chapter10_dl-for-timeseries.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/oneoclockc/deeplearning-for-AI/blob/main/chapter10_dl-for-timeseries.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aALvx7n3VIqL"
      },
      "source": [
        "# Deep learning for timeseries"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mvifZDyBVIqL"
      },
      "source": [
        "## Different kinds of timeseries tasks"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "시계열 데이터 -> 일정한 간격으로 측정을 통해 얻은 모든 데이터  \n",
        "ex) 일일 주가, 도시의 시간당 전력 소비량, 상점의 주간 판매량 "
      ],
      "metadata": {
        "id": "CYP-l8QPVaOT"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "시계열로 가능한 작업\n",
        "- classification : 분류 시계열에 하나 이상의 범주형 레이블 할당. 예를 들어, 웹 사이트에서 방문자의 활동 시계열이 주어지면 방문자가 로봇인지 사람인지 판단한다.\n",
        "- event detection : 데이터 스트림 내에서 예상되는 특정 이벤트의 발생 식별. 예를 들어, 모델이 오디오 스트림을 모니터링해 \"오케이 구글\" 등의 발화를 식별\n",
        "- anomaly detection : 데이터 스트림 내의 비정상적 현상을 탐지. 예를 들어, 회사 네트워크에서 비정상적인 활동이 있는지 식별"
      ],
      "metadata": {
        "id": "s_fWSYOzVxdL"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uXxnLsmcVIqM"
      },
      "source": [
        "## A temperature-forecasting example"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "기상 시계열 데이터 다운로드  \n",
        "-> 수년에 걸쳐 10분마다 14개의 변수(온도, 기압, 습도, 풍향 등)을 측정. 2009-2016년"
      ],
      "metadata": {
        "id": "Mf4mAdT0XGny"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "R25GL7S8VIqM",
        "outputId": "eb86f3b2-8b73-4a78-dc4e-e51da5904274",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-06-01 15:24:59--  https://s3.amazonaws.com/keras-datasets/jena_climate_2009_2016.csv.zip\n",
            "Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.8.150\n",
            "Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.8.150|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 13565642 (13M) [application/zip]\n",
            "Saving to: ‘jena_climate_2009_2016.csv.zip’\n",
            "\n",
            "jena_climate_2009_2 100%[===================>]  12.94M  14.0MB/s    in 0.9s    \n",
            "\n",
            "2022-06-01 15:25:00 (14.0 MB/s) - ‘jena_climate_2009_2016.csv.zip’ saved [13565642/13565642]\n",
            "\n",
            "Archive:  jena_climate_2009_2016.csv.zip\n",
            "  inflating: jena_climate_2009_2016.csv  \n",
            "  inflating: __MACOSX/._jena_climate_2009_2016.csv  \n"
          ]
        }
      ],
      "source": [
        "!wget https://s3.amazonaws.com/keras-datasets/jena_climate_2009_2016.csv.zip\n",
        "!unzip jena_climate_2009_2016.csv.zip"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JAZII5R_VIqN"
      },
      "source": [
        "**Inspecting the data of the Jena weather dataset**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "2W6nkMonVIqN",
        "outputId": "61e07090-2c86-4a21-c4d6-21c8c83f6c11",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['\"Date Time\"', '\"p (mbar)\"', '\"T (degC)\"', '\"Tpot (K)\"', '\"Tdew (degC)\"', '\"rh (%)\"', '\"VPmax (mbar)\"', '\"VPact (mbar)\"', '\"VPdef (mbar)\"', '\"sh (g/kg)\"', '\"H2OC (mmol/mol)\"', '\"rho (g/m**3)\"', '\"wv (m/s)\"', '\"max. wv (m/s)\"', '\"wd (deg)\"']\n",
            "420451\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "fname = os.path.join(\"jena_climate_2009_2016.csv\")\n",
        "\n",
        "with open(fname) as f:\n",
        "    data = f.read() # 파일 읽어오기\n",
        "\n",
        "lines = data.split(\"\\n\") # 줄바꿈 기준으로 데이터 나눔 \n",
        "header = lines[0].split(\",\") # header는 가장 윗줄 \n",
        "lines = lines[1:] # 두번째 줄부터 line에 할당\n",
        "print(header)\n",
        "print(len(lines))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lines"
      ],
      "metadata": {
        "id": "JZN6KR4uZeT6",
        "outputId": "26440faa-860b-4537-818b-16e0cc447168",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['01.01.2009 00:10:00,996.52,-8.02,265.40,-8.90,93.30,3.33,3.11,0.22,1.94,3.12,1307.75,1.03,1.75,152.30',\n",
              " '01.01.2009 00:20:00,996.57,-8.41,265.01,-9.28,93.40,3.23,3.02,0.21,1.89,3.03,1309.80,0.72,1.50,136.10',\n",
              " '01.01.2009 00:30:00,996.53,-8.51,264.91,-9.31,93.90,3.21,3.01,0.20,1.88,3.02,1310.24,0.19,0.63,171.60',\n",
              " '01.01.2009 00:40:00,996.51,-8.31,265.12,-9.07,94.20,3.26,3.07,0.19,1.92,3.08,1309.19,0.34,0.50,198.00',\n",
              " '01.01.2009 00:50:00,996.51,-8.27,265.15,-9.04,94.10,3.27,3.08,0.19,1.92,3.09,1309.00,0.32,0.63,214.30',\n",
              " '01.01.2009 01:00:00,996.50,-8.05,265.38,-8.78,94.40,3.33,3.14,0.19,1.96,3.15,1307.86,0.21,0.63,192.70',\n",
              " '01.01.2009 01:10:00,996.50,-7.62,265.81,-8.30,94.80,3.44,3.26,0.18,2.04,3.27,1305.68,0.18,0.63,166.50',\n",
              " '01.01.2009 01:20:00,996.50,-7.62,265.81,-8.36,94.40,3.44,3.25,0.19,2.03,3.26,1305.69,0.19,0.50,118.60',\n",
              " '01.01.2009 01:30:00,996.50,-7.91,265.52,-8.73,93.80,3.36,3.15,0.21,1.97,3.16,1307.17,0.28,0.75,188.50',\n",
              " '01.01.2009 01:40:00,996.53,-8.43,264.99,-9.34,93.10,3.23,3.00,0.22,1.88,3.02,1309.85,0.59,0.88,185.00',\n",
              " '01.01.2009 01:50:00,996.62,-8.76,264.66,-9.66,93.10,3.14,2.93,0.22,1.83,2.94,1311.64,0.45,0.88,183.20',\n",
              " '01.01.2009 02:00:00,996.62,-8.88,264.54,-9.77,93.20,3.12,2.90,0.21,1.81,2.91,1312.25,0.25,0.63,190.30',\n",
              " '01.01.2009 02:10:00,996.63,-8.85,264.57,-9.70,93.50,3.12,2.92,0.20,1.82,2.93,1312.11,0.16,0.50,158.30',\n",
              " '01.01.2009 02:20:00,996.74,-8.83,264.58,-9.68,93.50,3.13,2.92,0.20,1.83,2.93,1312.15,0.36,0.63,184.80',\n",
              " '01.01.2009 02:30:00,996.81,-8.66,264.74,-9.46,93.90,3.17,2.98,0.19,1.86,2.99,1311.37,0.33,0.75,155.90',\n",
              " '01.01.2009 02:40:00,996.81,-8.66,264.74,-9.50,93.60,3.17,2.97,0.20,1.85,2.98,1311.38,0.07,0.50,272.40',\n",
              " '01.01.2009 02:50:00,996.86,-8.70,264.70,-9.55,93.50,3.16,2.95,0.21,1.85,2.96,1311.64,0.32,0.63,219.20',\n",
              " '01.01.2009 03:00:00,996.84,-8.81,264.59,-9.66,93.50,3.13,2.93,0.20,1.83,2.94,1312.18,0.18,0.63,167.20',\n",
              " '01.01.2009 03:10:00,996.87,-8.84,264.56,-9.69,93.50,3.13,2.92,0.20,1.83,2.93,1312.37,0.07,0.25,129.30',\n",
              " '01.01.2009 03:20:00,996.97,-8.94,264.45,-9.82,93.30,3.10,2.89,0.21,1.81,2.90,1313.01,0.10,0.63,115.30',\n",
              " '01.01.2009 03:30:00,997.08,-8.94,264.44,-9.80,93.40,3.10,2.90,0.20,1.81,2.90,1313.15,0.30,0.75,149.30',\n",
              " '01.01.2009 03:40:00,997.10,-8.86,264.52,-9.76,93.10,3.12,2.90,0.22,1.81,2.91,1312.78,0.29,0.75,149.70',\n",
              " '01.01.2009 03:50:00,997.06,-8.99,264.39,-9.99,92.40,3.09,2.85,0.23,1.78,2.86,1313.39,0.12,0.63,231.70',\n",
              " '01.01.2009 04:00:00,996.99,-9.05,264.34,-10.02,92.60,3.07,2.85,0.23,1.78,2.85,1313.61,0.10,0.38,240.00',\n",
              " '01.01.2009 04:10:00,997.05,-9.23,264.15,-10.25,92.20,3.03,2.79,0.24,1.74,2.80,1314.62,0.10,0.38,203.90',\n",
              " '01.01.2009 04:20:00,997.11,-9.49,263.89,-10.54,92.00,2.97,2.73,0.24,1.71,2.74,1316.02,0.34,0.75,159.70',\n",
              " '01.01.2009 04:30:00,997.19,-9.50,263.87,-10.51,92.30,2.97,2.74,0.23,1.71,2.75,1316.16,0.43,0.88,66.16',\n",
              " '01.01.2009 04:40:00,997.24,-9.35,264.02,-10.29,92.80,3.00,2.79,0.22,1.74,2.79,1315.47,0.40,0.88,105.00',\n",
              " '01.01.2009 04:50:00,997.37,-9.47,263.89,-10.46,92.40,2.97,2.75,0.23,1.72,2.75,1316.25,0.37,0.75,125.80',\n",
              " '01.01.2009 05:00:00,997.46,-9.63,263.72,-10.65,92.20,2.94,2.71,0.23,1.69,2.71,1317.19,0.40,0.88,157.00',\n",
              " '01.01.2009 05:10:00,997.43,-9.67,263.68,-10.63,92.60,2.93,2.71,0.22,1.69,2.72,1317.35,0.36,0.75,132.50',\n",
              " '01.01.2009 05:20:00,997.42,-9.68,263.67,-10.73,92.00,2.92,2.69,0.23,1.68,2.70,1317.40,0.09,0.50,143.20',\n",
              " '01.01.2009 05:30:00,997.53,-9.90,263.45,-10.98,91.70,2.87,2.64,0.24,1.64,2.64,1318.68,0.29,1.00,72.50',\n",
              " '01.01.2009 05:40:00,997.60,-9.91,263.43,-10.90,92.40,2.87,2.65,0.22,1.66,2.66,1318.81,0.50,1.00,60.72',\n",
              " '01.01.2009 05:50:00,997.62,-9.51,263.83,-10.37,93.40,2.96,2.77,0.20,1.73,2.77,1316.77,0.31,0.75,147.40',\n",
              " '01.01.2009 06:00:00,997.71,-9.67,263.66,-10.62,92.70,2.93,2.71,0.21,1.69,2.72,1317.71,0.05,0.50,146.00',\n",
              " '01.01.2009 06:10:00,997.81,-9.59,263.74,-10.47,93.20,2.95,2.74,0.20,1.71,2.75,1317.44,0.24,0.75,161.60',\n",
              " '01.01.2009 06:20:00,997.86,-9.15,264.17,-10.02,93.30,3.05,2.85,0.20,1.78,2.85,1315.26,0.18,0.50,125.70',\n",
              " '01.01.2009 06:30:00,998.00,-8.91,264.40,-9.89,92.50,3.11,2.87,0.23,1.79,2.88,1314.23,0.45,0.88,67.11',\n",
              " '01.01.2009 06:40:00,998.14,-9.04,264.26,-10.11,91.90,3.08,2.83,0.25,1.76,2.83,1315.09,1.48,2.75,14.00',\n",
              " '01.01.2009 06:50:00,998.21,-9.43,263.86,-10.57,91.30,2.98,2.72,0.26,1.70,2.73,1317.18,2.51,3.63,357.00',\n",
              " '01.01.2009 07:00:00,998.33,-9.17,264.12,-10.10,92.90,3.04,2.83,0.22,1.76,2.83,1315.98,2.08,2.88,348.80',\n",
              " '01.01.2009 07:10:00,998.50,-8.71,264.56,-9.63,93.00,3.16,2.94,0.22,1.83,2.94,1313.87,2.06,2.75,338.10',\n",
              " '01.01.2009 07:20:00,998.59,-8.55,264.72,-9.47,93.00,3.20,2.97,0.22,1.85,2.98,1313.17,1.95,2.38,357.90',\n",
              " '01.01.2009 07:30:00,998.79,-8.40,264.85,-9.31,93.10,3.24,3.01,0.22,1.88,3.02,1312.67,0.92,1.38,340.10',\n",
              " '01.01.2009 07:40:00,998.86,-8.30,264.95,-9.21,93.10,3.26,3.04,0.22,1.89,3.04,1312.25,0.81,1.13,321.10',\n",
              " '01.01.2009 07:50:00,999.04,-8.13,265.10,-9.03,93.20,3.30,3.08,0.22,1.92,3.08,1311.63,0.61,1.13,254.20',\n",
              " '01.01.2009 08:00:00,999.17,-8.10,265.12,-9.05,92.80,3.31,3.07,0.24,1.92,3.08,1311.65,0.72,1.25,213.90',\n",
              " '01.01.2009 08:10:00,999.27,-8.14,265.08,-9.12,92.60,3.30,3.06,0.24,1.91,3.06,1311.98,0.71,1.00,241.40',\n",
              " '01.01.2009 08:20:00,999.33,-8.06,265.15,-9.02,92.70,3.32,3.08,0.24,1.92,3.08,1311.66,0.53,0.88,242.50',\n",
              " '01.01.2009 08:30:00,999.44,-7.95,265.25,-8.93,92.60,3.35,3.10,0.25,1.93,3.10,1311.26,0.53,0.88,352.70',\n",
              " '01.01.2009 08:40:00,999.46,-7.74,265.46,-8.67,93.00,3.41,3.17,0.24,1.97,3.17,1310.21,0.38,0.75,100.20',\n",
              " '01.01.2009 08:50:00,999.59,-7.57,265.62,-8.64,92.00,3.45,3.18,0.28,1.98,3.18,1309.54,0.17,0.50,166.70',\n",
              " '01.01.2009 09:00:00,999.69,-7.66,265.52,-8.84,91.20,3.43,3.13,0.30,1.95,3.13,1310.14,0.34,0.63,202.20',\n",
              " '01.01.2009 09:10:00,999.79,-7.71,265.47,-8.87,91.30,3.41,3.12,0.30,1.94,3.12,1310.51,0.14,0.50,235.00',\n",
              " '01.01.2009 09:20:00,999.81,-7.56,265.61,-8.67,91.70,3.45,3.17,0.29,1.97,3.17,1309.78,0.11,0.38,310.50',\n",
              " '01.01.2009 09:30:00,999.83,-7.29,265.88,-8.33,92.20,3.53,3.25,0.28,2.03,3.25,1308.43,0.75,2.50,17.30',\n",
              " '01.01.2009 09:40:00,999.96,-7.15,266.01,-8.21,92.10,3.57,3.28,0.28,2.05,3.28,1307.90,1.62,2.75,4.63',\n",
              " '01.01.2009 09:50:00,1000.13,-7.02,266.13,-8.06,92.20,3.60,3.32,0.28,2.07,3.32,1307.46,1.24,3.13,314.30',\n",
              " '01.01.2009 10:00:00,1000.27,-7.04,266.10,-8.17,91.60,3.60,3.30,0.30,2.05,3.29,1307.76,1.45,3.00,292.60',\n",
              " '01.01.2009 10:10:00,1000.43,-7.03,266.10,-8.16,91.60,3.60,3.30,0.30,2.05,3.30,1307.91,1.12,2.75,266.30',\n",
              " '01.01.2009 10:20:00,1000.54,-7.15,265.97,-8.34,91.10,3.57,3.25,0.32,2.02,3.25,1308.67,2.12,3.25,267.20',\n",
              " '01.01.2009 10:30:00,1000.68,-7.26,265.85,-8.47,91.00,3.54,3.22,0.32,2.00,3.22,1309.41,1.54,3.25,258.80',\n",
              " '01.01.2009 10:40:00,1000.78,-7.34,265.76,-8.57,90.80,3.51,3.19,0.32,1.99,3.19,1309.96,1.81,3.00,257.00',\n",
              " '01.01.2009 10:50:00,1000.83,-7.35,265.75,-8.57,90.90,3.51,3.19,0.32,1.99,3.19,1310.07,1.77,3.25,260.50',\n",
              " '01.01.2009 11:00:00,1000.87,-7.41,265.68,-8.66,90.70,3.50,3.17,0.33,1.97,3.17,1310.43,1.91,3.38,269.60',\n",
              " '01.01.2009 11:10:00,1000.81,-7.48,265.62,-8.76,90.50,3.48,3.15,0.33,1.96,3.14,1310.71,1.73,3.25,247.10',\n",
              " '01.01.2009 11:20:00,1000.74,-7.38,265.72,-8.64,90.60,3.50,3.17,0.33,1.98,3.17,1310.10,1.25,2.13,230.60',\n",
              " '01.01.2009 11:30:00,1000.61,-7.21,265.90,-8.53,90.20,3.55,3.20,0.35,1.99,3.20,1309.08,1.41,2.25,208.20',\n",
              " '01.01.2009 11:40:00,1000.50,-7.16,265.96,-8.54,89.80,3.56,3.20,0.36,1.99,3.20,1308.69,1.28,1.88,198.90',\n",
              " '01.01.2009 11:50:00,1000.36,-7.03,266.10,-8.44,89.60,3.60,3.23,0.37,2.01,3.22,1307.86,1.75,3.00,207.50',\n",
              " '01.01.2009 12:00:00,1000.30,-6.87,266.27,-8.28,89.60,3.64,3.27,0.38,2.03,3.26,1306.98,1.84,2.63,184.40',\n",
              " '01.01.2009 12:10:00,1000.21,-6.77,266.38,-8.19,89.50,3.67,3.29,0.39,2.05,3.29,1306.33,2.15,2.88,202.80',\n",
              " '01.01.2009 12:20:00,1000.18,-6.70,266.44,-8.09,89.80,3.69,3.32,0.38,2.06,3.32,1305.97,1.89,3.13,222.70',\n",
              " '01.01.2009 12:30:00,1000.14,-6.61,266.54,-8.00,89.70,3.72,3.34,0.38,2.08,3.34,1305.44,2.25,3.38,237.60',\n",
              " '01.01.2009 12:40:00,1000.02,-6.51,266.65,-7.93,89.50,3.75,3.36,0.39,2.09,3.36,1304.79,1.28,2.63,197.90',\n",
              " '01.01.2009 12:50:00,1000.02,-6.21,266.95,-7.65,89.40,3.84,3.43,0.41,2.14,3.43,1303.28,0.33,1.00,202.60',\n",
              " '01.01.2009 13:00:00,1000.03,-5.89,267.27,-7.46,88.60,3.93,3.48,0.45,2.17,3.48,1301.73,0.57,1.25,187.30',\n",
              " '01.01.2009 13:10:00,999.97,-5.83,267.33,-7.52,87.80,3.95,3.47,0.48,2.16,3.47,1301.38,0.86,1.38,160.90',\n",
              " '01.01.2009 13:20:00,999.97,-5.76,267.41,-7.46,87.70,3.97,3.48,0.49,2.17,3.48,1301.00,0.91,1.63,180.10',\n",
              " '01.01.2009 13:30:00,1000.02,-5.90,267.26,-7.62,87.50,3.93,3.44,0.49,2.14,3.44,1301.76,1.45,2.00,138.10',\n",
              " '01.01.2009 13:40:00,999.89,-5.97,267.20,-7.55,88.50,3.91,3.46,0.45,2.15,3.46,1301.94,1.22,1.88,161.40',\n",
              " '01.01.2009 13:50:00,999.81,-5.88,267.30,-7.44,88.60,3.94,3.49,0.45,2.17,3.49,1301.37,1.43,2.00,146.00',\n",
              " '01.01.2009 14:00:00,999.81,-5.94,267.24,-7.43,89.10,3.92,3.49,0.43,2.17,3.49,1301.67,1.25,2.00,144.00',\n",
              " '01.01.2009 14:10:00,999.81,-5.84,267.34,-7.26,89.60,3.95,3.54,0.41,2.20,3.54,1301.17,1.01,2.13,151.00',\n",
              " '01.01.2009 14:20:00,999.80,-5.76,267.41,-7.16,89.80,3.97,3.56,0.40,2.22,3.56,1300.77,1.19,1.88,157.00',\n",
              " '01.01.2009 14:30:00,999.81,-5.75,267.43,-7.14,89.80,3.97,3.57,0.41,2.22,3.57,1300.69,1.25,2.00,145.10',\n",
              " '01.01.2009 14:40:00,999.82,-5.76,267.41,-7.10,90.20,3.97,3.58,0.39,2.23,3.58,1300.77,1.35,2.25,137.70',\n",
              " '01.01.2009 14:50:00,999.83,-5.73,267.45,-7.05,90.30,3.98,3.59,0.39,2.24,3.59,1300.61,1.74,2.38,142.40',\n",
              " '01.01.2009 15:00:00,999.88,-5.69,267.48,-7.00,90.40,3.99,3.61,0.38,2.25,3.61,1300.51,1.17,1.88,134.90',\n",
              " '01.01.2009 15:10:00,999.98,-5.53,267.63,-6.87,90.20,4.04,3.64,0.40,2.27,3.64,1299.83,1.33,1.75,148.60',\n",
              " '01.01.2009 15:20:00,1000.06,-5.57,267.59,-6.97,89.80,4.03,3.62,0.41,2.25,3.62,1300.14,1.24,2.00,146.10',\n",
              " '01.01.2009 15:30:00,1000.04,-5.43,267.73,-6.80,90.00,4.07,3.66,0.41,2.28,3.66,1299.40,0.90,1.25,155.10',\n",
              " '01.01.2009 15:40:00,1000.00,-5.32,267.84,-6.76,89.50,4.11,3.68,0.43,2.29,3.68,1298.82,0.98,1.50,137.50',\n",
              " '01.01.2009 15:50:00,999.95,-5.36,267.81,-6.84,89.20,4.09,3.65,0.44,2.28,3.65,1298.95,1.48,2.25,151.90',\n",
              " '01.01.2009 16:00:00,999.94,-5.40,267.76,-6.86,89.40,4.08,3.65,0.43,2.27,3.65,1299.17,1.40,2.13,145.50',\n",
              " '01.01.2009 16:10:00,1000.05,-5.31,267.85,-6.69,89.90,4.11,3.69,0.42,2.30,3.69,1298.81,1.03,1.50,127.00',\n",
              " '01.01.2009 16:20:00,1000.05,-5.28,267.88,-6.68,89.80,4.12,3.70,0.42,2.30,3.70,1298.69,1.11,1.88,134.70',\n",
              " '01.01.2009 16:30:00,1000.10,-5.32,267.83,-6.77,89.50,4.11,3.67,0.43,2.29,3.67,1298.96,1.35,2.13,132.30',\n",
              " '01.01.2009 16:40:00,1000.17,-5.29,267.86,-6.70,89.70,4.12,3.69,0.42,2.30,3.69,1298.87,1.03,1.75,140.80',\n",
              " '01.01.2009 16:50:00,1000.13,-5.33,267.82,-6.81,89.20,4.10,3.66,0.44,2.28,3.66,1299.04,1.08,1.50,160.00',\n",
              " '01.01.2009 17:00:00,1000.17,-5.37,267.78,-6.82,89.40,4.09,3.66,0.43,2.28,3.66,1299.27,0.85,1.63,142.20',\n",
              " '01.01.2009 17:10:00,1000.17,-5.43,267.72,-6.90,89.30,4.07,3.64,0.44,2.26,3.64,1299.60,1.27,1.88,144.00',\n",
              " '01.01.2009 17:20:00,1000.18,-5.28,267.86,-6.68,89.80,4.12,3.70,0.42,2.30,3.70,1298.87,0.55,1.13,162.60',\n",
              " '01.01.2009 17:30:00,1000.18,-5.21,267.94,-6.70,89.20,4.14,3.69,0.45,2.30,3.69,1298.51,0.53,1.38,147.20',\n",
              " '01.01.2009 17:40:00,1000.17,-5.21,267.93,-6.75,88.90,4.14,3.68,0.46,2.29,3.68,1298.52,0.75,1.25,182.20',\n",
              " '01.01.2009 17:50:00,1000.16,-5.24,267.91,-6.77,88.90,4.13,3.67,0.46,2.29,3.67,1298.65,0.72,1.25,150.40',\n",
              " '01.01.2009 18:00:00,1000.16,-5.25,267.90,-6.75,89.10,4.13,3.68,0.45,2.29,3.68,1298.68,0.55,1.00,183.70',\n",
