00",22.6,26.79,660,1030.16666666667,0.00454390539234429,1 +"1476","2015-02-03 12:35:00",22.6,26.7225,668.5,1033,0.0045323731576807,1 +"1477","2015-02-03 12:36:00",22.6666666666667,26.7133333333333,652.5,1030.33333333333,0.00454931379169049,1 +"1478","2015-02-03 12:36:59",22.675,26.675,652.75,1028.5,0.0045450525434806,1 +"1479","2015-02-03 12:38:00",22.7,26.7,654.2,1020.4,0.00455630013842985,1 +"1480","2015-02-03 12:39:00",22.7,26.6833333333333,656.166666666667,1023.66666666667,0.00455343518515253,1 +"1481","2015-02-03 12:40:00",22.7225,26.6,650.75,1021.25,0.00454535611417879,1 +"1482","2015-02-03 12:40:59",22.745,26.6,663.75,1014.75,0.0045516089930389,1 +"1483","2015-02-03 12:42:00",22.745,26.55,651,1017,0.00454299084786184,1 +"1484","2015-02-03 12:42:59",22.79,26.5166666666667,648.333333333333,1014.16666666667,0.00454973424512434,1 +"1485","2015-02-03 12:43:59",22.79,26.6,651,1022.5,0.00456413751185785,1 +"1486","2015-02-03 12:45:00",22.79,26.525,651,1027.25,0.00455117454199881,1 +"1487","2015-02-03 12:46:00",22.84,26.5,651,1022,0.00456075667086994,1 +"1488","2015-02-03 12:47:00",22.87,26.456,657.8,1019,0.00456147435928116,1 +"1489","2015-02-03 12:48:00",22.89,26.445,668,1020.75,0.00456513280446388,1 +"1490","2015-02-03 12:49:00",22.89,26.39,668,1015.5,0.00455556875653445,1 +"1491","2015-02-03 12:49:59",22.9083333333333,26.39,663.666666666667,1016,0.00456066810185617,1 +"1492","2015-02-03 12:51:00",22.956,26.39,664.6,1011,0.00457394996276206,1 +"1493","2015-02-03 12:52:00",22.9633333333333,26.29,668,1018.66666666667,0.0045585293816626,1 +"1494","2015-02-03 12:53:00",23,26.29,662.333333333333,1006.33333333333,0.00456873404646213,1 +"1495","2015-02-03 12:53:59",22.956,26.236,647.8,1008.2,0.00454706335236863,1 +"1496","2015-02-03 12:55:00",23,26.2,651.666666666667,1009.33333333333,0.00455297916224937,1 +"1497","2015-02-03 12:55:59",23,26.2,651.666666666667,1006.16666666667,0.00455297916224937,1 +"1498","2015-02-03 12:56:59",23.02,26.16,650,1004.4,0.00455152394293641,1 +"1499","2015-02-03 12:58:00",23.025,26.125,653.75,999.75,0.00454677558763047,1 +"1500","2015-02-03 12:59:00",23.05,26.0833333333333,660,994.166666666667,0.00454639400910893,1 +"1501","2015-02-03 13:00:00",23.1,26,656,992.5,0.00454559188217678,1 +"1502","2015-02-03 13:01:00",23.1,26,660,995.666666666667,0.00454559188217678,1 +"1503","2015-02-03 13:01:59",23.1,26,655,994,0.00454559188217678,1 +"1504","2015-02-03 13:02:59",23.14,26,660,990.2,0.00455668179296498,1 +"1505","2015-02-03 13:04:00",23.18,26,655,993.4,0.00456779555054517,1 +"1506","2015-02-03 13:05:00",23.2,26,650,998.5,0.00457336138571879,1 +"1507","2015-02-03 13:06:00",23.2,26,651.666666666667,997.25,0.00457336138571879,1 +"1508","2015-02-03 13:07:00",23.2,25.945,653.166666666667,992.5,0.00456361598616477,1 +"1509","2015-02-03 13:08:00",23.2225,25.9175,653.75,996.5,0.00456499192799556,1 +"1510","2015-02-03 13:08:59",23.2225,25.815,659.75,993.75,0.00454680606529801,1 +"1511","2015-02-03 13:09:59",23.26,25.8566666666667,338.333333333333,997.333333333333,0.00456460471615985,0 +"1512","2015-02-03 13:11:00",23.29,25.9783333333333,197.166666666667,996.5,0.00459462133070974,0 +"1513","2015-02-03 13:12:00",23.272,25.87,184,998.6,0.00457031193495107,0 +"1514","2015-02-03 13:13:00",23.29,25.89,173.2,993.4,0.00457888337102673,0 +"1515","2015-02-03 13:14:00",23.2675,25.865,193,994.25,0.00456817106525555,0 +"1516","2015-02-03 13:14:59",23.29,25.89,193,990.166666666667,0.00457888337102673,0 +"1517","2015-02-03 13:15:59",23.245,25.825,178,984,0.00455481367184223,0 +"1518","2015-02-03 13:17:00",23.254,25.85,184,983.6,0.00456175322657994,0 +"1519","2015-02-03 13:18:00",23.26,25.7933333333333,186,983.333333333333,0.00455334232387095,0 +"1520","2015-02-03 13:19:00",23.272,25.772,178,974.6,0.00455287208154249,0 +"1521","2015-02-03 13:20:00",23.245,25.715,178,961,0.00453527126228133,0 +"1522","2015-02-03 13:21:00",23.29,25.7225,173.5,954.25,0.00454904280691813,0 +"1523","2015-02-03 13:21:59",23.245,25.7,174.5,951.5,0.00453260648270231,0 +"1524","2015-02-03 13:23:00",23.215,25.6833333333333,169.666666666667,952.5,0.00452138233147554,0 +"1525","2015-02-03 13:24:00",23.215,25.6833333333333,168.5,946.333333333333,0.00452138233147554,0 +"1526","2015-02-03 13:25:00",23.2,25.6,171,942,0.00450249266674727,0 +"1527","2015-02-03 13:25:59",23.2,25.6,176,933.2,0.00450249266674727,0 +"1528","2015-02-03 13:27:00",23.2,25.58,176,928.8,0.00449894965161647,0 +"1529","2015-02-03 13:27:59",23.2,25.55,177.25,924,0.00449363520405676,0 +"1530","2015-02-03 13:28:59",23.2,25.55,171,918,0.00449363520405676,0 +"1531","2015-02-03 13:30:00",23.2,25.5,171,912.75,0.00448477799181549,0 +"1532","2015-02-03 13:31:00",23.2,25.5,171,907,0.00448477799181549,0 +"1533","2015-02-03 13:32:00",23.1857142857143,25.5285714285714,268.714285714286,899.285714285714,0.00448593615538647,0 +"1534","2015-02-03 13:33:00",23.2,25.7,538.75,917.25,0.00452020834351849,1 +"1535","2015-02-03 13:34:00",23.2,25.792,627.6,919.8,0.00453650765104568,0 +"1536","2015-02-03 13:34:59",23.2,25.65,638,938.25,0.00451135037989764,0 +"1537","2015-02-03 13:36:00",23.2,25.5333333333333,634,922.166666666667,0.00449068277214917,0 +"1538","2015-02-03 13:37:00",23.2,25.5,629,899,0.00448477799181549,0 +"1539","2015-02-03 13:38:00",23.2,25.5166666666667,557.666666666667,895.333333333333,0.00448773036806887,0 +"1540","2015-02-03 13:38:59",23.2,25.7225,547,899.75,0.0045241945088667,1 +"1541","2015-02-03 13:40:00",23.2,25.54,543,894.4,0.00449186374157291,1 +"1542","2015-02-03 13:40:59",23.1833333333333,25.5166666666667,561.833333333333,880.333333333333,0.00448317923134458,1 +"1543","2015-02-03 13:41:59",23.15,25.5,597.75,879.75,0.00447114582351116,1 +"1544","2015-02-03 13:43:00",23.2,25.5,561.5,870.5,0.00448477799181549,1 +"1545","2015-02-03 13:44:00",23.2,25.5,598.4,866.2,0.00448477799181549,1 +"1546","2015-02-03 13:45:00",23.18,25.5,609.6,866.4,0.00447932073438887,1 +"1547","2015-02-03 13:46:00",23.2,25.525,587,869.75,0.00448920656663063,1 +"1548","2015-02-03 13:46:59",23.2,25.58,596.8,874.2,0.00449894965161647,1 +"1549","2015-02-03 13:47:59",23.175,25.6,595,877.5,0.00449564487529898,1 +"1550","2015-02-03 13:49:00",23.1833333333333,25.7,608.333333333333,879,0.00451562403253954,1 +"1551","2015-02-03 13:50:00",23.2,25.68,611.6,875.5,0.00451666512801301,1 +"1552","2015-02-03 13:51:00",23.2,25.7,610.2,881.333333333333,0.00452020834351849,1 +"1553","2015-02-03 13:52:00",23.218,25.7,616.6,882.4,0.00452516400707931,1 +"1554","2015-02-03 13:53:00",23.23,25.715,608.333333333333,883,0.00453113277335468,1 +"1555","2015-02-03 13:53:59",23.254,25.68,609,884.5,0.00453153473985364,1 +"1556","2015-02-03 13:54:59",23.2675,25.7225,599,888.25,0.00454281948050459,1 +"1557","2015-02-03 13:56:00",23.272,25.772,594.8,889.4,0.00455287208154249,1 +"1558","2015-02-03 13:57:00",23.29,25.79,585.75,895,0.00456106776695527,1 +"1559","2015-02-03 13:58:00",23.29,25.79,584.8,894.4,0.00456106776695527,1 +"1560","2015-02-03 13:59:00",23.29,25.79,592.75,898.25,0.00456106776695527,1 +"1561","2015-02-03 13:59:59",23.29,25.79,586.5,898,0.00456106776695527,1 +"1562","2015-02-03 14:00:59",23.29,25.79,585,898.8,0.00456106776695527,1 +"1563","2015-02-03 14:02:00",23.29,25.79,576.75,901,0.00456106776695527,1 +"1564","2015-02-03 14:03:00",23.29,25.79,566,900.142857142857,0.00456106776695527,1 +"1565","2015-02-03 14:04:00",23.29,25.7675,560,898.25,0.00455705939565711,1 +"1566","2015-02-03 14:05:00",23.29,25.754,566,895.6,0.00455465439749561,1 +"1567","2015-02-03 14:06:00",23.29,25.7933333333333,569.333333333333,892.333333333333,0.00456166160410202,1 +"1568","2015-02-03 14:06:59",23.29,26.16,561,911.166666666667,0.00462699056302192,1 +"1569","2015-02-03 14:08:00",23.29,25.89,561,912,0.00457888337102673,1 +"1570","2015-02-03 14:09:00",23.29,25.89,561,913,0.00457888337102673,1 +"1571","2015-02-03 14:10:00",23.29,26.0591666666667,558.3,921.4,0.00460902374129976,1 +"1572","2015-02-03 14:10:59",23.29,26.2283333333333,555.6,929.8,0.0046391670114012,1 +"1573","2015-02-03 14:12:00",23.29,26.456,558.8,951.8,0.00467973878852721,1 +"1574","2015-02-03 14:12:59",23.29,26.575,546,956.75,0.00470094750364723,1 +"1575","2015-02-03 14:13:59",23.29,26.62,546,968,0.00470896798007197,1 +"1576","2015-02-03 14:15:00",23.29,26.754,542.8,966,0.0047328523924129,1 +"1577","2015-02-03 14:16:00",23.29,26.79,544.8,971.8,0.00473926941045434,1 +"1578","2015-02-03 14:17:00",23.29,26.87,541.4,983,0.00475352992102182,1 +"1579","2015-02-03 14:18:00",23.33,26.956,538,993.6,0.00478048254400917,1 +"1580","2015-02-03 14:19:00",23.29,27,538.4,999.6,0.0047767046348402,1 +"1581","2015-02-03 14:19:59",23.35,27.08,538.4,1005.4,0.00480849045959722,1 +"1582","2015-02-03 14:21:00",23.315,27.1,534.5,1013.75,0.00480183262216262,1 +"1583","2015-02-03 14:22:00",23.29,27.14,538.8,1019.8,0.00480166393565326,1 +"1584","2015-02-03 14:23:00",23.29,27.26,531,1023,0.00482305920427885,1 +"1585","2015-02-03 14:23:59",23.29,27.4083333333333,526.833333333333,1027.5,0.00484950815226506,1 +"1586","2015-02-03 14:25:00",23.29,27.4175,526.75,1038.5,0.0048511427110445,1 +"1587","2015-02-03 14:25:59",23.29,27.5,519.666666666667,1049,0.00486585412367001,1 +"1588","2015-02-03 14:26:59",23.29,27.5,505.8,1051.8,0.00486585412367001,1 +"1589","2015-02-03 14:28:00",23.3185714285714,27.5857142857143,493,1056,0.00488963512707243,1 +"1590","2015-02-03 14:29:00",23.29,27.65,503.5,1054.5,0.0048926039157939,1 +"1591","2015-02-03 14:30:00",23.29,27.772,496.2,1066.6,0.00491436209694374,1 +"1592","2015-02-03 14:31:00",23.29,27.7,513,1074,0.00490152102049775,1 +"1593","2015-02-03 14:31:59",23.29,27.79,520.5,1068.25,0.00491757244825221,1 +"1594","2015-02-03 14:32:59",23.33,27.874,528,1075.6,0.00494457844645588,1 +"1595","2015-02-03 14:34:00",23.29,27.9175,516.75,1085.25,0.00494031337801483,1 +"1596","2015-02-03 14:35:00",23.29,27.9633333333333,513,1096.33333333333,0.00494848862518615,1 +"1597","2015-02-03 14:36:00",23.3042857142857,28.0142857142857,503.714285714286,1099.14285714286,0.00496189043810212,1 +"1598","2015-02-03 14:37:00",23.3233333333333,28.1,503,1108.83333333333,0.00498296766080685,1 +"1599","2015-02-03 14:38:00",23.29,28.1,498,1117,0.00497286699161319,1 +"1600","2015-02-03 14:38:59",23.29,28.236,481.6,1116,0.00499712832126751,1 +"1601","2015-02-03 14:39:59",23.29,28.35,484,1120.2,0.00501746647070968,1 +"1602","2015-02-03 14:41:00",23.29,28.39,483.4,1120.6,0.00502460297620029,1 +"1603","2015-02-03 14:42:00",23.29,28.5333333333333,485,1129.33333333333,0.0050501767882762,1 +"1604","2015-02-03 14:43:00",23.29,28.575,478,1132.25,0.00505761142733373,1 +"1605","2015-02-03 14:44:00",23.29,28.6,478.75,1132.5,0.00506207229539191,1 +"1606","2015-02-03 14:44:59",23.29,28.6833333333333,474,1142.83333333333,0.00507694231398356,1 +"1607","2015-02-03 14:45:59",23.29,28.772,473,1152,0.00509276478818188,1 +"1608","2015-02-03 14:47:00",23.29,28.79,474,1156.75,0.00509597696691146,1 +"1609","2015-02-03 14:48:00",23.29,28.89,479,1159.33333333333,0.00511382300356036,1 +"1610","2015-02-03 14:49:00",23.254,28.912,476,1160.8,0.00510654102587916,1 +"1611","2015-02-03 14:50:00",23.245,28.92,467.75,1160,0.0051051661578754,1 +"1612","2015-02-03 14:51:00",23.236,28.978,464,1167,0.00511268512907113,1 +"1613","2015-02-03 14:51:59",23.2,29.05,464,1171,0.00511426303503512,1 +"1614","2015-02-03 14:53:00",23.2225,29.15,464,1175.5,0.00513905406343719,1 +"1615","2015-02-03 14:54:00",23.2,29.2,453,1181,0.00514088885036853,1 +"1616","2015-02-03 14:55:00",23.2,29.2,464,1192,0.00514088885036853,1 +"1617","2015-02-03 14:55:59",23.2,29.2,464,1197.75,0.00514088885036853,1 +"1618","2015-02-03 14:57:00",23.2,29.254,461,1198.2,0.00515047469737527,1 +"1619","2015-02-03 14:57:59",23.2,29.33,464,1196.5,0.00516396638590783,1 +"1620","2015-02-03 14:58:59",23.2,29.3566666666667,464,1203.25,0.00516870044928234,1 +"1621","2015-02-03 15:00:00",23.14,29.456,469,1209,0.00516740184512806,1 +"1622","2015-02-03 15:01:00",23.125,29.4725,469,1212.25,0.00516559391429917,1 +"1623","2015-02-03 15:02:00",23.1,29.5,463,1219.6,0.00516257728412937,1 +"1624","2015-02-03 15:03:00",23.1,29.55,465.25,1218.75,0.00517140016500502,1 +"1625","2015-02-03 15:04:00",23.1,29.6,466,1221.6,0.00518022329412355,1 +"1626","2015-02-03 15:04:59",23.1,29.62,469,1219.8,0.00518375261528132,1 +"1627","2015-02-03 15:06:00",23.1,29.7,466.5,1224.66666666667,0.00519787029713117,1 +"1628","2015-02-03 15:07:00",23.1,29.745,469,1233.75,0.00520581177247756,1 +"1629","2015-02-03 15:08:00",23.1,29.84,469,1235.75,0.00522257776976399,1 +"1630","2015-02-03 15:08:59",23.1,29.84,469,1239.5,0.00522257776976399,1 +"1631","2015-02-03 15:10:00",23.0857142857143,29.89,465.666666666667,1245,0.0052268457571293,1 +"1632","2015-02-03 15:10:59",23.0666666666667,29.8566666666667,464,1247.25,0.00521490474145376,1 +"1633","2015-02-03 15:11:59",23.025,29.9175,469,1246,0.00521235062737091,1 +"1634","2015-02-03 15:13:00",23.0166666666667,29.9633333333333,462.333333333333,1245.16666666667,0.00521774860124666,1 +"1635","2015-02-03 15:14:00",23,30,465,1254.6,0.00521887561724853,1 +"1636","2015-02-03 15:15:00",23,30,461,1261.2,0.00521887561724853,1 +"1637","2015-02-03 15:16:00",23,30,464,1261,0.00521887561724853,1 +"1638","2015-02-03 15:16:59",23,30.0166666666667,462.333333333333,1263.66666666667,0.0052217993333571,1 +"1639","2015-02-03 15:17:59",23,30.06,461,1270.2,0.00522940112280461,1 +"1640","2015-02-03 15:19:00",23,30.075,464,1273.25,0.00523203255439104,1 +"1641","2015-02-03 15:20:00",23,30.12,461,1280.2,0.00523992698162853,1 +"1642","2015-02-03 15:21:00",23,30.15,469,1284.5,0.00524519004352148,1 +"1643","2015-02-03 15:22:00",23,30.23,462.333333333333,1285.16666666667,0.00525922530704646,1 +"1644","2015-02-03 15:23:00",23,30.29,462.333333333333,1290.66666666667,0.00526975216689249,1 +"1645","2015-02-03 15:23:59",22.9685714285714,30.3042857142857,460.428571428571,1294.57142857143,0.0052621521240719,1 +"1646","2015-02-03 15:24:59",22.9175,30.29,464,1294,0.0052432718125789,1 +"1647","2015-02-03 15:26:00",22.912,30.29,461,1301,0.00524151064064436,1 +"1648","2015-02-03 15:27:00",22.9083333333333,30.3066666666667,462.333333333333,1313.16666666667,0.00524324454762937,1 +"1649","2015-02-03 15:28:00",22.89,30.34,464,1312.75,0.00524318460448223,1 +"1650","2015-02-03 15:29:00",22.945,30.39,469,1311.5,0.00526957174907314,1 +"1651","2015-02-03 15:29:59",22.9266666666667,30.3733333333333,469,1317.6,0.00526076361340516,1 +"1652","2015-02-03 15:30:59",22.9633333333333,30.39,469,1327.5,0.0052754745659686,1 +"1653","2015-02-03 15:32:00",22.9371428571429,30.3914285714286,469,1330.28571428571,0.00526729344587457,1 +"1654","2015-02-03 15:33:00",22.934,30.456,466,1330,0.00527756649320545,1 +"1655","2015-02-03 15:34:00",22.9175,30.5,465.25,1328.75,0.00527993189209704,1 +"1656","2015-02-03 15:35:00",22.9371428571429,30.4057142857143,456.142857142857,1330,0.00526979035275781,1 +"1657","2015-02-03 15:36:00",22.956,30.412,454,1321.8,0.00527696244872235,1 +"1658","2015-02-03 15:36:59",22.89,30.445,454,1321.5,0.00526148359397035,1 +"1659","2015-02-03 15:38:00",22.934,30.6,454,1331.6,0.00530273225818885,1 +"1660","2015-02-03 15:39:00",22.9083333333333,30.6,454,1336.83333333333,0.00529442503322916,1 +"1661","2015-02-03 15:40:00",22.89,30.68,454,1340,0.00530244234434886,1 +"1662","2015-02-03 15:40:59",22.945,30.7,454,1350.75,0.00532378527896655,1 +"1663","2015-02-03 15:42:00",22.89,30.675,454,1356,0.00530157082588112,1 +"1664","2015-02-03 15:42:59",22.89,30.675,454,1351.75,0.00530157082588112,1 +"1665","2015-02-03 15:43:59",22.89,30.745,454,1360.16666666667,0.00531377230480128,1 +"1666","2015-02-03 15:45:00",22.89,30.79,454,1364.2,0.00532161636332885,1 +"1667","2015-02-03 15:46:00",22.89,30.754,454,1363.2,0.00531534110081356,1 +"1668","2015-02-03 15:47:00",22.89,30.79,454,1363.16666666667,0.00532161636332885,1 +"1669","2015-02-03 15:48:00",22.89,30.79,454,1367,0.00532161636332885,1 +"1670","2015-02-03 15:49:00",22.89,30.79,454,1368.5,0.00532161636332885,1 +"1671","2015-02-03 15:49:59",22.912,30.79,454,1365.8,0.00532877401973244,1 +"1672","2015-02-03 15:51:00",22.89,30.89,454,1361.6,0.00533904830684845,1 +"1673","2015-02-03 15:52:00",22.89,30.865,465.25,1372,0.00533469023014476,1 +"1674","2015-02-03 15:53:00",22.89,30.89,465.25,1385.25,0.00533904830684845,1 +"1675","2015-02-03 15:53:59",22.89,30.89,469,1386.4,0.00533904830684845,1 +"1676","2015-02-03 15:55:00",22.89,30.89,469,1393.16666666667,0.00533904830684845,1 +"1677","2015-02-03 15:55:59",22.89,30.85,469,1393,0.00533207541318664,1 +"1678","2015-02-03 15:56:59",22.89,30.79,460,1389,0.00532161636332885,1 +"1679","2015-02-03 15:58:00",22.89,30.79,454,1385.2,0.00532161636332885,1 +"1680","2015-02-03 15:59:00",22.89,30.8566666666667,454,1377.33333333333,0.00533323755136582,1 +"1681","2015-02-03 16:00:00",22.89,30.8566666666667,454,1383.83333333333,0.00533323755136582,1 +"1682","2015-02-03 16:01:00",22.89,30.83,442,1388.6,0.00532858902448337,1 +"1683","2015-02-03 16:01:59",22.89,30.865,449.5,1377.5,0.00533469023014476,1 +"1684","2015-02-03 16:02:59",22.89,30.89,451.6,1374,0.00533904830684845,1 +"1685","2015-02-03 16:04:00",22.89,30.89,451.6,1377.6,0.00533904830684845,1 +"1686","2015-02-03 16:05:00",22.89,30.89,456.8,1373,0.00533904830684845,1 +"1687","2015-02-03 16:06:00",22.865,30.84,444,1372.25,0.00532219540359315,1 +"1688","2015-02-03 16:07:00",22.89,30.89,444,1376,0.00533904830684845,1 +"1689","2015-02-03 16:08:00",22.84,30.84,444,1361.75,0.0053140695648421,1 +"1690","2015-02-03 16:08:59",22.79,30.81,444,1356.6,0.00529265334760105,1 +"1691","2015-02-03 16:09:59",22.79,30.84,444,1363,0.00529785075094191,1 +"1692","2015-02-03 16:11:00",22.79,30.83,444,1363.8,0.00529611827359213,1 +"1693","2015-02-03 16:12:00",22.79,30.89,444,1363.5,0.00530651328123638,1 +"1694","2015-02-03 16:13:00",22.79,30.89,444,1369.33333333333,0.00530651328123638,1 +"1695","2015-02-03 16:14:00",22.79,30.9175,444,1366.25,0.00531127777487795,1 +"1696","2015-02-03 16:14:59",22.79,30.89,444,1372.57142857143,0.00530651328123638,1 +"1697","2015-02-03 16:15:59",22.79,30.89,444,1361.66666666667,0.00530651328123638,1 +"1698","2015-02-03 16:17:00",22.79,30.89,444,1367.25,0.00530651328123638,1 +"1699","2015-02-03 16:18:00",22.79,30.89,444,1359,0.00530651328123638,1 +"1700","2015-02-03 16:19:00",22.79,30.934,444,1363.8,0.00531413650580267,1 +"1701","2015-02-03 16:20:00",22.79,30.89,444,1353.75,0.00530651328123638,1 +"1702","2015-02-03 16:21:00",22.79,31,444,1356.33333333333,0.00532557169005772,1 +"1703","2015-02-03 16:21:59",22.79,31,444,1363.8,0.00532557169005772,1 +"1704","2015-02-03 16:23:00",22.772,31.02,444,1364,0.00532317431933842,1 +"1705","2015-02-03 16:24:00",22.79,31.05,444,1373.33333333333,0.00533423498598668,1 +"1706","2015-02-03 16:25:00",22.7675,31.125,440.25,1374.25,0.00533987771455223,1 +"1707","2015-02-03 16:25:59",22.79,31.0833333333333,444,1369,0.0053400106495396,1 +"1708","2015-02-03 16:27:00",22.79,31.075,444.75,1360.75,0.00533856672368114,1 +"1709","2015-02-03 16:27:59",22.79,31.1142857142857,441.285714285714,1359.5,0.00534537386092276,1 +"1710","2015-02-03 16:28:59",22.745,31.15,447,1366.33333333333,0.00533685389183532,1 +"1711","2015-02-03 16:30:00",22.772,31.2,439.8,1377,0.00535432904378901,1 +"1712","2015-02-03 16:31:00",22.79,31.2,441,1379.5,0.00536022630950282,1 +"1713","2015-02-03 16:32:00",22.745,31.2,442.5,1379.25,0.00534549389028849,1 +"1714","2015-02-03 16:33:00",22.7225,31.2,442.5,1381.5,0.00533814110163399,1 +"1715","2015-02-03 16:34:00",22.745,31.29,438,1381,0.00536104648725084,1 +"1716","2015-02-03 16:34:59",22.73,31.1666666666667,441,1374,0.00533483634054531,1 +"1717","2015-02-03 16:36:00",22.73,31.2133333333333,441,1372.5,0.00534289294650604,1 +"1718","2015-02-03 16:37:00",22.7,31.1,442.5,1369.75,0.0053135653993026,1 +"1719","2015-02-03 16:38:00",22.7,31.12,443.4,1368.6,0.00531701169324883,1 +"1720","2015-02-03 16:38:59",22.715,31.2,441,1368.33333333333,0.00533569215804204,1 +"1721","2015-02-03 16:40:00",22.7,31.1666666666667,441,1365.33333333333,0.00532505319304875,1 +"1722","2015-02-03 16:40:59",22.715,31.2,441,1370.5,0.00533569215804204,1 +"1723","2015-02-03 16:41:59",22.715,31.2,441,1366.33333333333,0.00533569215804204,1 +"1724","2015-02-03 16:43:00",22.7,31.2,442.5,1373.5,0.0053307972477025,1 +"1725","2015-02-03 16:44:00",22.745,31.2225,438,1378.5,0.00534938196723674,1 +"1726","2015-02-03 16:45:00",22.7,31.272,441,1377.16666666667,0.00534320476475416,1 +"1727","2015-02-03 16:46:00",22.7,31.245,447,1401.16666666667,0.00533855188834477,1 +"1728","2015-02-03 16:46:59",22.7,31.2675,442.5,1395.33333333333,0.00534242928055959,1 +"1729","2015-02-03 16:47:59",22.7,31.29,447,1401,0.00534630672070471,1 +"1730","2015-02-03 16:49:00",22.7,31.29,444,1400.5,0.00534630672070471,1 +"1731","2015-02-03 16:50:00",22.7,31.29,447,1394,0.00534630672070471,1 +"1732","2015-02-03 16:51:00",22.7,31.29,447,1394.6,0.00534630672070471,1 +"1733","2015-02-03 16:52:00",22.7,31.29,447,1389.66666666667,0.00534630672070471,1 +"1734","2015-02-03 16:53:00",22.7,31.29,447,1377.2,0.00534630672070471,1 +"1735","2015-02-03 16:53:59",22.7,31.29,447,1387,0.00534630672070471,1 +"1736","2015-02-03 16:54:59",22.7,31.3757142857143,439,1393.42857142857,0.00536107836036269,1 +"1737","2015-02-03 16:56:00",22.7,31.39,447,1393.75,0.00536354036793693,1 +"1738","2015-02-03 16:57:00",22.7,31.39,441.4,1392.6,0.00536354036793693,1 +"1739","2015-02-03 16:58:00",22.7,31.37,438.6,1394.2,0.00536009356274362,1 +"1740","2015-02-03 16:59:00",22.7,31.4175,440,1396.25,0.0053682797869201,1 +"1741","2015-02-03 16:59:59",22.7,31.39,443.5,1390.5,0.00536354036793693,1 +"1742","2015-02-03 17:00:59",22.7225,31.365,436.5,1397.5,0.00536661522872093,1 +"1743","2015-02-03 17:02:00",22.7,31.4175,433,1398.25,0.0053682797869201,1 +"1744","2015-02-03 17:03:00",22.7,31.4725,433,1402.25,0.00537775883971339,1 +"1745","2015-02-03 17:04:00",22.7,31.3785714285714,433,1398,0.00536157076033165,1 +"1746","2015-02-03 17:05:00",22.7,31.29,433,1384.25,0.00534630672070471,1 +"1747","2015-02-03 17:06:00",22.7,31.29,433,1387.33333333333,0.00534630672070471,1 +"1748","2015-02-03 17:06:59",22.7,31.29,433,1392.5,0.00534630672070471,1 +"1749","2015-02-03 17:08:00",22.7,31.236,433,1384.8,0.00533700094487913,1 +"1750","2015-02-03 17:09:00",22.7225,31.315,433,1388,0.00535798643240495,1 +"1751","2015-02-03 17:10:00",22.7,31.27,433,1384.6,0.00534286010487543,1 +"1752","2015-02-03 17:10:59",22.7,31.275,433,1373.33333333333,0.00534372175528233,1 +"1753","2015-02-03 17:12:00",22.7,31.18,433,1368.8,0.00532735080228751,1 +"1754","2015-02-03 17:12:59",22.7,31.2,433,1364,0.0053307972477025,1 +"1755","2015-02-03 17:13:59",22.7,31.15,433,1357.5,0.00532218120516758,1 +"1756","2015-02-03 17:15:00",22.7,31.2,433,1352,0.0053307972477025,1 +"1757","2015-02-03 17:16:00",22.7,31.2,433,1357,0.0053307972477025,1 +"1758","2015-02-03 17:17:00",22.7,31.1,433,1361.75,0.0053135653993026,1 +"1759","2015-02-03 17:18:00",22.7,31.1,433,1356,0.0053135653993026,1 +"1760","2015-02-03 17:19:00",22.7,31.1,433,1344.25,0.0053135653993026,1 +"1761","2015-02-03 17:19:59",22.7,31.05,433,1357.75,0.00530494983009781,1 +"1762","2015-02-03 17:21:00",22.7,31.1,433,1355.75,0.0053135653993026,1 +"1763","2015-02-03 17:22:00",22.7,31.1,433,1354.66666666667,0.0053135653993026,1 +"1764","2015-02-03 17:23:00",22.7,31.0166666666667,433,1343.33333333333,0.00529920624876767,1 +"1765","2015-02-03 17:23:59",22.7,31.05,433,1334.16666666667,0.00530494983009781,1 +"1766","2015-02-03 17:25:00",22.7225,30.9725,433,1340.25,0.00529888555878151,1 +"1767","2015-02-03 17:25:59",22.736,30.934,433,1336.8,0.00529661515620911,1 +"1768","2015-02-03 17:26:59",22.7675,31,433,1335.75,0.0053182490601398,1 +"1769","2015-02-03 17:28:00",22.73,31,433,1342.33333333333,0.00530606443699799,1 +"1770","2015-02-03 17:29:00",22.718,31,433,1348.8,0.00530217056838159,1 +"1771","2015-02-03 17:30:00",22.7,31,433,1353.25,0.00529633449754344,1 +"1772","2015-02-03 17:31:00",22.7,30.912,433,1339,0.00528117208699465,1 +"1773","2015-02-03 17:31:59",22.7,30.945,433,1338.25,0.00528685790505325,1 +"1774","2015-02-03 17:32:59",22.7,30.956,433,1347.6,0.0052887532006451,1 +"1775","2015-02-03 17:34:00",22.7,30.9725,433,1338.75,0.00529159616550726,1 +"1776","2015-02-03 17:35:00",22.7,30.89,433,1318,0.00527738159888531,1 +"1777","2015-02-03 17:36:00",22.7,30.8733333333333,433,1311.16666666667,0.00527451004748194,1 +"1778","2015-02-03 17:37:00",22.66,30.83,433,1306.5,0.00525416760909382,1 +"1779","2015-02-03 17:38:00",22.68,30.87,433,1316.66666666667,0.0052674854976067,1 +"1780","2015-02-03 17:38:59",22.7,30.89,433,1306.33333333333,0.00527738159888531,1 +"1781","2015-02-03 17:39:59",22.7,30.79,429.5,1300.5,0.0052601526848178,1 +"1782","2015-02-03 17:41:00",22.675,30.7225,433,1298.66666666667,0.00524050115769863,1 +"1783","2015-02-03 17:42:00",22.675,30.745,424.6,1298.2,0.00524437146255304,1 +"1784","2015-02-03 17:43:00",22.7,30.7675,426,1292.5,0.00525627630958099,1 +"1785","2015-02-03 17:44:00",22.675,30.7225,426,1288.5,0.00524050115769863,1 +"1786","2015-02-03 17:44:59",22.7,30.7,433,1299.66666666667,0.00524464747133036,1 +"1787","2015-02-03 17:45:59",22.65,30.65,423.666666666667,1285.33333333333,0.00522003801051811,1 +"1788","2015-02-03 17:47:00",22.7,30.675,426,1286,0.00524034060362104,1 +"1789","2015-02-03 17:48:00",22.6,30.5833333333333,419,1284.33333333333,0.00519267151632743,1 +"1790","2015-02-03 17:49:00",22.6,30.575,422.5,1275.25,0.00519124481065258,1 +"1791","2015-02-03 17:50:00",22.6,30.6,419,1273.8,0.00519552494714966,1 +"1792","2015-02-03 