              " '01.01.2009 18:10:00,1000.13,-5.16,267.99,-6.67,89.10,4.16,3.70,0.45,2.31,3.70,1298.21,0.60,1.00,186.90',\n",
              " '01.01.2009 18:20:00,1000.07,-5.12,268.04,-6.62,89.10,4.17,3.72,0.45,2.31,3.72,1297.91,0.50,0.88,179.30',\n",
              " '01.01.2009 18:30:00,1000.11,-5.04,268.12,-6.57,88.90,4.20,3.73,0.47,2.32,3.73,1297.56,0.41,0.88,152.30',\n",
              " '01.01.2009 18:40:00,1000.18,-5.01,268.13,-6.58,88.70,4.20,3.73,0.47,2.32,3.73,1297.55,0.47,1.00,153.20',\n",
              " '01.01.2009 18:50:00,1000.23,-5.12,268.02,-6.68,88.70,4.17,3.70,0.47,2.30,3.70,1298.15,0.93,1.38,148.80',\n",
              " '01.01.2009 19:00:00,1000.22,-5.11,268.03,-6.57,89.40,4.17,3.73,0.44,2.32,3.73,1298.07,0.41,0.75,176.70',\n",
              " '01.01.2009 19:10:00,1000.30,-4.90,268.24,-6.36,89.40,4.24,3.79,0.45,2.36,3.79,1297.10,0.35,0.88,158.10',\n",
              " '01.01.2009 19:20:00,1000.19,-4.86,268.28,-6.40,88.90,4.25,3.78,0.47,2.35,3.78,1296.82,0.27,0.63,131.40',\n",
              " '01.01.2009 19:30:00,1000.18,-4.90,268.25,-6.46,88.70,4.24,3.76,0.48,2.34,3.76,1296.97,0.50,0.88,149.70',\n",
              " '01.01.2009 19:40:00,1000.14,-4.97,268.18,-6.53,88.70,4.22,3.74,0.48,2.33,3.74,1297.26,0.60,1.00,158.70',\n",
              " '01.01.2009 19:50:00,1000.18,-4.99,268.16,-6.51,89.00,4.21,3.75,0.46,2.33,3.75,1297.41,0.55,0.88,158.40',\n",
              " '01.01.2009 20:00:00,1000.22,-4.90,268.24,-6.38,89.30,4.24,3.79,0.45,2.36,3.78,1297.05,0.68,1.13,195.20',\n",
              " '01.01.2009 20:10:00,1000.27,-4.93,268.21,-6.38,89.50,4.23,3.78,0.44,2.36,3.78,1297.25,0.63,1.13,206.50',\n",
              " '01.01.2009 20:20:00,1000.21,-4.89,268.26,-6.29,89.80,4.24,3.81,0.43,2.37,3.81,1296.93,0.58,1.00,169.90',\n",
              " '01.01.2009 20:30:00,1000.19,-4.93,268.21,-6.32,89.90,4.23,3.80,0.43,2.37,3.80,1297.13,1.04,1.50,156.20',\n",
              " '01.01.2009 20:40:00,1000.24,-5.00,268.14,-6.34,90.20,4.21,3.80,0.41,2.36,3.80,1297.52,0.85,1.63,144.80',\n",
              " '01.01.2009 20:50:00,1000.30,-4.90,268.24,-6.19,90.60,4.24,3.84,0.40,2.39,3.84,1297.08,0.28,0.75,146.60',\n",
              " '01.01.2009 21:00:00,1000.19,-4.80,268.35,-6.14,90.20,4.27,3.85,0.42,2.40,3.85,1296.45,0.44,0.75,206.30',\n",
              " '01.01.2009 21:10:00,1000.19,-4.84,268.31,-6.21,90.00,4.26,3.83,0.43,2.39,3.83,1296.64,0.83,1.13,168.50',\n",
              " '01.01.2009 21:20:00,1000.15,-4.90,268.25,-6.25,90.20,4.24,3.82,0.42,2.38,3.82,1296.91,0.58,1.00,195.80',\n",
              " '01.01.2009 21:30:00,1000.09,-4.86,268.29,-6.18,90.40,4.25,3.84,0.41,2.39,3.84,1296.63,0.34,0.75,212.10',\n",
              " '01.01.2009 21:40:00,1000.06,-4.76,268.40,-6.06,90.50,4.29,3.88,0.41,2.42,3.88,1296.07,0.35,0.75,269.10',\n",
              " '01.01.2009 21:50:00,1000.03,-4.61,268.55,-5.90,90.60,4.34,3.93,0.41,2.45,3.93,1295.29,0.33,0.75,219.70',\n",
              " '01.01.2009 22:00:00,1000.00,-4.50,268.66,-5.82,90.40,4.37,3.95,0.42,2.46,3.95,1294.72,0.33,0.63,175.70',\n",
              " '01.01.2009 22:10:00,999.92,-4.41,268.76,-5.73,90.40,4.40,3.98,0.42,2.48,3.98,1294.16,0.18,0.50,170.10',\n",
              " '01.01.2009 22:20:00,999.93,-4.40,268.77,-5.77,90.10,4.40,3.97,0.44,2.47,3.97,1294.14,0.39,0.75,146.90',\n",
              " '01.01.2009 22:30:00,999.87,-4.32,268.85,-5.70,90.00,4.43,3.99,0.44,2.48,3.99,1293.65,0.20,0.50,172.80',\n",
              " '01.01.2009 22:40:00,999.80,-4.17,269.00,-5.60,89.70,4.48,4.02,0.46,2.50,4.02,1292.87,0.34,0.63,198.40',\n",
              " '01.01.2009 22:50:00,999.77,-4.30,268.88,-5.79,89.30,4.44,3.96,0.47,2.47,3.96,1293.46,0.47,0.75,210.80',\n",
              " '01.01.2009 23:00:00,999.77,-4.47,268.71,-5.84,90.10,4.38,3.95,0.43,2.46,3.95,1294.29,0.65,1.00,219.30',\n",
              " '01.01.2009 23:10:00,999.80,-4.50,268.68,-5.71,91.20,4.37,3.99,0.38,2.48,3.99,1294.45,0.37,0.88,149.60',\n",
              " '01.01.2009 23:20:00,999.81,-4.51,268.66,-5.65,91.70,4.37,4.00,0.36,2.50,4.01,1294.50,0.44,0.88,198.60',\n",
              " '01.01.2009 23:30:00,999.80,-4.33,268.84,-5.36,92.50,4.43,4.09,0.33,2.55,4.09,1293.60,0.24,0.63,132.70',\n",
              " '01.01.2009 23:40:00,999.71,-4.33,268.85,-5.43,92.00,4.43,4.07,0.35,2.54,4.07,1293.47,0.77,1.13,206.40',\n",
              " '01.01.2009 23:50:00,999.67,-4.58,268.61,-5.62,92.40,4.34,4.01,0.33,2.50,4.02,1294.65,0.69,1.25,213.90',\n",
              " '02.01.2009 00:00:00,999.59,-4.54,268.65,-5.46,93.20,4.36,4.06,0.30,2.53,4.06,1294.33,0.41,0.88,155.00',\n",
              " '02.01.2009 00:10:00,999.55,-4.60,268.60,-5.52,93.20,4.34,4.04,0.29,2.52,4.04,1294.58,0.85,1.38,151.20',\n",
              " '02.01.2009 00:20:00,999.56,-4.67,268.53,-5.52,93.70,4.32,4.04,0.27,2.52,4.05,1294.91,0.83,1.50,148.80',\n",
              " '02.01.2009 00:30:00,999.56,-4.66,268.53,-5.46,94.10,4.32,4.06,0.25,2.53,4.06,1294.89,0.53,1.38,154.30',\n",
              " '02.01.2009 00:40:00,999.48,-4.55,268.65,-5.31,94.40,4.35,4.11,0.24,2.56,4.11,1294.22,0.41,1.25,159.30',\n",
              " '02.01.2009 00:50:00,999.44,-4.43,268.77,-5.19,94.40,4.39,4.15,0.25,2.59,4.15,1293.56,0.63,1.13,192.10',\n",
              " '02.01.2009 01:00:00,999.34,-4.44,268.77,-5.19,94.40,4.39,4.15,0.25,2.58,4.15,1293.47,0.28,1.00,148.10',\n",
              " '02.01.2009 01:10:00,999.31,-4.39,268.82,-5.14,94.50,4.41,4.16,0.24,2.60,4.17,1293.22,0.42,1.25,153.50',\n",
              " '02.01.2009 01:20:00,999.21,-4.40,268.82,-5.16,94.40,4.40,4.16,0.25,2.59,4.16,1293.11,0.51,0.88,146.20',\n",
              " '02.01.2009 01:30:00,999.18,-4.40,268.82,-5.13,94.60,4.40,4.17,0.24,2.60,4.17,1293.08,0.27,0.63,165.10',\n",
              " '02.01.2009 01:40:00,999.08,-4.31,268.92,-5.03,94.70,4.43,4.20,0.24,2.62,4.20,1292.49,0.22,0.75,185.00',\n",
              " '02.01.2009 01:50:00,999.00,-4.26,268.98,-4.99,94.60,4.45,4.21,0.24,2.63,4.21,1292.14,0.37,0.75,223.10',\n",
              " '02.01.2009 02:00:00,998.93,-4.29,268.95,-5.04,94.50,4.44,4.20,0.24,2.62,4.20,1292.22,0.49,0.88,209.80',\n",
              " '02.01.2009 02:10:00,998.93,-4.26,268.99,-4.99,94.60,4.45,4.21,0.24,2.63,4.22,1292.03,0.29,0.75,182.30',\n",
              " '02.01.2009 02:20:00,998.82,-4.27,268.99,-5.02,94.40,4.45,4.20,0.25,2.62,4.20,1291.94,0.30,0.75,148.50',\n",
              " '02.01.2009 02:30:00,998.82,-4.30,268.95,-5.04,94.50,4.44,4.19,0.24,2.62,4.20,1292.11,0.39,0.75,223.60',\n",
              " '02.01.2009 02:40:00,998.78,-4.32,268.94,-5.05,94.60,4.43,4.19,0.24,2.61,4.20,1292.15,0.61,1.13,176.30',\n",
              " '02.01.2009 02:50:00,998.73,-4.39,268.87,-5.12,94.60,4.41,4.17,0.24,2.60,4.18,1292.43,0.45,0.75,194.00',\n",
              " '02.01.2009 03:00:00,998.69,-4.45,268.81,-5.15,94.80,4.39,4.16,0.23,2.59,4.16,1292.69,0.65,1.00,203.30',\n",
              " '02.01.2009 03:10:00,998.67,-4.50,268.76,-5.17,95.00,4.37,4.15,0.22,2.59,4.16,1292.90,0.72,1.00,177.50',\n",
              " '02.01.2009 03:20:00,998.58,-4.48,268.79,-5.12,95.20,4.38,4.17,0.21,2.60,4.17,1292.66,0.56,0.88,179.30',\n",
              " '02.01.2009 03:30:00,998.49,-4.43,268.84,-5.07,95.30,4.39,4.19,0.21,2.61,4.19,1292.34,0.57,1.00,212.20',\n",
              " '02.01.2009 03:40:00,998.44,-4.33,268.95,-4.94,95.50,4.43,4.23,0.20,2.64,4.23,1291.75,0.42,0.88,160.70',\n",
              " '02.01.2009 03:50:00,998.39,-4.41,268.87,-5.07,95.10,4.40,4.18,0.22,2.61,4.19,1292.10,0.92,1.50,167.60',\n",
              " '02.01.2009 04:00:00,998.32,-4.58,268.71,-5.22,95.20,4.34,4.14,0.21,2.58,4.14,1292.83,0.77,1.38,190.20',\n",
              " '02.01.2009 04:10:00,998.29,-4.63,268.66,-5.25,95.40,4.33,4.13,0.20,2.58,4.14,1293.05,0.83,1.25,190.80',\n",
              " '02.01.2009 04:20:00,998.12,-4.63,268.68,-5.23,95.50,4.33,4.13,0.19,2.58,4.14,1292.80,0.80,1.25,222.00',\n",
              " '02.01.2009 04:30:00,997.95,-4.74,268.58,-5.33,95.60,4.29,4.10,0.19,2.56,4.11,1293.15,1.05,1.50,223.20',\n",
              " '02.01.2009 04:40:00,998.03,-4.86,268.45,-5.44,95.70,4.25,4.07,0.18,2.54,4.08,1293.84,0.50,1.00,113.50',\n",
              " '02.01.2009 04:50:00,998.08,-4.97,268.34,-5.51,95.90,4.22,4.05,0.17,2.53,4.05,1294.44,0.49,1.13,107.10',\n",
              " '02.01.2009 05:00:00,998.10,-4.96,268.34,-5.50,96.00,4.22,4.05,0.17,2.53,4.06,1294.44,0.79,1.25,22.22',\n",
              " '02.01.2009 05:10:00,998.21,-4.94,268.36,-5.48,96.00,4.23,4.06,0.17,2.53,4.06,1294.48,1.03,1.63,344.20',\n",
              " '02.01.2009 05:20:00,998.21,-4.78,268.52,-5.27,96.30,4.28,4.12,0.16,2.57,4.13,1293.66,0.90,1.50,358.80',\n",
              " '02.01.2009 05:30:00,998.13,-4.63,268.68,-5.14,96.20,4.33,4.16,0.16,2.60,4.17,1292.80,0.44,1.00,30.37',\n",
              " '02.01.2009 05:40:00,998.02,-4.64,268.67,-5.19,95.90,4.32,4.15,0.18,2.59,4.16,1292.73,0.49,0.88,166.50',\n",
              " '02.01.2009 05:50:00,997.93,-4.67,268.65,-5.21,96.00,4.31,4.14,0.17,2.59,4.15,1292.78,0.44,1.13,312.70',\n",
              " '02.01.2009 06:00:00,998.00,-4.43,268.88,-4.94,96.20,4.39,4.23,0.17,2.64,4.23,1291.66,0.81,2.13,40.88',\n",
              " '02.01.2009 06:10:00,998.11,-4.38,268.93,-4.93,95.90,4.41,4.23,0.18,2.64,4.24,1291.55,0.75,1.63,52.73',\n",
              " '02.01.2009 06:20:00,998.15,-4.32,268.98,-4.87,95.90,4.43,4.25,0.18,2.65,4.26,1291.31,0.68,1.38,38.00',\n",
              " '02.01.2009 06:30:00,998.21,-4.25,269.05,-4.81,95.80,4.46,4.27,0.19,2.66,4.28,1291.03,0.25,0.75,59.41',\n",
              " '02.01.2009 06:40:00,998.22,-4.16,269.14,-4.75,95.60,4.48,4.29,0.20,2.68,4.30,1290.61,0.93,2.00,52.70',\n",
              " '02.01.2009 06:50:00,998.19,-4.26,269.04,-4.88,95.40,4.45,4.25,0.20,2.65,4.25,1291.06,0.97,1.75,26.64',\n",
              " '02.01.2009 07:00:00,998.17,-4.28,269.02,-4.89,95.50,4.44,4.24,0.20,2.65,4.25,1291.15,0.53,1.13,156.40',\n",
              " '02.01.2009 07:10:00,998.19,-4.34,268.96,-4.98,95.30,4.42,4.21,0.21,2.63,4.22,1291.50,0.33,0.63,202.60',\n",
              " '02.01.2009 07:20:00,998.20,-4.37,268.93,-5.01,95.20,4.42,4.20,0.21,2.62,4.21,1291.62,0.38,0.63,216.90',\n",
              " '02.01.2009 07:30:00,998.22,-4.33,268.97,-4.97,95.20,4.43,4.22,0.21,2.63,4.22,1291.44,1.04,1.75,197.70',\n",
              " '02.01.2009 07:40:00,998.17,-4.43,268.87,-5.09,95.10,4.39,4.18,0.22,2.61,4.19,1291.91,1.11,2.38,190.70',\n",
              " '02.01.2009 07:50:00,998.18,-4.39,268.91,-5.05,95.10,4.41,4.19,0.22,2.62,4.20,1291.73,1.14,2.38,168.00',\n",
              " '02.01.2009 08:00:00,998.18,-4.33,268.97,-5.04,94.80,4.43,4.20,0.23,2.62,4.20,1291.44,1.64,2.38,178.70',\n",
              " '02.01.2009 08:10:00,998.11,-4.37,268.94,-5.08,94.70,4.41,4.18,0.23,2.61,4.19,1291.52,1.62,2.38,176.80',\n",
              " '02.01.2009 08:20:00,998.10,-4.31,268.99,-5.03,94.70,4.43,4.20,0.23,2.62,4.21,1291.24,1.42,2.25,174.70',\n",
              " '02.01.2009 08:30:00,998.15,-4.30,269.00,-5.06,94.40,4.44,4.19,0.25,2.61,4.20,1291.24,1.97,2.63,174.80',\n",
              " '02.01.2009 08:40:00,998.29,-4.24,269.05,-5.00,94.40,4.46,4.21,0.25,2.63,4.22,1291.14,1.39,2.00,173.90',\n",
              " '02.01.2009 08:50:00,998.34,-4.17,269.12,-4.97,94.10,4.48,4.22,0.26,2.63,4.23,1290.83,1.68,2.50,176.20',\n",
              " '02.01.2009 09:00:00,998.35,-4.13,269.16,-4.97,93.80,4.49,4.22,0.28,2.63,4.22,1290.68,1.32,1.88,184.50',\n",
              " '02.01.2009 09:10:00,998.39,-4.07,269.22,-4.93,93.70,4.52,4.23,0.28,2.64,4.24,1290.42,1.15,1.63,176.00',\n",
              " '02.01.2009 09:20:00,998.46,-3.95,269.33,-4.87,93.30,4.56,4.25,0.31,2.65,4.26,1289.96,1.31,2.00,169.90',\n",
              " '02.01.2009 09:30:00,998.53,-3.90,269.38,-4.84,93.10,4.57,4.26,0.32,2.66,4.27,1289.77,1.42,1.88,180.80',\n",
              " '02.01.2009 09:40:00,998.59,-3.90,269.37,-4.90,92.70,4.57,4.24,0.33,2.65,4.25,1289.86,1.44,1.88,188.80',\n",
              " '02.01.2009 09:50:00,998.58,-3.92,269.35,-4.94,92.60,4.57,4.23,0.34,2.64,4.23,1289.99,1.24,1.75,167.90',\n",
              " '02.01.2009 10:00:00,998.65,-3.93,269.34,-4.99,92.30,4.56,4.21,0.35,2.63,4.22,1290.10,1.83,2.25,141.70',\n",
              " '02.01.2009 10:10:00,998.78,-3.97,269.29,-5.00,92.50,4.55,4.21,0.34,2.63,4.21,1290.45,1.78,2.25,140.50',\n",
              " '02.01.2009 10:20:00,998.83,-3.93,269.32,-4.93,92.70,4.56,4.23,0.33,2.64,4.23,1290.35,1.46,2.00,143.10',\n",
              " '02.01.2009 10:30:00,998.84,-3.90,269.35,-4.91,92.60,4.57,4.24,0.34,2.64,4.24,1290.20,1.88,2.38,139.70',\n",
              " '02.01.2009 10:40:00,998.87,-3.87,269.38,-4.88,92.60,4.59,4.25,0.34,2.65,4.25,1290.06,1.69,2.25,140.60',\n",
              " '02.01.2009 10:50:00,998.92,-3.74,269.51,-4.77,92.50,4.63,4.28,0.35,2.67,4.29,1289.50,1.42,1.88,137.70',\n",
              " '02.01.2009 11:00:00,998.98,-3.62,269.62,-4.68,92.30,4.67,4.31,0.36,2.69,4.32,1288.99,1.21,1.63,141.50',\n",
              " '02.01.2009 11:10:00,998.88,-3.49,269.76,-4.61,91.90,4.72,4.33,0.38,2.70,4.34,1288.25,1.95,2.50,152.90',\n",
              " '02.01.2009 11:20:00,998.79,-3.36,269.89,-4.51,91.70,4.76,4.37,0.40,2.72,4.37,1287.49,2.00,2.75,182.50',\n",
              " '02.01.2009 11:30:00,998.88,-3.21,270.04,-4.43,91.20,4.82,4.39,0.42,2.74,4.40,1286.88,1.44,1.88,170.60',\n",
              " '02.01.2009 11:40:00,998.88,-3.17,270.08,-4.45,90.80,4.83,4.39,0.44,2.74,4.39,1286.66,1.52,2.38,151.30',\n",
              " '02.01.2009 11:50:00,998.94,-3.02,270.22,-4.33,90.60,4.89,4.43,0.46,2.76,4.43,1286.02,1.33,2.00,142.40',\n",
              " '02.01.2009 12:00:00,998.91,-3.12,270.13,-4.50,90.10,4.85,4.37,0.48,2.73,4.38,1286.47,1.54,2.00,127.00',\n",
              " '02.01.2009 12:10:00,998.85,-3.07,270.18,-4.40,90.50,4.87,4.41,0.46,2.75,4.41,1286.16,1.20,2.13,126.40',\n",
              " '02.01.2009 12:20:00,998.82,-2.90,270.35,-4.33,89.80,4.93,4.43,0.50,2.76,4.43,1285.32,1.00,1.50,160.70',\n",
              " '02.01.2009 12:30:00,998.78,-2.81,270.45,-4.36,89.00,4.96,4.42,0.55,2.76,4.42,1284.82,1.02,1.50,144.30',\n",
              " '02.01.2009 12:40:00,998.64,-2.80,270.47,-4.39,88.70,4.97,4.41,0.56,2.75,4.41,1284.58,1.06,1.63,181.40',\n",
              " '02.01.2009 12:50:00,998.61,-2.64,270.63,-4.27,88.50,5.03,4.45,0.58,2.78,4.46,1283.79,0.74,1.38,141.60',\n",
              " '02.01.2009 13:00:00,998.59,-2.53,270.74,-4.23,88.00,5.07,4.46,0.61,2.78,4.47,1283.22,0.92,1.50,129.40',\n",
              " '02.01.2009 13:10:00,998.58,-2.54,270.73,-4.30,87.60,5.07,4.44,0.63,2.77,4.44,1283.27,1.13,1.75,141.10',\n",
              " '02.01.2009 13:20:00,998.62,-2.49,270.77,-4.23,87.80,5.08,4.46,0.62,2.78,4.47,1283.09,0.88,1.38,138.70',\n",
              " '02.01.2009 13:30:00,998.60,-2.26,271.01,-4.08,87.20,5.17,4.51,0.66,2.81,4.52,1281.93,0.66,1.50,158.10',\n",
              " '02.01.2009 13:40:00,998.67,-2.21,271.05,-4.13,86.60,5.19,4.49,0.70,2.80,4.50,1281.82,0.59,1.00,138.80',\n",
              " '02.01.2009 13:50:00,998.70,-2.41,270.85,-4.33,86.60,5.11,4.43,0.69,2.76,4.43,1282.82,0.65,1.25,76.20',\n",
              " '02.01.2009 14:00:00,998.73,-2.56,270.70,-4.29,87.80,5.06,4.44,0.62,2.77,4.45,1283.56,0.73,1.25,42.40',\n",
              " '02.01.2009 14:10:00,998.73,-2.62,270.63,-4.24,88.60,5.03,4.46,0.57,2.78,4.46,1283.86,0.92,1.50,32.27',\n",
              " '02.01.2009 14:20:00,998.75,-2.54,270.72,-4.09,89.00,5.07,4.51,0.56,2.81,4.51,1283.45,0.44,1.00,85.80',\n",
              " '02.01.2009 14:30:00,998.70,-2.14,271.12,-3.88,87.80,5.22,4.58,0.64,2.86,4.59,1281.45,0.84,1.38,145.30',\n",
              " '02.01.2009 14:40:00,998.75,-2.22,271.04,-4.08,87.00,5.19,4.51,0.67,2.82,4.52,1281.94,0.76,1.13,173.00',\n",
              " '02.01.2009 14:50:00,998.71,-2.18,271.08,-3.97,87.50,5.20,4.55,0.65,2.84,4.56,1281.71,0.28,0.63,217.40',\n",
              " '02.01.2009 15:00:00,998.87,-2.12,271.12,-4.00,86.90,5.22,4.54,0.68,2.83,4.54,1281.64,0.47,1.00,336.30',\n",
              " '02.01.2009 15:10:00,999.05,-2.31,270.92,-4.12,87.30,5.15,4.50,0.65,2.81,4.50,1282.76,0.94,1.25,21.58',\n",
              " '02.01.2009 15:20:00,999.14,-2.42,270.80,-4.05,88.50,5.11,4.52,0.59,2.82,4.53,1283.40,1.35,2.00,15.64',\n",
              " '02.01.2009 15:30:00,999.25,-2.47,270.75,-4.01,89.10,5.09,4.54,0.55,2.83,4.54,1283.77,2.18,2.75,20.08',\n",
              " '02.01.2009 15:40:00,999.32,-2.55,270.67,-4.04,89.40,5.06,4.53,0.54,2.82,4.53,1284.21,2.39,3.63,26.15',\n",
              " '02.01.2009 15:50:00,999.46,-2.65,270.56,-4.12,89.50,5.03,4.50,0.53,2.80,4.50,1284.88,2.94,4.00,15.71',\n",
              " '02.01.2009 16:00:00,999.59,-2.76,270.43,-4.22,89.60,4.98,4.46,0.52,2.78,4.46,1285.63,2.91,4.13,11.99',\n",
              " '02.01.2009 16:10:00,999.62,-2.81,270.38,-4.26,89.70,4.96,4.45,0.51,2.77,4.45,1285.90,2.16,3.13,8.34',\n",
              " '02.01.2009 16:20:00,999.80,-2.83,270.34,-4.32,89.40,4.95,4.43,0.53,2.76,4.43,1286.25,2.03,3.25,7.34',\n",
              " '02.01.2009 16:30:00,999.92,-2.84,270.33,-4.47,88.40,4.95,4.38,0.57,2.73,4.38,1286.45,1.30,2.50,9.22',\n",
              " '02.01.2009 16:40:00,1000.13,-2.83,270.32,-4.49,88.30,4.95,4.37,0.58,2.73,4.37,1286.71,1.70,2.75,8.57',\n",
              " '02.01.2009 16:50:00,1000.16,-2.84,270.31,-4.45,88.60,4.95,4.39,0.56,2.73,4.39,1286.77,1.11,2.38,347.00',\n",
              " '02.01.2009 17:00:00,1000.21,-2.88,270.26,-4.43,89.00,4.94,4.39,0.54,2.74,4.39,1287.04,1.52,2.88,7.05',\n",
              " '02.01.2009 17:10:00,1000.23,-2.96,270.18,-4.44,89.50,4.91,4.39,0.52,2.74,4.39,1287.44,1.22,2.13,355.10',\n",
              " '02.01.2009 17:20:00,1000.35,-2.96,270.17,-4.36,90.00,4.91,4.42,0.49,2.75,4.41,1287.59,1.24,2.13,357.00',\n",
              " '02.01.2009 17:30:00,1000.43,-2.97,270.16,-4.32,90.30,4.91,4.43,0.48,2.76,4.43,1287.70,1.50,2.88,8.76',\n",
              " '02.01.2009 17:40:00,1000.54,-3.03,270.09,-4.28,91.00,4.88,4.44,0.44,2.77,4.44,1288.14,1.76,2.50,9.15',\n",
              " '02.01.2009 17:50:00,1000.66,-3.05,270.06,-4.18,91.80,4.88,4.48,0.40,2.79,4.47,1288.35,1.62,2.75,13.10',\n",
              " '02.01.2009 18:00:00,1000.74,-3.07,270.03,-4.14,92.30,4.87,4.49,0.37,2.80,4.49,1288.58,2.97,4.63,12.56',\n",
              " '02.01.2009 18:10:00,1000.78,-3.16,269.94,-4.23,92.30,4.83,4.46,0.37,2.78,4.46,1289.07,3.44,6.13,24.44',\n",
              " '02.01.2009 18:20:00,1000.92,-3.20,269.89,-4.32,91.90,4.82,4.43,0.39,2.76,4.43,1289.44,3.26,4.75,15.55',\n",
              " '02.01.2009 18:30:00,1000.98,-3.23,269.85,-4.41,91.50,4.81,4.40,0.41,2.74,4.40,1289.69,3.48,4.63,13.29',\n",
              " '02.01.2009 18:40:00,1001.13,-3.29,269.78,-4.56,90.90,4.79,4.35,0.44,2.71,4.35,1290.18,3.51,5.38,15.81',\n",
              " '02.01.2009 18:50:00,1001.19,-3.30,269.77,-4.62,90.50,4.79,4.33,0.45,2.69,4.33,1290.30,3.30,4.63,15.74',\n",
              " '02.01.2009 19:00:00,1001.27,-3.34,269.72,-4.64,90.70,4.77,4.33,0.44,2.69,4.32,1290.63,3.07,4.50,14.34',\n",
              " '02.01.2009 19:10:00,1001.34,-3.36,269.69,-4.56,91.40,4.76,4.35,0.41,2.71,4.35,1290.81,2.81,4.13,10.57',\n",
              " '02.01.2009 19:20:00,1001.40,-3.36,269.69,-4.47,92.00,4.76,4.38,0.38,2.73,4.37,1290.86,1.99,3.50,17.52',\n",
              " '02.01.2009 19:30:00,1001.46,-3.36,269.68,-4.44,92.20,4.76,4.39,0.37,2.73,4.38,1290.94,2.19,3.88,13.96',\n",
              " '02.01.2009 19:40:00,1001.57,-3.36,269.68,-4.40,92.50,4.76,4.40,0.36,2.74,4.40,1291.08,2.55,3.88,18.38',\n",
              " '02.01.2009 19:50:00,1001.71,-3.31,269.72,-4.30,92.80,4.78,4.44,0.34,2.76,4.43,1290.98,2.11,3.13,23.41',\n",
              " '02.01.2009 20:00:00,1001.83,-3.30,269.72,-4.29,92.80,4.79,4.44,0.34,2.76,4.43,1291.08,2.89,4.00,24.28',\n",
              " '02.01.2009 20:10:00,1001.90,-3.28,269.74,-4.30,92.60,4.79,4.44,0.35,2.76,4.43,1291.08,2.09,3.13,21.20',\n",
              " '02.01.2009 20:20:00,1002.01,-3.36,269.65,-4.41,92.40,4.76,4.40,0.36,2.74,4.39,1291.62,3.01,4.88,13.15',\n",
              " '02.01.2009 20:30:00,1002.03,-3.36,269.64,-4.41,92.40,4.76,4.40,0.36,2.74,4.39,1291.67,2.89,4.13,21.52',\n",
              " '02.01.2009 20:40:00,1002.13,-3.36,269.64,-4.44,92.20,4.76,4.39,0.37,2.73,4.38,1291.79,2.99,4.25,20.42',\n",
              " '02.01.2009 20:50:00,1002.15,-3.43,269.56,-4.51,92.20,4.74,4.37,0.37,2.72,4.36,1292.16,2.98,4.75,20.56',\n",
              " '02.01.2009 21:00:00,1002.23,-3.49,269.50,-4.61,91.90,4.72,4.34,0.38,2.69,4.33,1292.57,2.48,3.88,14.31',\n",
              " '02.01.2009 21:10:00,1002.32,-3.50,269.48,-4.64,91.70,4.71,4.32,0.39,2.69,4.31,1292.73,2.69,3.75,22.07',\n",
              " '02.01.2009 21:20:00,1002.36,-3.52,269.46,-4.72,91.30,4.71,4.30,0.41,2.67,4.29,1292.90,3.26,5.13,23.45',\n",
              " '02.01.2009 21:30:00,1002.37,-3.66,269.32,-4.99,90.40,4.66,4.21,0.45,2.62,4.20,1293.61,3.87,5.00,18.31',\n",
              " '02.01.2009 21:40:00,1002.35,-3.80,269.18,-5.22,89.80,4.61,4.14,0.47,2.57,4.13,1294.31,3.42,4.75,20.89',\n",
              " '02.01.2009 21:50:00,1002.39,-3.94,269.04,-5.43,89.30,4.56,4.07,0.49,2.53,4.06,1295.07,3.01,4.13,29.22',\n",
              " '02.01.2009 22:00:00,1002.39,-4.02,268.96,-5.58,88.80,4.53,4.03,0.51,2.50,4.02,1295.46,3.06,4.13,23.48',\n",
              " '02.01.2009 22:10:00,1002.39,-4.06,268.91,-5.68,88.40,4.52,3.99,0.52,2.48,3.98,1295.70,3.06,4.00,15.50',\n",
              " '02.01.2009 22:20:00,1002.44,-4.20,268.77,-5.78,88.70,4.47,3.97,0.51,2.46,3.96,1296.43,2.39,3.63,24.21',\n",
              " '02.01.2009 22:30:00,1002.54,-4.34,268.63,-5.88,88.90,4.42,3.93,0.49,2.44,3.92,1297.24,1.74,2.88,12.55',\n",
              " '02.01.2009 22:40:00,1002.52,-4.30,268.66,-5.80,89.20,4.44,3.96,0.48,2.46,3.95,1297.05,1.81,3.00,13.50',\n",
              " '02.01.2009 22:50:00,1002.57,-4.35,268.61,-5.79,89.60,4.42,3.96,0.46,2.46,3.95,1297.33,1.42,2.88,354.10',\n",
              " '02.01.2009 23:00:00,1002.52,-4.38,268.59,-5.80,89.70,4.41,3.96,0.45,2.46,3.95,1297.39,0.74,1.38,354.00',\n",
              " '02.01.2009 23:10:00,1002.64,-4.45,268.51,-5.89,89.60,4.39,3.93,0.46,2.44,3.92,1297.89,0.82,1.63,313.20',\n",
              " '02.01.2009 23:20:00,1002.65,-4.53,268.43,-5.95,89.70,4.36,3.91,0.45,2.43,3.90,1298.32,1.26,2.13,323.80',\n",
              " '02.01.2009 23:30:00,1002.64,-4.57,268.39,-5.97,89.90,4.35,3.91,0.44,2.43,3.90,1298.51,1.38,2.75,349.20',\n",
              " '02.01.2009 23:40:00,1002.53,-4.56,268.41,-5.97,89.80,4.35,3.91,0.44,2.43,3.90,1298.31,2.13,2.75,17.64',\n",
              " '02.01.2009 23:50:00,1002.35,-4.59,268.39,-6.03,89.60,4.34,3.89,0.45,2.42,3.88,1298.26,1.98,2.38,17.74',\n",
              " '03.01.2009 00:00:00,1002.32,-4.71,268.27,-6.09,90.00,4.30,3.87,0.43,2.41,3.86,1298.79,1.42,1.88,16.85',\n",
              " '03.01.2009 00:10:00,1002.39,-4.89,268.09,-6.16,90.70,4.24,3.85,0.39,2.39,3.84,1299.75,0.80,1.38,13.01',\n",
              " '03.01.2009 00:20:00,1002.39,-5.20,267.78,-6.49,90.60,4.14,3.75,0.39,2.33,3.75,1301.31,0.47,0.88,189.40',\n",
              " '03.01.2009 00:30:00,1002.49,-5.48,267.49,-6.70,91.10,4.06,3.69,0.36,2.30,3.69,1302.85,0.38,0.88,240.20',\n",
              " '03.01.2009 00:40:00,1002.42,-5.50,267.48,-6.61,91.80,4.05,3.72,0.33,2.31,3.71,1302.82,0.12,0.38,200.20',\n",
              " '03.01.2009 00:50:00,1002.39,-5.43,267.55,-6.49,92.20,4.07,3.75,0.32,2.33,3.75,1302.43,0.96,1.75,244.90',\n",
              " '03.01.2009 01:00:00,1002.39,-5.28,267.70,-6.35,92.10,4.12,3.79,0.33,2.36,3.78,1301.68,0.27,1.00,292.80',\n",
              " '03.01.2009 01:10:00,1002.39,-5.39,267.58,-6.62,91.00,4.08,3.72,0.37,2.31,3.71,1302.27,0.63,1.13,140.20',\n",
              " '03.01.2009 01:20:00,1002.31,-5.66,267.32,-6.93,90.70,4.00,3.63,0.37,2.25,3.62,1303.51,0.64,1.38,325.20',\n",
              " '03.01.2009 01:30:00,1002.34,-5.70,267.28,-6.90,91.20,3.99,3.64,0.35,2.26,3.63,1303.75,0.96,1.63,49.94',\n",
              " '03.01.2009 01:40:00,1002.36,-5.89,267.09,-7.04,91.50,3.93,3.60,0.33,2.23,3.59,1304.71,0.99,1.38,2.56',\n",
              " '03.01.2009 01:50:00,1002.27,-6.08,266.90,-7.18,91.90,3.87,3.56,0.31,2.21,3.55,1305.55,0.74,1.75,20.66',\n",
              " '03.01.2009 02:00:00,1002.27,-6.23,266.76,-7.26,92.30,3.83,3.54,0.29,2.20,3.53,1306.26,0.39,1.00,279.20',\n",
              " '03.01.2009 02:10:00,1002.28,-6.38,266.60,-7.42,92.30,3.78,3.49,0.29,2.17,3.49,1307.06,0.43,0.75,178.70',\n",
              " '03.01.2009 02:20:00,1002.29,-6.55,266.44,-7.52,92.70,3.74,3.46,0.27,2.15,3.46,1307.89,0.67,1.00,239.30',\n",
              " '03.01.2009 02:30:00,1002.37,-6.41,266.57,-7.31,93.30,3.78,3.52,0.25,2.19,3.51,1307.32,0.47,1.13,196.40',\n",
              " '03.01.2009 02:40:00,1002.27,-6.12,266.87,-7.00,93.40,3.86,3.61,0.25,2.24,3.60,1305.69,0.38,0.88,127.10',\n",
              " '03.01.2009 02:50:00,1002.20,-6.01,266.98,-6.99,92.70,3.89,3.61,0.28,2.24,3.60,1305.09,0.34,1.13,181.20',\n",
              " '03.01.2009 03:00:00,1002.15,-6.13,266.87,-7.22,91.90,3.86,3.55,0.31,2.20,3.54,1305.61,0.43,0.75,76.80',\n",
              " '03.01.2009 03:10:00,1002.14,-6.36,266.63,-7.44,92.00,3.79,3.49,0.30,2.17,3.48,1306.79,0.19,0.63,73.10',\n",
              " '03.01.2009 03:20:00,1002.14,-6.48,266.52,-7.51,92.30,3.76,3.47,0.29,2.16,3.46,1307.35,0.31,0.88,296.30',\n",
              " '03.01.2009 03:30:00,1002.06,-6.46,266.54,-7.44,92.70,3.76,3.49,0.27,2.17,3.48,1307.15,0.57,1.00,231.80',\n",
              " '03.01.2009 03:40:00,1002.03,-6.33,266.68,-7.32,92.60,3.80,3.52,0.28,2.19,3.51,1306.44,0.25,0.63,145.40',\n",
              " '03.01.2009 03:50:00,1002.01,-6.39,266.62,-7.42,92.30,3.78,3.49,0.29,2.17,3.48,1306.74,0.82,1.75,240.80',\n",
              " '03.01.2009 04:00:00,1002.02,-6.21,266.79,-7.32,91.80,3.83,3.52,0.31,2.19,3.51,1305.89,0.77,1.50,273.20',\n",
              " '03.01.2009 04:10:00,1001.99,-6.17,266.84,-7.40,90.90,3.85,3.50,0.35,2.17,3.49,1305.62,0.27,0.75,162.30',\n",
              " '03.01.2009 04:20:00,1001.97,-6.25,266.76,-7.47,91.00,3.82,3.48,0.34,2.16,3.47,1306.00,0.31,1.00,96.20',\n",
              " '03.01.2009 04:30:00,1001.93,-6.30,266.72,-7.47,91.30,3.81,3.48,0.33,2.16,3.47,1306.20,0.37,0.88,192.00',\n",
              " '03.01.2009 04:40:00,1001.90,-6.49,266.53,-7.65,91.40,3.75,3.43,0.32,2.13,3.42,1307.11,0.24,0.63,180.70',\n",
              " '03.01.2009 04:50:00,1001.79,-6.64,266.38,-7.79,91.50,3.71,3.39,0.32,2.11,3.39,1307.75,0.51,0.88,191.20',\n",
              " '03.01.2009 05:00:00,1001.65,-7.02,266.01,-8.10,91.90,3.60,3.31,0.29,2.06,3.31,1309.46,0.48,0.88,193.90',\n",
              " '03.01.2009 05:10:00,1001.52,-7.19,265.85,-8.20,92.40,3.56,3.29,0.27,2.04,3.28,1310.14,0.39,0.88,158.20',\n",
              " '03.01.2009 05:20:00,1001.40,-7.35,265.70,-8.36,92.40,3.51,3.24,0.27,2.02,3.24,1310.79,0.55,1.00,65.23',\n",
              " '03.01.2009 05:30:00,1001.29,-7.54,265.52,-8.50,92.80,3.46,3.21,0.25,2.00,3.21,1311.60,0.45,0.88,58.63',\n",
              " '03.01.2009 05:40:00,1001.29,-7.80,265.26,-8.71,93.10,3.39,3.16,0.23,1.96,3.15,1312.91,0.28,0.75,17.82',\n",
              " '03.01.2009 05:50:00,1001.31,-7.96,265.10,-8.80,93.60,3.35,3.13,0.21,1.95,3.13,1313.75,0.20,0.75,76.70',\n",
              " '03.01.2009 06:00:00,1001.29,-8.20,264.86,-9.05,93.50,3.29,3.07,0.21,1.91,3.07,1314.93,0.47,1.75,221.40',\n",
              " '03.01.2009 06:10:00,1001.20,-8.14,264.93,-8.94,93.90,3.30,3.10,0.20,1.93,3.10,1314.51,2.00,2.63,249.70',\n",
              " '03.01.2009 06:20:00,1001.15,-7.92,265.15,-8.91,92.50,3.36,3.11,0.25,1.93,3.10,1313.34,2.58,3.13,240.60',\n",
              " '03.01.2009 06:30:00,1001.13,-7.89,265.18,-9.13,90.70,3.37,3.05,0.31,1.90,3.05,1313.19,2.34,2.88,241.00',\n",
              " '03.01.2009 06:40:00,1001.12,-7.97,265.11,-9.32,89.90,3.35,3.01,0.34,1.87,3.00,1313.61,1.95,2.63,243.20',\n",
              " '03.01.2009 06:50:00,1001.07,-8.10,264.98,-9.48,89.70,3.31,2.97,0.34,1.85,2.97,1314.20,1.04,2.13,244.70',\n",
              " '03.01.2009 07:00:00,1001.17,-8.48,264.59,-9.91,89.30,3.21,2.87,0.34,1.79,2.87,1316.27,1.32,2.25,229.70',\n",
              " '03.01.2009 07:10:00,1001.22,-8.63,264.44,-9.88,90.60,3.18,2.88,0.30,1.79,2.88,1317.08,1.31,2.13,228.30',\n",
              " '03.01.2009 07:20:00,1001.16,-8.61,264.46,-9.73,91.50,3.18,2.91,0.27,1.81,2.91,1316.88,1.41,1.88,233.60',\n",
              " '03.01.2009 07:30:00,1001.16,-8.61,264.46,-9.73,91.50,3.18,2.91,0.27,1.81,2.91,1316.88,1.13,1.75,223.90',\n",
              " '03.01.2009 07:40:00,1001.11,-8.85,264.23,-10.04,91.00,3.12,2.84,0.28,1.77,2.84,1318.04,1.08,2.25,207.90',\n",
              " '03.01.2009 07:50:00,1001.03,-9.18,263.90,-10.41,90.70,3.04,2.76,0.28,1.72,2.76,1319.63,1.90,2.75,237.30',\n",
              " '03.01.2009 08:00:00,1001.04,-9.28,263.80,-10.44,91.20,3.02,2.75,0.27,1.71,2.75,1320.15,0.85,1.75,219.70',\n",
              " '03.01.2009 08:10:00,1000.99,-9.45,263.64,-10.62,91.10,2.98,2.71,0.27,1.69,2.71,1320.96,0.73,1.38,176.50',\n",
              " '03.01.2009 08:20:00,1000.95,-9.81,263.28,-10.99,91.00,2.89,2.63,0.26,1.64,2.63,1322.74,0.90,1.75,215.20',\n",
              " '03.01.2009 08:30:00,1000.91,-9.85,263.24,-10.95,91.60,2.89,2.64,0.24,1.64,2.64,1322.89,0.72,1.13,213.00',\n",
              " '03.01.2009 08:40:00,1000.92,-9.71,263.38,-10.77,91.90,2.92,2.68,0.24,1.67,2.68,1322.18,0.93,1.25,207.70',\n",
              " '03.01.2009 08:50:00,1000.92,-9.40,263.69,-10.45,92.00,2.99,2.75,0.24,1.71,2.75,1320.59,0.43,0.88,149.20',\n",
              " '03.01.2009 09:00:00,1000.92,-9.46,263.63,-10.69,90.70,2.98,2.70,0.28,1.68,2.70,1320.91,0.79,1.50,177.80',\n",
              " '03.01.2009 09:10:00,1000.92,-10.00,263.09,-11.36,89.70,2.85,2.56,0.29,1.59,2.55,1323.70,0.82,1.38,194.30',\n",
              " '03.01.2009 09:20:00,1000.93,-9.93,263.16,-11.18,90.50,2.87,2.59,0.27,1.61,2.59,1323.34,0.68,1.13,201.50',\n",
              " '03.01.2009 09:30:00,1000.85,-9.30,263.80,-10.55,90.50,3.01,2.73,0.29,1.70,2.73,1320.01,0.65,1.00,176.20',\n",
              " '03.01.2009 09:40:00,1000.80,-8.83,264.27,-10.47,87.80,3.13,2.75,0.38,1.71,2.74,1317.59,0.72,1.00,163.70',\n",
              " '03.01.2009 09:50:00,1000.71,-8.48,264.63,-10.56,84.80,3.21,2.73,0.49,1.70,2.72,1315.74,0.80,1.63,178.60',\n",
              " '03.01.2009 10:00:00,1000.67,-8.53,264.58,-10.83,83.30,3.20,2.67,0.53,1.66,2.67,1315.96,1.08,1.88,167.50',\n",
              " '03.01.2009 10:10:00,1000.64,-8.56,264.55,-10.68,84.50,3.19,2.70,0.50,1.68,2.70,1316.05,1.19,1.88,176.90',\n",
              " '03.01.2009 10:20:00,1000.51,-8.47,264.65,-10.48,85.30,3.22,2.74,0.47,1.71,2.74,1315.41,1.28,2.13,172.10',\n",
              " '03.01.2009 10:30:00,1000.37,-8.51,264.62,-10.53,85.20,3.21,2.73,0.47,1.70,2.73,1315.44,1.77,2.38,177.10',\n",
              " '03.01.2009 10:40:00,1000.28,-8.41,264.73,-10.26,86.40,3.23,2.79,0.44,1.74,2.79,1314.79,1.49,2.25,177.80',\n",
              " '03.01.2009 10:50:00,1000.15,-8.16,264.99,-10.01,86.40,3.30,2.85,0.45,1.77,2.85,1313.34,1.39,2.38,188.60',\n",
              " '03.01.2009 11:00:00,1000.04,-7.87,265.29,-9.84,85.60,3.37,2.89,0.49,1.80,2.89,1311.75,1.34,2.25,172.10',\n",
              " '03.01.2009 11:10:00,999.88,-7.52,265.65,-9.63,84.70,3.47,2.94,0.53,1.83,2.94,1309.78,1.09,1.63,191.40',\n",
              " '03.01.2009 11:20:00,999.70,-7.29,265.89,-9.56,83.70,3.53,2.95,0.58,1.84,2.95,1308.41,1.38,2.25,178.90',\n",
              " '03.01.2009 11:30:00,999.56,-6.89,266.31,-9.24,83.20,3.64,3.03,0.61,1.89,3.03,1306.20,1.28,1.88,182.50',\n",
              " '03.01.2009 11:40:00,999.41,-6.56,266.65,-9.10,82.00,3.73,3.06,0.67,1.91,3.06,1304.38,1.42,2.13,189.70',\n",
              " '03.01.2009 11:50:00,999.26,-6.32,266.90,-8.91,81.70,3.80,3.11,0.70,1.94,3.11,1302.99,1.27,1.88,204.80',\n",
              " '03.01.2009 12:00:00,999.02,-5.96,267.28,-8.72,80.70,3.91,3.16,0.75,1.97,3.16,1300.90,1.31,1.88,213.90',\n",
              " '03.01.2009 12:10:00,998.83,-5.78,267.47,-8.58,80.50,3.96,3.19,0.77,1.99,3.19,1299.79,1.30,2.00,198.50',\n",
              " '03.01.2009 12:20:00,998.78,-5.15,268.10,-8.14,79.40,4.16,3.30,0.86,2.06,3.31,1296.61,1.15,1.75,188.50',\n",
              " '03.01.2009 12:30:00,998.69,-4.34,268.92,-7.81,76.60,4.42,3.39,1.04,2.11,3.39,1292.53,1.54,2.13,182.10',\n",
              " '03.01.2009 12:40:00,998.60,-3.77,269.50,-7.63,74.40,4.62,3.44,1.18,2.14,3.44,1289.65,1.46,2.13,184.80',\n",
              " '03.01.2009 12:50:00,998.47,-3.27,270.01,-7.57,72.00,4.79,3.45,1.34,2.15,3.46,1287.11,1.62,2.38,163.70',\n",
              " '03.01.2009 13:00:00,998.30,-2.82,270.47,-7.40,70.50,4.96,3.50,1.46,2.18,3.50,1284.70,1.52,2.25,180.50',\n",
              " '03.01.2009 13:10:00,998.17,-2.23,271.07,-7.31,67.98,5.18,3.52,1.66,2.20,3.53,1281.75,1.53,2.25,166.30',\n",
              " '03.01.2009 13:20:00,998.00,-2.37,270.95,-7.58,67.26,5.13,3.45,1.68,2.15,3.46,1282.21,1.69,2.38,155.50',\n",
              " '03.01.2009 13:30:00,997.84,-2.11,271.22,-7.47,66.55,5.23,3.48,1.75,2.17,3.49,1280.76,1.62,2.25,157.60',\n",
              " '03.01.2009 13:40:00,997.74,-1.66,271.68,-7.44,64.48,5.41,3.49,1.92,2.18,3.49,1278.50,1.59,2.38,153.90',\n",
              " '03.01.2009 13:50:00,997.65,-1.43,271.91,-7.34,63.90,5.50,3.51,1.99,2.19,3.52,1277.29,0.97,2.13,357.20',\n",
              " '03.01.2009 14:00:00,997.53,-2.15,271.20,-7.68,65.61,5.21,3.42,1.79,2.14,3.43,1280.57,0.88,1.50,60.25',\n",
              " '03.01.2009 14:10:00,997.31,-2.74,270.63,-7.97,67.06,4.99,3.35,1.64,2.09,3.36,1283.13,1.63,2.63,117.20',\n",
              " '03.01.2009 14:20:00,997.23,-2.29,271.09,-7.88,65.31,5.16,3.37,1.79,2.11,3.38,1280.86,1.18,3.13,187.80',\n",
              " '03.01.2009 14:30:00,997.13,-1.66,271.72,-9.39,55.33,5.41,2.99,2.42,1.87,3.00,1277.96,2.82,4.25,229.10',\n",
              " '03.01.2009 14:40:00,997.09,-1.52,271.87,-9.30,55.18,5.46,3.01,2.45,1.88,3.02,1277.23,1.73,2.25,193.20',\n",
              " '03.01.2009 14:50:00,997.02,-0.90,272.49,-9.39,52.35,5.72,2.99,2.72,1.87,3.00,1274.27,1.52,2.25,194.90',\n",
              " '03.01.2009 15:00:00,996.91,-0.82,272.59,-9.82,50.25,5.75,2.89,2.86,1.81,2.90,1273.76,1.34,2.25,209.10',\n",
              " '03.01.2009 15:10:00,996.85,-1.37,272.04,-10.43,49.89,5.52,2.76,2.77,1.72,2.76,1276.35,1.42,2.13,219.50',\n",
              " '03.01.2009 15:20:00,996.73,-1.91,271.50,-10.73,50.70,5.31,2.69,2.62,1.68,2.70,1278.79,1.70,2.50,221.00',\n",
              " '03.01.2009 15:30:00,996.58,-2.28,271.14,-10.63,52.52,5.16,2.71,2.45,1.69,2.72,1280.32,1.67,2.63,224.20',\n",
              " '03.01.2009 15:40:00,996.39,-2.24,271.20,-10.85,51.42,5.18,2.66,2.52,1.66,2.67,1279.91,1.97,2.75,228.30',\n",
              " '03.01.2009 15:50:00,996.35,-2.32,271.12,-11.51,49.06,5.15,2.52,2.62,1.58,2.53,1280.33,1.60,2.38,236.20',\n",
              " '03.01.2009 16:00:00,996.25,-2.80,270.65,-12.13,48.39,4.97,2.40,2.56,1.50,2.41,1282.51,1.82,2.50,240.60',\n",
              " '03.01.2009 16:10:00,996.12,-3.64,269.82,-12.35,50.57,4.66,2.36,2.31,1.47,2.37,1286.34,2.08,3.00,244.90',\n",
              " '03.01.2009 16:20:00,996.04,-3.98,269.49,-12.62,50.80,4.55,2.31,2.24,1.44,2.32,1287.91,2.60,3.25,238.70',\n",