17:51:00",22.6,30.6,419,1271.8,0.00519552494714966,1 +"1793","2015-02-03 17:51:59",22.6,30.55,419,1273.33333333333,0.00518696473257251,1 +"1794","2015-02-03 17:53:00",22.6,30.58,419,1261.75,0.00519210083327859,1 +"1795","2015-02-03 17:54:00",22.6,30.5666666666667,419,1258.5,0.0051898181114685,1 +"1796","2015-02-03 17:55:00",22.6,30.4725,419,1251.5,0.00517369686175147,1 +"1797","2015-02-03 17:55:59",22.6,30.445,419,1241.33333333333,0.00516898904252297,1 +"1798","2015-02-03 17:57:00",22.6,30.4725,419,1238.75,0.00517369686175147,1 +"1799","2015-02-03 17:57:59",22.6,30.37,419,1246.8,0.00515614989475787,1 +"1800","2015-02-03 17:58:59",22.6,30.315,419,1240.75,0.00514673485382115,1 +"1801","2015-02-03 18:00:00",22.6,30.365,419,1240.25,0.00515529397026419,1 +"1802","2015-02-03 18:01:00",22.6,30.275,426,1239,0.00513988772887235,1 +"1803","2015-02-03 18:02:00",22.6,30.245,422.5,1235.25,0.00513475248327749,1 +"1804","2015-02-03 18:03:00",22.6,30.254,424.6,1229.8,0.00513629304812559,1 +"1805","2015-02-03 18:04:00",22.6,30.18,419,1220.6,0.00512362640632125,1 +"1806","2015-02-03 18:04:59",22.6,30.1666666666667,419,1214.16666666667,0.00512134418292066,1 +"1807","2015-02-03 18:06:00",22.6,30.1,419,1214,0.00510993331507665,1 +"1808","2015-02-03 18:07:00",22.6,30.14,419,1217.8,0.00511677978595181,1 +"1809","2015-02-03 18:08:00",22.6,30.1,419,1211.8,0.00510993331507665,1 +"1810","2015-02-03 18:08:59",22.6,30.1,419,1217.2,0.00510993331507665,1 +"1811","2015-02-03 18:10:00",22.6,30.1,415.5,1211.5,0.00510993331507665,1 +"1812","2015-02-03 18:10:59",22.6,30.1816666666667,419,1207.33333333333,0.00512391168541428,1 +"1813","2015-02-03 18:11:59",22.6,30.1,419,1204.75,0.00510993331507665,1 +"1814","2015-02-03 18:13:00",22.6,30.1225,0,1205.25,0.00511378443654941,0 +"1815","2015-02-03 18:14:00",22.575,30.05,0,1204.75,0.00509357366672771,0 +"1816","2015-02-03 18:15:00",22.5,30.1,0,1196.66666666667,0.00507873673636185,0 +"1817","2015-02-03 18:16:00",22.5,30.1,0,1191.5,0.00507873673636185,0 +"1818","2015-02-03 18:16:59",22.5,30.1,0,1184,0.00507873673636185,0 +"1819","2015-02-03 18:17:59",22.445,30.1,0,1189.25,0.00506165039923841,0 +"1820","2015-02-03 18:19:00",22.39,30.075,0,1186.5,0.00504039100441317,0 +"1821","2015-02-03 18:20:00",22.39,30.1,0,1180.75,0.0050446148366279,0 +"1822","2015-02-03 18:21:00",22.39,30.05,0,1172.5,0.00503616722910233,0 +"1823","2015-02-03 18:22:00",22.365,30.075,0,1164,0.00503267083787181,0 +"1824","2015-02-03 18:23:00",22.3566666666667,30.1,0,1160.66666666667,0.0050343149090972,0 +"1825","2015-02-03 18:23:59",22.29,30,0,1143.25,0.00499697987960895,0 +"1826","2015-02-03 18:24:59",22.2675,29.945,0,1139.5,0.0049808645484254,0 +"1827","2015-02-03 18:26:00",22.245,29.9725,0,1138.25,0.00497859662034063,0 +"1828","2015-02-03 18:27:00",22.2,29.815,0,1135.5,0.00493856761746771,0 +"1829","2015-02-03 18:28:00",22.2,29.84,0,1124.75,0.0049427415333592,0 +"1830","2015-02-03 18:29:00",22.2,29.8566666666667,0,1119.33333333333,0.00494552417482958,0 +"1831","2015-02-03 18:29:59",22.125,29.79,0,1110.25,0.00491172182783557,0 +"1832","2015-02-03 18:30:59",22.1,29.79,0,1105.5,0.0049041849823736,0 +"1833","2015-02-03 18:32:00",22.1,29.745,0,1096.75,0.00489671852714075,0 +"1834","2015-02-03 18:33:00",22.1,29.7,0,1092.25,0.00488925224975737,0 +"1835","2015-02-03 18:34:00",22.1,29.6,0,1092.5,0.00487266115895176,0 +"1836","2015-02-03 18:35:00",22.025,29.525,0,1085.75,0.00483787282281954,0 +"1837","2015-02-03 18:36:00",22,29.4633333333333,0,1074.33333333333,0.00482027729718789,0 +"1838","2015-02-03 18:36:59",22,29.39,0,1066,0.0048081870314844,0 +"1839","2015-02-03 18:38:00",22,29.39,0,1058.5,0.0048081870314844,0 +"1840","2015-02-03 18:39:00",21.9175,29.29,0,1050.75,0.00476745642321002,0 +"1841","2015-02-03 18:40:00",21.89,29.2675,0,1044,0.00475571494671863,0 +"1842","2015-02-03 18:40:59",21.9633333333333,29.2,0,1039,0.00476610928505314,0 +"1843","2015-02-03 18:42:00",21.89,29.2,0,1030.5,0.00474466311607751,0 +"1844","2015-02-03 18:42:59",21.89,29.2,0,1030.8,0.00474466311607751,0 +"1845","2015-02-03 18:43:59",21.89,29.2,0,1032.33333333333,0.00474466311607751,0 +"1846","2015-02-03 18:45:00",21.89,29.16,0,1021.2,0.00473811406702397,0 +"1847","2015-02-03 18:46:00",21.89,29.2,0,1018.66666666667,0.00474466311607751,0 +"1848","2015-02-03 18:47:00",21.89,29.2,0,1008.75,0.00474466311607751,0 +"1849","2015-02-03 18:48:00",21.79,29,0,1003.25,0.00468301413344449,0 +"1850","2015-02-03 18:49:00",21.81,29,0,989.8,0.00468878260131167,0 +"1851","2015-02-03 18:49:59",21.815,29,0,992,0.0046902256978545,0 +"1852","2015-02-03 18:51:00",21.79,28.9725,0,985.75,0.00467853994159167,0 +"1853","2015-02-03 18:52:00",21.79,28.89,0,989,0.00466511774934596,0 +"1854","2015-02-03 18:53:00",21.7225,28.89,0,983,0.00464577016201608,0 +"1855","2015-02-03 18:53:59",21.7,28.89,0,976.75,0.00463933672315574,0 +"1856","2015-02-03 18:55:00",21.7,28.89,0,970.333333333333,0.00463933672315574,0 +"1857","2015-02-03 18:55:59",21.7,28.865,0,961.75,0.00463529214876545,0 +"1858","2015-02-03 18:56:59",21.7,28.865,0,958.75,0.00463529214876545,0 +"1859","2015-02-03 18:58:00",21.7,28.89,0,954.666666666667,0.00463933672315574,0 +"1860","2015-02-03 18:59:00",21.7,28.79,0,950.5,0.00462315873885162,0 +"1861","2015-02-03 19:00:00",21.7,28.815,0,942.75,0.0046272031566144,0 +"1862","2015-02-03 19:01:00",21.675,28.79,0,938.25,0.00461604477513936,0 +"1863","2015-02-03 19:01:59",21.675,28.7675,0,941,0.00461241048602348,0 +"1864","2015-02-03 19:02:59",21.6333333333333,28.73,0,944.333333333333,0.00459454332333087,0 +"1865","2015-02-03 19:04:00",21.6,28.65,0,938,0.00457225317349586,0 +"1866","2015-02-03 19:05:00",21.6,28.675,0,934.5,0.00457627227719972,0 +"1867","2015-02-03 19:06:00",21.6,28.6333333333333,0,936.666666666667,0.00456957379967104,0 +"1868","2015-02-03 19:07:00",21.6,28.6,0,926,0.00456421512076671,0 +"1869","2015-02-03 19:08:00",21.6,28.6,0,920.75,0.00456421512076671,0 +"1870","2015-02-03 19:08:59",21.6,28.56,0,920.2,0.00455778482707044,0 +"1871","2015-02-03 19:09:59",21.6,28.5,0,911.333333333333,0.00454813963399493,0 +"1872","2015-02-03 19:11:00",21.6,28.5,0,905.333333333333,0.00454813963399493,0 +"1873","2015-02-03 19:12:00",21.6,28.5,0,904.2,0.00454813963399493,0 +"1874","2015-02-03 19:13:00",21.6,28.5,0,899.666666666667,0.00454813963399493,0 +"1875","2015-02-03 19:14:00",21.6,28.478,0,898.2,0.00454460313760389,0 +"1876","2015-02-03 19:14:59",21.6,28.4725,0,898.25,0.00454371901974407,0 +"1877","2015-02-03 19:15:59",21.6,28.39,0,895,0.00453045755125964,0 +"1878","2015-02-03 19:17:00",21.6,28.39,0,891.666666666667,0.00453045755125964,0 +"1879","2015-02-03 19:18:00",21.58,28.35,0,887.4,0.00451845465409197,0 +"1880","2015-02-03 19:19:00",21.6,28.29,0,885.333333333333,0.00451438379662567,0 +"1881","2015-02-03 19:20:00",21.56,28.29,0,876.4,0.00450326718351884,0 +"1882","2015-02-03 19:21:00",21.5333333333333,28.29,0,871.333333333333,0.00449586953536044,0 +"1883","2015-02-03 19:21:59",21.5,28.29,0,863.5,0.00448663755713656,0 +"1884","2015-02-03 19:23:00",21.5,28.2675,0,865.25,0.00448304346261749,0 +"1885","2015-02-03 19:24:00",21.5,28.23,0,859.666666666667,0.00447705339672475,0 +"1886","2015-02-03 19:25:00",21.5,28.26,0,858.666666666667,0.00448184544027511,0 +"1887","2015-02-03 19:25:59",21.5,28.2,0,852.25,0.00447226142648379,0 +"1888","2015-02-03 19:27:00",21.5,28.175,0,849.25,0.00446826817394868,0 +"1889","2015-02-03 19:27:59",21.5,28.1,0,849,0.00445628872178248,0 +"1890","2015-02-03 19:28:59",21.5,28.1,0,845,0.00445628872178248,0 +"1891","2015-02-03 19:30:00",21.5,28.1,0,844.5,0.00445628872178248,0 +"1892","2015-02-03 19:31:00",21.5,28.05,0,843.75,0.0044483026748612,0 +"1893","2015-02-03 19:32:00",21.5,28.075,0,842,0.0044522956728702,0 +"1894","2015-02-03 19:33:00",21.5,28.1,0,833.2,0.00445628872178248,0 +"1895","2015-02-03 19:34:00",21.5,28.0333333333333,0,832.666666666667,0.00444564070446765,0 +"1896","2015-02-03 19:34:59",21.4175,27.945,0,825.25,0.00440903711468536,0 +"1897","2015-02-03 19:36:00",21.39,27.89,0,820.333333333333,0.00439283690920249,0 +"1898","2015-02-03 19:37:00",21.4175,27.9175,0,824.5,0.0044046675624544,0 +"1899","2015-02-03 19:38:00",21.39,27.89,0,819.25,0.00439283690920249,0 +"1900","2015-02-03 19:38:59",21.39,27.89,0,820.2,0.00439283690920249,0 +"1901","2015-02-03 19:40:00",21.39,27.89,0,817.666666666667,0.00439283690920249,0 +"1902","2015-02-03 19:40:59",21.365,27.89,0,808,0.00438606372384652,0 +"1903","2015-02-03 19:41:59",21.39,27.79,0,806.666666666667,0.00437697549281461,0 +"1904","2015-02-03 19:43:00",21.39,27.8566666666667,0,804.666666666667,0.00438754968115165,0 +"1905","2015-02-03 19:44:00",21.29,27.85,0,803.8,0.00435949408340988,0 +"1906","2015-02-03 19:45:00",21.29,27.79,0,806,0.00435003631085442,0 +"1907","2015-02-03 19:46:00",21.29,27.79,0,801.5,0.00435003631085442,0 +"1908","2015-02-03 19:46:59",21.34,27.79,0,802,0.00436348755838157,0 +"1909","2015-02-03 19:47:59",21.29,27.79,0,803.666666666667,0.00435003631085442,0 +"1910","2015-02-03 19:49:00",21.29,27.79,0,800,0.00435003631085442,0 +"1911","2015-02-03 19:50:00",21.29,27.79,0,795,0.00435003631085442,0 +"1912","2015-02-03 19:51:00",21.29,27.79,0,785,0.00435003631085442,0 +"1913","2015-02-03 19:52:00",21.29,27.79,0,781,0.00435003631085442,0 +"1914","2015-02-03 19:53:00",21.29,27.79,0,782,0.00435003631085442,0 +"1915","2015-02-03 19:53:59",21.29,27.7675,0,778,0.00434648971978134,0 +"1916","2015-02-03 19:54:59",21.29,27.79,0,772.5,0.00435003631085442,0 +"1917","2015-02-03 19:56:00",21.245,27.745,0,770.75,0.00433088816734843,0 +"1918","2015-02-03 19:57:00",21.218,27.718,0,769,0.00431943255623199,0 +"1919","2015-02-03 19:58:00",21.23,27.7,0,767,0.00431980984000691,0 +"1920","2015-02-03 19:59:00",21.2,27.7,0,764,0.00431180931830607,0 +"1921","2015-02-03 19:59:59",21.2,27.7,0,765.25,0.00431180931830607,0 +"1922","2015-02-03 20:00:59",21.2,27.65,0,765,0.00430397241364211,0 +"1923","2015-02-03 20:02:00",21.2,27.6,0,766,0.00429613570509869,0 +"1924","2015-02-03 20:03:00",21.2,27.6,0,758.5,0.00429613570509869,0 +"1925","2015-02-03 20:04:00",21.2,27.575,0,749.75,0.00429221742436988,0 +"1926","2015-02-03 20:05:00",21.2,27.6,0,749,0.00429613570509869,0 +"1927","2015-02-03 20:06:00",21.2,27.54,0,747.8,0.00428673191371534,0 +"1928","2015-02-03 20:06:59",21.2,27.5,0,744,0.00428046287634404,0 +"1929","2015-02-03 20:08:00",21.2,27.5,0,746.4,0.00428046287634404,0 +"1930","2015-02-03 20:09:00",21.2,27.4725,0,750.5,0.00427615298595305,0 +"1931","2015-02-03 20:10:00",21.2,27.5,0,747,0.00428046287634404,0 +"1932","2015-02-03 20:10:59",21.2,27.4725,0,750,0.00427615298595305,0 +"1933","2015-02-03 20:12:00",21.2,27.365,0,742.75,0.00425930580175908,0 +"1934","2015-02-03 20:12:59",21.2,27.34,0,737.75,0.00425538798185127,0 +"1935","2015-02-03 20:13:59",21.2,27.34,0,736.25,0.00425538798185127,0 +"1936","2015-02-03 20:15:00",21.2,27.29,0,738.25,0.00424755248909092,0 +"1937","2015-02-03 20:16:00",21.2,27.29,0,732.333333333333,0.00424755248909092,0 +"1938","2015-02-03 20:17:00",21.2,27.29,0,725.4,0.00424755248909092,0 +"1939","2015-02-03 20:18:00",21.2,27.2675,0,729.25,0.00424402658131624,0 +"1940","2015-02-03 20:19:00",21.2,27.245,0,727,0.00424050071324457,0 +"1941","2015-02-03 20:19:59",21.2,27.245,0,716.75,0.00424050071324457,0 +"1942","2015-02-03 20:21:00",21.2,27.2,0,715.666666666667,0.00423344909620756,0 +"1943","2015-02-03 20:22:00",21.2,27.2,0,712.25,0.00423344909620756,0 +"1944","2015-02-03 20:23:00",21.2,27.2,0,719,0.00423344909620756,0 +"1945","2015-02-03 20:23:59",21.2,27.15,0,714.25,0.0042256141524178,0 +"1946","2015-02-03 20:25:00",21.2,27.14,0,711.4,0.00422404718718571,0 +"1947","2015-02-03 20:25:59",21.2,27.1,0,702.75,0.00421777940467497,0 +"1948","2015-02-03 20:26:59",21.2,27.1,0,701,0.00421777940467497,0 +"1949","2015-02-03 20:28:00",21.2,27.1,0,703.666666666667,0.00421777940467497,0 +"1950","2015-02-03 20:29:00",21.2,27.025,0,707.25,0.00420602765063266,0 +"1951","2015-02-03 20:30:00",21.2,27,0,703.75,0.00420211049730072,0 +"1952","2015-02-03 20:31:00",21.2,27,0,699.5,0.00420211049730072,0 +"1953","2015-02-03 20:31:59",21.2,27,0,697.5,0.00420211049730072,0 +"1954","2015-02-03 20:32:59",21.2,27,0,696.666666666667,0.00420211049730072,0 +"1955","2015-02-03 20:34:00",21.2,27,0,692.75,0.00420211049730072,0 +"1956","2015-02-03 20:35:00",21.2,27,0,692.6,0.00420211049730072,0 +"1957","2015-02-03 20:36:00",21.2,26.8566666666667,0,695.333333333333,0.00417965309743181,0 +"1958","2015-02-03 20:37:00",21.2,26.89,0,690.5,0.00418487560482166,0 +"1959","2015-02-03 20:38:00",21.2,26.89,0,689.5,0.00418487560482166,0 +"1960","2015-02-03 20:38:59",21.2,26.89,0,692.333333333333,0.00418487560482166,0 +"1961","2015-02-03 20:39:59",21.2,26.815,0,691.5,0.00417312508569661,0 +"1962","2015-02-03 20:41:00",21.2,26.79,0,687.6,0.00416920834398832,0 +"1963","2015-02-03 20:42:00",21.1666666666667,26.79,0,682.333333333333,0.00416062964814346,0 +"1964","2015-02-03 20:43:00",21.2,26.79,0,677.666666666667,0.00416920834398832,0 +"1965","2015-02-03 20:44:00",21.16,26.79,0,677.8,0.00415891577864711,0 +"1966","2015-02-03 20:44:59",21.2,26.79,0,684.333333333333,0.00416920834398832,0 +"1967","2015-02-03 20:45:59",21.15,26.79,0,682.5,0.00415634614203119,0 +"1968","2015-02-03 20:47:00",21.175,26.79,0,675,0.00416277286107906,0 +"1969","2015-02-03 20:48:00",21.125,26.79,0,669.25,0.00414992817653432,0 +"1970","2015-02-03 20:49:00",21.2,26.745,0,668.5,0.00416215833238896,0 +"1971","2015-02-03 20:50:00",21.15,26.7,0,671.25,0.0041422900640776,0 +"1972","2015-02-03 20:51:00",21.1,26.7,0,674.333333333333,0.00412950654185839,0 +"1973","2015-02-03 20:51:59",21.125,26.675,0,673,0.00413199566084617,0 +"1974","2015-02-03 20:53:00",21.125,26.6,0,671.5,0.00412030109528856,0 +"1975","2015-02-03 20:54:00",21.125,26.625,0,670.5,0.00412419923526858,0 +"1976","2015-02-03 20:55:00",21.1,26.625,0,669.75,0.00411783001057564,0 +"1977","2015-02-03 20:55:59",21.1,26.6,0,663.5,0.00411393793025976,0 +"1978","2015-02-03 20:57:00",21.1,26.6,0,665,0.00411393793025976,0 +"1979","2015-02-03 20:57:59",21.1,26.6,0,661.5,0.00411393793025976,0 +"1980","2015-02-03 20:58:59",21.1,26.6,0,657.75,0.00411393793025976,0 +"1981","2015-02-03 21:00:00",21.1,26.6,0,652.75,0.00411393793025976,0 +"1982","2015-02-03 21:01:00",21.1,26.6,0,653.25,0.00411393793025976,0 +"1983","2015-02-03 21:02:00",21.1,26.6,0,656.75,0.00411393793025976,0 +"1984","2015-02-03 21:03:00",21.1,26.6,0,651,0.00411393793025976,0 +"1985","2015-02-03 21:04:00",21.1,26.575,0,648.5,0.00411004589833156,0 +"1986","2015-02-03 21:04:59",21.1,26.55,0,652.25,0.00410615391479014,0 +"1987","2015-02-03 21:06:00",21.1,26.5,0,642.25,0.00409837009286403,0 +"1988","2015-02-03 21:07:00",21.1,26.5,0,643.75,0.00409837009286403,0 +"1989","2015-02-03 21:08:00",21.075,26.4725,0,649.666666666667,0.0040877654367767,0 +"1990","2015-02-03 21:08:59",21.1,26.5,0,649.5,0.00409837009286403,0 +"1991","2015-02-03 21:10:00",21.06,26.412,0,646.6,0.00407458077132825,0 +"1992","2015-02-03 21:10:59",21.0666666666667,26.4633333333333,0,643,0.00408423543698301,0 +"1993","2015-02-03 21:11:59",21.08,26.478,0,640.4,0.00408988460864459,0 +"1994","2015-02-03 21:13:00",21.075,26.39,0,640.75,0.00407494269500011,0 +"1995","2015-02-03 21:14:00",21.075,26.4175,0,636.75,0.00407921688389874,0 +"1996","2015-02-03 21:15:00",21.05,26.39,0,634.75,0.00406864761293942,0 +"1997","2015-02-03 21:16:00",21.075,26.4175,0,633.75,0.00407921688389874,0 +"1998","2015-02-03 21:16:59",21,26.29,0,632,0.00404061355695366,0 +"1999","2015-02-03 21:17:59",21,26.29,0,626.5,0.00404061355695366,0 +"2000","2015-02-03 21:19:00",21.0333333333333,26.3233333333333,0,628.666666666667,0.00405412106853874,0 +"2001","2015-02-03 21:20:00",21.025,26.315,0,629.5,0.00405074075050262,0 +"2002","2015-02-03 21:21:00",21.05,26.34,0,630.5,0.00406088859278804,0 +"2003","2015-02-03 21:22:00",21.025,26.315,0,631.5,0.00405074075050262,0 +"2004","2015-02-03 21:23:00",21.025,26.315,0,629.5,0.00405074075050262,0 +"2005","2015-02-03 21:23:59",21.05,26.29,0,627,0.00405312976495311,0 +"2006","2015-02-03 21:24:59",21,26.2675,0,624.5,0.00403713299829174,0 +"2007","2015-02-03 21:26:00",21,26.26,0,625.666666666667,0.00403597282067138,0 +"2008","2015-02-03 21:27:00",21,26.29,0,624.5,0.00404061355695366,0 +"2009","2015-02-03 21:28:00",21,26.236,0,622,0.00403226028118273,0 +"2010","2015-02-03 21:29:00",21,26.2675,0,622.75,0.00403713299829174,0 +"2011","2015-02-03 21:29:59",21,26.2,0,619.25,0.00402669155450986,0 +"2012","2015-02-03 21:30:59",21,26.2,0,616,0.00402669155450986,0 +"2013","2015-02-03 21:32:00",21,26.2,0,617.25,0.00402669155450986,0 +"2014","2015-02-03 21:33:00",21,26.2,0,616.4,0.00402669155450986,0 +"2015","2015-02-03 21:34:00",21,26.1666666666667,0,616.666666666667,0.00402153541444294,0 +"2016","2015-02-03 21:35:00",21,26.125,0,614.75,0.00401509035879788,0 +"2017","2015-02-03 21:36:00",21,26.125,0,611.333333333333,0.00401509035879788,0 +"2018","2015-02-03 21:36:59",21,26.1,0,613.6,0.00401122338910984,0 +"2019","2015-02-03 21:38:00",21,26.15,0,608.75,0.00401895737625997,0 +"2020","2015-02-03 21:39:00",21,26.1,0,611,0.00401122338910984,0 +"2021","2015-02-03 21:40:00",21,26.1,0,612,0.00401122338910984,0 +"2022","2015-02-03 21:40:59",21,26.1,0,608.8,0.00401122338910984,0 +"2023","2015-02-03 21:42:00",21,26.1,0,612,0.00401122338910984,0 +"2024","2015-02-03 21:42:59",21,26.1,0,604.5,0.00401122338910984,0 +"2025","2015-02-03 21:43:59",21,26,0,607,0.00399575598808051,0 +"2026","2015-02-03 21:45:00",21,26,0,614.75,0.00399575598808051,0 +"2027","2015-02-03 21:46:00",21,26,0,612.25,0.00399575598808051,0 +"2028","2015-02-03 21:47:00",21,26,0,607.5,0.00399575598808051,0 +"2029","2015-02-03 21:48:00",21,26,0,602.666666666667,0.00399575598808051,0 +"2030","2015-02-03 21:49:00",21,26,0,605.25,0.00399575598808051,0 +"2031","2015-02-03 21:49:59",21,26,0,606,0.00399575598808051,0 +"2032","2015-02-03 21:51:00",21,26,0,602.25,0.00399575598808051,0 +"2033","2015-02-03 21:52:00",21,25.956,0,600.5,0.00398895057376564,0 +"2034","2015-02-03 21:53:00",21,26,0,600.5,0.00399575598808051,0 +"2035","2015-02-03 21:53:59",21,26,0,601,0.00399575598808051,0 +"2036","2015-02-03 21:55:00",21,25.934,0,600.4,0.0039855479220959,0 +"2037","2015-02-03 21:55:59",21,25.89,0,604.333333333333,0.00397874272972879,0 +"2038","2015-02-03 21:56:59",21,25.89,0,606,0.00397874272972879,0 +"2039","2015-02-03 21:58:00",20.9633333333333,25.89,0,602,0.00396972695597109,0 +"2040","2015-02-03 21:59:00",21,25.89,0,596,0.00397874272972879,0 +"2041","2015-02-03 22:00:00",21,25.89,0,596.333333333333,0.00397874272972879,0 +"2042","2015-02-03 22:01:00",21,25.89,0,594,0.00397874272972879,0 +"2043","2015-02-03 22:01:59",20.945,25.89,0,596.5,0.00396522582885432,0 +"2044","2015-02-03 22:02:59",20.9633333333333,25.89,0,596,0.00396972695597109,0 +"2045","2015-02-03 22:04:00",20.9725,25.815,0,597.5,0.00396039963283484,0 +"2046","2015-02-03 22:05:00",21,25.815,0,594.25,0.00396714331105683,0 +"2047","2015-02-03 22:06:00",21,25.815,0,591.5,0.00396714331105683,0 +"2048","2015-02-03 22:07:00",20.978,25.83,0,594.2,0.00396406423329848,0 +"2049","2015-02-03 22:08:00",20.9633333333333,25.79,0,588.666666666667,0.00395429642658738,0 +"2050","2015-02-03 22:08:59",20.9266666666667,25.79,0,585.333333333333,0.00394533386883401,0 +"2051","2015-02-03 22:09:59",20.945,25.79,0,585,0.00394981290597816,0 +"2052","2015-02-03 22:11:00",20.945,25.79,0,582.25,0.00394981290597816,0 +"2053","2015-02-03 22:12:00",20.89,25.79,0,580.75,0.00393638922946585,0 +"2054","2015-02-03 22:13:00",20.9175,25.745,0,585,0.00393617233116675,0 +"2055","2015-02-03 22:14:00",20.89,25.7225,0,584.5,0.00392602151357463,0 +"2056","2015-02-03 22:14:59",20.9633333333333,25.7,0,583.333333333333,0.00394040960056339,0 +"2057","2015-02-03 22:15:59",20.89,25.7,0,584,0.00392256568459979,0 +"2058","2015-02-03 22:17:00",20.912,25.7,0,581.8,0.00392791136236446,0 +"2059","2015-02-03 22:18:00",20.89,25.7,0,576.666666666667,0.00392256568459979,0 +"2060","2015-02-03 22:19:00",20.89,25.7,0,579.333333333333,0.00392256568459979,0 +"2061","2015-02-03 22:20:00",20.89,25.7,0,581.75,0.00392256568459979,0 +"2062","2015-02-03 22:21:00",20.89,25.7,0,582.75,0.00392256568459979,0 +"2063","2015-02-03 22:21:59",20.89,25.7,0,579.8,0.00392256568459979,0 +"2064","2015-02-03 22:23:00",20.9175,25.7,0,578.5,0.003929248785149,0 +"2065","2015-02-03 22:24:00",20.89,25.7,0,578.5,0.00392256568459979,0 +"2066","2015-02-03 22:25:00",20.89,25.7,0,580.5,0.00392256568459979,0 +"2067","2015-02-03 22:25:59",20.89,25.7,0,577.8,0.00392256568459979,0 +"2068","2015-02-03 22:27:00",20.89,25.7,0,582.75,0.00392256568459979,0 +"2069","2015-02-03 22:27:59",20.89,25.7,0,584.4,0.00392256568459979,0 +"2070","2015-02-03 22:28:59",20.89,25.6,0,582.666666666667,0.00390720690639245,0 +"2071","2015-02-03 22:30:00",20.865,25.575,0,578.25,0.00389733036200245,0 +"2072","2015-02-03 22:31:00",20.89,25.6,0,575.666666666667,0.00390720690639245,0 +"2073","2015-02-03 22:32:00",20.89,25.6,0,577.25,0.00390720690639245,0 +"2074","2015-02-03 22:33:00",20.87,25.58,0,577.2,0.00389930405186146,0 +"2075","2015-02-03 22:34:00",20.89,25.6,0,572.75,0.00390720690639245,0 +"2076","2015-02-03 22:34:59",20.89,25.6,0,576.5,0.00390720690639245,0 +"2077","2015-02-03 22:36:00",20.89,25.525,0,579.333333333333,0.00389568831737105,0 +"2078","2015-02-03 22:37:00",20.89,25.525,0,571.6,0.00389568831737105,0 +"2079","2015-02-03 22:38:00",20.89,25.5,0,573,0.00389184888190864,0 +"2080","2015-02-03 22:38:59",20.89,25.5,0,573.5,0.00389184888190864,0 +"2081","2015-02-03 22:40:00",20.89,25.5,0,572.75,0.00389184888190864,0 +"2082","2015-02-03 22:40:59",20.89,25.5,0,573.6,0.00389184888190864,0 +"2083","2015-02-03 22:41:59",20.89,25.5,0,571.5,0.00389184888190864,0 +"2084","2015-02-03 22:43:00",20.8566666666667,25.4633333333333,0,573.333333333333,0.00387820591111703,0 +"2085","2015-02-03 22:44:00",20.89,25.4725,0,570.75,0.00388762555730537,0 +"2086","2015-02-03 22:45:00",20.89,25.39,0,568,0.0038749559254609,0 +"2087","2015-02-03 22:46:00",20.89,25.4175,0,573,0.00387917907908266,0 +"2088","2015-02-03 22:46:59",20.89,25.39,0,569.666666666667,0.0038749559254609,0 +"2089","2015-02-03 22:47:59",20.89,25.39,0,575.2,0.0038749559254609,0 +"2090","2015-02-03 22:49:00",20.89,25.39,0,578,0.0038749559254609,0 +"2091","2015-02-03 22:50:00",20.89,25.39,0,572.75,0.0038749559254609,0 +"2092","2015-02-03 22:51:00",20.89,25.39,0,569.6,0.0038749559254609,0 +"2093","2015-02-03 22:52:00",20.8566666666667,25.3566666666667,0,566.333333333333,0.00386185912300041,0 +"2094","2015-02-03 22:53:00",20.8566666666667,25.3566666666667,0,567.333333333333,0.00386185912300041,0 +"2095","2015-02-03 22:53:59",20.865,25.365,0,570.25,0.00386512996367583,0 +"2096","2015-02-03 22:54:59",20.89,25.39,0,575,0.0038749559254609,0 +"2097","2015-02-03 22:56:00",20.89,25.37,0,570.2,0.00387188457680511,0 +"2098","2015-02-03 22:57:00",20.89,25.3566666666667,0,565.333333333333,0.00386983702778119,0 +"2099","2015-02-03 22:58:00",20.89,25.29,0,569.25,0.0038595994836159,0 +"2100","2015-02-03 22:59:00",20.89,25.315,0,567.25,0.00386343852342952,0 +"2101","2015-02-03 22:59:59",20.89,25.29,0,567.5,0.0038595994836159,0 +"2102","2015-02-03 23:00:59",20.865,25.2675,0,566,0.0038501809049505,0 +"2103","2015-02-03 23:02:00",20.89,25.29,0,565.75,0.0038595994836159,0 +"2104","2015-02-03 23:03:00",20.89,25.2675,0,564.5,0.00385614438805157,0 +"2105","2015-02-03 23:04:00",20.89,25.218,0,562.6,0.00384854331208982,0 +"2106","2015-02-03 23:05:00",20.89,25.29,0,561.333333333333,0.0038595994836159,0 +"2107","2015-02-03 23:06:00",20.89,25.29,0,561,0.0038595994836159,0 +"2108","2015-02-03 23:06:59",20.89,25.29,0,566.75,0.0038595994836159,0 +"2109","2015-02-03 23:08:00",20.9175,25.245,0,563.75,0.0038592526447835,0 +"2110","2015-02-03 23:09:00",20.89,25.2,0,566.75,0.00384577933024355,0 +"2111","2015-02-03 23:10:00",20.89,25.218,0,563.4,0.00384854331208982,0 +"2112","2015-02-03 23:10:59",20.89,25.2,0,564.25,0.00384577933024355,0 +"2113","2015-02-03 23:12:00",20.89,25.2225,0,562.75,0.00384923431136602,0 +"2114","2015-02-03 23:12:59",20.9175,25.2,0,560,0.00385233080028532,0 +"2115","2015-02-03 23:13:59",20.89,25.2,0,558.75,0.00384577933024355,0 +"2116","2015-02-03 23:15:00",20.89,25.2,0,558.5,0.00384577933024355,0 +"2117","2015-02-03 23:16:00",20.89,25.2,0,558.333333333333,0.00384577933024355,0 +"2118","2015-02-03 23:17:00",20.89,25.2,0,561.4,0.00384577933024355,0 +"2119","2015-02-03 23:18:00",20.89,25.2,0,558.25,0.00384577933024355,0 +"2120","2015-02-03 23:19:00",20.89,25.2,0,557.2,0.00384577933024355,0 +"2121","2015-02-03 23:19:59",20.89,25.2,0,559.666666666667,0.00384577933024355,0 +"2122","2015-02-03 23:21:00",20.89,25.1333333333333,0,561,0.00383554257309491,0 +"2123","2015-02-03 23:22:00",20.89,25.16,0,563.4,0.00383963723576866,0 +"2124","2015-02-03 23:23:00",20.9175,25.125,0,559.75,0.00384079473302138,0 +"2125","2015-02-03 23:23:59",20.9175,25.1,0,559,0.00383694947177254,0 +"2126","2015-02-03 23:25:00",20.9175,25.1,0,561,0.00383694947177254,0 +"2127","2015-02-03 23:25:59",20.89,25.1,0,563.25,0.00383042432009906,0 +"2128","2015-02-03 23:26:59",20.89,25.1,0,560.75,0.00383042432009906,0 +"2129","2015-02-03 23:28:00",20.89,25.1,0,558,0.00383042432009906,0 +"2130","2015-02-03 23:29:00",20.89,25.08,0,556.8,0.00382735340848547,0 +"2131","2015-02-03 23:30:00",20.89,25.125,0,556,0.00383426300199744,0 +"2132","2015-02-03 23:31:00",20.89,25.1,0,558,0.00383042432009906,0 +"2133","2015-02-03 23:31:59",20.89,25.08,0,556.8,0.00382735340848547,0 +"2134","2015-02-03 23:32:59",20.89,25.0666666666667,0,557,0.00382530615081945,0 +"2135","2015-02-03 23:34:00",20.89,25,0,556.8,0.00381507006340074,0 +"2136","2015-02-03 23:35:00",20.89,25.025,0,548.5,0.00381890855694277,0 +"2137","2015-02-03 23:36:00",20.89,25.05,0,550,0.00382274709757259,0 +"2138","2015-02-03 23:37:00",20.89,25,0,554,0.00381507006340074,0 +"2139","2015-02-03 23:38:00",20.89,25.025,0,555.25,0.00381890855694277,0 +"2140","2015-02-03 23:38:59",20.89,25,0,555.5,0.00381507006340074,0 +"2141","2015-02-03 23:39:59",20.89,25,0,556.75,0.00381507006340074,0 +"2142","2015-02-03 23:41:00",20.89,25,0,558,0.00381507006340074,0 +"2143","2015-02-03 23:42:00",20.89,25,0,558,0.00381507006340074,0 +"2144","2015-02-03 23:43:00",20.89,25,0,558.25,0.00381507006340074,0 +"2145","2015-02-03 23:44:00",20.89,25,0,556.25,0.00381507006340074,0 +"2146","2015-02-03 23:44:59",20.89,25,0,554.5,0.00381507006340074,0 +"2147","2015-02-03 23:45:59",20.89,25,0,555.25,0.00381507006340074,0 +"2148","2015-02-03 23:47:00",20.89,25,0,558,0.00381507006340074,0 +"2149","2015-02-03 23:48:00",20.89,25,0,554.333333333333,0.00381507006340074,0 +"2150","2015-02-03 23:49:00",20.89,25,0,549.75,0.00381507006340074,0 +"2151","2015-02-03 23:50:00",20.89,24.9725,0,558.5,0.00381084777488986,0 +"2152","2015-02-03 23:51:00",20.865,24.92,0,558.25,0.00379690673426888,0 +"2153","2015-02-03 23:51:59",20.89,24.9175,0,558.25,0.003802403368789,0 +"2154","2015-02-03 23:53:00",20.89,24.9725,0,547.25,0.00381084777488986,0 +"2155","2015-02-03 23:54:00",20.89,24.945,0,553.75,0.003806625543353,0 +"2156","2015-02-03 23:55:00",20.89,24.89,0,547.75,0.00379818125119672,0 +"2157","2015-02-03 23:55:59",20.89,24.89,0,547.25,0.00379818125119672,0 +"2158","2015-02-03 23:57:00",20.89,24.89,0,551.5,0.00379818125119672,0 +"2159","2015-02-03 23:57:59",20.89,24.89,0,554,0.00379818125119672,0 +"2160","2015-02-03 23:58:59",20.89,24.89,0,550,0.00379818125119672,0 +"2161","2015-02-04 00:00:00",20.89,24.9266666666667,0,553.666666666667,0.00380381075398009,0 +"2162","2015-02-04 00:01:00",20.89,24.934,0,552.4,0.00380493666669072,0 +"2163","2015-02-04 00:02:00",20.89,24.9266666666667,0,554,0.00380381075398009,0 +"2164","2015-02-04 00:03:00",20.83,24.87,0,547,0.00378103963992061,0 +"2165","2015-02-04 00:04:00",20.89,24.89,0,542.333333333333,0.00379818125119672,0 +"2166","2015-02-04 00:04:59",20.84,24.8925,0,544.75,0.00378682529133795,0 +"2167","2015-02-04 00:06:00",20.89,24.945,0,547,0.003806625543353,0 +"2168","2015-02-04 00:07:00",20.865,24.865,0,552.75,0.00378847568247451,0 +"2169","2015-02-04 00:08:00",20.89,25,0,556,0.00381507006340074,0 +"2170","2015-02-04 00:08:59",20.87,24.934,0,551.6,0.0038002289763746,0 +"2171","2015-02-04 00:10:00",20.84,24.92,0,553,0.00379103428623353,0 +"2172","2015-02-04 00:10:59",20.89,24.9725,0,551.25,0.00381084777488986,0 +"2173","2015-02-04 00:11:59",20.8566666666667,24.9266666666667,0,552.666666666667,0.00379596979195081,0 +"2174","2015-02-04 00:13:00",20.865,24.9725,0,553.75,0.00380495476836207,0 +"2175","2015-02-04 00:14:00",20.8566666666667,24.8566666666667,0,545.666666666667,0.00378524493481222,0 +"2176","2015-02-04 00:15:00",20.865,24.9175,0,547.75,0.00379652349971342,0 +"2177","2015-02-04 00:16:00",20.89,24.912,0,548.4,0.00380155894071285,0 +"2178","2015-02-04 00:16:59",20.89,24.9266666666667,0,549.333333333333,0.00380381075398009,0 +"2179","2015-02-04 00:17:59",20.89,25,0,549.333333333333,0.00381507006340074,0 +"2180","2015-02-04 00:19:00",20.865,24.8925,0,545.5,0.00379269117997465,0 +"2181","2015-02-04 00:20:00",20.89,24.9266666666667,0,543,0.00380381075398009,0 +"2182","2015-02-04 00:21:00",20.89,24.978,0,545.6,0.00381169222803407,0 +"2183","2015-02-04 00:22:00",20.85,24.956,0,547.6,0.00379889577981915,0 +"2184","2015-02-04 00:23:00",20.89,25,0,548.666666666667,0.00381507006340074,0 +"2185","2015-02-04 00:23:59",20.89,25,0,542.75,0.00381507006340074,0 +"2186","2015-02-04 00:24:59",20.87,24.978,0,537.2,0.00380697612849538,0 +"2187","2015-02-04 00:26:00",20.8566666666667,24.9266666666667,0,541.333333333333,0.00379596979195081,0 +"2188","2015-02-04 00:27:00",20.865,24.9725,0,545.25,0.00380495476836207,0 +"2189","2015-02-04 00:28:00",20.83,24.934,0,541.25,0.00379082899831852,0 +"2190","2015-02-04 00:29:00",20.8233333333333,24.9266666666667,0,535.5,0.0037881430827897,0 +"2191","2015-02-04 00:29:59",20.89,25,0,536.5,0.00381507006340074,0 +"2192","2015-02-04 00:30:59",20.87,24.978,0,543.8,0.00380697612849538,0 +"2193","2015-02-04 00:32:00",20.84,24.92,0,542,0.00379103428623353,0 +"2194","2015-02-04 00:33:00",20.84,24.945,0,537.25,0.00379486069436179,0 +"2195","2015-02-04 00:34:00",20.8233333333333,24.9266666666667,0,538,0.0037881430827897,0 +"2196","2015-02-04 00:35:00",20.8233333333333,24.9266666666667,0,542,0.0037881430827897,0 +"2197","2015-02-04 00:36:00",20.81,24.912,0,542,0.00378277576496328,0 +"2198","2015-02-04 00:36:59",20.79,24.89,0,545.333333333333,0.00377473606074636,0 +"2199","2015-02-04 00:38:00",20.865,24.9725,0,543.25,0.00380495476836207,0 +"2200","2015-02-04 00:39:00",20.8566666666667,24.93,0,539,0.00379648050860303,0 +"2201","2015-02-04 00:40:00",20.84,24.945,0,540.75,0.00379486069436179,0 +"2202","2015-02-04 00:40:59",20.79,24.9175,0,538,0.00377893195892112,0 +"2203","2015-02-04 00:42:00",20.79,24.89,0,538,0.00377473606074636,0 +"2204","2015-02-04 00:42:59",20.79,24.9266666666667,0,538.666666666667,0.00378033060415007,0 +"2205","2015-02-04 00:43:59",20.81,24.956,0,541.6,0.00378949767297425,0 +"2206","2015-02-04 00:45:00",20.79,24.89,0,537.5,0.00377473606074636,0 +"2207","2015-02-04 00:46:00",20.79,24.978,0,537.2,0.00378816313297203,0 +"2208","2015-02-04 00:47:00",20.79,24.9633333333333,0,541,0.00378592524758721,0 +"2209","2015-02-04 00:48:00",20.79,25,0,534,0.00379151999106046,0 +"2210","2015-02-04 00:49:00",20.79,25,0,532,0.00379151999106046,0 +"2211","2015-02-04 00:49:59",20.84,25,0,531.75,0.00380327895695843,0 +"2212","2015-02-04 00:51:00",20.79,25,0,532.8,0.00379151999106046,0 +"2213","2015-02-04 00:52:00",20.79,25,0,532,0.00379151999106046,0 +"2214","2015-02-04 00:53:00",20.8233333333333,24.9266666666667,0,533.666666666667,0.0037881430827897,0 +"2215","2015-02-04 00:53:59",20.79,25,0,531.75,0.00379151999106046,0 +"2216","2015-02-04 00:55:00",20.79,25,0,534.4,0.00379151999106046,0 +"2217","2015-02-04 00:55:59",20.79,25,0,535.666666666667,0.00379151999106046,0 +"2218","2015-02-04 00:56:59",20.79,25,0,529.75,0.00379151999106046,0 +"2219","2015-02-04 00:58:00",20.79,25,0,532,0.00379151999106046,0 +"2220","2015-02-04 00:59:00",20.79,25,0,531.333333333333,0.00379151999106046,0 +"2221","2015-02-04 01:00:00",20.79,25,0,529.75,0.00379151999106046,0 +"2222","2015-02-04 01:01:00",20.79,25,0,528.75,0.00379151999106046,0 +"2223","2015-02-04 01:01:59",20.79,25,0,528.25,0.00379151999106046,0 +"2224","2015-02-04 01:02:59",20.79,25,0,526,0.00379151999106046,0 +"2225","2015-02-04 01:04:00",20.79,25,0,526.5,0.00379151999106046,0 +"2226","2015-02-04 01:05:00",20.79,24.9633333333333,0,529.333333333333,0.00378592524758721,0 +"2227","2015-02-04 01:06:00",20.815,24.945,0,528.25,0.00378899030008008,0 +"2228","2015-02-04 01:07:00",20.81,24.934,0,526.8,0.00378613670091785,0 +"2229","2015-02-04 01:08:00",20.79,24.9725,0,525.5,0.00378732392407703,0 +"2230","2015-02-04 01:08:59",20.79,24.9633333333333,0,524.666666666667,0.00378592524758721,0 +"2231","2015-02-04 01:09:59",20.79,24.89,0,523,0.00377473606074636,0 +"2232","2015-02-04 01:11:00",20.79,24.89,0,526,0.00377473606074636,0 +"2233","2015-02-04 01:12:00",20.79,24.9725,0,523.25,0.00378732392407703,0 +"2234","2015-02-04 01:13:00",20.79,24.89,0,524.333333333333,0.00377473606074636,0 +"2235","2015-02-04 01:14:00",20.79,24.89,0,521.5,0.00377473606074636,0 +"2236","2015-02-04 01:14:59",20.79,24.912,0,518.6,0.00377809277478473,0 +"2237","2015-02-04 01:15:59",20.79,24.89,0,520.75,0.00377473606074636,0 +"2238","2015-02-04 01:17:00",20.79,24.89,0,527.666666666667,0.00377473606074636,0 +"2239","2015-02-04 01:18:00",20.79,24.945,0,526,0.0037831279133643,0 +"2240","2015-02-04 01:19:00",20.79,24.956,0,519.6,0.00378480631089698,0 +"2241","2015-02-04 01:20:00",20.79,24.9633333333333,0,518.333333333333,0.00378592524758721,0 +"2242","2015-02-04 01:21:00",20.79,24.9725,0,520.5,0.00378732392407703,0 +"2243","2015-02-04 01:21:59",20.79,24.945,0,521.75,0.0037831279133643,0 +"2244","2015-02-04 01:23:00",20.79,24.89,0,523,0.00377473606074636,0 +"2245","2015-02-04 01:24:00",20.79,24.89,0,520.333333333333,0.00377473606074636,0 +"2246","2015-02-04 01:25:00",20.79,24.89,0,519,0.00377473606074636,0 +"2247","2015-02-04 01:25:59",20.79,24.945,0,516.25,0.0037831279133643,0 +"2248","2015-02-04 01:27:00",20.79,25,0,518.6,0.00379151999106046,0 +"2249","2015-02-04 01:27:59",20.79,25,0,519.333333333333,0.00379151999106046,0 +"2250","2015-02-04 01:28:59",20.76,25,0,515.333333333333,0.00378448000753531,0 +"2251","2015-02-04 01:30:00",20.772,25,0,516.4,0.00378729461678286,0 +"2252","2015-02-04 01:31:00",20.745,25,0,519.5,0.00378096433944754,0 +"2253","2015-02-04 01:32:00",20.7675,25,0,522.25,0.003786238922116,0 +"2254","2015-02-04 01:33:00",20.7675,25,0,514.75,0.003786238922116,0 +"2255","2015-02-04 01:34:00",20.7675,25,0,513.75,0.003786238922116,0 +"2256","2015-02-04 01:34:59",20.79,25,0,515,0.00379151999106046,0 +"2257","2015-02-04 01:36:00",20.79,25,0,519,0.00379151999106046,0 +"2258","2015-02-04 01:37:00",20.772,25,0,518.8,0.00378729461678286,0 +"2259","2015-02-04 01:38:00",20.79,25,0,517.333333333333,0.00379151999106046,0 +"2260","2015-02-04 01:38:59",20.73,25.0666666666667,0,509.75,0.00378758609466528,0 +"2261","2015-02-04 01:40:00",20.718,25.04,0,513.6,0.00378071953151168,0 +"2262","2015-02-04 01:40:59",20.73,25.0666666666667,0,511,0.00378758609466528,0 +"2263","2015-02-04 01:41:59",20.718,25.1,0,512.4,0.00378983396134181,0 +"2264","2015-02-04 01:43:00",20.7,25.075,0,515.5,0.00378181468299795,0 +"2265","2015-02-04 01:44:00",20.736,25.1,0,511.8,0.00379406394707,0 +"2266","2015-02-04 01:45:00",20.73,25.1,0,511.666666666667,0.00379265348954902,0 +"2267","2015-02-04 01:46:00",20.7,25.05,0,509.75,0.00377802127782894,0 +"2268","2015-02-04 01:46:59",20.73,25.1,0,513,0.00379265348954902,0 +"2269","2015-02-04 01:47:59",20.7,25.1,0,508.5,0.00378560813415773,0 +"2270","2015-02-04 01:49:00",20.7,25.1,0,510,0.00378560813415773,0 +"2271","2015-02-04 01:50:00",20.7,25.1,0,509.666666666667,0.00378560813415773,0 +"2272","2015-02-04 01:51:00",20.7,25.1,0,508.5,0.00378560813415773,0 +"2273","2015-02-04 01:52:00",20.7,25.1,0,511.25,0.00378560813415773,0 +"2274","2015-02-04 01:53:00",20.7,25.1,0,513.333333333333,0.00378560813415773,0 +"2275","2015-02-04 01:53:59",20.7,25.1,0,509.5,0.00378560813415773,0 +"2276","2015-02-04 01:54:59",20.7,25.1,0,509,0.00378560813415773,0 +"2277","2015-02-04 01:56:00",20.7,25.1,0,509,0.00378560813415773,0 +"2278","2015-02-04 01:57:00",20.7,25.1,0,510.5,0.00378560813415773,0 +"2279","2015-02-04 01:58:00",20.7,25.1,0,512,0.00378560813415773,0 +"2280","2015-02-04 01:59:00",20.7,25.1,0,509,0.00378560813415773,0 +"2281","2015-02-04 01:59:59",20.68,25.12,0,508,0.00378394865473313,0 +"2282","2015-02-04 02:00:59",20.7,25.125,0,502.25,0.00378940163130914,0 +"2283","2015-02-04 02:02:00",20.675,25.1,0,502.5,0.00377974582194704,0 +"2284","2015-02-04 02:03:00",20.7,25.1,0,505.5,0.00378560813415773,0 +"2285","2015-02-04 02:04:00",20.7,25.1,0,505.5,0.00378560813415773,0 +"2286","2015-02-04 02:05:00",20.7,25.1,0,500.25,0.00378560813415773,0 +"2287","2015-02-04 02:06:00",20.68,25.1,0,500,0.00378091764363594,0 +"2288","2015-02-04 02:06:59",20.6666666666667,25.1,0,499,0.00377779349737419,0 +"2289","2015-02-04 02:08:00",20.7,25.1,0,501.25,0.00378560813415773,0 +"2290","2015-02-04 02:09:00",20.7,25.1,0,501,0.00378560813415773,0 +"2291","2015-02-04 02:10:00",20.7,25.1,0,502,0.00378560813415773,0 +"2292","2015-02-04 02:10:59",20.7,25.1,0,496.25,0.00378560813415773,0 +"2293","2015-02-04 02:12:00",20.7,25.1,0,495.8,0.00378560813415773,0 +"2294","2015-02-04 02:12:59",20.66,25.1,0,497.8,0.00377623227793241,0 +"2295","2015-02-04 02:13:59",20.6333333333333,25.1,0,497,0.00376999308725358,0 +"2296","2015-02-04 02:15:00",20.625,25.1,0,497.25,0.00376804520502069,0 +"2297","2015-02-04 02:16:00",20.675,25.175,0,503.25,0.00379110872081107,0 +"2298","2015-02-04 02:17:00",20.675,25.125,0,500,0.00378353340905175,0 +"2299","2015-02-04 02:18:00",20.7,25.1,0,494.75,0.00378560813415773,0 +"2300","2015-02-04 02:19:00",20.7,25.1,0,492.333333333333,0.00378560813415773,0 +"2301","2015-02-04 02:19:59",20.7,25.1,0,492.75,0.00378560813415773,0 +"2302","2015-02-04 02:21:00",20.7,25.1,0,497,0.00378560813415773,0 +"2303","2015-02-04 02:22:00",20.65,25.075,0,498.5,0.00377010987584578,0 +"2304","2015-02-04 02:23:00",20.7,25.1,0,498.75,0.00378560813415773,0 +"2305","2015-02-04 02:23:59",20.675,25.075,0,498.75,0.00377595828069119,0 +"2306","2015-02-04 02:25:00",20.7,25.1,0,495.333333333333,0.00378560813415773,0 +"2307","2015-02-04 02:25:59",20.675,25.075,0,490.75,0.00377595828069119,0 +"2308","2015-02-04 02:26:59",20.7,25.1,0,487.75,0.00378560813415773,0 +"2309","2015-02-04 02:28:00",20.65,25.05,0,491.75,0.00376632828201918,0 +"2310","2015-02-04 02:29:00",20.7,25.1,0,491.25,0.00378560813415773,0 +"2311","2015-02-04 02:30:00",20.7,25.1,0,493.5,0.00378560813415773,0 +"2312","2015-02-04 02:31:00",20.7,25.1,0,493.333333333333,0.00378560813415773,0 +"2313","2015-02-04 02:31:59",20.7,25,0,493.25,0.00377043460545993,0 +"2314","2015-02-04 02:32:59",20.7,25,0,491,0.00377043460545993,0 +"2315","2015-02-04 02:34:00",20.7,25,0,492,0.00377043460545993,0 +"2316","2015-02-04 02:35:00",20.7,25,0,496,0.00377043460545993,0 +"2317","2015-02-04 02:36:00",20.7,25,0,493,0.00377043460545993,0 +"2318","2015-02-04 02:37:00",20.7,25,0,491.25,0.00377043460545993,0 +"2319","2015-02-04 02:38:00",20.7,25,0,494,0.00377043460545993,0 +"2320","2015-02-04 02:38:59",20.7,25,0,494.2,0.00377043460545993,0 +"2321","2015-02-04 02:39:59",20.7,25,0,493.75,0.00377043460545993,0 +"2322","2015-02-04 02:41:00",20.7,25,0,495.75,0.00377043460545993,0 +"2323","2015-02-04 02:42:00",20.7,25,0,492.25,0.00377043460545993,0 +"2324","2015-02-04 02:43:00",20.7,25,0,486.5,0.00377043460545993,0 +"2325","2015-02-04 02:44:00",20.7,25,0,493.333333333333,0.00377043460545993,0 +"2326","2015-02-04 02:44:59",20.7,25,0,494.75,0.00377043460545993,0 +"2327","2015-02-04 02:45:59",20.7,25,0,490,0.00377043460545993,0 +"2328","2015-02-04 02:47:00",20.7,25,0,490.5,0.00377043460545993,0 +"2329","2015-02-04 02:48:00",20.7,25,0,490.25,0.00377043460545993,0 +"2330","2015-02-04 02:49:00",20.7,25,0,498.25,0.00377043460545993,0 +"2331","2015-02-04 02:50:00",20.7,25,0,499,0.00377043460545993,0 +"2332","2015-02-04 02:51:00",20.7,24.9633333333333,0,493,0.00376487116263545,0 +"2333","2015-02-04 02:51:59",20.7,24.9816666666667,0,484.833333333333,0.00376765287168212,0 +"2334","2015-02-04 02:53:00",20.7,24.9725,0,480,0.00376626201406741,0 +"2335","2015-02-04 02:54:00",20.7,24.9725,0,478.75,0.00376626201406741,0 +"2336","2015-02-04 02:55:00",20.7,25,0,483.333333333333,0.00377043460545993,0 +"2337","2015-02-04 02:55:59",20.7,25,0,480.2,0.00377043460545993,0 +"2338","2015-02-04 02:57:00",20.7,24.89,0,483.333333333333,0.00375374457375356,0 +"2339","2015-02-04 02:57:59",20.7,24.89,0,487,0.00375374457375356,0 +"2340","2015-02-04 02:58:59",20.7,24.85,0,485.2,0.00374767569204467,0 +"2341","2015-02-04 03:00:00",20.7,24.89,0,480.666666666667,0.00375374457375356,0 +"2342","2015-02-04 03:01:00",20.7,24.84,0,480.25,0.00374615849001089,0 +"2343","2015-02-04 03:02:00",20.7,24.79,0,486,0.00373857259019989,0 +"2344","2015-02-04 03:03:00",20.7,24.865,0,485.75,0.00374995150889035,0 +"2345","2015-02-04 03:04:00",20.7,24.815,0,483,0.00374236551711435,0 +"2346","2015-02-04 03:04:59",20.7,24.87,0,483.6,0.00375071011818426,0 +"2347","2015-02-04 03:06:00",20.7,24.79,0,489.333333333333,0.00373857259019989,0 +"2348","2015-02-04 03:07:00",20.7,24.79,0,486.75,0.00373857259019989,0 +"2349","2015-02-04 03:08:00",20.7,24.79,0,483.5,0.00373857259019989,0 +"2350","2015-02-04 03:08:59",20.7,24.79,0,482,0.00373857259019989,0 +"2351","2015-02-04 03:10:00",20.745,24.79,0,481.5,0.00374901280969807,0 +"2352","2015-02-04 03:10:59",20.7,24.79,0,488.25,0.00373857259019989,0 +"2353","2015-02-04 03:11:59",20.7,24.79,0,486.333333333333,0.00373857259019989,0 +"2354","2015-02-04 03:13:00",20.7,24.79,0,480.6,0.00373857259019989,0 +"2355","2015-02-04 03:14:00",20.7,24.79,0,485.666666666667,0.00373857259019989,0 +"2356","2015-02-04 03:15:00",20.7,24.79,0,484.8,0.00373857259019989,0 +"2357","2015-02-04 03:16:00",20.7,24.79,0,481,0.00373857259019989,0 +"2358","2015-02-04 03:16:59",20.7,24.79,0,486.5,0.00373857259019989,0 +"2359","2015-02-04 03:17:59",20.7,24.79,0,488,0.00373857259019989,0 +"2360","2015-02-04 03:19:00",20.7,24.79,0,481.666666666667,0.00373857259019989,0 +"2361","2015-02-04 03:20:00",20.7,24.79,0,481,0.00373857259019989,0 +"2362","2015-02-04 03:21:00",20.7,24.754,0,483,0.00373311085622271,0 +"2363","2015-02-04 03:22:00",20.7,24.7675,0,485,0.00373515899529087,0 +"2364","2015-02-04 03:23:00",20.7,24.76,0,475.666666666667,0.00373402113859771,0 +"2365","2015-02-04 03:23:59",20.7,24.7225,0,478.5,0.00372833191720482,0 +"2366","2015-02-04 03:24:59",20.7,24.7,0,482.8,0.00372491843402658,0 +"2367","2015-02-04 03:26:00",20.7,24.7,0,482.333333333333,0.00372491843402658,0 +"2368","2015-02-04 03:27:00",20.7,24.675,0,481.5,0.00372112571861894,0 +"2369","2015-02-04 03:28:00",20.7,24.675,0,479.25,0.00372112571861894,0 +"2370","2015-02-04 03:29:00",20.7,24.6,0,478.333333333333,0.00370974784825709,0 +"2371","2015-02-04 03:29:59",20.7,24.6,0,477.5,0.00370974784825709,0 +"2372","2015-02-04 03:30:59",20.7,24.6,0,480.25,0.00370974784825709,0 +"2373","2015-02-04 03:32:00",20.7,24.65,0,481.5,0.0037173330491887,0 +"2374","2015-02-04 03:33:00",20.7,24.65,0,481.25,0.0037173330491887,0 +"2375","2015-02-04 03:34:00",20.7,24.66,0,481.75,0.00371885011144356,0 +"2376","2015-02-04 03:35:00",20.7,24.7,0,479,0.00372491843402658,0 +"2377","2015-02-04 03:36:00",20.7,24.65,0,482.75,0.0037173330491887,0 +"2378","2015-02-04 03:36:59",20.7,24.6666666666667,0,485.666666666667,0.00371986149036697,0 +"2379","2015-02-04 03:38:00",20.7,24.6333333333333,0,484,0.00371480462844446,0 +"2380","2015-02-04 03:39:00",20.7,24.6,0,479.5,0.00370974784825709,0 +"2381","2015-02-04 03:40:00",20.7,24.6,0,479.75,0.00370974784825709,0 +"2382","2015-02-04 03:40:59",20.7,24.6,0,480.75,0.00370974784825709,0 +"2383","2015-02-04 03:42:00",20.7,24.6333333333333,0,475.333333333333,0.00371480462844446,0 +"2384","2015-02-04 03:42:59",20.7,24.7,0,475.666666666667,0.00372491843402658,0 +"2385","2015-02-04 03:43:59",20.7,24.6,0,477.25,0.00370974784825709,0 +"2386","2015-02-04 03:45:00",20.7,24.6,0,478.5,0.00370974784825709,0 +"2387","2015-02-04 03:46:00",20.7,24.64,0,479.6,0.00371581599429009,0 +"2388","2015-02-04 03:47:00",20.7,24.6,0,475.666666666667,0.00370974784825709,0 +"2389","2015-02-04 03:48:00",20.7,24.6,0,479.333333333333,0.00370974784825709,0 +"2390","2015-02-04 03:49:00",20.7,24.6,0,478.5,0.00370974784825709,0 +"2391","2015-02-04 03:49:59",20.7,24.6285714285714,0,476.857142857143,0.00371408222627069,0 +"2392","2015-02-04 03:51:00",20.7,24.6333333333333,0,477.333333333333,0.00371480462844446,0 +"2393","2015-02-04 03:52:00",20.7,24.625,0,475.25,0.00371354042573503,0 +"2394","2015-02-04 03:53:00",20.7,24.6,0,479.666666666667,0.00370974784825709,0 +"2395","2015-02-04 03:53:59",20.7,24.6,0,482,0.00370974784825709,0 +"2396","2015-02-04 03:55:00",20.7,24.6,0,475.8,0.00370974784825709,0 +"2397","2015-02-04 03:55:59",20.7,24.6,0,477.333333333333,0.00370974784825709,0 +"2398","2015-02-04 03:56:59",20.7,24.6,0,475.25,0.00370974784825709,0 +"2399","2015-02-04 03:58:00",20.7,24.6,0,477.25,0.00370974784825709,0 +"2400","2015-02-04 03:59:00",20.7,24.6,0,478.666666666667,0.00370974784825709,0 +"2401","2015-02-04 04:00:00",20.7,24.6,0,476.75,0.00370974784825709,0 +"2402","2015-02-04 04:01:00",20.7,24.6,0,472.5,0.00370974784825709,0 +"2403","2015-02-04 04:01:59",20.7,24.6,0,471.6,0.00370974784825709,0 +"2404","2015-02-04 04:02:59",20.7,24.6,0,474.75,0.00370974784825709,0 +"2405","2015-02-04 04:04:00",20.7,24.6,0,475.666666666667,0.00370974784825709,0 +"2406","2015-02-04 04:05:00",20.7,24.6,0,473.2,0.00370974784825709,0 +"2407","2015-02-04 04:06:00",20.7,24.6,0,467,0.00370974784825709,0 +"2408","2015-02-04 04:07:00",20.7,24.6,0,466,0.00370974784825709,0 +"2409","2015-02-04 04:08:00",20.7,24.6,0,465.25,0.00370974784825709,0 +"2410","2015-02-04 04:08:59",20.7,24.6,0,471,0.00370974784825709,0 +"2411","2015-02-04 04:09:59",20.7,24.6,0,471.5,0.00370974784825709,0 +"2412","2015-02-04 04:11:00",20.7,24.6,0,476.5,0.00370974784825709,0 +"2413","2015-02-04 04:12:00",20.7,24.6,0,472.75,0.00370974784825709,0 +"2414","2015-02-04 04:13:00",20.7,24.6,0,470.75,0.00370974784825709,0 +"2415","2015-02-04 04:14:00",20.7,24.575,0,466.75,0.00370595531675404,0 +"2416","2015-02-04 04:14:59",20.7,24.5,0,463.75,0.00369457799808589,0 +"2417","2015-02-04 04:15:59",20.7,24.5333333333333,0,469,0.00369963453307978,0 +"2418","2015-02-04 04:17:00",20.7,24.575,0,472.25,0.00370595531675404,0 +"2419","2015-02-04 04:18:00",20.7,24.6,0,475.4,0.00370974784825709,0 +"2420","2015-02-04 04:19:00",20.7,24.5,0,474.25,0.00369457799808589,0 +"2421","2015-02-04 04:20:00",20.7,24.5,0,470.25,0.00369457799808589,0 +"2422","2015-02-04 04:21:00",20.7,24.5333333333333,0,478,0.00369963453307978,0 +"2423","2015-02-04 04:21:59",20.7,24.56,0,469.4,0.00370367981991981,0 +"2424","2015-02-04 04:23:00",20.7,24.5333333333333,0,468.333333333333,0.00369963453307978,0 +"2425","2015-02-04 04:24:00",20.7,24.6,0,469.25,0.00370974784825709,0 +"2426","2015-02-04 04:25:00",20.7,24.6,0,468,0.00370974784825709,0 +"2427","2015-02-04 04:25:59",20.7,24.6,0,473,0.00370974784825709,0 +"2428","2015-02-04 04:27:00",20.7,24.5666666666667,0,474.333333333333,0.00370469114980285,0 +"2429","2015-02-04 04:27:59",20.7,24.5,0,475.75,0.00369457799808589,0 +"2430","2015-02-04 04:28:59",20.7,24.5,0,473.5,0.00369457799808589,0 +"2431","2015-02-04 04:30:00",20.7,24.5,0,474.75,0.00369457799808589,0 +"2432","2015-02-04 04:31:00",20.7,24.5,0,472,0.00369457799808589,0 +"2433","2015-02-04 04:32:00",20.7,24.5,0,468.25,0.00369457799808589,0 +"2434","2015-02-04 04:33:00",20.7,24.5,0,471.5,0.00369457799808589,0 +"2435","2015-02-04 04:34:00",20.7,24.5,0,469,0.00369457799808589,0 +"2436","2015-02-04 04:34:59",20.7,24.5,0,468,0.00369457799808589,0 +"2437","2015-02-04 04:36:00",20.7,24.5,0,471.5,0.00369457799808589,0 +"2438","2015-02-04 04:37:00",20.7,24.5,0,469.6,0.00369457799808589,0 +"2439","2015-02-04 04:38:00",20.7,24.5,0,466.6,0.00369457799808589,0 +"2440","2015-02-04 04:38:59",20.7,24.5,0,462.666666666667,0.00369457799808589,0 +"2441","2015-02-04 04:40:00",20.7,24.5,0,461.333333333333,0.00369457799808589,0 +"2442","2015-02-04 04:40:59",20.7,24.5,0,463.75,0.00369457799808589,0 +"2443","2015-02-04 04:41:59",20.7,24.5,0,466.25,0.00369457799808589,0 +"2444","2015-02-04 04:43:00",20.7,24.5,0,468.25,0.00369457799808589,0 +"2445","2015-02-04 04:44:00",20.7,24.5,0,470.6,0.00369457799808589,0 +"2446","2015-02-04 04:45:00",20.7,24.5,0,467.666666666667,0.00369457799808589,0 +"2447","2015-02-04 04:46:00",20.7,24.5,0,469,0.00369457799808589,0 +"2448","2015-02-04 04:46:59",20.7,24.5,0,464.25,0.00369457799808589,0 +"2449","2015-02-04 04:47:59",20.7,24.5,0,468,0.00369457799808589,0 +"2450","2015-02-04 04:49:00",20.7,24.5,0,468.75,0.00369457799808589,0 +"2451","2015-02-04 04:50:00",20.7,24.5,0,472.333333333333,0.00369457799808589,0 +"2452","2015-02-04 04:51:00",20.7,24.5,0,468.666666666667,0.00369457799808589,0 +"2453","2015-02-04 04:52:00",20.7,24.5,0,467.666666666667,0.00369457799808589,0 +"2454","2015-02-04 04:53:00",20.7,24.5,0,462.333333333333,0.00369457799808589,0 +"2455","2015-02-04 04:53:59",20.7,24.5,0,463.5,0.00369457799808589,0 +"2456","2015-02-04 04:54:59",20.7,24.5,0,467.4,0.00369457799808589,0 +"2457","2015-02-04 04:56:00",20.7,24.5,0,465.666666666667,0.00369457799808589,0 +"2458","2015-02-04 04:57:00",20.7,24.5,0,465.75,0.00369457799808589,0 +"2459","2015-02-04 04:58:00",20.7,24.5,0,469.75,0.00369457799808589,0 +"2460","2015-02-04 04:59:00",20.7,24.5,0,463.333333333333,0.00369457799808589,0 +"2461","2015-02-04 04:59:59",20.62,24.412,0,462.6,0.00366301739748915,0 +"2462","2015-02-04 05:00:59",20.7,24.5,0,468.25,0.00369457799808589,0 +"2463","2015-02-04 05:02:00",20.7,24.5,0,469.25,0.00369457799808589,0 +"2464","2015-02-04 05:03:00",20.675,24.4725,0,469,0.00368469240145023,0 +"2465","2015-02-04 05:04:00",20.6666666666667,24.4633333333333,0,471.333333333333,0.00368140183570895,0 +"2466","2015-02-04 05:05:00",20.625,24.4175,0,467.75,0.00366498369445519,0 +"2467","2015-02-04 05:06:00",20.7,24.5,0,459,0.00369457799808589,0 +"2468","2015-02-04 05:06:59",20.68,24.478,0,464.6,0.00368666785232636,0 +"2469","2015-02-04 05:08:00",20.6666666666667,24.4633333333333,0,467.666666666667,0.00368140183570895,0 +"2470","2015-02-04 05:09:00",20.7,24.5,0,473.25,0.00369457799808589,0 +"2471","2015-02-04 05:10:00",20.7,24.5,0,471,0.00369457799808589,0 +"2472","2015-02-04 05:10:59",20.675,24.4725,0,465.75,0.00368469240145023,0 +"2473","2015-02-04 05:12:00",20.7,24.5,0,461.5,0.00369457799808589,0 +"2474","2015-02-04 05:12:59",20.675,24.4725,0,464.5,0.00368469240145023,0 +"2475","2015-02-04 05:13:59",20.7,24.5,0,464.8,0.00369457799808589,0 +"2476","2015-02-04 05:15:00",20.6333333333333,24.4266666666667,0,468.333333333333,0.00366826270223185,0 +"2477","2015-02-04 05:16:00",20.6666666666667,24.4633333333333,0,464.333333333333,0.00368140183570895,0 +"2478","2015-02-04 05:17:00",20.6,24.39,0,463.2,0.00365516051087822,0 +"2479","2015-02-04 05:18:00",20.6666666666667,24.4633333333333,0,465.333333333333,0.00368140183570895,0 +"2480","2015-02-04 05:19:00",20.675,24.4725,0,464.25,0.00368469240145023,0 +"2481","2015-02-04 05:19:59",20.64,24.434,0,460,0.00367088757078308,0 +"2482","2015-02-04 05:21:00",20.7,24.5,0,461,0.00369457799808589,0 +"2483","2015-02-04 05:22:00",20.6666666666667,24.4633333333333,0,467,0.00368140183570895,0 +"2484","2015-02-04 05:23:00",20.64,24.434,0,462.2,0.00367088757078308,0 +"2485","2015-02-04 05:23:59",20.6,24.39,0,459.75,0.00365516051087822,0 +"2486","2015-02-04 05:25:00",20.65,24.445,0,455.25,0.00367482764578557,0 +"2487","2015-02-04 05:25:59",20.625,24.4175,0,455.25,0.00366498369445519,0 +"2488","2015-02-04 05:26:59",20.6,24.39,0,461.333333333333,0.00365516051087822,0 +"2489","2015-02-04 05:28:00",20.6,24.39,0,465.25,0.00365516051087822,0 +"2490","2015-02-04 05:29:00",20.6,24.39,0,464.75,0.00365516051087822,0 +"2491","2015-02-04 05:30:00",20.6,24.39,0,464.8,0.00365516051087822,0 +"2492","2015-02-04 05:31:00",20.6,24.39,0,463.5,0.00365516051087822,0 +"2493","2015-02-04 05:31:59",20.625,24.4175,0,463.5,0.00366498369445519,0 +"2494","2015-02-04 05:32:59",20.6,24.39,0,465.666666666667,0.00365516051087822,0 +"2495","2015-02-04 05:34:00",20.625,24.4175,0,464.5,0.00366498369445519,0 +"2496","2015-02-04 05:35:00",20.62,24.412,0,467.6,0.00366301739748915,0 +"2497","2015-02-04 05:36:00",20.625,24.4175,0,459.5,0.00366498369445519,0 +"2498","2015-02-04 05:37:00",20.625,24.4175,0,457.5,0.00366498369445519,0 +"2499","2015-02-04 05:38:00",20.6,24.39,0,463.333333333333,0.00365516051087822,0 +"2500","2015-02-04 05:38:59",20.6,24.39,0,465,0.00365516051087822,0 +"2501","2015-02-04 05:39:59",20.6,24.39,0,468.25,0.00365516051087822,0 +"2502","2015-02-04 05:41:00",20.6,24.39,0,465,0.00365516051087822,0 +"2503","2015-02-04 05:42:00",20.6,24.39,0,464.5,0.00365516051087822,0 +"2504","2015-02-04 05:43:00",20.6,24.34,0,465.5,0.00364762341444938,0 +"2505","2015-02-04 05:44:00",20.6,24.39,0,465.75,0.00365516051087822,0 +"2506","2015-02-04 05:44:59",20.6,24.39,0,469.75,0.00365516051087822,0 +"2507","2015-02-04 05:45:59",20.6,24.39,0,468.2,0.00365516051087822,0 +"2508","2015-02-04 05:47:00",20.6,24.365,0,463.5,0.00365139193996433,0 +"2509","2015-02-04 05:48:00",20.6,24.34,0,461.5,0.00364762341444938,0 +"2510","2015-02-04 05:49:00",20.6,24.39,0,464,0.00365516051087822,0 +"2511","2015-02-04 05:50:00",20.6,24.365,0,464,0.00365139193996433,0 +"2512","2015-02-04 05:51:00",20.6166666666667,24.3233333333333,0,466.5,0.00364888059723987,0 +"2513","2015-02-04 05:51:59",20.6333333333333,24.3233333333333,0,461,0.00365265354089946,0 +"2514","2015-02-04 05:53:00",20.625,24.315,0,459.25,0.00364950852408944,0 +"2515","2015-02-04 05:54:00",20.66,24.312,0,459.6,0.0036569826295124,0 +"2516","2015-02-04 05:55:00",20.6,24.2,0,460.333333333333,0.00362652051049971,0 +"2517","2015-02-04 05:55:59",20.6,24.2,0,458.5,0.00362652051049971,0 +"2518","2015-02-04 05:57:00",20.6,24.2,0,460,0.00362652051049971,0 +"2519","2015-02-04 05:57:59",20.625,24.2925,0,464.5,0.0036461116379366,0 +"2520","2015-02-04 05:58:59",20.62,24.236,0,467.2,0.00363645422458372,0 +"2521","2015-02-04 06:00:00",20.6,24.2,0,456,0.00362652051049971,0 +"2522","2015-02-04 06:01:00",20.6,24.2,0,459.5,0.00362652051049971,0 +"2523","2015-02-04 06:02:00",20.6,24.2,0,460.333333333333,0.00362652051049971,0 +"2524","2015-02-04 06:03:00",20.6,24.2,0,462.2,0.00362652051049971,0 +"2525","2015-02-04 06:04:00",20.6,24.2,0,460.5,0.00362652051049971,0 +"2526","2015-02-04 06:04:59",20.6,24.2,0,464.25,0.00362652051049971,0 +"2527","2015-02-04 06:06:00",20.6333333333333,24.23,0,464.333333333333,0.00363855561297649,0 +"2528","2015-02-04 06:07:00",20.6,24.2,0,465.75,0.00362652051049971,0 +"2529","2015-02-04 06:08:00",20.6,24.2,0,463.5,0.00362652051049971,0 +"2530","2015-02-04 06:08:59",20.6,24.2,0,466.2,0.00362652051049971,0 +"2531","2015-02-04 06:10:00",20.6,24.2,0,466.25,0.00362652051049971,0 +"2532","2015-02-04 06:10:59",20.6,24.2,0,466,0.00362652051049971,0 +"2533","2015-02-04 06:11:59",20.6,24.2,0,463.25,0.00362652051049971,0 +"2534","2015-02-04 06:13:00",20.575,24.2,0,466.75,0.00362090165616911,0 +"2535","2015-02-04 06:14:00",20.6,24.2,0,467.666666666667,0.00362652051049971,0 +"2536","2015-02-04 06:15:00",20.6,24.2,0,463.5,0.00362652051049971,0 +"2537","2015-02-04 06:16:00",20.6,24.2,0,459.25,0.00362652051049971,0 +"2538","2015-02-04 06:16:59",20.6,24.2,0,463.25,0.00362652051049971,0 +"2539","2015-02-04 06:17:59",20.575,24.2,0,463,0.00362090165616911,0 +"2540","2015-02-04 06:19:00",20.5333333333333,24.2,0,459.333333333333,0.00361155395043591,0 +"2541","2015-02-04 06:20:00",20.55,24.2,0,463,0.00361529047701477,0 +"2542","2015-02-04 06:21:00",20.575,24.2,0,460.75,0.00362090165616911,0 +"2543","2015-02-04 06:22:00",20.56,24.2,0,462.4,0.00361753402823388,0 +"2544","2015-02-04 06:23:00",20.52,24.2,0,464,0.00360856718053967,0 +"2545","2015-02-04 06:23:59",20.5333333333333,24.2,0,462.666666666667,0.00361155395043591,0 +"2546","2015-02-04 06:24:59",20.55,24.2,0,467,0.00361529047701477,0 +"2547","2015-02-04 06:26:00",20.6,24.2,0,468,0.00362652051049971,0 +"2548","2015-02-04 06:27:00",20.6,24.1,0,463.25,0.00361144787924265,0 +"2549","2015-02-04 06:28:00",20.6,24.175,0,462.5,0.0036227522845972,0 +"2550","2015-02-04 06:29:00",20.6,24.1,0,467.75,0.00361144787924265,0 +"2551","2015-02-04 06:29:59",20.6666666666667,24.1666666666667,0,467.666666666667,0.00363649649104029,0 +"2552","2015-02-04 06:30:59",20.6,24.1,0,466.25,0.00361144787924265,0 +"2553","2015-02-04 06:32:00",20.6,24.1,0,466.5,0.00361144787924265,0 +"2554","2015-02-04 06:33:00",20.6,24.1,0,467.5,0.00361144787924265,0 +"2555","2015-02-04 06:34:00",20.6,24.1,0,464.5,0.00361144787924265,0 +"2556","2015-02-04 06:35:00",20.6,24.1,0,460.5,0.00361144787924265,0 +"2557","2015-02-04 06:36:00",20.6,24.0333333333333,0,457,0.00360139986187671,0 +"2558","2015-02-04 06:36:59",20.6,24.08,0,459.4,0.00360843344014219,0 +"2559","2015-02-04 06:38:00",20.6333333333333,24.0666666666667,0,465,0.00361388576784168,0 +"2560","2015-02-04 06:39:00",20.6,24.05,0,465.75,0.00360391183595888,0 +"2561","2015-02-04 06:40:00",20.625,24.05,0,468.75,0.00360950309482678,0 +"2562","2015-02-04 06:40:59",20.6,24,0,463.5,0.00359637597422955,0 +"2563","2015-02-04 06:42:00",20.6,24.05,0,463.25,0.00360391183595888,0 +"2564","2015-02-04 06:42:59",20.6,24,0,466.333333333333,0.00359637597422955,0 +"2565","2015-02-04 06:43:59",20.6,24.02,0,467.8,0.00359939029713517,0 +"2566","2015-02-04 06:45:00",20.575,24.075,0,463.25,0.00360209033999183,0 +"2567","2015-02-04 06:46:00",20.525,24.1,0,468.75,0.00359468469872632,0 +"2568","2015-02-04 06:47:00",20.5666666666667,24.1,0,465,0.00360398908937207,0 +"2569","2015-02-04 06:48:00",20.525,24.1,0,464.75,0.00359468469872632,0 +"2570","2015-02-04 06:49:00",20.54,24.1,0,466.4,0.00359803183728493,0 +"2571","2015-02-04 06:49:59",20.5,24.1,0,467,0.00358911223325629,0 +"2572","2015-02-04 06:51:00",20.5,24.15,0,466.75,0.00359660158101622,0 +"2573","2015-02-04 06:52:00",20.525,24.1,0,468.75,0.00359468469872632,0 +"2574","2015-02-04 06:53:00",20.5,24.2,0,468.666666666667,0.00360409110809833,0 +"2575","2015-02-04 06:53:59",20.5,24.2,0,466.75,0.00360409110809833,0 +"2576","2015-02-04 06:55:00",20.5,24.2,0,462.5,0.00360409110809833,0 +"2577","2015-02-04 06:55:59",20.525,24.1,0,465.5,0.00359468469872632,0 +"2578","2015-02-04 06:56:59",20.54,24.1,0,463.8,0.00359803183728493,0 +"2579","2015-02-04 06:58:00",20.5,24.1,0,467.333333333333,0.00358911223325629,0 +"2580","2015-02-04 06:59:00",20.5666666666667,24.1,0,466.75,0.00360398908937207,0 +"2581","2015-02-04 07:00:00",20.5,24.1,0,466.8,0.00358911223325629,0 +"2582","2015-02-04 07:01:00",20.5,24.1,0,464,0.00358911223325629,0 +"2583","2015-02-04 07:01:59",20.52,24.1,0,461.4,0.00359356959594452,0 +"2584","2015-02-04 07:02:59",20.5,24.1,0,464.666666666667,0.00358911223325629,0 +"2585","2015-02-04 07:04:00",20.5,24.1,0,465.5,0.00358911223325629,0 +"2586","2015-02-04 07:05:00",20.5,24.1,0,467.666666666667,0.00358911223325629,0 +"2587","2015-02-04 07:06:00",20.5,24.1,0,473.5,0.00358911223325629,0 +"2588","2015-02-04 07:07:00",20.52,24.1,0,469.8,0.00359356959594452,0 +"2589","2015-02-04 07:08:00",20.5,24.1,0,469.666666666667,0.00358911223325629,0 +"2590","2015-02-04 07:08:59",20.5,24.1,0,470.6,0.00358911223325629,0 +"2591","2015-02-04 07:09:59",20.5,24.1,0,468,0.00358911223325629,0 +"2592","2015-02-04 07:11:00",20.5,24.1,0,468.5,0.00358911223325629,0 +"2593","2015-02-04 07:12:00",20.5,24.1,0,470,0.00358911223325629,0 +"2594","2015-02-04 07:13:00",20.4725,24.05,0,472.75,0.00357551499371526,0 +"2595","2015-02-04 07:14:00",20.5,24.075,0,466.75,0.00358536762662013,0 +"2596","2015-02-04 07:14:59",20.4725,24.0225,0,466,0.00357140309205584,0 +"2597","2015-02-04 07:15:59",20.4266666666667,23.96,0,467.333333333333,0.00355193680003749,0 +"2598","2015-02-04 07:17:00",20.4725,23.9975,0,468.5,0.00356766504654512,0 +"2599","2015-02-04 07:18:00",20.456,23.956,0,470.8,0.00355781402645853,0 +"2600","2015-02-04 07:19:00",20.5,24,0,472,0.00357413407567721,0 +"2601","2015-02-04 07:20:00",20.478,23.978,0,470,0.00356596658429162,0 +"2602","2015-02-04 07:21:00",20.445,23.945,0,466.666666666667,0.00355374334047454,0 +"2603","2015-02-04 07:21:59",20.5,24,0,461.4,0.00357413407567721,0 +"2604","2015-02-04 07:23:00",20.39,23.89,0,462.666666666667,0.00353344572567677,0 +"2605","2015-02-04 07:24:00",20.4725,23.89,0,464.75,0.00355159195988146,0 +"2606","2015-02-04 07:25:00",20.5,23.89,0,473.5,0.00355765893071744,0 +"2607","2015-02-04 07:25:59",20.456,23.85,0,472.5,0.00354198184055287,0 +"2608","2015-02-04 07:27:00",20.4266666666667,23.8233333333333,0,473,0.00353156169479861,0 +"2609","2015-02-04 07:27:59",20.4633333333333,23.8566666666667,0,473,0.00354459077966779,0 +"2610","2015-02-04 07:28:59",20.445,23.8233333333333,0,469.833333333333,0.00353558381640323,0 +"2611","2015-02-04 07:30:00",20.445,23.8175,0,469.25,0.00353471318077689,0 +"2612","2015-02-04 07:31:00",20.4175,23.7475,0,471.75,0.00351825348975941,0 +"2613","2015-02-04 07:32:00",20.4266666666667,23.76,0,472.666666666667,0.00352212002291503,0 +"2614","2015-02-04 07:33:00",20.4175,23.7225,0,471.5,0.00351452874724351,0 +"2615","2015-02-04 07:34:00",20.4725,23.7675,0,471,0.00353327712377474,0 +"2616","2015-02-04 07:34:59",20.39,23.7,0,472,0.00350518544923937,0 +"2617","2015-02-04 07:36:00",20.434,23.736,0,468.8,0.00352014460232289,0 +"2618","2015-02-04 07:37:00",20.4266666666667,23.73,56.3333333333333,471.666666666667,0.0035176477515035,0 +"2619","2015-02-04 07:38:00",20.39,23.7,311.75,474.75,0.00350518544923937,1 +"2620","2015-02-04 07:38:59",20.4175,23.7225,426,473.5,0.00351452874724351,1 +"2621","2015-02-04 07:40:00",20.4725,23.7675,433,473.75,0.00353327712377474,1 +"2622","2015-02-04 07:40:59",20.4816666666667,23.89,423.666666666667,484.5,0.00355361326947345,1 +"2623","2015-02-04 07:41:59",20.5,23.89,419,492.4,0.00355765893071744,1 +"2624","2015-02-04 07:43:00",20.5,23.89,419,491,0.00355765893071744,1 +"2625","2015-02-04 07:44:00",20.5,23.89,419,487.2,0.00355765893071744,1 +"2626","2015-02-04 07:45:00",20.55,23.945,415.5,493.25,0.00357697639860997,1 +"2627","2015-02-04 07:46:00",20.52,24,409.8,499.6,0.00357857273040011,1 +"2628","2015-02-04 07:46:59",20.525,24,414.6,506.2,0.00357968315295065,1 +"2629","2015-02-04 07:47:59",20.6,24.0833333333333,413,507.333333333333,0.00360893584464161,0 +"2630","2015-02-04 07:49:00",20.6,24.1,414.6,514.6,0.00361144787924265,0 +"2631","2015-02-04 07:50:00",20.6,24.175,407.5,522.25,0.0036227522845972,0 +"2632","2015-02-04 07:51:00",20.6,24.2,406.6,525.6,0.00362652051049971,0 +"2633","2015-02-04 07:52:00",20.6,24.2,399.5,528,0.00362652051049971,0 +"2634","2015-02-04 07:53:00",20.6333333333333,24.23,398.333333333333,537.333333333333,0.00363855561297649,1 +"2635","2015-02-04 07:53:59",20.66,24.2,406.2,538.8,0.00364003712975864,1 +"2636","2015-02-04 07:54:59",20.625,24.175,414,538.5,0.00362837294284862,1 +"2637","2015-02-04 07:56:00",20.66,24.216,412.2,535.8,0.00364245785923865,1 +"2638","2015-02-04 07:57:00",20.675,24.34,411,538.75,0.00366462505281217,1 +"2639","2015-02-04 07:58:00",20.7,24.5,408,546.25,0.00369457799808589,1 +"2640","2015-02-04 07:59:00",20.7,24.65,405,554.666666666667,0.0037173330491887,1 +"2641","2015-02-04 07:59:59",20.7,24.7,405,565.333333333333,0.00372491843402658,1 +"2642","2015-02-04 08:00:59",20.7,24.7675,405,573,0.00373515899529087,1 +"2643","2015-02-04 08:02:00",20.7128571428571,24.79,405,581.142857142857,0.00374155289136171,1 +"2644","2015-02-04 08:03:00",20.7,24.79,405,587.25,0.00373857259019989,1 +"2645","2015-02-04 08:04:00",20.754,24.87,413.4,588.2,0.00376328239169231,1 +"2646","2015-02-04 08:05:00",20.775,24.89,416.666666666667,589.5,0.00377123030935907,1 +"2647","2015-02-04 08:06:00",20.772,24.956,419,592,0.00378058846372981,1 +"2648","2015-02-04 08:06:59",20.79,24.978,419,599.8,0.00378816313297203,1 +"2649","2015-02-04 08:08:00",20.79,25,419,605.4,0.00379151999106046,1 +"2650","2015-02-04 08:09:00",20.79,24.9975,419,611.25,0.00379113852810034,1 +"2651","2015-02-04 08:10:00",20.81,25.02,419,616.4,0.00379927525150784,1 +"2652","2015-02-04 08:10:59",20.865,25.075,419,621,0.00382066819344459,1 +"2653","2015-02-04 08:12:00",20.8233333333333,25.0333333333333,419,622.666666666667,0.00380445252679579,1 +"2654","2015-02-04 08:12:59",20.8566666666667,25.0666666666667,419,624,0.00381742060909679,1 +"2655","2015-02-04 08:13:59",20.84,25.05,419,623.75,0.00381093211949594,1 +"2656","2015-02-04 08:15:00",20.87,25.16,433,632.4,0.00383488634878397,1 +"2657","2015-02-04 08:16:00",20.89,25.2,433,639,0.00384577933024355,1 +"2658","2015-02-04 08:17:00",20.8733333333333,25.275,433,646,0.00385331832782966,1 +"2659","2015-02-04 08:18:00",20.84,25.1975,433,649.5,0.00383351003961505,1 +"2660","2015-02-04 08:19:00",20.89,25.272,433,649.8,0.00385683540411258,1 +"2661","2015-02-04 08:19:59",20.865,25.365,433,656.75,0.00386512996367583,1 +"2662","2015-02-04 08:21:00",20.84,25.34,433,660.75,0.00385532415378895,1 +"2663","2015-02-04 08:22:00",20.8733333333333,25.3733333333333,437.666666666667,659.333333333333,0.00386840304345056,1 +"2664","2015-02-04 08:23:00",20.87,25.37,440.6,671.6,0.00386709354276614,1 +"2665","2015-02-04 08:23:59",20.84,25.34,442.5,673.5,0.00385532415378895,1 +"2666","2015-02-04 08:25:00",20.865,25.365,438,678.25,0.00386512996367583,1 +"2667","2015-02-04 08:25:59",20.89,25.39,441,681,0.0038749559254609,1 +"2668","2015-02-04 08:26:59",20.89,25.35,429,683,0.00386881325829316,1 +"2669","2015-02-04 08:28:00",20.89,25.33,429,689.4,0.00386574196992461,1 +"2670","2015-02-04 08:29:00",20.89,25.34,429,694.25,0.00386727761034099,1 +"2671","2015-02-04 08:30:00",20.912,25.39,435,690.4,0.00388023631835984,1 +"2672","2015-02-04 08:31:00",20.945,25.39,444,697.333333333333,0.00388816880386623,1 +"2673","2015-02-04 08:31:59",20.9725,25.39,444,710.25,0.00389479012739197,1 +"2674","2015-02-04 08:32:59",20.956,25.39,444,717.8,0.00389081614129734,0 +"2675","2015-02-04 08:34:00",21,25.39,444,720.75,0.00390142139093685,0 +"2676","2015-02-04 08:35:00",21,25.412,444,721.4,0.00390482312809722,0 +"2677","2015-02-04 08:36:00",21,25.39,444,718,0.00390142139093685,0 +"2678","2015-02-04 08:37:00",21,25.3566666666667,444,715.5,0.00389626731417885,0 +"2679","2015-02-04 08:38:00",21,25.29,447.2,713,0.00388595941531064,0 +"2680","2015-02-04 08:38:59",21,25.29,456.8,714.8,0.00388595941531064,0 +"2681","2015-02-04 08:39:59",21,25.245,460,714.5,0.0038790017755085,1 +"2682","2015-02-04 08:41:00",21,25.2,454.75,711,0.00387204429039337,1 +"2683","2015-02-04 08:42:00",21,25.2,453,705,0.00387204429039337,1 +"2684","2015-02-04 08:43:00",21,25.2,451.6,711,0.00387204429039337,1 +"2685","2015-02-04 08:44:00",21.025,25.2225,454.75,713.5,0.00388151974782212,1 +"2686","2015-02-04 08:44:59",21.0833333333333,25.2,453,719.5,0.00389204714712558,1 +"2687","2015-02-04 08:45:59",21.0666666666667,25.2,458,727.666666666667,0.00388803930328456,1 +"2688","2015-02-04 08:47:00",21.1166666666667,25.2,458,728.666666666667,0.00390007376350971,1 +"2689","2015-02-04 08:48:00",21.15,25.2225,459.25,731.25,0.00391162630292601,1 +"2690","2015-02-04 08:49:00",21.2,25.2283333333333,454,738.5,0.00392463963646193,1 +"2691","2015-02-04 08:50:00",21.2,25.18,454,740.2,0.00391707332201621,1 +"2692","2015-02-04 08:51:00",21.2,25.1,454,735.75,0.00390455016902337,1 +"2693","2015-02-04 08:51:59",21.2,25.14,454,735,0.00391081168287933,1 +"2694","2015-02-04 08:53:00",21.215,25.215,456.5,746.166666666667,0.00392618773758027,1 +"2695","2015-02-04 08:54:00",21.2,25.2,465.25,762.75,0.00392020418856616,1 +"2696","2015-02-04 08:55:00",21.2,25.2,469,766.2,0.00392020418856616,1 +"2697","2015-02-04 08:55:59",21.2,25.218,469,763.4,0.00392302199524111,1 +"2698","2015-02-04 08:57:00",21.215,25.2916666666667,462.333333333333,773.833333333333,0.00393820096624668,0 +"2699","2015-02-04 08:57:59",21.2,25.29,464,777.75,0.00393429347565304,0 +"2700","2015-02-04 08:58:59",21.2,25.3566666666667,462.333333333333,778,0.00394473039355291,1 +"2701","2015-02-04 09:00:00",21.2,25.37,470.2,778.4,0.00394681781889942,1 +"2702","2015-02-04 09:01:00",21.2225,25.34,475.75,774.75,0.00394760269427452,1 +"2703","2015-02-04 09:02:00",21.236,25.33,471,774,0.00394932580355015,1 +"2704","2015-02-04 09:03:00",21.29,25.4725,480.25,778,0.00398494828914425,1 +"2705","2015-02-04 09:04:00",21.29,25.4266666666667,487,779,0.00397773221374547,1 +"2706","2015-02-04 09:04:59",21.272,25.412,503.6,780.6,0.00397100850540684,1 +"2707","2015-02-04 09:06:00",21.29,25.575,509.5,786.25,0.00400108665984332,1 +"2708","2015-02-04 09:07:00",21.29,25.6725,527.25,800.75,0.00401643856518858,1 +"2709","2015-02-04 09:08:00",21.34,25.79,524.5,814,0.0040474111875209,1 +"2710","2015-02-04 09:08:59",21.412,25.872,529.8,832,0.0040784394636053,1 +"2711","2015-02-04 09:10:00",21.5,26,534,849.25,0.00412104996926551,1 +"2712","2015-02-04 09:10:59",21.5,26.08,544,860.6,0.00413381439536776,1 +"2713","2015-02-04 09:11:59",21.6,26.15,538,871,0.00417060301513912,1 +"2714","2015-02-04 09:13:00",21.66,26.216,553,879.5,0.00419667797928421,1 +"2715","2015-02-04 09:14:00",21.7,26.2675,542.5,894,0.0042153452030233,1 +"2716","2015-02-04 09:15:00",21.7225,26.2225,547,905.5,0.0042139062349477,1 +"2717","2015-02-04 09:16:00",21.79,26.39,559.2,911.2,0.00425865716745792,1 +"2718","2015-02-04 09:16:59",21.81,26.274,567.8,919.2,0.00424502903402628,1 +"2719","2015-02-04 09:17:59",21.865,26.315,554,923.5,0.0042661023632274,1 +"2720","2015-02-04 09:19:00",21.89,26.315,563,931.75,0.00427266374639605,1 +"2721","2015-02-04 09:20:00",21.89,26.315,564.5,934.75,0.00427266374639605,1 +"2722","2015-02-04 09:21:00",21.945,26.2225,577.5,934.75,0.00427195690933226,1 +"2723","2015-02-04 09:22:00",22,26.12,578.8,939,0.00426954476696138,1 +"2724","2015-02-04 09:23:00",22,26.0666666666667,581.666666666667,936.666666666667,0.00426076724453117,1 +"2725","2015-02-04 09:23:59",22.0857142857143,26.1285714285714,580,936.428571428571,0.00429349107080348,1 +"2726","2015-02-04 09:24:59",22.1,26.1,596,936.5,0.00429252572916348,1 +"2727","2015-02-04 09:26:00",22.1,26.1,594.8,937.6,0.00429252572916348,1 +"2728","2015-02-04 09:27:00",22.14,25.998,603.4,937.8,0.00428614213832739,1 +"2729","2015-02-04 09:28:00",22.2,26,608.25,946,0.00430227872763771,0 +"2730","2015-02-04 09:29:00",22.29,25.9633333333333,606.666666666667,950.333333333333,0.00431993869567135,0 +"2731","2015-02-04 09:29:59",22.29,25.89,612,937.333333333333,0.00430765254338066,1 +"2732","2015-02-04 09:30:59",22.29,25.8566666666667,611,943.666666666667,0.00430206808804728,1 +"2733","2015-02-04 09:32:00",22.3233333333333,25.8066666666667,617,946.166666666667,0.00430247034092601,1 +"2734","2015-02-04 09:33:00",22.39,25.7,624.75,944.5,0.00430209566080886,1 +"2735","2015-02-04 09:34:00",22.39,25.68,630.4,944.4,0.00429872458842353,1 +"2736","2015-02-04 09:35:00",22.445,25.65,632.5,948,0.00430815025504638,1 +"2737","2015-02-04 09:36:00",22.5,25.6666666666667,652,940.333333333333,0.0043255037974044,1 +"2738","2015-02-04 09:36:59",22.5,25.6,643.5,944.333333333333,0.00431419079614889,1 +"2739","2015-02-04 09:38:00",22.5666666666667,25.6,648.666666666667,942.166666666667,0.00433182012264332,1 +"2740","2015-02-04 09:39:00",22.6,25.6,767,948.666666666667,0.00434065857758123,1 +"2741","2015-02-04 09:40:00",22.6,25.4725,1419.5,945,0.00431888995388107,1 +"2742","2015-02-04 09:40:59",22.7,25.5,1697.25,951.75,0.00435009044849769,1 +"2743","2015-02-04 09:42:00",22.7,25.456,1209.8,958.6,0.00434253200619881,1 +"2744","2015-02-04 09:42:59",22.7225,25.4175,685.75,956.25,0.00434188231426183,1 +"2745","2015-02-04 09:43:59",22.7675,25.315,684.75,952.25,0.00433615170348689,1 +"2746","2015-02-04 09:45:00",22.79,25.456,679.4,954.6,0.00436646730195512,1 +"2747","2015-02-04 09:46:00",22.8233333333333,25.3933333333333,683,961.666666666667,0.00436451500523488,1 +"2748","2015-02-04 09:47:00",22.89,25.39,692,961.75,0.00438172787670815,1 +"2749","2015-02-04 09:48:00",22.89,25.39,693.8,953.8,0.00438172787670815,1 +"2750","2015-02-04 09:49:00",22.9083333333333,25.39,689,956.333333333333,0.00438663126822082,1 +"2751","2015-02-04 09:49:59",22.9725,25.39,693.75,970,0.00440383124996745,1 +"2752","2015-02-04 09:51:00",23,25.39,686.5,971.25,0.00441122084993632,1 +"2753","2015-02-04 09:52:00",23.025,25.4175,698.25,986.25,0.00442276727057166,1 +"2754","2015-02-04 09:53:00",23.1,25.5,694.833333333333,985,0.00445755019423801,1 +"2755","2015-02-04 09:53:59",23.1,25.5,690,997,0.00445755019423801,1 +"2756","2015-02-04 09:55:00",23.2,25.5,696.8,1003.8,0.00448477799181549,1 +"2757","2015-02-04 09:55:59",23.2,25.5,710,1004.83333333333,0.00448477799181549,1 +"2758","2015-02-04 09:56:59",23.2,25.5,722,1011.4,0.00448477799181549,1 +"2759","2015-02-04 09:58:00",23.29,25.6,732,1022.5,0.00452722091017869,1 +"2760","2015-02-04 09:59:00",23.29,25.6,735,1029.83333333333,0.00452722091017869,1 +"2761","2015-02-04 10:00:00",23.31,25.6,719.2,1031,0.00453273230505731,1 +"2762","2015-02-04 10:01:00",23.39,25.6,723.333333333333,1040,0.00455483707490689,1 +"2763","2015-02-04 10:01:59",23.365,25.6,729,1040.5,0.00454791914921006,1 +"2764","2015-02-04 10:02:59",23.39,25.6,738,1042,0.00455483707490689,1 +"2765","2015-02-04 10:04:00",23.456,25.66,738,1052.4,0.00458394228676715,1 +"2766","2015-02-04 10:05:00",23.5,25.718,734.4,1062.8,0.00460667857151887,1 +"2767","2015-02-04 10:06:00",23.58,25.736,738,1067.75,0.00463237796667757,1 +"2768","2015-02-04 10:07:00",23.6,25.89,747,1072.25,0.0046659670837691,1 +"2769","2015-02-04 10:08:00",23.64,25.954,745.2,1095.2,0.00468895881962261,1 +"2770","2015-02-04 10:08:59",23.6666666666667,26.0666666666667,746.333333333333,1109,0.00471709525928931,1 +"2771","2015-02-04 10:09:59",23.7,26.12,737.8,1119,0.00473638946145591,1 +"2772","2015-02-04 10:11:00",23.718,26.1,745,1123.4,0.00473790584115977,1 +"2773","2015-02-04 10:12:00",23.79,26.125,740.5,1122.5,0.0047632311174623,1 +"2774","2015-02-04 10:13:00",23.745,26.2,754,1123,0.00476399300976303,1 +"2775","2015-02-04 10:14:00",23.79,26.31,763,1158.2,0.0047972213207179,1 +"2776","2015-02-04 10:14:59",23.79,26.315,758.25,1160.25,0.00479814002602634,1 +"2777","2015-02-04 10:15:59",23.89,26.39,755.5,1166,0.00484117485260517,1 +"2778","2015-02-04 10:17:00",23.89,26.365,758.25,1164.75,0.00483655300824924,1 +"2779","2015-02-04 10:18:00",23.89,26.29,772.75,1163.25,0.00482268788410749,1 +"2780","2015-02-04 10:19:00",23.9842857142857,26.3757142857143,767,1172.71428571429,0.00486624432774014,1 +"2781","2015-02-04 10:20:00",24,26.365,774.5,1182,0.00486888220360127,1 +"2782","2015-02-04 10:21:00",24.05,26.34,774.5,1182,0.00487897304812946,1 +"2783","2015-02-04 10:21:59",24.08,26.37,769.8,1187.6,0.00489344901185261,1 +"2784","2015-02-04 10:23:00",24.1,26.5666666666667,758.333333333333,1191.33333333333,0.0049362032071249,1 +"2785","2015-02-04 10:24:00",24.1,26.4725,775.75,1213.75,0.00491856827026637,1 +"2786","2015-02-04 10:25:00",24.1,26.154,775,1194,0.00485892895958963,1 +"2787","2015-02-04 10:25:59",24.1,25.958,783.4,1173.4,0.00482223348496531,1 +"2788","2015-02-04 10:27:00",24.1,25.918,789.6,1160.2,0.0048147451404422,1 +"2789","2015-02-04 10:27:59",24.1,25.8925,797.5,1156.25,0.0048099714141955,1 +"2790","2015-02-04 10:28:59",24.1,25.832,799,1139,0.00479864580556749,1 +"2791","2015-02-04 10:30:00",24.175,25.84,782.5,1140.5,0.00482196327497705,1 +"2792","2015-02-04 10:31:00",24.2,25.8916666666667,786.166666666667,1145.33333333333,0.00483898711768363,1 +"2793","2015-02-04 10:32:00",24.2,25.89,794.25,1149.25,0.00483867320518602,1 +"2794","2015-02-04 10:33:00",24.2,25.89,797.5,1152.5,0.00483867320518602,1 +"2795","2015-02-04 10:34:00",24.2,25.89,787,1153.25,0.00483867320518602,1 +"2796","2015-02-04 10:34:59",24.218,25.912,805,1152.4,0.0048480885145136,1 +"2797","2015-02-04 10:36:00",24.26,25.8916666666667,798,1146.16666666667,0.00485656490522074,1 +"2798","2015-02-04 10:37:00",24.29,25.978,793,1145.4,0.00488172534996697,1 +"2799","2015-02-04 10:38:00",24.29,25.852,801.4,1140.8,0.00485786279907514,1 +"2800","2015-02-04 10:38:59",24.29,25.7,808,1150.25,0.00482907864729539,1 +"2801","2015-02-04 10:40:00",24.33,25.736,809.8,1129.2,0.00484759240740331,1 +"2802","2015-02-04 10:40:59",24.33,25.7,817,1125.8,0.00484075873127256,1 +"2803","2015-02-04 10:41:59",24.3566666666667,25.7,813,1123,0.00484855928127551,1 +"2804","2015-02-04 10:43:00",24.4083333333333,25.6816666666667,798,1124,0.00486020770362199,1