              " '03.01.2009 16:30:00,995.92,-4.18,269.30,-12.72,51.12,4.48,2.29,2.19,1.43,2.30,1288.71,2.45,3.13,242.60',\n",
              " '03.01.2009 16:40:00,995.87,-4.35,269.13,-12.77,51.59,4.42,2.28,2.14,1.43,2.29,1289.47,2.53,3.25,241.40',\n",
              " '03.01.2009 16:50:00,995.85,-4.52,268.96,-12.72,52.47,4.36,2.29,2.07,1.43,2.30,1290.25,2.37,3.25,242.30',\n",
              " '03.01.2009 17:00:00,995.76,-4.69,268.80,-12.56,53.86,4.31,2.32,1.99,1.45,2.33,1290.94,2.63,3.50,248.80',\n",
              " '03.01.2009 17:10:00,995.70,-4.63,268.86,-12.38,54.42,4.33,2.35,1.97,1.47,2.36,1290.57,3.01,3.88,249.60',\n",
              " '03.01.2009 17:20:00,995.62,-4.60,268.90,-12.20,55.10,4.34,2.39,1.95,1.49,2.40,1290.30,3.64,4.88,255.70',\n",
              " '03.01.2009 17:30:00,995.60,-4.31,269.19,-11.92,55.11,4.43,2.44,1.99,1.53,2.45,1288.86,3.26,4.38,252.60',\n",
              " '03.01.2009 17:40:00,995.59,-4.18,269.32,-11.70,55.57,4.48,2.49,1.99,1.56,2.50,1288.21,3.15,4.63,250.80',\n",
              " '03.01.2009 17:50:00,995.51,-4.16,269.34,-11.57,56.06,4.48,2.51,1.97,1.57,2.53,1287.99,3.44,4.75,253.20',\n",
              " '03.01.2009 18:00:00,995.48,-4.08,269.43,-11.44,56.32,4.51,2.54,1.97,1.59,2.55,1287.53,3.12,4.63,250.50',\n",
              " '03.01.2009 18:10:00,995.47,-3.98,269.53,-11.35,56.28,4.54,2.56,1.99,1.60,2.57,1287.06,2.49,3.88,244.50',\n",
              " '03.01.2009 18:20:00,995.42,-3.91,269.60,-11.23,56.56,4.57,2.58,1.99,1.62,2.60,1286.64,2.29,3.25,247.50',\n",
              " '03.01.2009 18:30:00,995.41,-3.90,269.62,-11.06,57.28,4.57,2.62,1.95,1.64,2.63,1286.55,1.83,2.75,240.90',\n",
              " '03.01.2009 18:40:00,995.34,-3.90,269.62,-10.89,58.04,4.57,2.65,1.92,1.66,2.67,1286.44,1.82,2.50,246.70',\n",
              " '03.01.2009 18:50:00,995.37,-3.87,269.65,-10.69,58.83,4.59,2.70,1.89,1.69,2.71,1286.30,1.73,2.38,243.60',\n",
              " '03.01.2009 19:00:00,995.44,-3.78,269.73,-10.50,59.35,4.62,2.74,1.88,1.71,2.75,1285.95,0.96,2.13,236.30',\n",
              " '03.01.2009 19:10:00,995.28,-3.77,269.75,-10.47,59.45,4.62,2.74,1.87,1.72,2.76,1285.72,1.15,1.88,173.70',\n",
              " '03.01.2009 19:20:00,995.26,-3.95,269.58,-10.37,60.72,4.56,2.77,1.79,1.73,2.78,1286.51,1.15,2.13,185.10',\n",
              " '03.01.2009 19:30:00,995.19,-3.90,269.63,-10.02,62.26,4.57,2.85,1.73,1.78,2.86,1286.16,0.78,1.75,185.90',\n",
              " '03.01.2009 19:40:00,995.15,-3.75,269.79,-9.72,63.02,4.63,2.92,1.71,1.82,2.93,1285.34,0.90,2.00,145.90',\n",
              " '03.01.2009 19:50:00,995.07,-3.81,269.74,-9.58,63.99,4.61,2.95,1.66,1.84,2.96,1285.50,1.30,2.25,124.30',\n",
              " '03.01.2009 20:00:00,994.94,-3.84,269.72,-9.56,64.22,4.60,2.95,1.64,1.85,2.97,1285.48,0.91,2.13,143.40',\n",
              " '03.01.2009 20:10:00,994.76,-3.88,269.69,-9.47,64.90,4.58,2.97,1.61,1.86,2.99,1285.44,0.52,1.13,111.00',\n",
              " '03.01.2009 20:20:00,994.65,-3.67,269.90,-9.00,66.32,4.65,3.09,1.57,1.93,3.10,1284.27,1.16,3.25,2.64',\n",
              " '03.01.2009 20:30:00,994.64,-3.30,270.27,-8.75,65.81,4.78,3.15,1.64,1.97,3.17,1282.45,0.78,1.88,176.30',\n",
              " '03.01.2009 20:40:00,994.57,-3.34,270.24,-8.67,66.42,4.77,3.17,1.60,1.98,3.19,1282.54,0.69,1.63,151.90',\n",
              " '03.01.2009 20:50:00,994.45,-3.24,270.35,-8.58,66.37,4.81,3.19,1.62,2.00,3.21,1281.89,0.93,1.88,231.80',\n",
              " '03.01.2009 21:00:00,994.30,-3.15,270.45,-8.48,66.47,4.84,3.22,1.62,2.01,3.23,1281.27,0.97,2.00,220.00',\n",
              " '03.01.2009 21:10:00,994.23,-3.07,270.54,-8.36,66.65,4.87,3.25,1.62,2.03,3.26,1280.75,1.42,2.50,226.10',\n",
              " '03.01.2009 21:20:00,994.20,-2.93,270.68,-8.24,66.56,4.92,3.28,1.65,2.05,3.29,1280.04,1.40,2.88,237.00',\n",
              " '03.01.2009 21:30:00,994.04,-2.78,270.84,-8.14,66.40,4.97,3.30,1.67,2.07,3.32,1279.14,1.37,2.50,228.00',\n",
              " '03.01.2009 21:40:00,994.08,-2.76,270.86,-8.08,66.63,4.98,3.32,1.66,2.08,3.34,1279.09,1.37,2.50,226.30',\n",
              " '03.01.2009 21:50:00,994.06,-2.76,270.86,-7.99,67.09,4.98,3.34,1.64,2.09,3.36,1279.05,1.20,2.25,206.40',\n",
              " '03.01.2009 22:00:00,994.06,-2.76,270.86,-7.88,67.66,4.98,3.37,1.61,2.11,3.39,1279.04,1.03,2.00,214.80',\n",
              " '03.01.2009 22:10:00,994.01,-2.71,270.92,-7.74,68.08,5.00,3.41,1.60,2.13,3.43,1278.68,1.08,2.25,233.90',\n",
              " '03.01.2009 22:20:00,993.77,-2.67,270.98,-7.61,68.59,5.02,3.44,1.58,2.16,3.46,1278.18,1.73,2.50,217.60',\n",
              " '03.01.2009 22:30:00,993.61,-2.69,270.97,-7.53,69.12,5.01,3.46,1.55,2.17,3.48,1278.06,1.31,2.13,217.00',\n",
              " '03.01.2009 22:40:00,993.54,-2.70,270.97,-7.40,69.86,5.01,3.50,1.51,2.19,3.52,1277.99,1.23,2.50,219.80',\n",
              " '03.01.2009 22:50:00,993.43,-2.64,271.04,-7.15,70.90,5.03,3.57,1.46,2.24,3.59,1277.52,1.44,2.88,224.40',\n",
              " '03.01.2009 23:00:00,993.28,-2.58,271.10,-7.05,71.20,5.05,3.59,1.45,2.25,3.62,1277.07,1.60,4.25,237.70',\n",
              " '03.01.2009 23:10:00,993.14,-2.46,271.23,-6.93,71.20,5.09,3.63,1.47,2.27,3.65,1276.32,1.69,2.75,233.60',\n",
              " '03.01.2009 23:20:00,993.13,-2.33,271.37,-6.79,71.30,5.15,3.67,1.48,2.30,3.69,1275.64,1.05,2.75,199.20',\n",
              " '03.01.2009 23:30:00,993.14,-2.12,271.58,-6.59,71.30,5.23,3.73,1.50,2.34,3.75,1274.64,1.19,2.25,81.30',\n",
              " '03.01.2009 23:40:00,993.13,-1.97,271.73,-6.49,71.00,5.28,3.75,1.53,2.35,3.78,1273.90,1.26,2.75,23.71',\n",
              " '03.01.2009 23:50:00,993.05,-1.90,271.80,-6.46,70.80,5.31,3.76,1.55,2.36,3.79,1273.47,1.56,2.75,119.80',\n",
              " '04.01.2009 00:00:00,992.93,-1.90,271.81,-6.39,71.20,5.31,3.78,1.53,2.37,3.81,1273.31,1.47,2.50,147.60',\n",
              " '04.01.2009 00:10:00,992.79,-1.83,271.89,-6.29,71.40,5.34,3.81,1.53,2.39,3.84,1272.79,1.44,2.63,214.10',\n",
              " '04.01.2009 00:20:00,992.67,-1.70,272.03,-6.09,71.80,5.39,3.87,1.52,2.43,3.90,1272.00,1.04,2.63,188.80',\n",
              " '04.01.2009 00:30:00,992.57,-1.60,272.14,-5.92,72.20,5.43,3.92,1.51,2.46,3.95,1271.37,1.60,3.50,176.60',\n",
              " '04.01.2009 00:40:00,992.54,-1.55,272.19,-5.72,73.10,5.45,3.98,1.47,2.50,4.01,1271.10,1.06,2.38,215.70',\n",
              " '04.01.2009 00:50:00,992.41,-1.46,272.29,-5.61,73.20,5.49,4.02,1.47,2.52,4.05,1270.49,1.90,4.75,243.60',\n",
              " '04.01.2009 01:00:00,992.19,-1.42,272.35,-5.61,73.00,5.50,4.02,1.49,2.52,4.05,1270.01,2.77,4.75,232.10',\n",
              " '04.01.2009 01:10:00,992.09,-1.49,272.28,-5.25,75.40,5.47,4.13,1.35,2.59,4.16,1270.17,3.25,4.63,246.70',\n",
              " '04.01.2009 01:20:00,991.98,-2.01,271.77,-4.42,83.50,5.27,4.40,0.87,2.76,4.43,1272.33,2.63,5.50,238.00',\n",
              " '04.01.2009 01:30:00,991.97,-2.32,271.47,-4.08,87.60,5.15,4.51,0.64,2.83,4.55,1273.68,1.70,3.50,229.40',\n",
              " '04.01.2009 01:40:00,991.85,-2.37,271.42,-3.88,89.30,5.13,4.58,0.55,2.88,4.62,1273.77,2.18,4.13,231.20',\n",
              " '04.01.2009 01:50:00,991.84,-2.32,271.48,-3.72,90.00,5.15,4.63,0.51,2.91,4.67,1273.46,2.13,4.00,228.40',\n",
              " '04.01.2009 02:00:00,991.76,-2.22,271.58,-3.61,90.10,5.19,4.67,0.51,2.94,4.71,1272.89,1.82,4.75,201.90',\n",
              " '04.01.2009 02:10:00,991.73,-2.09,271.72,-3.53,89.80,5.24,4.70,0.53,2.96,4.74,1272.20,1.29,3.25,138.00',\n",
              " '04.01.2009 02:20:00,991.65,-2.04,271.77,-3.51,89.60,5.26,4.71,0.55,2.96,4.75,1271.87,1.36,2.25,124.60',\n",
              " '04.01.2009 02:30:00,991.58,-2.25,271.56,-3.73,89.50,5.17,4.63,0.54,2.91,4.67,1272.82,1.24,2.75,118.60',\n",
              " '04.01.2009 02:40:00,991.49,-2.54,271.29,-3.87,90.50,5.07,4.58,0.48,2.88,4.62,1274.06,1.35,2.88,62.46',\n",
              " '04.01.2009 02:50:00,991.36,-2.26,271.58,-3.50,91.10,5.17,4.71,0.46,2.96,4.75,1272.52,0.99,2.00,114.50',\n",
              " '04.01.2009 03:00:00,991.26,-2.20,271.64,-3.52,90.60,5.20,4.71,0.49,2.96,4.75,1272.12,0.87,1.88,94.40',\n",
              " '04.01.2009 03:10:00,991.24,-2.16,271.68,-3.48,90.60,5.21,4.72,0.49,2.97,4.76,1271.91,1.04,3.00,112.50',\n",
              " '04.01.2009 03:20:00,991.15,-2.05,271.80,-3.36,90.70,5.25,4.76,0.49,3.00,4.81,1271.25,0.87,2.88,153.80',\n",
              " '04.01.2009 03:30:00,991.09,-1.90,271.96,-3.31,90.00,5.31,4.78,0.53,3.01,4.82,1270.47,1.01,2.13,167.60',\n",
              " '04.01.2009 03:40:00,991.00,-1.79,272.08,-3.26,89.60,5.36,4.80,0.56,3.02,4.84,1269.82,1.18,3.13,230.60',\n",
              " '04.01.2009 03:50:00,990.89,-1.79,272.08,-3.31,89.30,5.35,4.78,0.57,3.01,4.82,1269.71,1.46,3.75,190.30',\n",
              " '04.01.2009 04:00:00,990.83,-1.88,272.00,-3.29,90.00,5.32,4.79,0.53,3.01,4.83,1270.02,0.62,1.75,167.30',\n",
              " '04.01.2009 04:10:00,990.74,-1.87,272.01,-3.24,90.30,5.32,4.81,0.52,3.02,4.85,1269.87,0.83,2.00,83.60',\n",
              " '04.01.2009 04:20:00,990.69,-1.78,272.10,-3.09,90.70,5.36,4.86,0.50,3.06,4.90,1269.37,1.69,3.50,217.90',\n",
              " '04.01.2009 04:30:00,990.63,-1.66,272.24,-2.98,90.60,5.41,4.90,0.51,3.08,4.95,1268.68,0.83,1.63,174.10',\n",
              " '04.01.2009 04:40:00,990.50,-1.64,272.27,-2.96,90.60,5.42,4.91,0.51,3.09,4.95,1268.42,0.88,1.88,203.30',\n",
              " '04.01.2009 04:50:00,990.45,-1.64,272.27,-2.92,90.90,5.42,4.92,0.49,3.10,4.97,1268.35,1.07,1.88,200.30',\n",
              " '04.01.2009 05:00:00,990.37,-1.64,272.28,-2.87,91.20,5.42,4.94,0.48,3.11,4.99,1268.23,1.31,3.13,215.40',\n",
              " '04.01.2009 05:10:00,990.33,-1.50,272.41,-2.77,91.00,5.47,4.98,0.49,3.13,5.03,1267.55,1.24,3.50,201.60',\n",
              " '04.01.2009 05:20:00,990.25,-1.44,272.48,-2.72,90.90,5.50,5.00,0.50,3.14,5.05,1267.13,1.48,3.13,236.50',\n",
              " '04.01.2009 05:30:00,990.22,-1.47,272.46,-2.74,91.00,5.48,4.99,0.49,3.14,5.04,1267.23,1.15,2.25,174.20',\n",
              " '04.01.2009 05:40:00,990.20,-1.49,272.44,-2.70,91.40,5.48,5.01,0.47,3.15,5.06,1267.28,1.17,2.25,158.40',\n",
              " '04.01.2009 05:50:00,990.09,-1.44,272.50,-2.64,91.50,5.50,5.03,0.47,3.17,5.08,1266.91,1.24,2.63,205.50',\n",
              " '04.01.2009 06:00:00,989.99,-1.44,272.50,-2.66,91.30,5.50,5.02,0.48,3.16,5.07,1266.78,1.00,2.38,200.90',\n",
              " '04.01.2009 06:10:00,989.96,-1.44,272.51,-2.68,91.20,5.50,5.01,0.48,3.16,5.06,1266.74,1.47,3.75,221.30',\n",
              " '04.01.2009 06:20:00,989.95,-1.39,272.55,-2.66,91.00,5.51,5.02,0.50,3.16,5.07,1266.52,1.48,3.00,231.00',\n",
              " '04.01.2009 06:30:00,989.92,-1.33,272.62,-2.63,90.80,5.54,5.03,0.51,3.17,5.08,1266.18,1.34,2.63,239.80',\n",
              " '04.01.2009 06:40:00,989.94,-1.25,272.69,-2.66,90.10,5.57,5.02,0.55,3.16,5.07,1265.86,1.36,3.13,226.30',\n",
              " '04.01.2009 06:50:00,989.88,-1.14,272.81,-2.65,89.40,5.62,5.02,0.60,3.16,5.07,1265.24,2.48,7.13,254.40',\n",
              " '04.01.2009 07:00:00,989.90,-1.09,272.86,-2.65,89.10,5.64,5.02,0.61,3.16,5.08,1265.04,2.75,5.75,246.80',\n",
              " '04.01.2009 07:10:00,989.93,-1.00,272.95,-2.62,88.70,5.68,5.04,0.64,3.17,5.09,1264.65,3.95,6.88,255.80',\n",
              " '04.01.2009 07:20:00,989.96,-0.92,273.03,-2.58,88.40,5.71,5.05,0.66,3.18,5.10,1264.30,2.68,5.63,257.00',\n",
              " '04.01.2009 07:30:00,990.00,-0.90,273.04,-2.55,88.50,5.72,5.06,0.66,3.18,5.11,1264.29,3.25,5.50,251.20',\n",
              " '04.01.2009 07:40:00,990.03,-0.86,273.08,-2.51,88.50,5.73,5.08,0.66,3.19,5.13,1264.12,2.58,5.50,249.90',\n",
              " '04.01.2009 07:50:00,989.97,-0.90,273.05,-2.50,88.80,5.72,5.08,0.64,3.20,5.13,1264.22,2.30,4.75,256.70',\n",
              " '04.01.2009 08:00:00,989.92,-0.89,273.06,-2.45,89.10,5.72,5.10,0.62,3.21,5.15,1264.12,2.93,5.00,242.60',\n",
              " '04.01.2009 08:10:00,989.96,-0.81,273.14,-2.45,88.60,5.76,5.10,0.66,3.21,5.15,1263.78,2.32,5.00,251.20',\n",
              " '04.01.2009 08:20:00,989.95,-0.76,273.19,-2.49,88.00,5.78,5.08,0.69,3.20,5.14,1263.54,1.98,4.13,231.50',\n",
              " '04.01.2009 08:30:00,989.97,-0.70,273.24,-2.51,87.50,5.80,5.08,0.73,3.20,5.13,1263.32,2.12,4.13,254.90',\n",
              " '04.01.2009 08:40:00,989.97,-0.70,273.24,-2.57,87.10,5.80,5.05,0.75,3.18,5.10,1263.32,1.80,3.88,243.40',\n",
              " '04.01.2009 08:50:00,989.90,-0.76,273.19,-2.69,86.70,5.78,5.01,0.77,3.15,5.06,1263.53,1.53,3.13,232.40',\n",
              " '04.01.2009 09:00:00,989.95,-0.72,273.23,-2.73,86.20,5.79,4.99,0.80,3.14,5.04,1263.42,1.70,3.88,254.00',\n",
              " '04.01.2009 09:10:00,989.95,-0.90,273.05,-2.84,86.60,5.72,4.95,0.77,3.12,5.00,1264.26,2.71,5.13,220.70',\n",
              " '04.01.2009 09:20:00,989.89,-1.21,272.74,-2.79,88.90,5.59,4.97,0.62,3.13,5.02,1265.61,1.77,4.00,225.50',\n",
              " '04.01.2009 09:30:00,989.87,-1.31,272.64,-2.74,89.90,5.55,4.99,0.56,3.14,5.04,1266.05,1.67,2.50,212.10',\n",
              " '04.01.2009 09:40:00,989.87,-1.37,272.58,-2.79,90.00,5.52,4.97,0.55,3.13,5.02,1266.33,2.87,5.13,231.40',\n",
              " '04.01.2009 09:50:00,989.86,-1.37,272.58,-2.79,90.00,5.52,4.97,0.55,3.13,5.02,1266.33,2.90,5.00,225.40',\n",
              " '04.01.2009 10:00:00,989.86,-1.37,272.59,-2.71,90.50,5.53,5.00,0.52,3.15,5.05,1266.28,2.59,4.50,232.90',\n",
              " '04.01.2009 10:10:00,989.87,-1.30,272.66,-2.64,90.50,5.55,5.03,0.53,3.16,5.08,1265.96,2.44,4.50,221.70',\n",
              " '04.01.2009 10:20:00,989.86,-1.20,272.75,-2.61,90.10,5.59,5.04,0.55,3.17,5.09,1265.51,2.65,4.13,224.80',\n",
              " '04.01.2009 10:30:00,989.83,-1.14,272.81,-2.54,90.20,5.62,5.07,0.55,3.19,5.12,1265.19,2.44,4.13,236.40',\n",
              " '04.01.2009 10:40:00,989.76,-1.10,272.86,-2.48,90.30,5.63,5.09,0.55,3.20,5.14,1264.90,2.44,4.13,235.60',\n",
              " '04.01.2009 10:50:00,989.76,-1.10,272.86,-2.51,90.10,5.63,5.08,0.56,3.20,5.13,1264.89,2.58,4.25,237.30',\n",
              " '04.01.2009 11:00:00,989.64,-1.10,272.87,-2.53,90.00,5.63,5.07,0.56,3.19,5.12,1264.75,2.38,4.50,234.60',\n",
              " '04.01.2009 11:10:00,989.49,-1.12,272.86,-2.53,90.10,5.63,5.07,0.56,3.19,5.12,1264.63,2.14,5.13,223.90',\n",
              " '04.01.2009 11:20:00,989.38,-1.11,272.88,-2.47,90.40,5.63,5.09,0.54,3.21,5.15,1264.43,2.58,4.50,229.30',\n",
              " '04.01.2009 11:30:00,989.29,-1.10,272.90,-2.44,90.60,5.63,5.10,0.53,3.22,5.16,1264.29,2.19,5.13,224.20',\n",
              " '04.01.2009 11:40:00,989.14,-1.16,272.85,-2.42,91.10,5.61,5.11,0.50,3.22,5.17,1264.36,1.92,4.63,225.00',\n",
              " '04.01.2009 11:50:00,989.03,-1.17,272.85,-2.36,91.60,5.60,5.13,0.47,3.23,5.19,1264.26,1.97,4.13,222.50',\n",
              " '04.01.2009 12:00:00,988.94,-1.21,272.82,-2.36,91.80,5.59,5.13,0.46,3.23,5.19,1264.30,1.99,3.88,225.80',\n",
              " '04.01.2009 12:10:00,988.78,-1.12,272.92,-2.29,91.70,5.62,5.16,0.47,3.25,5.22,1263.70,2.07,4.50,232.30',\n",
              " '04.01.2009 12:20:00,988.62,-0.99,273.06,-2.27,91.00,5.68,5.17,0.51,3.26,5.23,1262.88,2.43,5.13,231.40',\n",
              " '04.01.2009 12:30:00,988.49,-0.94,273.12,-2.39,89.80,5.70,5.12,0.58,3.23,5.18,1262.50,2.58,4.50,233.20',\n",
              " '04.01.2009 12:40:00,988.34,-0.86,273.22,-2.43,89.00,5.74,5.10,0.63,3.22,5.17,1261.93,2.40,4.38,225.10',\n",
              " '04.01.2009 12:50:00,988.20,-0.92,273.16,-2.53,88.80,5.71,5.07,0.64,3.20,5.13,1262.07,3.04,6.38,226.90',\n",
              " '04.01.2009 13:00:00,988.07,-1.02,273.08,-2.53,89.40,5.67,5.07,0.60,3.20,5.13,1262.35,3.08,6.50,227.60',\n",
              " '04.01.2009 13:10:00,987.96,-0.99,273.11,-2.46,89.70,5.68,5.09,0.59,3.21,5.16,1262.07,2.22,3.63,225.20',\n",
              " '04.01.2009 13:20:00,987.88,-1.00,273.11,-2.50,89.50,5.68,5.08,0.60,3.21,5.14,1262.01,3.13,5.75,236.70',\n",
              " '04.01.2009 13:30:00,987.88,-1.04,273.07,-2.51,89.70,5.66,5.08,0.58,3.20,5.14,1262.19,2.30,4.50,228.50',\n",
              " '04.01.2009 13:40:00,987.81,-0.99,273.13,-2.43,89.90,5.68,5.11,0.57,3.22,5.17,1261.86,1.38,3.50,235.40',\n",
              " '04.01.2009 13:50:00,987.69,-0.83,273.29,-2.32,89.60,5.75,5.15,0.60,3.25,5.21,1260.96,1.12,2.50,209.10',\n",
              " '04.01.2009 14:00:00,987.57,-0.77,273.37,-2.33,89.10,5.77,5.14,0.63,3.25,5.21,1260.53,1.50,2.88,229.60',\n",
              " '04.01.2009 14:10:00,987.51,-0.79,273.35,-2.44,88.50,5.77,5.10,0.66,3.22,5.17,1260.54,2.31,5.00,214.50',\n",
              " '04.01.2009 14:20:00,987.38,-0.87,273.28,-2.57,88.20,5.73,5.05,0.68,3.19,5.12,1260.80,2.81,4.63,209.90',\n",
              " '04.01.2009 14:30:00,987.23,-0.90,273.26,-2.67,87.70,5.72,5.01,0.70,3.17,5.08,1260.76,3.71,5.75,215.20',\n",
              " '04.01.2009 14:40:00,987.15,-0.90,273.27,-2.71,87.40,5.72,5.00,0.72,3.16,5.06,1260.64,2.99,6.00,211.80',\n",
              " '04.01.2009 14:50:00,987.13,-0.79,273.38,-2.63,87.30,5.76,5.03,0.73,3.18,5.10,1260.12,1.60,3.00,220.20',\n",
              " '04.01.2009 15:00:00,987.03,-0.70,273.48,-2.52,87.40,5.80,5.07,0.73,3.20,5.14,1259.56,0.61,1.88,249.10',\n",
              " '04.01.2009 15:10:00,987.00,-0.63,273.55,-2.49,87.20,5.83,5.09,0.75,3.21,5.15,1259.19,1.17,3.00,189.80',\n",
              " '04.01.2009 15:20:00,986.95,-0.75,273.44,-2.61,87.10,5.78,5.04,0.75,3.18,5.10,1259.67,1.23,2.63,204.70',\n",
              " '04.01.2009 15:30:00,986.90,-0.84,273.35,-2.63,87.60,5.74,5.03,0.71,3.18,5.10,1260.04,1.01,2.13,213.70',\n",
              " '04.01.2009 15:40:00,986.79,-0.96,273.24,-2.70,87.90,5.69,5.00,0.69,3.16,5.07,1260.47,2.04,3.25,222.10',\n",
              " '04.01.2009 15:50:00,986.78,-1.02,273.18,-2.72,88.20,5.67,5.00,0.67,3.16,5.07,1260.74,1.14,3.13,229.90',\n",
              " '04.01.2009 16:00:00,986.69,-1.05,273.15,-2.70,88.50,5.65,5.00,0.65,3.16,5.07,1260.77,1.03,2.13,192.80',\n",
              " '04.01.2009 16:10:00,986.65,-1.13,273.07,-2.80,88.40,5.62,4.97,0.65,3.14,5.04,1261.11,2.18,3.63,230.80',\n",
              " '04.01.2009 16:20:00,986.63,-1.22,272.99,-2.82,88.80,5.59,4.96,0.63,3.13,5.03,1261.49,1.19,3.25,231.80',\n",
              " '04.01.2009 16:30:00,986.63,-1.29,272.92,-2.83,89.20,5.56,4.96,0.60,3.13,5.02,1261.81,1.59,4.25,228.20',\n",
              " '04.01.2009 16:40:00,986.65,-1.40,272.81,-2.83,89.90,5.51,4.96,0.56,3.13,5.02,1262.35,1.67,3.50,231.30',\n",
              " '04.01.2009 16:50:00,986.59,-1.44,272.77,-2.80,90.40,5.50,4.97,0.53,3.14,5.04,1262.45,1.40,2.63,211.40',\n",
              " '04.01.2009 17:00:00,986.54,-1.46,272.76,-2.77,90.70,5.49,4.98,0.51,3.14,5.05,1262.46,1.10,2.25,220.70',\n",
              " '04.01.2009 17:10:00,986.45,-1.41,272.81,-2.70,90.90,5.51,5.00,0.50,3.16,5.07,1262.14,1.17,3.50,245.10',\n",
              " '04.01.2009 17:20:00,986.48,-1.44,272.78,-2.69,91.10,5.50,5.01,0.49,3.16,5.08,1262.29,0.86,2.75,190.70',\n",
              " '04.01.2009 17:30:00,986.39,-1.42,272.81,-2.65,91.30,5.50,5.02,0.48,3.17,5.09,1262.09,0.54,1.38,225.50',\n",
              " '04.01.2009 17:40:00,986.24,-1.45,272.79,-2.66,91.40,5.49,5.02,0.47,3.17,5.09,1262.01,1.15,2.50,211.60',\n",
              " '04.01.2009 17:50:00,986.17,-1.49,272.75,-2.70,91.40,5.47,5.00,0.47,3.16,5.07,1262.13,1.60,2.88,237.20',\n",
              " '04.01.2009 18:00:00,986.15,-1.51,272.74,-2.73,91.30,5.47,4.99,0.48,3.16,5.06,1262.18,1.39,2.50,217.00',\n",
              " '04.01.2009 18:10:00,986.07,-1.51,272.74,-2.73,91.30,5.47,4.99,0.48,3.15,5.06,1262.10,1.09,2.25,189.60',\n",
              " '04.01.2009 18:20:00,986.05,-1.51,272.75,-2.67,91.70,5.47,5.01,0.45,3.17,5.09,1262.04,0.95,2.63,180.40',\n",
              " '04.01.2009 18:30:00,986.04,-1.56,272.70,-2.71,91.80,5.45,5.00,0.45,3.16,5.07,1262.29,1.36,3.25,206.00',\n",
              " '04.01.2009 18:40:00,985.98,-1.57,272.69,-2.69,92.00,5.44,5.01,0.44,3.16,5.08,1262.27,0.79,1.88,220.90',\n",
              " '04.01.2009 18:50:00,985.93,-1.58,272.69,-2.70,92.00,5.44,5.01,0.44,3.16,5.08,1262.23,1.72,4.25,218.70',\n",
              " '04.01.2009 19:00:00,985.92,-1.62,272.64,-2.73,92.10,5.42,4.99,0.43,3.16,5.07,1262.42,0.97,2.25,191.30',\n",
              " '04.01.2009 19:10:00,985.83,-1.56,272.71,-2.65,92.20,5.45,5.02,0.42,3.17,5.09,1262.01,1.56,3.00,210.90',\n",
              " '04.01.2009 19:20:00,985.81,-1.63,272.64,-2.73,92.20,5.42,4.99,0.42,3.16,5.07,1262.35,1.47,3.88,219.30',\n",
              " '04.01.2009 19:30:00,985.83,-1.60,272.67,-2.68,92.30,5.43,5.01,0.42,3.17,5.08,1262.21,1.15,3.50,227.40',\n",
              " '04.01.2009 19:40:00,985.77,-1.58,272.69,-2.68,92.20,5.44,5.01,0.42,3.17,5.09,1262.04,1.44,2.38,218.10',\n",
              " '04.01.2009 19:50:00,985.69,-1.61,272.67,-2.70,92.20,5.43,5.00,0.42,3.16,5.08,1262.09,2.06,3.38,227.50',\n",
              " '04.01.2009 20:00:00,985.68,-1.56,272.72,-2.66,92.20,5.45,5.02,0.42,3.17,5.09,1261.83,1.76,3.25,223.00',\n",
              " '04.01.2009 20:10:00,985.67,-1.51,272.78,-2.63,92.00,5.47,5.03,0.44,3.18,5.10,1261.55,1.29,2.88,221.50',\n",
              " '04.01.2009 20:20:00,985.67,-1.45,272.83,-2.56,92.10,5.49,5.06,0.43,3.20,5.13,1261.29,0.79,1.88,249.00',\n",
              " '04.01.2009 20:30:00,985.65,-1.51,272.78,-2.58,92.30,5.47,5.05,0.42,3.19,5.12,1261.52,1.36,3.13,229.20',\n",
              " '04.01.2009 20:40:00,985.56,-1.51,272.79,-2.56,92.50,5.47,5.06,0.41,3.20,5.13,1261.40,1.47,3.75,213.90',\n",
              " '04.01.2009 20:50:00,985.50,-1.51,272.79,-2.54,92.60,5.47,5.06,0.40,3.20,5.14,1261.32,1.97,4.25,236.80',\n",
              " '04.01.2009 21:00:00,985.45,-1.51,272.80,-2.51,92.80,5.47,5.08,0.39,3.21,5.15,1261.25,1.89,4.13,220.50',\n",
              " '04.01.2009 21:10:00,985.46,-1.51,272.80,-2.48,93.00,5.47,5.09,0.38,3.22,5.16,1261.25,2.20,3.50,223.10',\n",
              " '04.01.2009 21:20:00,985.43,-1.51,272.80,-2.47,93.10,5.47,5.09,0.38,3.22,5.17,1261.21,1.37,3.25,200.70',\n",
              " '04.01.2009 21:30:00,985.43,-1.49,272.82,-2.44,93.20,5.48,5.10,0.37,3.23,5.18,1261.12,1.05,3.38,211.20',\n",
              " '04.01.2009 21:40:00,985.41,-1.44,272.87,-2.37,93.30,5.50,5.13,0.37,3.24,5.20,1260.86,0.82,2.25,177.00',\n",
              " '04.01.2009 21:50:00,985.43,-1.44,272.87,-2.34,93.50,5.50,5.14,0.36,3.25,5.21,1260.88,0.81,2.75,146.50',\n",
              " '04.01.2009 22:00:00,985.43,-1.43,272.88,-2.31,93.70,5.50,5.15,0.35,3.26,5.23,1260.82,0.88,3.38,144.80',\n",
              " '04.01.2009 22:10:00,985.38,-1.38,272.92,-2.26,93.70,5.52,5.17,0.35,3.27,5.25,1260.54,0.75,2.25,227.00',\n",
              " '04.01.2009 22:20:00,985.32,-1.45,272.86,-2.33,93.70,5.49,5.15,0.35,3.25,5.22,1260.78,1.45,2.88,226.50',\n",
              " '04.01.2009 22:30:00,985.31,-1.51,272.81,-2.37,93.80,5.47,5.13,0.34,3.24,5.21,1261.04,1.79,3.25,205.60',\n",
              " '04.01.2009 22:40:00,985.31,-1.46,272.86,-2.31,93.90,5.49,5.15,0.33,3.26,5.23,1260.81,1.86,4.50,204.60',\n",
              " '04.01.2009 22:50:00,985.31,-1.44,272.87,-2.32,93.70,5.50,5.15,0.35,3.26,5.23,1260.72,2.06,3.63,224.30',\n",
              " '04.01.2009 23:00:00,985.27,-1.44,272.87,-2.35,93.50,5.49,5.14,0.36,3.25,5.21,1260.69,1.47,3.13,212.50',\n",
              " '04.01.2009 23:10:00,985.20,-1.44,272.88,-2.36,93.40,5.50,5.13,0.36,3.25,5.21,1260.59,1.59,3.00,229.00',\n",
              " '04.01.2009 23:20:00,985.19,-1.42,272.90,-2.36,93.30,5.50,5.13,0.37,3.25,5.21,1260.50,1.12,2.63,217.00',\n",
              " '04.01.2009 23:30:00,985.19,-1.44,272.88,-2.42,93.00,5.50,5.11,0.38,3.23,5.19,1260.58,1.50,3.25,234.90',\n",
              " '04.01.2009 23:40:00,985.18,-1.46,272.87,-2.45,92.90,5.49,5.10,0.39,3.23,5.18,1260.66,1.50,2.63,236.20',\n",
              " '04.01.2009 23:50:00,985.12,-1.50,272.83,-2.48,93.00,5.47,5.09,0.38,3.22,5.16,1260.79,1.28,2.50,231.40',\n",
              " '05.01.2009 00:00:00,985.07,-1.47,272.86,-2.45,93.00,5.48,5.10,0.38,3.23,5.18,1260.58,1.42,3.00,239.80',\n",
              " '05.01.2009 00:10:00,985.06,-1.50,272.83,-2.51,92.80,5.47,5.08,0.39,3.21,5.15,1260.74,1.59,3.50,231.00',\n",
              " '05.01.2009 00:20:00,985.04,-1.52,272.81,-2.51,92.90,5.46,5.07,0.39,3.21,5.15,1260.79,1.48,2.88,248.80',\n",
              " '05.01.2009 00:30:00,984.96,-1.56,272.78,-2.52,93.10,5.45,5.07,0.38,3.21,5.15,1260.85,1.55,3.25,235.00',\n",
              " '05.01.2009 00:40:00,984.94,-1.56,272.78,-2.51,93.20,5.45,5.08,0.37,3.21,5.15,1260.86,1.77,4.25,251.10',\n",
              " '05.01.2009 00:50:00,984.83,-1.57,272.78,-2.55,93.00,5.44,5.06,0.38,3.20,5.14,1260.77,2.12,4.25,256.90',\n",
              " '05.01.2009 01:00:00,984.74,-1.57,272.79,-2.58,92.80,5.44,5.05,0.39,3.20,5.13,1260.66,2.55,4.75,245.30',\n",
              " '05.01.2009 01:10:00,984.65,-1.57,272.79,-2.61,92.60,5.44,5.04,0.40,3.19,5.12,1260.55,2.84,4.63,250.10',\n",
              " '05.01.2009 01:20:00,984.60,-1.58,272.79,-2.65,92.40,5.44,5.02,0.41,3.18,5.10,1260.53,2.98,5.00,254.10',\n",
              " '05.01.2009 01:30:00,984.61,-1.57,272.80,-2.65,92.30,5.44,5.02,0.42,3.18,5.10,1260.51,2.77,5.00,257.80',\n",
              " '05.01.2009 01:40:00,984.65,-1.60,272.77,-2.69,92.20,5.43,5.01,0.42,3.17,5.09,1260.68,3.00,4.38,258.30',\n",
              " '05.01.2009 01:50:00,984.74,-1.63,272.73,-2.71,92.30,5.42,5.00,0.42,3.17,5.08,1260.94,2.95,5.63,253.40',\n",
              " '05.01.2009 02:00:00,984.82,-1.60,272.75,-2.71,92.10,5.43,5.00,0.43,3.17,5.08,1260.91,2.52,4.38,262.40',\n",
              " '05.01.2009 02:10:00,984.90,-1.57,272.77,-2.74,91.70,5.44,4.99,0.45,3.16,5.07,1260.89,2.71,4.75,263.90',\n",
              " '05.01.2009 02:20:00,984.99,-1.54,272.80,-2.78,91.20,5.45,4.97,0.48,3.15,5.05,1260.87,2.53,4.38,264.80',\n",
              " '05.01.2009 02:30:00,985.06,-1.50,272.83,-2.87,90.30,5.47,4.94,0.53,3.12,5.01,1260.80,2.19,4.25,259.60',\n",
              " '05.01.2009 02:40:00,985.11,-1.46,272.87,-3.02,89.00,5.49,4.88,0.60,3.09,4.96,1260.67,2.47,4.75,270.30',\n",
              " '05.01.2009 02:50:00,985.09,-1.44,272.89,-3.22,87.60,5.49,4.81,0.68,3.04,4.89,1260.62,2.89,4.63,255.20',\n",
              " '05.01.2009 03:00:00,985.10,-1.50,272.83,-3.34,87.20,5.47,4.77,0.70,3.02,4.84,1260.92,3.06,5.38,258.30',\n",
              " '05.01.2009 03:10:00,985.17,-1.53,272.79,-3.42,86.90,5.46,4.74,0.72,3.00,4.81,1261.17,3.25,4.63,260.10',\n",
              " '05.01.2009 03:20:00,985.28,-1.57,272.75,-3.45,86.90,5.44,4.73,0.71,2.99,4.80,1261.49,2.89,4.75,260.20',\n",
              " '05.01.2009 03:30:00,985.35,-1.61,272.70,-3.48,87.00,5.43,4.72,0.71,2.98,4.79,1261.79,2.79,4.63,261.60',\n",
              " '05.01.2009 03:40:00,985.47,-1.64,272.66,-3.45,87.40,5.41,4.73,0.68,2.99,4.80,1262.07,3.12,4.50,255.90',\n",
              " '05.01.2009 03:50:00,985.50,-1.70,272.60,-3.38,88.20,5.39,4.75,0.64,3.01,4.82,1262.37,3.23,5.13,261.70',\n",
              " '05.01.2009 04:00:00,985.47,-1.76,272.54,-3.32,89.00,5.37,4.78,0.59,3.02,4.85,1262.61,2.74,6.25,258.90',\n",
              " '05.01.2009 04:10:00,985.44,-1.77,272.53,-3.22,89.70,5.36,4.81,0.55,3.04,4.88,1262.57,3.11,5.63,260.90',\n",
              " '05.01.2009 04:20:00,985.51,-1.80,272.49,-3.25,89.80,5.35,4.80,0.55,3.04,4.87,1262.84,2.86,4.25,257.00',\n",
              " '05.01.2009 04:30:00,985.57,-1.81,272.48,-3.28,89.60,5.35,4.79,0.56,3.03,4.86,1262.96,2.86,4.63,259.60',\n",
              " '05.01.2009 04:40:00,985.65,-1.77,272.52,-3.32,89.10,5.36,4.78,0.58,3.02,4.85,1262.87,2.58,5.00,253.00',\n",
              " '05.01.2009 04:50:00,985.64,-1.77,272.52,-3.39,88.60,5.36,4.75,0.61,3.01,4.82,1262.85,2.85,5.50,256.00',\n",
              " '05.01.2009 05:00:00,985.57,-1.77,272.53,-3.45,88.20,5.36,4.73,0.63,2.99,4.80,1262.78,3.35,5.50,259.50',\n",
              " '05.01.2009 05:10:00,985.64,-1.77,272.52,-3.46,88.10,5.36,4.73,0.64,2.99,4.80,1262.87,3.35,5.00,258.40',\n",
              " '05.01.2009 05:20:00,985.59,-1.76,272.53,-3.48,88.00,5.37,4.72,0.64,2.99,4.79,1262.80,3.53,5.13,259.90',\n",
              " '05.01.2009 05:30:00,985.59,-1.76,272.53,-3.45,88.20,5.37,4.73,0.63,2.99,4.80,1262.79,3.15,4.25,257.40',\n",
              " '05.01.2009 05:40:00,985.75,-1.76,272.51,-3.45,88.20,5.37,4.73,0.63,2.99,4.80,1263.00,2.62,4.50,256.40',\n",
              " '05.01.2009 05:50:00,985.89,-1.76,272.50,-3.48,88.00,5.37,4.72,0.64,2.98,4.79,1263.18,2.16,3.63,261.10',\n",
              " '05.01.2009 06:00:00,985.97,-1.76,272.50,-3.48,87.90,5.37,4.72,0.65,2.98,4.79,1263.25,1.84,3.63,266.30',\n",
              " '05.01.2009 06:10:00,986.10,-1.70,272.55,-3.44,87.80,5.39,4.73,0.66,2.99,4.80,1263.13,1.42,4.13,284.40',\n",
              " '05.01.2009 06:20:00,986.26,-1.70,272.54,-3.47,87.60,5.39,4.72,0.67,2.98,4.79,1263.34,1.00,2.75,233.50',\n",
              " '05.01.2009 06:30:00,986.42,-1.71,272.51,-3.55,87.20,5.39,4.70,0.69,2.97,4.76,1263.64,1.42,4.13,336.10',\n",
              " '05.01.2009 06:40:00,986.52,-1.79,272.42,-3.63,87.20,5.35,4.67,0.69,2.95,4.73,1264.16,1.13,2.50,267.70',\n",
              " '05.01.2009 06:50:00,986.67,-1.92,272.29,-3.69,87.60,5.31,4.65,0.66,2.93,4.71,1264.93,1.29,3.00,8.36',\n",
              " '05.01.2009 07:00:00,986.79,-2.08,272.12,-3.82,87.80,5.24,4.60,0.64,2.91,4.66,1265.86,1.28,2.88,356.40',\n",
              " '05.01.2009 07:10:00,986.90,-2.18,272.01,-3.94,87.60,5.20,4.56,0.65,2.88,4.62,1266.48,1.16,3.50,354.40',\n",
              " '05.01.2009 07:20:00,986.99,-2.26,271.91,-4.03,87.60,5.17,4.53,0.64,2.86,4.59,1267.02,1.16,2.13,283.80',\n",
              " '05.01.2009 07:30:00,987.15,-2.31,271.85,-4.06,87.70,5.15,4.52,0.63,2.85,4.58,1267.46,1.30,2.63,183.20',\n",
              " '05.01.2009 07:40:00,987.33,-2.36,271.79,-4.13,87.60,5.13,4.50,0.64,2.84,4.55,1267.94,1.48,2.88,252.80',\n",
              " '05.01.2009 07:50:00,987.52,-2.59,271.54,-4.32,87.80,5.05,4.43,0.62,2.80,4.49,1269.28,1.55,3.63,5.86',\n",
              " '05.01.2009 08:00:00,987.67,-2.72,271.40,-4.37,88.30,5.00,4.41,0.58,2.78,4.47,1270.09,1.59,3.50,0.12',\n",
              " '05.01.2009 08:10:00,987.83,-2.83,271.28,-4.42,88.70,4.96,4.40,0.56,2.77,4.45,1270.83,1.65,4.13,30.92',\n",
              " '05.01.2009 08:20:00,987.94,-2.87,271.23,-4.48,88.60,4.94,4.38,0.56,2.76,4.43,1271.17,1.44,2.50,223.00',\n",
              " '05.01.2009 08:30:00,988.04,-2.90,271.19,-4.53,88.40,4.93,4.36,0.57,2.75,4.41,1271.43,1.08,2.13,218.50',\n",
              " '05.01.2009 08:40:00,988.19,-2.89,271.19,-4.46,88.80,4.94,4.38,0.55,2.76,4.44,1271.56,1.79,4.38,306.00',\n",
              " '05.01.2009 08:50:00,988.29,-3.03,271.05,-4.42,90.00,4.88,4.40,0.49,2.77,4.45,1272.34,1.44,2.88,275.30',\n",
              " '05.01.2009 09:00:00,988.42,-3.11,270.95,-4.35,91.10,4.85,4.42,0.43,2.79,4.47,1272.89,1.61,4.63,187.70',\n",
              " '05.01.2009 09:10:00,988.59,-3.12,270.93,-4.26,91.80,4.85,4.45,0.40,2.81,4.50,1273.15,1.89,4.25,357.00',\n",
              " '05.01.2009 09:20:00,988.71,-3.11,270.93,-4.25,91.80,4.85,4.45,0.40,2.81,4.51,1273.26,1.77,4.25,12.32',\n",
              " '05.01.2009 09:30:00,988.83,-3.18,270.85,-4.31,91.80,4.83,4.43,0.40,2.79,4.48,1273.73,1.82,4.13,351.50',\n",
              " '05.01.2009 09:40:00,988.97,-3.23,270.79,-4.42,91.40,4.81,4.40,0.41,2.77,4.45,1274.18,2.32,4.25,5.16',\n",
              " '05.01.2009 09:50:00,989.06,-3.24,270.77,-4.45,91.30,4.81,4.39,0.42,2.76,4.44,1274.36,1.93,4.63,7.63',\n",
              " '05.01.2009 10:00:00,989.23,-3.29,270.71,-4.55,90.90,4.79,4.35,0.44,2.74,4.40,1274.82,2.53,4.63,6.79',\n",
              " '05.01.2009 10:10:00,989.38,-3.30,270.69,-4.65,90.30,4.79,4.32,0.46,2.72,4.37,1275.07,2.93,5.38,358.90',\n",
              " '05.01.2009 10:20:00,989.53,-3.28,270.70,-4.69,89.90,4.79,4.31,0.48,2.71,4.35,1275.17,2.21,4.13,1.02',\n",
              " '05.01.2009 10:30:00,989.68,-3.31,270.65,-4.81,89.30,4.78,4.27,0.51,2.69,4.31,1275.53,2.66,5.75,4.46',\n",
              " '05.01.2009 10:40:00,989.76,-3.36,270.59,-4.83,89.50,4.76,4.26,0.50,2.68,4.31,1275.90,2.69,5.13,6.77',\n",
              " '05.01.2009 10:50:00,989.87,-3.46,270.48,-4.89,89.80,4.73,4.24,0.48,2.67,4.29,1276.52,3.85,6.13,8.64',\n",
              " '05.01.2009 11:00:00,989.97,-3.53,270.41,-5.11,88.70,4.70,4.17,0.53,2.63,4.21,1276.99,5.06,7.88,13.74',\n",
              " '05.01.2009 11:10:00,990.08,-3.57,270.36,-5.43,86.80,4.69,4.07,0.62,2.56,4.11,1277.36,5.25,8.00,20.67',\n",
              " '05.01.2009 11:20:00,990.20,-3.58,270.34,-5.41,87.00,4.69,4.08,0.61,2.57,4.12,1277.56,3.97,5.75,22.11',\n",
              " '05.01.2009 11:30:00,990.30,-3.62,270.30,-5.35,87.70,4.67,4.10,0.57,2.58,4.14,1277.87,3.64,6.00,17.47',\n",
              " '05.01.2009 11:40:00,990.35,-3.63,270.28,-5.38,87.60,4.67,4.09,0.58,2.57,4.13,1278.01,5.20,8.38,15.59',\n",
              " '05.01.2009 11:50:00,990.38,-3.63,270.27,-5.47,87.00,4.67,4.06,0.61,2.55,4.10,1278.07,5.89,8.00,18.85',\n",
              " '05.01.2009 12:00:00,990.42,-3.65,270.26,-5.54,86.60,4.66,4.04,0.62,2.54,4.08,1278.21,5.49,8.38,17.44',\n",
              " '05.01.2009 12:10:00,990.55,-3.73,270.16,-5.60,86.80,4.63,4.02,0.61,2.53,4.06,1278.79,4.74,7.38,20.51',\n",
              " '05.01.2009 12:20:00,990.68,-3.86,270.02,-5.59,87.70,4.59,4.02,0.56,2.53,4.06,1279.58,4.14,6.25,14.12',\n",
              " '05.01.2009 12:30:00,990.73,-4.06,269.82,-5.62,88.80,4.52,4.01,0.51,2.52,4.05,1280.57,4.45,6.25,10.26',\n",
              " '05.01.2009 12:40:00,990.78,-4.16,269.72,-5.64,89.30,4.49,4.01,0.48,2.52,4.04,1281.10,4.58,7.50,13.37',\n",
              " '05.01.2009 12:50:00,990.78,-4.17,269.71,-5.71,88.90,4.48,3.98,0.50,2.51,4.02,1281.16,5.89,8.13,18.80',\n",
              " '05.01.2009 13:00:00,990.82,-4.15,269.72,-5.84,87.90,4.49,3.94,0.54,2.48,3.98,1281.16,5.91,9.75,28.54',\n",
              " '05.01.2009 13:10:00,990.85,-4.23,269.64,-6.13,86.50,4.46,3.86,0.60,2.43,3.89,1281.61,6.48,9.13,23.81',\n",
              " '05.01.2009 13:20:00,990.94,-4.33,269.53,-6.21,86.60,4.43,3.84,0.59,2.41,3.87,1282.20,6.30,9.25,19.91',\n",
              " '05.01.2009 13:30:00,990.99,-4.37,269.49,-6.19,87.00,4.42,3.84,0.57,2.41,3.88,1282.46,5.96,8.13,24.19',\n",
              " '05.01.2009 13:40:00,991.03,-4.45,269.40,-6.20,87.50,4.39,3.84,0.55,2.41,3.87,1282.92,5.97,8.25,19.51',\n",
              " '05.01.2009 13:50:00,991.07,-4.50,269.35,-6.10,88.50,4.37,3.87,0.50,2.43,3.90,1283.18,5.49,7.25,19.58',\n",
              " '05.01.2009 14:00:00,991.08,-4.57,269.28,-6.05,89.30,4.35,3.88,0.47,2.44,3.92,1283.50,6.11,7.75,19.12',\n",
              " '05.01.2009 14:10:00,991.17,-4.68,269.17,-6.06,90.00,4.31,3.88,0.43,2.44,3.92,1284.15,6.20,8.25,19.39',\n",
              " '05.01.2009 14:20:00,991.27,-4.77,269.07,-6.20,89.60,4.28,3.84,0.45,2.41,3.87,1284.73,5.96,7.88,21.96',\n",
              " '05.01.2009 14:30:00,991.40,-4.81,269.02,-6.25,89.50,4.27,3.82,0.45,2.40,3.86,1285.09,5.24,7.38,25.22',\n",
              " '05.01.2009 14:40:00,991.47,-4.95,268.87,-6.32,90.00,4.22,3.80,0.42,2.39,3.83,1285.88,6.57,9.25,27.77',\n",
              " '05.01.2009 14:50:00,991.64,-5.08,268.72,-6.48,89.80,4.18,3.76,0.43,2.36,3.79,1286.76,5.05,6.88,28.77',\n",
              " '05.01.2009 15:00:00,991.80,-5.14,268.66,-6.54,89.80,4.16,3.74,0.42,2.35,3.77,1287.24,5.67,8.25,26.38',\n",
              " '05.01.2009 15:10:00,991.91,-5.26,268.52,-6.67,89.70,4.13,3.70,0.42,2.32,3.73,1288.00,6.75,9.75,28.06',\n",
              " '05.01.2009 15:20:00,991.99,-5.41,268.37,-6.89,89.20,4.08,3.64,0.44,2.28,3.67,1288.85,6.06,9.63,26.26',\n",
              " '05.01.2009 15:30:00,992.09,-5.49,268.28,-7.03,88.80,4.05,3.60,0.45,2.26,3.63,1289.38,6.29,8.88,30.09',\n",
              " '05.01.2009 15:40:00,992.28,-5.54,268.21,-7.05,89.00,4.04,3.59,0.44,2.26,3.62,1289.88,5.70,7.63,31.42',\n",
              " '05.01.2009 15:50:00,992.46,-5.59,268.15,-7.11,88.90,4.02,3.58,0.45,2.24,3.60,1290.35,6.67,10.13,22.48',\n",
              " '05.01.2009 16:00:00,992.67,-5.74,267.99,-7.36,88.20,3.98,3.51,0.47,2.20,3.53,1291.37,7.11,9.50,31.28',\n",
              " '05.01.2009 16:10:00,992.87,-5.77,267.93,-7.34,88.60,3.97,3.51,0.45,2.20,3.54,1291.82,5.96,9.00,29.18',\n",
              " '05.01.2009 16:20:00,992.91,-5.94,267.77,-7.52,88.50,3.92,3.47,0.45,2.17,3.49,1292.67,6.52,10.38,21.52',\n",
              " '05.01.2009 16:30:00,993.02,-6.05,267.65,-7.63,88.50,3.88,3.44,0.45,2.16,3.46,1293.38,6.45,8.63,25.72',\n",
              " '05.01.2009 16:40:00,993.19,-6.10,267.58,-7.66,88.60,3.87,3.43,0.44,2.15,3.45,1293.86,6.12,9.38,35.86',\n",
              " '05.01.2009 16:50:00,993.30,-6.21,267.46,-7.76,88.70,3.83,3.40,0.43,2.13,3.42,1294.56,6.49,9.38,24.54',\n",
              " '05.01.2009 17:00:00,993.40,-6.38,267.29,-7.95,88.50,3.79,3.35,0.44,2.10,3.37,1295.53,7.23,9.50,20.77',\n",
              " '05.01.2009 17:10:00,993.60,-6.55,267.10,-8.18,88.10,3.74,3.29,0.44,2.06,3.31,1296.67,6.53,9.00,22.97',\n",
              " '05.01.2009 17:20:00,993.78,-6.63,267.01,-8.34,87.50,3.71,3.25,0.46,2.04,3.27,1297.28,6.14,9.38,26.80',\n",
              " '05.01.2009 17:30:00,993.93,-6.70,266.92,-8.55,86.60,3.69,3.20,0.49,2.00,3.22,1297.86,6.09,8.13,32.02',\n",
              " '05.01.2009 17:40:00,994.08,-6.76,266.85,-8.56,86.90,3.68,3.19,0.48,2.00,3.21,1298.35,5.33,8.25,32.75',\n",
              " '05.01.2009 17:50:00,994.17,-6.74,266.87,-8.39,87.90,3.68,3.24,0.45,2.03,3.26,1298.32,5.12,7.25,20.06',\n",
              " '05.01.2009 18:00:00,994.25,-6.85,266.75,-8.55,87.60,3.65,3.20,0.45,2.00,3.22,1299.00,6.34,9.25,20.57',\n",
              " '05.01.2009 18:10:00,994.27,-7.08,266.52,-9.08,85.50,3.59,3.07,0.52,1.92,3.08,1300.21,6.73,10.38,21.48',\n",
              " '05.01.2009 18:20:00,994.29,-7.45,266.15,-10.08,81.30,3.48,2.83,0.65,1.77,2.85,1302.17,7.81,10.88,18.93',\n",
              " '05.01.2009 18:30:00,994.42,-7.62,265.97,-10.51,79.60,3.44,2.74,0.70,1.71,2.75,1303.22,7.38,9.63,21.41',\n",
              " '05.01.2009 18:40:00,994.49,-7.73,265.85,-10.74,78.80,3.41,2.69,0.72,1.68,2.70,1303.87,7.62,9.88,25.07',\n",
              " '05.01.2009 18:50:00,994.54,-7.80,265.78,-11.13,76.80,3.39,2.60,0.79,1.63,2.62,1304.33,7.16,9.25,23.63',\n",
              " '05.01.2009 19:00:00,994.69,-7.90,265.66,-11.46,75.40,3.36,2.54,0.83,1.59,2.55,1305.05,7.29,10.38,20.94',\n",
              " '05.01.2009 19:10:00,994.93,-8.01,265.54,-11.63,75.00,3.34,2.50,0.83,1.57,2.51,1305.92,6.91,9.63,23.47',\n",
              " '05.01.2009 19:20:00,995.06,-8.13,265.41,-11.73,75.10,3.30,2.48,0.82,1.55,2.49,1306.69,6.77,9.13,22.11',\n",
              " '05.01.2009 19:30:00,995.19,-8.31,265.22,-11.99,74.60,3.26,2.43,0.83,1.52,2.44,1307.78,6.25,9.13,22.52',\n",
              " '05.01.2009 19:40:00,995.38,-8.55,264.96,-12.19,74.80,3.20,2.39,0.81,1.50,2.40,1309.24,5.97,8.25,18.50',\n",
              " '05.01.2009 19:50:00,995.52,-8.87,264.63,-12.51,74.70,3.12,2.33,0.79,1.46,2.34,1311.03,6.47,8.75,20.94',\n",
              " '05.01.2009 20:00:00,995.62,-9.13,264.36,-12.71,75.00,3.05,2.29,0.76,1.43,2.30,1312.47,5.45,7.88,16.84',\n",
              " '05.01.2009 20:10:00,995.84,-9.35,264.12,-12.89,75.20,3.00,2.26,0.74,1.41,2.27,1313.88,5.33,7.13,16.27',\n",
              " '05.01.2009 20:20:00,995.93,-9.55,263.92,-13.06,75.40,2.95,2.23,0.73,1.39,2.24,1315.01,5.03,7.13,12.09',\n",
              " '05.01.2009 20:30:00,995.93,-9.73,263.74,-13.18,75.70,2.91,2.20,0.71,1.38,2.21,1315.92,4.87,6.50,14.07',\n",
              " '05.01.2009 20:40:00,996.10,-9.90,263.55,-13.30,76.00,2.87,2.18,0.69,1.36,2.19,1317.00,3.74,5.25,14.93',\n",
              " '05.01.2009 20:50:00,996.23,-10.07,263.37,-13.40,76.40,2.84,2.17,0.67,1.35,2.17,1318.03,4.19,6.25,8.33',\n",
              " '05.01.2009 21:00:00,996.43,-10.18,263.25,-13.51,76.40,2.81,2.15,0.66,1.34,2.15,1318.87,3.77,5.75,10.63',\n",
              " '05.01.2009 21:10:00,996.58,-10.32,263.10,-13.63,76.50,2.78,2.13,0.65,1.33,2.13,1319.77,2.79,4.38,14.44',\n",
              " '05.01.2009 21:20:00,996.71,-10.41,263.00,-13.67,76.80,2.76,2.12,0.64,1.32,2.13,1320.40,2.40,4.38,16.53',\n",
              " '05.01.2009 21:30:00,996.78,-10.44,262.96,-13.74,76.50,2.75,2.11,0.65,1.32,2.11,1320.66,2.97,4.88,26.59',\n",
              " '05.01.2009 21:40:00,996.87,-10.46,262.94,-13.78,76.40,2.75,2.10,0.65,1.31,2.11,1320.87,2.35,4.00,31.94',\n",
              " '05.01.2009 21:50:00,996.95,-10.50,262.89,-13.88,76.00,2.74,2.08,0.66,1.30,2.09,1321.19,2.01,3.50,35.38',\n",
              " '05.01.2009 22:00:00,996.99,-10.60,262.79,-13.95,76.20,2.72,2.07,0.65,1.29,2.08,1321.75,2.61,3.75,25.33',\n",
              " '05.01.2009 22:10:00,997.04,-10.74,262.64,-14.02,76.60,2.69,2.06,0.63,1.29,2.06,1322.53,2.74,3.75,22.86',\n",
              " '05.01.2009 22:20:00,997.11,-10.88,262.50,-14.08,77.10,2.66,2.05,0.61,1.28,2.05,1323.34,2.54,4.00,18.33',\n",
              " '05.01.2009 22:30:00,997.13,-11.09,262.29,-14.20,77.60,2.61,2.03,0.59,1.27,2.03,1324.43,3.20,4.38,14.47',\n",
              " '05.01.2009 22:40:00,997.11,-11.32,262.06,-14.33,78.20,2.56,2.01,0.56,1.25,2.01,1325.59,3.48,5.13,17.36',\n",
              " '05.01.2009 22:50:00,997.22,-11.50,261.87,-14.43,78.70,2.53,1.99,0.54,1.24,2.00,1326.65,2.70,4.25,12.10',\n",
              " '05.01.2009 23:00:00,997.29,-11.72,261.64,-14.57,79.20,2.48,1.97,0.52,1.23,1.97,1327.86,2.96,5.25,8.06',\n",
              " '05.01.2009 23:10:00,997.42,-11.96,261.39,-14.73,79.70,2.44,1.94,0.49,1.21,1.95,1329.27,2.12,3.38,2.77',\n",
              " '05.01.2009 23:20:00,997.51,-12.16,261.19,-14.83,80.30,2.40,1.92,0.47,1.20,1.93,1330.42,2.01,3.00,5.68',\n",
              " '05.01.2009 23:30:00,997.54,-12.30,261.04,-14.89,80.80,2.37,1.91,0.45,1.19,1.92,1331.17,1.56,2.75,351.00',\n",
              " '05.01.2009 23:40:00,997.50,-12.43,260.92,-14.96,81.20,2.34,1.90,0.44,1.19,1.91,1331.79,1.22,2.25,350.40',\n",
              " '05.01.2009 23:50:00,997.51,-12.54,260.81,-15.01,81.60,2.32,1.90,0.43,1.18,1.90,1332.38,1.67,2.25,350.30',\n",
              " '06.01.2009 00:00:00,997.60,-12.63,260.71,-15.07,81.80,2.31,1.89,0.42,1.18,1.89,1332.96,1.60,2.63,355.50',\n",
              " '06.01.2009 00:10:00,997.62,-12.78,260.56,-15.17,82.10,2.28,1.87,0.41,1.17,1.88,1333.76,1.37,2.63,7.26',\n",
              " '06.01.2009 00:20:00,997.61,-12.93,260.41,-15.24,82.60,2.25,1.86,0.39,1.16,1.86,1334.52,1.64,3.00,351.90',\n",
              " '06.01.2009 00:30:00,997.62,-13.06,260.28,-15.33,82.90,2.23,1.85,0.38,1.15,1.85,1335.21,1.08,2.00,342.80',\n",
              " '06.01.2009 00:40:00,997.60,-13.14,260.20,-15.35,83.30,2.21,1.84,0.37,1.15,1.85,1335.60,1.43,2.50,352.10',\n",
              " '06.01.2009 00:50:00,997.62,-13.24,260.10,-15.43,83.40,2.19,1.83,0.36,1.14,1.83,1336.14,1.29,2.38,358.20',\n",
              " '06.01.2009 01:00:00,997.71,-13.34,259.99,-15.46,83.90,2.18,1.83,0.35,1.14,1.83,1336.78,0.91,2.25,8.35',\n",
              " '06.01.2009 01:10:00,997.72,-13.39,259.94,-15.49,84.00,2.17,1.82,0.35,1.14,1.83,1337.06,1.26,3.00,350.20',\n",
              " '06.01.2009 01:20:00,997.72,-13.43,259.90,-15.51,84.20,2.16,1.82,0.34,1.13,1.82,1337.27,1.57,2.88,3.27',\n",
              " '06.01.2009 01:30:00,997.72,-13.49,259.84,-15.54,84.40,2.15,1.81,0.34,1.13,1.82,1337.57,1.38,3.38,339.10',\n",
              " '06.01.2009 01:40:00,997.76,-13.59,259.74,-15.62,84.50,2.13,1.80,0.33,1.12,1.81,1338.15,0.95,2.50,342.20',\n",
              " '06.01.2009 01:50:00,997.85,-13.62,259.70,-15.61,84.80,2.13,1.80,0.32,1.13,1.81,1338.42,2.19,4.25,356.90',\n",
              " '06.01.2009 02:00:00,997.96,-13.64,259.67,-15.63,84.80,2.12,1.80,0.32,1.12,1.80,1338.68,1.09,3.13,340.20',\n",
              " '06.01.2009 02:10:00,998.09,-13.66,259.64,-15.63,84.90,2.12,1.80,0.32,1.12,1.80,1338.96,1.30,2.50,1.11',\n",
              " '06.01.2009 02:20:00,998.10,-13.75,259.55,-15.72,84.90,2.10,1.79,0.32,1.11,1.79,1339.44,1.10,2.13,335.80',\n",
              " '06.01.2009 02:30:00,998.09,-13.80,259.50,-15.74,85.10,2.10,1.78,0.31,1.11,1.79,1339.69,1.45,2.63,352.10',\n",
              " '06.01.2009 02:40:00,998.09,-13.85,259.45,-15.82,84.90,2.09,1.77,0.32,1.11,1.78,1339.95,1.38,2.75,358.10',\n",
              " '06.01.2009 02:50:00,998.16,-13.87,259.43,-15.80,85.20,2.08,1.78,0.31,1.11,1.78,1340.14,1.93,4.25,7.37',\n",
              " '06.01.2009 03:00:00,998.22,-13.89,259.40,-15.80,85.30,2.08,1.77,0.31,1.11,1.78,1340.33,2.16,4.13,353.80',\n",
              " '06.01.2009 03:10:00,998.26,-13.98,259.31,-15.89,85.30,2.06,1.76,0.30,1.10,1.76,1340.85,1.67,3.63,358.70',\n",
              " '06.01.2009 03:20:00,998.25,-14.08,259.21,-15.96,85.50,2.05,1.75,0.30,1.09,1.75,1341.36,1.78,2.50,348.70',\n",
              " '06.01.2009 03:30:00,998.35,-14.18,259.10,-16.03,85.70,2.03,1.74,0.29,1.09,1.74,1342.02,1.41,2.88,354.00',\n",
              " '06.01.2009 03:40:00,998.34,-14.30,258.98,-16.08,86.20,2.01,1.73,0.28,1.08,1.74,1342.63,1.42,2.88,346.80',\n",
              " '06.01.2009 03:50:00,998.34,-14.26,259.02,-15.99,86.60,2.02,1.75,0.27,1.09,1.75,1342.42,1.85,2.38,350.90',\n",
              " '06.01.2009 04:00:00,998.24,-14.29,259.00,-16.03,86.50,2.01,1.74,0.27,1.09,1.74,1342.44,1.83,2.75,355.00',\n",
              " '06.01.2009 04:10:00,998.25,-14.39,258.90,-16.11,86.60,2.00,1.73,0.27,1.08,1.73,1342.99,1.70,2.50,351.50',\n",
              " '06.01.2009 04:20:00,998.34,-14.47,258.81,-16.17,86.80,1.98,1.72,0.26,1.07,1.72,1343.52,1.40,2.38,355.40',\n",
              " '06.01.2009 04:30:00,998.17,-14.60,258.70,-16.28,86.90,1.96,1.70,0.26,1.06,1.71,1343.98,1.25,2.25,342.30',\n",
              " '06.01.2009 04:40:00,998.10,-14.73,258.57,-16.41,86.90,1.94,1.69,0.25,1.05,1.69,1344.57,1.24,2.50,11.40',\n",
              " '06.01.2009 04:50:00,998.19,-14.90,258.39,-16.53,87.20,1.91,1.67,0.24,1.04,1.67,1345.58,0.91,2.13,14.31',\n",
              " '06.01.2009 05:00:00,998.14,-15.13,258.17,-16.75,87.30,1.88,1.64,0.24,1.02,1.64,1346.73,1.08,2.50,13.16',\n",
              " '06.01.2009 05:10:00,998.22,-15.20,258.09,-16.69,88.20,1.87,1.65,0.22,1.03,1.65,1347.19,2.40,3.50,4.70',\n",
              " '06.01.2009 05:20:00,998.24,-15.16,258.13,-16.62,88.50,1.87,1.66,0.22,1.03,1.66,1347.01,2.16,3.13,1.04',\n",
              " '06.01.2009 05:30:00,998.25,-15.25,258.04,-16.66,88.80,1.86,1.65,0.21,1.03,1.65,1347.50,1.74,3.00,2.45',\n",
              " '06.01.2009 05:40:00,998.22,-15.31,257.98,-16.70,89.00,1.85,1.65,0.20,1.03,1.65,1347.78,1.59,2.63,6.51',\n",
              " '06.01.2009 05:50:00,998.21,-15.29,258.00,-16.65,89.20,1.85,1.65,0.20,1.03,1.66,1347.66,1.61,2.88,16.12',\n",
              " '06.01.2009 06:00:00,998.22,-15.37,257.92,-16.73,89.20,1.84,1.64,0.20,1.02,1.64,1348.09,0.76,2.00,47.73',\n",
              " '06.01.2009 06:10:00,998.22,-15.49,257.80,-16.87,89.00,1.82,1.62,0.20,1.01,1.62,1348.74,0.86,2.38,24.59',\n",
              " '06.01.2009 06:20:00,998.26,-15.73,257.56,-17.18,88.50,1.79,1.58,0.21,0.99,1.58,1350.06,0.57,1.25,56.56',\n",
              " '06.01.2009 06:30:00,998.33,-16.31,256.97,-17.83,87.90,1.70,1.49,0.21,0.93,1.50,1353.26,0.49,1.38,48.85',\n",
              " '06.01.2009 06:40:00,998.37,-16.69,256.59,-18.23,87.70,1.65,1.44,0.20,0.90,1.45,1355.33,0.37,1.00,58.44',\n",
              " '06.01.2009 06:50:00,998.37,-16.71,256.57,-18.18,88.20,1.64,1.45,0.19,0.90,1.45,1355.44,0.39,1.50,271.20',\n",
              " '06.01.2009 07:00:00,998.34,-16.86,256.42,-18.39,87.80,1.62,1.43,0.20,0.89,1.43,1356.20,0.33,0.75,173.90',\n",
              " '06.01.2009 07:10:00,998.34,-16.92,256.36,-18.47,87.60,1.61,1.41,0.20,0.88,1.42,1356.53,0.34,1.00,172.70',\n",
              " '06.01.2009 07:20:00,998.34,-16.90,256.38,-18.44,87.70,1.62,1.42,0.20,0.88,1.42,1356.42,0.25,0.75,151.80',\n",
              " '06.01.2009 07:30:00,998.34,-16.89,256.39,-18.45,87.50,1.62,1.42,0.20,0.88,1.42,1356.37,0.42,0.88,202.10',\n",
              " '06.01.2009 07:40:00,998.38,-16.97,256.31,-18.57,87.20,1.61,1.40,0.21,0.87,1.40,1356.85,0.71,1.00,219.30',\n",
              " '06.01.2009 07:50:00,998.43,-17.02,256.26,-18.61,87.30,1.60,1.40,0.20,0.87,1.40,1357.19,0.62,1.00,223.30',\n",
              " '06.01.2009 08:00:00,998.34,-16.92,256.36,-18.40,88.10,1.61,1.42,0.19,0.89,1.43,1356.53,1.01,1.75,3.41',\n",
              " '06.01.2009 08:10:00,998.35,-16.26,257.02,-17.60,89.30,1.71,1.52,0.18,0.95,1.53,1353.00,1.27,1.75,350.60',\n",
              " '06.01.2009 08:20:00,998.37,-16.09,257.19,-17.52,88.60,1.73,1.53,0.20,0.96,1.54,1352.13,1.15,1.75,350.70',\n",
              " '06.01.2009 08:30:00,998.46,-16.02,257.25,-17.49,88.30,1.74,1.54,0.20,0.96,1.54,1351.88,0.79,1.63,16.38',\n",
              " '06.01.2009 08:40:00,998.46,-15.98,257.29,-17.49,88.00,1.75,1.54,0.21,0.96,1.54,1351.67,0.45,0.88,9.12',\n",
              " '06.01.2009 08:50:00,998.47,-15.90,257.37,-17.44,87.80,1.76,1.55,0.21,0.96,1.55,1351.25,0.50,0.88,18.19',\n",
              " '06.01.2009 09:00:00,998.35,-15.71,257.57,-17.25,87.80,1.79,1.57,0.22,0.98,1.57,1350.08,0.44,1.00,192.00',\n",
              " '06.01.2009 09:10:00,998.44,-15.69,257.59,-17.37,86.80,1.79,1.55,0.24,0.97,1.56,1350.11,0.58,1.00,224.10',\n",
              " '06.01.2009 09:20:00,998.46,-15.53,257.74,-17.20,86.90,1.82,1.58,0.24,0.98,1.58,1349.29,0.51,1.00,192.10',\n",
              " '06.01.2009 09:30:00,998.37,-15.07,258.21,-16.81,86.40,1.89,1.63,0.26,1.02,1.63,1346.73,0.77,1.88,14.04',\n",
              " '06.01.2009 09:40:00,998.34,-15.25,258.03,-17.06,85.90,1.86,1.60,0.26,1.00,1.60,1347.65,2.01,3.13,18.19',\n",
              " '06.01.2009 09:50:00,998.42,-15.43,257.85,-17.07,87.10,1.83,1.59,0.24,0.99,1.60,1348.70,1.57,2.50,27.66',\n",
              " '06.01.2009 10:00:00,998.46,-15.23,258.04,-16.85,87.30,1.86,1.63,0.24,1.01,1.63,1347.70,1.63,2.38,24.18',\n",
              " '06.01.2009 10:10:00,998.49,-15.11,258.16,-16.78,86.90,1.88,1.63,0.25,1.02,1.64,1347.10,1.16,2.13,26.08',\n",
              " '06.01.2009 10:20:00,998.46,-15.12,258.15,-16.85,86.50,1.88,1.63,0.25,1.01,1.63,1347.12,1.73,2.88,7.15',\n",
              " '06.01.2009 10:30:00,998.46,-15.06,258.21,-16.87,85.90,1.89,1.62,0.27,1.01,1.62,1346.81,1.71,3.00,19.62',\n",
              " '06.01.2009 10:40:00,998.49,-15.04,258.23,-16.96,85.10,1.89,1.61,0.28,1.00,1.61,1346.75,1.72,2.63,355.10',\n",
              " '06.01.2009 10:50:00,998.44,-15.14,258.14,-17.11,84.70,1.88,1.59,0.29,0.99,1.59,1347.22,1.84,2.88,13.03',\n",
              " '06.01.2009 11:00:00,998.29,-15.05,258.24,-17.04,84.60,1.89,1.60,0.29,1.00,1.60,1346.54,1.67,2.38,19.66',\n",
              " '06.01.2009 11:10:00,998.17,-14.71,258.59,-16.83,83.70,1.94,1.63,0.32,1.01,1.63,1344.59,2.09,3.00,20.25',\n",
              " '06.01.2009 11:20:00,998.21,-14.75,258.54,-16.98,82.90,1.94,1.61,0.33,1.00,1.61,1344.86,2.57,3.50,24.40',\n",
              " '06.01.2009 11:30:00,998.11,-14.72,258.58,-17.03,82.40,1.94,1.60,0.34,1.00,1.60,1344.57,3.04,3.75,27.37',\n",
              " '06.01.2009 11:40:00,998.03,-14.62,258.69,-16.91,82.50,1.96,1.62,0.34,1.01,1.62,1343.94,2.44,3.25,25.76',\n",
              " '06.01.2009 11:50:00,997.92,-14.46,258.85,-16.87,81.70,1.98,1.62,0.36,1.01,1.62,1342.96,2.81,4.00,30.30',\n",
              " '06.01.2009 12:00:00,997.79,-14.52,258.80,-17.02,81.10,1.97,1.60,0.37,1.00,1.61,1343.10,3.42,4.50,23.73',\n",
              " '06.01.2009 12:10:00,997.73,-14.46,258.87,-16.97,81.00,1.98,1.61,0.38,1.00,1.61,1342.70,2.15,3.13,15.21',\n",
              " '06.01.2009 12:20:00,997.60,-14.08,259.26,-16.72,80.20,2.05,1.64,0.41,1.02,1.65,1340.54,1.06,1.63,31.38',\n",
              " '06.01.2009 12:30:00,997.46,-13.56,259.79,-16.47,78.50,2.14,1.68,0.46,1.05,1.68,1337.65,1.43,2.00,13.46',\n",
              " '06.01.2009 12:40:00,997.24,-13.18,260.19,-16.36,76.80,2.21,1.69,0.51,1.06,1.70,1335.39,1.13,1.63,30.07',\n",
              " '06.01.2009 12:50:00,997.14,-12.42,260.95,-15.84,75.40,2.35,1.77,0.58,1.10,1.77,1331.33,0.58,1.13,320.10',\n",
              " '06.01.2009 13:00:00,997.02,-10.97,262.41,-15.17,70.90,2.64,1.87,0.77,1.17,1.88,1323.75,0.99,1.75,148.90',\n",
              " '06.01.2009 13:10:00,996.89,-10.88,262.51,-15.71,67.31,2.66,1.79,0.87,1.12,1.79,1323.17,0.94,1.63,31.63',\n",
              " '06.01.2009 13:20:00,996.80,-11.45,261.95,-16.02,68.63,2.54,1.74,0.80,1.09,1.75,1325.96,0.95,1.75,5.07',\n",
              " '06.01.2009 13:30:00,996.63,-11.09,262.32,-15.74,68.25,2.61,1.78,0.83,1.11,1.79,1323.90,1.10,2.00,19.56',\n",
              " '06.01.2009 13:40:00,996.52,-11.07,262.35,-15.77,68.00,2.62,1.78,0.84,1.11,1.79,1323.65,1.10,2.00,30.78',\n",
              " '06.01.2009 13:50:00,996.43,-11.33,262.10,-15.85,68.97,2.56,1.77,0.80,1.10,1.77,1324.84,1.67,2.50,29.80',\n",
              " '06.01.2009 14:00:00,996.32,-11.90,261.54,-16.10,70.70,2.45,1.73,0.72,1.08,1.74,1327.61,1.75,3.13,34.70',\n",
              " '06.01.2009 14:10:00,996.37,-12.43,261.00,-16.28,72.70,2.34,1.70,0.64,1.06,1.71,1330.39,1.74,2.38,25.81',\n",
              " '06.01.2009 14:20:00,996.37,-12.47,260.96,-16.13,73.90,2.34,1.73,0.61,1.08,1.73,1330.58,1.61,2.50,26.04',\n",
              " '06.01.2009 14:30:00,996.31,-12.27,261.17,-15.92,74.00,2.38,1.76,0.62,1.10,1.76,1329.47,1.90,3.00,32.44',\n",
              " '06.01.2009 14:40:00,996.36,-12.19,261.24,-15.90,73.60,2.39,1.76,0.63,1.10,1.77,1329.12,1.87,3.00,16.61',\n",
              " '06.01.2009 14:50:00,996.33,-11.96,261.47,-15.75,73.20,2.44,1.78,0.65,1.11,1.79,1327.90,1.62,2.50,6.49',\n",
              " '06.01.2009 15:00:00,996.27,-12.05,261.39,-15.83,73.20,2.42,1.77,0.65,1.11,1.78,1328.29,1.87,2.38,18.27',\n",
              " '06.01.2009 15:10:00,996.26,-12.66,260.78,-16.09,75.30,2.30,1.73,0.57,1.08,1.74,1331.39,2.05,2.63,20.35',\n",
              " '06.01.2009 15:20:00,996.36,-13.09,260.34,-16.18,77.40,2.22,1.72,0.50,1.07,1.73,1333.74,1.65,2.50,25.66',\n",
              " '06.01.2009 15:30:00,996.38,-13.26,260.17,-16.16,78.60,2.19,1.72,0.47,1.08,1.73,1334.64,1.47,2.00,11.95',\n",
              " '06.01.2009 15:40:00,996.31,-13.28,260.16,-16.16,78.70,2.19,1.72,0.47,1.08,1.73,1334.64,1.10,2.50,9.58',\n",
              " '06.01.2009 15:50:00,996.25,-13.28,260.16,-16.19,78.50,2.19,1.72,0.47,1.07,1.72,1334.57,0.68,1.63,5.66',\n",
              " '06.01.2009 16:00:00,996.25,-13.52,259.92,-16.37,78.90,2.14,1.69,0.45,1.06,1.70,1335.82,0.99,1.38,340.80',\n",
              " '06.01.2009 16:10:00,996.25,-14.05,259.39,-16.65,80.50,2.05,1.65,0.40,1.03,1.66,1338.57,1.04,1.38,324.40',\n",
              " '06.01.2009 16:20:00,996.22,-14.40,259.04,-16.76,82.10,1.99,1.64,0.36,1.02,1.64,1340.35,0.95,1.50,341.10',\n",
              " '06.01.2009 16:30:00,996.25,-14.62,258.82,-16.83,83.10,1.96,1.63,0.33,1.02,1.63,1341.54,0.33,0.75,47.89',\n",
              " '06.01.2009 16:40:00,996.24,-14.94,258.50,-17.10,83.40,1.91,1.59,0.32,0.99,1.60,1343.20,0.98,1.50,350.90',\n",
              " '06.01.2009 16:50:00,996.19,-14.88,258.56,-16.79,85.20,1.92,1.63,0.28,1.02,1.64,1342.81,1.27,1.50,335.60',\n",
              " '06.01.2009 17:00:00,996.14,-14.88,258.57,-16.79,85.20,1.92,1.63,0.28,1.02,1.64,1342.73,0.63,1.25,298.10',\n",
              " '06.01.2009 17:10:00,996.07,-15.59,257.86,-17.69,83.70,1.81,1.51,0.29,0.94,1.52,1346.40,0.97,2.25,245.50',\n",
              " '06.01.2009 17:20:00,996.01,-15.97,257.48,-17.92,84.80,1.75,1.48,0.27,0.93,1.49,1348.33,0.68,1.13,8.72',\n",
              " '06.01.2009 17:30:00,996.08,-15.92,257.53,-17.69,86.10,1.76,1.51,0.24,0.95,1.52,1348.15,0.50,0.88,47.57',\n",
              " '06.01.2009 17:40:00,995.97,-16.15,257.31,-17.91,86.10,1.72,1.48,0.24,0.93,1.49,1349.21,1.25,2.38,264.10',\n",
              " '06.01.2009 17:50:00,995.95,-16.11,257.35,-17.82,86.50,1.73,1.50,0.23,0.93,1.50,1348.97,0.97,2.25,300.30',\n",
              " '06.01.2009 18:00:00,995.91,-16.49,256.97,-18.34,85.40,1.67,1.43,0.24,0.89,1.44,1350.95,2.72,3.38,249.70',\n",
              " '06.01.2009 18:10:00,995.93,-16.56,256.90,-18.36,85.80,1.66,1.43,0.24,0.89,1.43,1351.34,1.54,2.50,227.50',\n",
              " '06.01.2009 18:20:00,995.88,-16.61,256.85,-18.41,85.80,1.66,1.42,0.24,0.89,1.43,1351.55,1.96,2.50,250.70',\n",
              " '06.01.2009 18:30:00,995.88,-16.75,256.71,-18.61,85.30,1.64,1.40,0.24,0.87,1.40,1352.29,1.74,2.25,235.50',\n",
              " '06.01.2009 18:40:00,995.86,-16.93,256.53,-18.84,84.90,1.61,1.37,0.24,0.86,1.38,1353.23,1.72,2.38,231.30',\n",
              " '06.01.2009 18:50:00,995.79,-17.07,256.40,-18.94,85.20,1.59,1.36,0.24,0.85,1.36,1353.89,1.65,2.13,229.40',\n",
              " '06.01.2009 19:00:00,995.74,-17.21,256.26,-19.01,85.70,1.58,1.35,0.23,0.84,1.36,1354.55,0.90,1.88,225.30',\n",
              " '06.01.2009 19:10:00,995.64,-17.40,256.08,-19.20,85.70,1.55,1.33,0.22,0.83,1.33,1355.44,1.44,2.00,227.70',\n",
              " '06.01.2009 19:20:00,995.59,-17.58,255.90,-19.40,85.50,1.53,1.31,0.22,0.82,1.31,1356.34,1.40,2.00,228.20',\n",
              " '06.01.2009 19:30:00,995.51,-17.79,255.70,-19.61,85.50,1.50,1.28,0.22,0.80,1.29,1357.36,1.54,1.88,224.10',\n",
              " '06.01.2009 19:40:00,995.48,-17.99,255.50,-19.82,85.40,1.47,1.26,0.22,0.79,1.26,1358.39,1.60,2.00,211.20',\n",
              " '06.01.2009 19:50:00,995.50,-18.18,255.31,-20.02,85.30,1.45,1.24,0.21,0.77,1.24,1359.44,1.32,2.38,234.10',\n",
              " '06.01.2009 20:00:00,995.54,-18.35,255.14,-20.16,85.50,1.43,1.22,0.21,0.76,1.23,1360.41,0.62,1.00,224.90',\n",
              " '06.01.2009 20:10:00,995.52,-18.32,255.17,-19.96,86.80,1.43,1.24,0.19,0.78,1.25,1360.21,0.29,0.75,42.02',\n",
              " '06.01.2009 20:20:00,995.48,-17.83,255.66,-19.43,87.10,1.49,1.30,0.19,0.81,1.31,1357.52,0.52,0.88,140.20',\n",
              " '06.01.2009 20:30:00,995.47,-18.25,255.24,-20.10,85.20,1.44,1.23,0.21,0.77,1.23,1359.78,0.43,0.88,236.40',\n",
              " '06.01.2009 20:40:00,995.41,-18.37,255.13,-20.10,86.10,1.43,1.23,0.20,0.77,1.23,1360.34,0.23,0.50,71.50',\n",
              " '06.01.2009 20:50:00,995.39,-18.50,255.00,-20.24,86.00,1.41,1.21,0.20,0.76,1.22,1361.01,0.20,0.63,93.60',\n",
              " '06.01.2009 21:00:00,995.50,-18.62,254.87,-20.34,86.10,1.40,1.20,0.19,0.75,1.21,1361.81,0.35,1.00,186.90',\n",
              " '06.01.2009 21:10:00,995.55,-18.88,254.60,-20.64,85.80,1.37,1.17,0.19,0.73,1.18,1363.29,0.61,1.13,226.30',\n",
              " '06.01.2009 21:20:00,995.52,-18.89,254.60,-20.62,86.00,1.36,1.17,0.19,0.73,1.18,1363.29,0.55,1.25,59.17',\n",
              " '06.01.2009 21:30:00,995.40,-19.17,254.33,-21.07,84.70,1.33,1.13,0.20,0.71,1.13,1364.65,1.65,2.88,223.20',\n",
              " '06.01.2009 21:40:00,995.28,-19.47,254.03,-21.38,84.60,1.30,1.10,0.20,0.69,1.10,1366.13,1.07,1.75,220.60',\n",
              " '06.01.2009 21:50:00,995.26,-19.38,254.13,-21.23,85.10,1.31,1.11,0.19,0.70,1.12,1365.60,0.25,0.88,223.30',\n",
              " '06.01.2009 22:00:00,995.23,-19.39,254.12,-21.34,84.30,1.31,1.10,0.21,0.69,1.11,1365.62,0.60,2.00,205.80',\n",
              " '06.01.2009 22:10:00,995.07,-19.88,253.64,-21.93,83.50,1.25,1.05,0.21,0.65,1.05,1368.07,1.37,2.25,204.10',\n",
              " '06.01.2009 22:20:00,994.95,-20.34,253.19,-22.35,83.70,1.20,1.01,0.20,0.63,1.01,1370.41,0.43,0.88,193.90',\n",
              " '06.01.2009 22:30:00,994.88,-20.67,252.86,-22.59,84.40,1.17,0.99,0.18,0.62,0.99,1372.12,1.01,1.50,165.70',\n",
              " '06.01.2009 22:40:00,994.81,-20.84,252.70,-22.63,85.30,1.15,0.98,0.17,0.61,0.99,1372.95,0.68,1.38,188.70',\n",
              " '06.01.2009 22:50:00,994.76,-20.86,252.68,-22.61,85.60,1.15,0.98,0.17,0.62,0.99,1373.00,0.42,0.88,208.50',\n",
              " '06.01.2009 23:00:00,994.67,-20.85,252.70,-22.62,85.50,1.15,0.98,0.17,0.62,0.99,1372.81,0.69,1.13,184.80',\n",
              " '06.01.2009 23:10:00,994.74,-21.08,252.46,-22.90,85.10,1.13,0.96,0.17,0.60,0.96,1374.18,0.32,0.75,204.60',\n",
              " '06.01.2009 23:20:00,994.66,-21.07,252.48,-22.83,85.50,1.13,0.96,0.16,0.60,0.97,1374.01,0.69,1.13,145.10',\n",
              " '06.01.2009 23:30:00,994.60,-20.51,253.04,-22.14,86.60,1.19,1.03,0.16,0.64,1.03,1370.84,0.58,1.50,158.20',\n",
              " '06.01.2009 23:40:00,994.65,-20.48,253.07,-22.28,85.30,1.19,1.01,0.17,0.63,1.02,1370.77,0.73,1.25,177.60',\n",
              " '06.01.2009 23:50:00,994.55,-20.75,252.80,-22.61,84.80,1.16,0.98,0.18,0.62,0.99,1372.11,0.76,1.50,188.70',\n",
              " '07.01.2009 00:00:00,994.51,-21.09,252.47,-23.01,84.30,1.13,0.95,0.18,0.59,0.95,1373.91,0.48,1.00,168.40',\n",
              " '07.01.2009 00:10:00,994.43,-21.31,252.25,-23.23,84.30,1.10,0.93,0.17,0.58,0.94,1375.02,0.39,0.88,205.60',\n",
              " '07.01.2009 00:20:00,994.29,-20.97,252.60,-22.74,85.50,1.14,0.97,0.17,0.61,0.98,1372.94,0.56,1.00,211.60',\n",
              " '07.01.2009 00:30:00,994.17,-20.48,253.10,-22.18,86.10,1.19,1.02,0.17,0.64,1.03,1370.09,0.56,1.13,179.40',\n",
              " '07.01.2009 00:40:00,994.16,-20.26,253.32,-22.01,85.70,1.21,1.04,0.17,0.65,1.04,1368.88,0.53,1.00,159.20',\n",
              " '07.01.2009 00:50:00,994.09,-21.17,252.42,-23.22,83.30,1.12,0.93,0.19,0.58,0.94,1373.78,1.10,1.50,210.20',\n",
              " '07.01.2009 01:00:00,994.14,-21.56,252.02,-23.54,83.80,1.08,0.91,0.18,0.57,0.91,1376.00,0.68,1.25,173.30',\n",
              " '07.01.2009 01:10:00,994.12,-21.65,251.93,-23.60,84.00,1.07,0.90,0.17,0.56,0.91,1376.46,0.66,1.13,203.50',\n",
              " '07.01.2009 01:20:00,994.03,-21.49,252.10,-23.38,84.50,1.09,0.92,0.17,0.58,0.92,1375.46,0.81,1.25,204.20',\n",
              " '07.01.2009 01:30:00,994.11,-21.46,252.13,-23.41,84.00,1.09,0.92,0.17,0.57,0.92,1375.40,0.34,0.88,181.90',\n",
              " '07.01.2009 01:40:00,994.06,-21.57,252.02,-23.52,84.00,1.08,0.91,0.17,0.57,0.91,1375.94,0.24,0.63,177.80',\n",
              " '07.01.2009 01:50:00,993.96,-21.24,252.36,-22.99,85.60,1.11,0.95,0.16,0.60,0.96,1373.98,0.24,1.00,335.70',\n",
              " '07.01.2009 02:00:00,993.87,-20.99,252.61,-22.73,85.70,1.14,0.97,0.16,0.61,0.98,1372.47,0.38,1.13,196.90',\n",
              " '07.01.2009 02:10:00,993.90,-20.94,252.66,-22.69,85.60,1.14,0.98,0.16,0.61,0.98,1372.25,0.36,0.75,213.20',\n",
              " '07.01.2009 02:20:00,993.97,-20.90,252.70,-22.67,85.50,1.15,0.98,0.17,0.61,0.99,1372.12,0.50,0.75,166.40',\n",
              " '07.01.2009 02:30:00,993.87,-21.32,252.28,-23.33,83.60,1.10,0.92,0.18,0.58,0.93,1374.30,0.74,1.50,184.60',\n",
              " '07.01.2009 02:40:00,993.84,-22.07,251.53,-24.17,82.80,1.03,0.86,0.18,0.54,0.86,1378.39,0.77,1.38,159.60',\n",
              " '07.01.2009 02:50:00,993.77,-22.55,251.06,-24.63,82.90,0.99,0.82,0.17,0.51,0.83,1380.96,1.16,2.25,184.50',\n",
              " '07.01.2009 03:00:00,993.75,-22.76,250.85,-24.80,83.20,0.97,0.81,0.16,0.51,0.81,1382.10,1.83,2.75,154.10',\n",
              " '07.01.2009 03:10:00,993.67,-23.01,250.60,-25.01,83.40,0.95,0.79,0.16,0.50,0.80,1383.38,0.80,1.50,137.60',\n",
              " '07.01.2009 03:20:00,993.67,-22.91,250.71,-24.85,83.90,0.96,0.80,0.15,0.50,0.81,1382.81,0.61,1.25,106.80',\n",
              " '07.01.2009 03:30:00,993.56,-22.64,250.98,-24.49,84.60,0.98,0.83,0.15,0.52,0.84,1381.15,0.96,2.13,114.80',\n",
              " '07.01.2009 03:40:00,993.40,-22.38,251.26,-24.30,84.10,1.00,0.84,0.16,0.53,0.85,1379.49,0.77,1.75,172.00',\n",
              " '07.01.2009 03:50:00,993.33,-22.22,251.42,-24.16,84.00,1.02,0.86,0.16,0.54,0.86,1378.51,0.81,1.38,205.50',\n",
              " '07.01.2009 04:00:00,993.36,-22.39,251.25,-24.39,83.50,1.00,0.84,0.17,0.52,0.84,1379.50,1.10,2.13,181.60',\n",
              " '07.01.2009 04:10:00,993.28,-22.10,251.54,-24.04,84.00,1.03,0.87,0.16,0.54,0.87,1377.78,1.34,2.63,177.40',\n",
              " '07.01.2009 04:20:00,993.14,-21.80,251.86,-23.73,84.10,1.06,0.89,0.17,0.56,0.90,1375.93,0.94,1.75,150.10',\n",
              " '07.01.2009 04:30:00,993.01,-22.25,251.41,-24.36,82.70,1.02,0.84,0.18,0.53,0.85,1378.25,1.35,1.63,196.40',\n",
              " '07.01.2009 04:40:00,993.07,-22.49,251.17,-24.50,83.40,0.99,0.83,0.17,0.52,0.84,1379.65,0.71,1.75,192.70',\n",
              " '07.01.2009 04:50:00,992.90,-22.31,251.36,-24.34,83.30,1.01,0.84,0.17,0.53,0.85,1378.42,0.84,1.88,188.80',\n",
              " '07.01.2009 05:00:00,992.91,-22.42,251.25,-24.46,83.20,1.00,0.83,0.17,0.52,0.84,1379.04,0.70,1.50,81.70',\n",
              " '07.01.2009 05:10:00,992.78,-22.31,251.37,-24.33,83.40,1.01,0.84,0.17,0.53,0.85,1378.25,0.79,1.63,188.00',\n",
              " '07.01.2009 05:20:00,992.69,-22.47,251.22,-24.52,83.10,1.00,0.83,0.17,0.52,0.83,1379.02,0.70,1.25,174.40',\n",
              " '07.01.2009 05:30:00,992.65,-22.26,251.43,-24.20,84.00,1.02,0.85,0.16,0.53,0.86,1377.79,0.68,1.38,140.40',\n",
              " '07.01.2009 05:40:00,992.49,-21.93,251.77,-23.93,83.60,1.05,0.87,0.17,0.55,0.88,1375.75,1.21,1.88,182.80',\n",
              " '07.01.2009 05:50:00,992.54,-22.31,251.39,-24.37,83.10,1.01,0.84,0.17,0.53,0.85,1377.92,0.48,1.63,149.90',\n",
              " '07.01.2009 06:00:00,992.37,-22.13,251.58,-24.14,83.50,1.03,0.86,0.17,0.54,0.86,1376.69,0.81,2.00,180.90',\n",
              " '07.01.2009 06:10:00,992.28,-22.49,251.23,-24.61,82.60,0.99,0.82,0.17,0.52,0.83,1378.56,0.78,1.38,187.10',\n",
              " '07.01.2009 06:20:00,992.28,-22.41,251.31,-24.41,83.50,1.00,0.84,0.17,0.52,0.84,1378.11,0.45,0.88,142.70',\n",
              " '07.01.2009 06:30:00,992.38,-22.41,251.30,-24.47,83.10,1.00,0.83,0.17,0.52,0.84,1378.25,0.48,1.13,230.20',\n",
              " '07.01.2009 06:40:00,992.39,-21.93,251.78,-23.81,84.50,1.05,0.88,0.16,0.55,0.89,1375.61,0.54,1.63,145.20',\n",
              " '07.01.2009 06:50:00,992.18,-21.46,252.27,-23.35,84.50,1.09,0.92,0.17,0.58,0.93,1372.73,0.87,2.00,167.60',\n",
              " '07.01.2009 07:00:00,992.10,-21.42,252.31,-23.41,83.70,1.09,0.92,0.18,0.57,0.92,1372.40,0.83,1.13,191.30',\n",
              " '07.01.2009 07:10:00,992.06,-21.84,251.89,-23.93,82.90,1.05,0.87,0.18,0.55,0.88,1374.66,1.11,1.63,201.40',\n",
              " '07.01.2009 07:20:00,992.11,-22.20,251.53,-24.27,83.00,1.02,0.85,0.17,0.53,0.85,1376.72,0.88,1.50,184.70',\n",
              " '07.01.2009 07:30:00,992.13,-22.30,251.43,-24.37,83.00,1.01,0.84,0.17,0.53,0.85,1377.30,0.66,1.38,130.60',\n",
              " '07.01.2009 07:40:00,992.24,-22.55,251.17,-24.66,82.70,0.99,0.82,0.17,0.51,0.82,1378.84,0.67,1.13,173.90',\n",
              " '07.01.2009 07:50:00,992.25,-22.63,251.09,-24.71,82.90,0.98,0.81,0.17,0.51,0.82,1379.29,0.35,0.75,196.30',\n",
              " '07.01.2009 08:00:00,992.18,-22.50,251.22,-24.55,83.10,0.99,0.83,0.17,0.52,0.83,1378.47,0.67,1.25,182.50',\n",
              " '07.01.2009 08:10:00,992.23,-22.54,251.18,-24.58,83.20,0.99,0.82,0.17,0.52,0.83,1378.76,0.54,1.38,204.60',\n",
              " '07.01.2009 08:20:00,992.42,-21.68,252.03,-23.54,84.70,1.07,0.91,0.16,0.57,0.91,1374.27,0.73,1.50,138.90',\n",
              " '07.01.2009 08:30:00,992.50,-21.43,252.27,-23.45,83.50,1.09,0.91,0.18,0.57,0.92,1373.01,0.69,1.50,47.72',\n",
              " '07.01.2009 08:40:00,992.49,-21.17,252.53,-23.21,83.40,1.12,0.93,0.19,0.58,0.94,1371.57,0.47,1.13,180.90',\n",
              " '07.01.2009 08:50:00,992.32,-21.16,252.56,-23.27,82.90,1.12,0.93,0.19,0.58,0.94,1371.28,0.63,1.00,197.90',\n",
              " '07.01.2009 09:00:00,992.14,-21.17,252.56,-23.29,82.80,1.12,0.93,0.19,0.58,0.93,1371.09,0.79,1.38,198.20',\n",
              " '07.01.2009 09:10:00,992.14,-20.85,252.88,-22.94,83.10,1.15,0.96,0.19,0.60,0.96,1369.34,0.82,1.63,181.20',\n",
              " '07.01.2009 09:20:00,992.17,-21.35,252.38,-23.67,81.30,1.10,0.89,0.21,0.56,0.90,1372.13,1.66,2.25,141.40',\n",
              " '07.01.2009 09:30:00,992.38,-22.14,251.57,-24.40,81.60,1.03,0.84,0.19,0.53,0.84,1376.77,0.97,2.00,138.20',\n",
              " '07.01.2009 09:40:00,992.37,-22.10,251.61,-24.24,82.50,1.03,0.85,0.18,0.53,0.86,1376.53,1.41,2.00,195.90',\n",
              " '07.01.2009 09:50:00,992.40,-21.44,252.27,-23.47,83.40,1.09,0.91,0.18,0.57,0.92,1372.93,0.89,2.00,200.40',\n",
              " '07.01.2009 10:00:00,992.45,-20.34,253.37,-22.44,83.10,1.20,1.00,0.20,0.63,1.01,1366.98,0.79,1.38,211.90',\n",
              " '07.01.2009 10:10:00,992.35,-19.55,254.17,-21.63,83.30,1.29,1.07,0.22,0.67,1.08,1362.54,1.19,2.25,208.40',\n",
              " '07.01.2009 10:20:00,992.42,-18.44,255.27,-20.67,82.40,1.42,1.17,0.25,0.73,1.18,1356.65,1.15,2.25,177.30',\n",
              " '07.01.2009 10:30:00,992.44,-18.77,254.94,-21.13,81.40,1.38,1.12,0.26,0.70,1.13,1358.46,0.70,1.63,172.70',\n",
              " '07.01.2009 10:40:00,992.52,-18.87,254.84,-21.31,80.80,1.37,1.10,0.26,0.69,1.11,1359.12,1.01,1.88,181.90',\n",
              " '07.01.2009 10:50:00,992.47,-19.04,254.67,-21.44,81.10,1.35,1.09,0.25,0.68,1.10,1359.96,0.89,1.75,189.70',\n",
              " '07.01.2009 11:00:00,992.41,-18.71,255.01,-21.02,81.80,1.39,1.13,0.25,0.71,1.14,1358.10,0.73,1.50,216.90',\n",
              " '07.01.2009 11:10:00,992.32,-18.64,255.08,-20.95,81.80,1.39,1.14,0.25,0.72,1.15,1357.60,1.05,2.00,172.10',\n",
              " '07.01.2009 11:20:00,992.30,-18.05,255.67,-20.16,83.30,1.47,1.22,0.24,0.77,1.23,1354.39,0.93,2.50,106.00',\n",
              " '07.01.2009 11:30:00,992.14,-17.65,256.09,-19.74,83.50,1.52,1.27,0.25,0.79,1.28,1352.03,1.19,2.50,162.50',\n",
              " '07.01.2009 11:40:00,992.02,-17.27,256.48,-19.43,83.10,1.57,1.30,0.26,0.82,1.31,1349.84,1.01,1.50,213.60',\n",
              " '07.01.2009 11:50:00,992.02,-17.12,256.63,-19.35,82.60,1.59,1.31,0.28,0.82,1.32,1349.04,1.00,1.88,185.20',\n",
              " '07.01.2009 12:00:00,992.05,-16.50,257.25,-18.64,83.30,1.67,1.39,0.28,0.87,1.41,1345.78,0.56,1.13,183.30',\n",
              " '07.01.2009 12:10:00,991.76,-15.86,257.91,-18.02,83.30,1.77,1.47,0.29,0.92,1.48,1342.00,0.52,1.38,209.70',\n",
              " '07.01.2009 12:20:00,991.72,-15.58,258.19,-17.74,83.30,1.81,1.51,0.30,0.95,1.52,1340.47,0.67,2.13,124.00',\n",
              " '07.01.2009 12:30:00,991.62,-15.32,258.46,-17.46,83.50,1.85,1.54,0.30,0.97,1.56,1338.96,0.89,1.50,196.40',\n",
              " '07.01.2009 12:40:00,991.71,-15.04,258.74,-17.14,83.80,1.89,1.58,0.31,0.99,1.60,1337.61,1.10,2.25,189.70',\n",
              " '07.01.2009 12:50:00,991.65,-14.86,258.92,-16.95,83.90,1.92,1.61,0.31,1.01,1.62,1336.59,0.88,1.88,228.70',\n",
              " '07.01.2009 13:00:00,991.60,-14.39,259.40,-16.39,84.60,2.00,1.69,0.31,1.06,1.70,1334.05,0.99,1.75,139.90',\n",
              " '07.01.2009 13:10:00,991.56,-13.93,259.86,-15.91,84.80,2.07,1.76,0.32,1.10,1.77,1331.59,0.69,1.75,174.80',\n",
              " '07.01.2009 13:20:00,991.52,-13.08,260.71,-14.99,85.40,2.22,1.90,0.32,1.19,1.92,1327.12,0.74,1.88,90.00',\n",
              " '07.01.2009 13:30:00,991.58,-12.33,261.46,-14.44,84.10,2.36,1.99,0.38,1.25,2.00,1323.34,0.70,1.63,186.30',\n",
              " '07.01.2009 13:40:00,991.62,-12.05,261.74,-14.46,82.10,2.42,1.99,0.43,1.25,2.00,1321.97,0.67,1.25,153.70',\n",
              " '07.01.2009 13:50:00,991.58,-11.96,261.83,-14.43,81.70,2.44,1.99,0.45,1.25,2.01,1321.46,0.71,1.63,144.30',\n",
              " '07.01.2009 14:00:00,991.58,-12.15,261.64,-14.63,81.60,2.40,1.96,0.44,1.23,1.97,1322.44,1.10,2.00,156.80',\n",
              " '07.01.2009 14:10:00,991.50,-12.28,261.52,-14.45,83.70,2.37,1.99,0.39,1.25,2.00,1322.98,1.25,2.75,123.90',\n",
              " '07.01.2009 14:20:00,991.58,-12.06,261.73,-13.98,85.50,2.42,2.07,0.35,1.30,2.08,1321.93,1.79,3.75,138.30',\n",
              " '07.01.2009 14:30:00,991.69,-11.89,261.89,-13.81,85.50,2.45,2.09,0.36,1.31,2.11,1321.20,1.14,2.38,146.70',\n",
              " '07.01.2009 14:40:00,991.75,-11.44,262.34,-13.21,86.60,2.54,2.20,0.34,1.38,2.22,1318.96,0.67,1.63,135.30',\n",
              " '07.01.2009 14:50:00,991.92,-10.84,262.93,-12.61,86.70,2.67,2.31,0.35,1.45,2.33,1316.11,0.75,1.50,150.00',\n",
              " '07.01.2009 15:00:00,991.85,-10.57,263.21,-12.38,86.40,2.72,2.35,0.37,1.48,2.37,1314.64,0.73,1.63,129.20',\n",
              " '07.01.2009 15:10:00,991.93,-10.34,263.43,-12.21,86.00,2.77,2.39,0.39,1.50,2.41,1313.58,0.78,1.88,124.80',\n",
              " '07.01.2009 15:20:00,991.98,-10.19,263.58,-12.11,85.70,2.81,2.41,0.40,1.51,2.43,1312.89,0.56,1.13,147.10',\n",
              " '07.01.2009 15:30:00,992.14,-10.03,263.72,-12.04,85.10,2.84,2.42,0.42,1.52,2.44,1312.29,1.28,2.38,149.80',\n",
              " '07.01.2009 15:40:00,992.19,-10.12,263.63,-11.98,86.10,2.82,2.43,0.39,1.53,2.45,1312.80,1.25,3.38,128.90',\n",
              " '07.01.2009 15:50:00,992.25,-9.84,263.91,-11.47,87.80,2.89,2.54,0.35,1.59,2.55,1311.44,0.82,1.75,158.20',\n",
              " '07.01.2009 16:00:00,992.21,-9.58,264.17,-11.12,88.40,2.95,2.61,0.34,1.64,2.63,1310.05,0.93,2.00,126.20',\n",
              " '07.01.2009 16:10:00,992.34,-9.40,264.34,-10.95,88.40,2.99,2.64,0.35,1.66,2.66,1309.31,0.88,1.75,110.60',\n",
              " '07.01.2009 16:20:00,992.49,-9.44,264.29,-11.00,88.30,2.98,2.63,0.35,1.65,2.65,1309.72,0.70,1.88,198.00',\n",
              " '07.01.2009 16:30:00,992.60,-9.18,264.54,-10.66,88.90,3.04,2.70,0.34,1.70,2.72,1308.53,0.56,1.38,222.90',\n",
              " '07.01.2009 16:40:00,992.59,-8.95,264.77,-10.43,88.90,3.10,2.75,0.34,1.73,2.77,1307.36,0.90,1.63,178.60',\n",
              " '07.01.2009 16:50:00,992.61,-8.65,265.07,-10.14,88.90,3.17,2.82,0.35,1.77,2.84,1305.87,0.51,1.00,159.40',\n",
              " '07.01.2009 17:00:00,992.79,-8.55,265.16,-10.15,88.10,3.20,2.82,0.38,1.77,2.84,1305.61,0.51,1.38,116.20',\n",
              " '07.01.2009 17:10:00,992.95,-8.47,265.23,-10.11,87.80,3.22,2.82,0.39,1.77,2.84,1305.43,0.63,1.25,170.50',\n",
              " '07.01.2009 17:20:00,992.97,-8.46,265.23,-10.12,87.70,3.22,2.82,0.40,1.77,2.84,1305.40,1.07,2.13,182.10',\n",
              " '07.01.2009 17:30:00,993.04,-8.35,265.34,-9.97,88.00,3.25,2.86,0.39,1.79,2.88,1304.94,0.87,2.00,127.60',\n",
              " '07.01.2009 17:40:00,993.25,-8.43,265.24,-10.05,88.00,3.23,2.84,0.39,1.78,2.86,1305.62,0.48,1.13,109.10',\n",
              " '07.01.2009 17:50:00,993.38,-8.26,265.40,-9.82,88.40,3.27,2.89,0.38,1.81,2.91,1304.92,0.47,1.25,169.20',\n",
              " '07.01.2009 18:00:00,993.53,-7.98,265.67,-9.52,88.60,3.34,2.96,0.38,1.86,2.98,1303.71,0.79,1.38,128.70',\n",
              " '07.01.2009 18:10:00,993.73,-8.02,265.62,-9.64,88.00,3.33,2.93,0.40,1.84,2.95,1304.17,0.46,1.00,159.80',\n",
              " '07.01.2009 18:20:00,993.91,-7.67,265.95,-9.30,88.00,3.43,3.01,0.41,1.89,3.03,1302.65,0.47,1.13,135.90',\n",
              " '07.01.2009 18:30:00,994.07,-7.65,265.96,-9.52,86.30,3.43,2.96,0.47,1.85,2.98,1302.80,0.68,1.25,156.90',\n",
              " '07.01.2009 18:40:00,994.13,-7.66,265.95,-9.45,86.90,3.43,2.98,0.45,1.87,3.00,1302.92,0.41,1.13,160.80',\n",
              " '07.01.2009 18:50:00,994.26,-7.53,266.07,-9.32,86.90,3.46,3.01,0.45,1.88,3.03,1302.43,0.54,1.38,110.00',\n",
              " '07.01.2009 19:00:00,994.38,-7.75,265.84,-9.58,86.60,3.40,2.95,0.46,1.85,2.96,1303.69,0.61,1.25,114.90',\n",
              " '07.01.2009 19:10:00,994.40,-7.46,266.13,-9.02,88.50,3.48,3.08,0.40,1.93,3.10,1302.24,0.41,0.88,86.50',\n",
              " '07.01.2009 19:20:00,994.49,-7.45,266.13,-9.17,87.40,3.48,3.05,0.44,1.91,3.06,1302.32,0.45,1.63,99.70',\n",
              " '07.01.2009 19:30:00,994.62,-7.81,265.76,-9.48,87.70,3.39,2.97,0.42,1.86,2.99,1304.30,1.14,1.75,132.10',\n",
              " '07.01.2009 19:40:00,994.89,-7.88,265.67,-9.42,88.60,3.37,2.99,0.38,1.87,3.00,1304.99,0.42,1.00,113.30',\n",
              " '07.01.2009 19:50:00,994.91,-7.92,265.63,-9.44,88.70,3.36,2.98,0.38,1.86,2.99,1305.21,0.58,1.38,74.80',\n",
              " '07.01.2009 20:00:00,995.07,-7.85,265.69,-9.36,88.80,3.38,3.00,0.38,1.88,3.01,1305.07,0.88,1.50,43.83',\n",
              " '07.01.2009 20:10:00,995.23,-8.27,265.25,-9.89,88.00,3.27,2.88,0.39,1.80,2.89,1307.41,0.51,0.88,217.20',\n",
              " '07.01.2009 20:20:00,995.40,-8.56,264.95,-10.01,89.20,3.19,2.85,0.35,1.78,2.86,1309.09,0.75,1.75,151.10',\n",
              " '07.01.2009 20:30:00,995.59,-8.62,264.87,-9.92,90.20,3.18,2.87,0.31,1.79,2.88,1309.62,0.49,1.25,153.80',\n",
              " '07.01.2009 20:40:00,995.76,-8.51,264.97,-9.69,91.10,3.21,2.92,0.29,1.83,2.93,1309.27,0.44,0.88,108.60',\n",
              " '07.01.2009 20:50:00,995.95,-8.50,264.97,-9.68,91.10,3.21,2.92,0.29,1.83,2.94,1309.47,0.39,1.13,120.90',\n",
              " '07.01.2009 21:00:00,996.09,-8.44,265.02,-9.57,91.50,3.22,2.95,0.27,1.84,2.96,1309.35,0.23,0.75,85.20',\n",
              " '07.01.2009 21:10:00,996.32,-8.56,264.88,-9.80,90.70,3.19,2.90,0.30,1.81,2.91,1310.27,0.30,0.63,129.00',\n",
              " '07.01.2009 21:20:00,996.46,-8.89,264.54,-10.18,90.30,3.11,2.81,0.30,1.76,2.82,1312.13,0.13,0.50,173.40',\n",
              " '07.01.2009 21:30:00,996.55,-9.30,264.12,-10.72,89.30,3.01,2.69,0.32,1.68,2.70,1314.35,0.54,1.00,150.60',\n",
              " '07.01.2009 21:40:00,996.83,-10.12,263.28,-11.50,89.50,2.82,2.53,0.30,1.58,2.54,1318.90,0.77,1.25,143.20',\n",
              " '07.01.2009 21:50:00,997.00,-10.07,263.32,-11.14,91.80,2.84,2.60,0.23,1.63,2.61,1318.83,0.50,1.13,218.40',\n",
              " '07.01.2009 22:00:00,997.11,-9.41,263.97,-10.27,93.40,2.99,2.79,0.20,1.74,2.80,1315.59,0.52,1.38,188.10',\n",
              " '07.01.2009 22:10:00,997.28,-9.30,264.07,-10.28,92.50,3.01,2.79,0.23,1.74,2.80,1315.27,0.29,1.13,85.40',\n",
              " '07.01.2009 22:20:00,997.48,-9.89,263.46,-10.96,91.80,2.88,2.64,0.24,1.65,2.65,1318.56,0.29,1.00,119.30',\n",
              " '07.01.2009 22:30:00,997.58,-10.44,262.90,-11.59,91.20,2.75,2.51,0.24,1.57,2.52,1321.51,0.55,1.00,130.50',\n",
              " '07.01.2009 22:40:00,997.70,-10.83,262.50,-11.99,91.10,2.67,2.43,0.24,1.52,2.44,1323.67,0.74,1.25,132.00',\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4TW8AjuXVIqO"
      },
      "source": [
        "**Parsing the data**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "E4of-6w1VIqO"
      },
      "outputs": [],
      "source": [
        "# 모든 데이터를 numpy 배열로 전환 \n",
        "import numpy as np\n",
        "temperature = np.zeros((len(lines),)) # lines 길이만큼 0으로만 된 np배열 생성 \n",
        "raw_data = np.zeros((len(lines), len(header) - 1)) # lines 길이만큼의 행과 header-1 길이만큼의 열을 가진 zero 배열 \n",
        "for i, line in enumerate(lines):\n",
        "    values = [float(x) for x in line.split(\",\")[1:]] # line 1행을 , 기준으로 split해서 list로 \n",
        "    temperature[i] = values[1] # value[1]을 temperature에 저장 \n",
        "    raw_data[i, :] = values[:] # "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9eIeY8ivVIqP"
      },
      "source": [
        "**Plotting the temperature timeseries**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "CSoxMAWJVIqQ",
        "outputId": "25ec3d15-1b29-4f41-9192-0c0d21928fce",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f797cd4a050>]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "from matplotlib import pyplot as plt\n",
        "plt.plot(range(len(temperature)), temperature)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ckxUA9kgVIqQ"
      },
      "source": [
        "**Plotting the first 10 days of the temperature timeseries**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "c5MLw46GVIqQ",
        "outputId": "fe68266c-0006-46f8-f519-f802c6ea966e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f797c829490>]"
            ]
          },
          "metadata": {},
          "execution_count": 6
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.plot(range(1440), temperature[:1440]) # first 10 day -> 24*6*10 "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mYPEUW6bVIqR"
      },
      "source": [
        "**Computing the number of samples we'll use for each data split**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "aQ6sKTJiVIqR",
        "outputId": "88a59614-1420-4991-882f-5834495ad5b5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "num_train_samples: 210225\n",
            "num_val_samples: 105112\n",
            "num_test_samples: 105114\n"
          ]
        }
      ],
      "source": [
        "num_train_samples = int(0.5 * len(raw_data))\n",
        "num_val_samples = int(0.25 * len(raw_data))\n",
        "num_test_samples = len(raw_data) - num_train_samples - num_val_samples\n",
        "print(\"num_train_samples:\", num_train_samples)\n",
        "print(\"num_val_samples:\", num_val_samples)\n",
        "print(\"num_test_samples:\", num_test_samples)\n",
        "# validation set / test set -> more recent than the training data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KczzSRTfVIqR"
      },
      "source": [
        "### Preparing the data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oUb_gaJoVIqS"
      },
      "source": [
        "**Normalizing the data**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "3EdDlwinVIqS"
      },
      "outputs": [],
      "source": [
        "mean = raw_data[:num_train_samples].mean(axis=0)\n",
        "raw_data -= mean\n",
        "std = raw_data[:num_train_samples].std(axis=0)\n",
        "raw_data /= std"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "rjmW04Z4VIqS",
        "outputId": "b51ead43-12ee-4e4b-a20e-be661eb0a414",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0, 1, 2] 3\n",
            "[1, 2, 3] 4\n",
            "[2, 3, 4] 5\n",
            "[3, 4, 5] 6\n",
            "[4, 5, 6] 7\n"
          ]
        }
      ],
      "source": [
        "import numpy as np\n",
        "from tensorflow import keras\n",
        "int_sequence = np.arange(10) # generate array of intergers from 0-9\n",
        "dummy_dataset = keras.utils.timeseries_dataset_from_array( # Creates a dataset of sliding windows over a timeseries provided as array.\n",
        "    data=int_sequence[:-3], # the sequences we generate will be sampled from [0,1,2,3,4,5,6]\n",
        "    targets=int_sequence[3:], # the target for the sequence that starts at data[N] will be data[N+3]\n",
        "    sequence_length=3, # sequences will be 3 steps long\n",
        "    batch_size=2, # the sequence will be batched in size 2\n",
        ")\n",
        "\n",
        "for inputs, targets in dummy_dataset: # dummydata의 모든 inputs , targets에 대해 \n",
        "    for i in range(inputs.shape[0]): \n",
        "        print([int(x) for x in inputs[i]], int(targets[i])) # 모든 input[i]와 target[i]를 출력  "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "T4GBTkd-VIqS"
      },
      "source": [
        "**Instantiating datasets for training, validation, and testing**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "2FQFEq9rVIqS"
      },
      "outputs": [],
      "source": [
        "# training, validation, test set을 인스턴스화\n",
        "sampling_rate = 6 # 시간당 하나의 지점에서 sampling\n",
        "sequence_length = 120 # 관측치는 5일(120시간) 이전으로 돌아감\n",
        "delay = sampling_rate * (sequence_length + 24 - 1) # 목표 : sequence 종료 후 24시간 후의 온도\n",
        "batch_size = 256\n",
        "\n",
        "train_dataset = keras.utils.timeseries_dataset_from_array(\n",
        "    raw_data[:-delay],\n",
        "    targets=temperature[delay:],\n",
        "    sampling_rate=sampling_rate,\n",
        "    sequence_length=sequence_length,\n",
        "    shuffle=True,\n",
        "    batch_size=batch_size,\n",
        "    start_index=0, # 처음 50%를 사용\n",
        "    end_index=num_train_samples)\n",
        "\n",
        "val_dataset = keras.utils.timeseries_dataset_from_array(\n",
        "    raw_data[:-delay],\n",
        "    targets=temperature[delay:],\n",
        "    sampling_rate=sampling_rate,\n",
        "    sequence_length=sequence_length,\n",
        "    shuffle=True,\n",
        "    batch_size=batch_size,\n",
        "    start_index=num_train_samples,\n",
        "    end_index=num_train_samples + num_val_samples)\n",
        "\n",
        "test_dataset = keras.utils.timeseries_dataset_from_array(\n",
        "    raw_data[:-delay],\n",
        "    targets=temperature[delay:],\n",
        "    sampling_rate=sampling_rate,\n",
        "    sequence_length=sequence_length,\n",
        "    shuffle=True,\n",
        "    batch_size=batch_size,\n",
        "    start_index=num_train_samples + num_val_samples)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HtPcQBCTVIqT"
      },
      "source": [
        "**Inspecting the output of one of our datasets**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "MAfPAZz9VIqT",
        "outputId": "9783b7b3-c508-4a03-cf04-a4690966b766",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "samples shape: (256, 120, 14)\n",
            "targets shape: (256,)\n"
          ]
        }
      ],
      "source": [
        "# 각 데이터셋은 tuple(samples, targets)을 생성\n",
        "# sample : 각각 120시간의 연속 입력 데이터를 포함하는 256개 샘플의 batch\n",
        "# target : 256개의 target temperature의 배열\n",
        "for samples, targets in train_dataset:\n",
        "    print(\"samples shape:\", samples.shape)\n",
        "    print(\"targets shape:\", targets.shape)\n",
        "    break"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DBicY4W1VIqT"
      },
      "source": [
        "### A common-sense, non-machine-learning baseline"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VXRARRNJVIqU"
      },
      "source": [
        "**Computing the common-sense baseline MAE**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "wR7vMjRkVIqU",
        "outputId": "09d3d1e4-7192-4c4c-f3d0-1d75f16b8b96",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Validation MAE: 2.44\n",
            "Test MAE: 2.62\n"
          ]
        }
      ],
      "source": [
        "# common - sense 접근 : 오늘의 기온이 어제의 기온과 같을 것이라고 예상하는 것\n",
        "def evaluate_naive_method(dataset):\n",
        "    total_abs_err = 0.\n",
        "    samples_seen = 0\n",
        "    for samples, targets in dataset:\n",
        "        preds = samples[:, -1, 1] * std[1] + mean[1]\n",
        "        total_abs_err += np.sum(np.abs(preds - targets))\n",
        "        samples_seen += samples.shape[0]\n",
        "    return total_abs_err / samples_seen\n",
        "\n",
        "print(f\"Validation MAE: {evaluate_naive_method(val_dataset):.2f}\")\n",
        "print(f\"Test MAE: {evaluate_naive_method(test_dataset):.2f}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "H6ZEtexsVIqU"
      },
      "source": [
        "### Let's try a basic machine-learning model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pccXByyXVIqU"
      },
      "source": [
        "**Training and evaluating a densely connected model**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "RmWh-gCKVIqU",
        "outputId": "c2072750-52ea-4efd-8b8a-2136cec703e7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "819/819 [==============================] - 49s 56ms/step - loss: 11.4934 - mae: 2.6347 - val_loss: 10.5489 - val_mae: 2.5636\n",
            "Epoch 2/10\n",
            "792/819 [============================>.] - ETA: 1s - loss: 8.8211 - mae: 2.3377"
          ]
        }
      ],
      "source": [
        "from tensorflow import keras\n",
        "from tensorflow.keras import layers\n",
        "\n",
        "inputs = keras.Input(shape=(sequence_length, raw_data.shape[-1]))\n",
        "x = layers.Flatten()(inputs)\n",
        "x = layers.Dense(16, activation=\"relu\")(x)\n",
        "outputs = layers.Dense(1)(x) # 회귀 문제의 마지막 dense 계층에는 activation이 없음 \n",
        "model = keras.Model(inputs, outputs)\n",
        "\n",
        "callbacks = [\n",
        "    keras.callbacks.ModelCheckpoint(\"jena_dense.keras\",\n",
        "                                    save_best_only=True)\n",
        "]\n",
        "model.compile(optimizer=\"rmsprop\", loss=\"mse\", metrics=[\"mae\"]) # 회귀 문제에서 주로 mse matric를 사용 \n",
        "history = model.fit(train_dataset,\n",
        "                    epochs=10,\n",
        "                    validation_data=val_dataset,\n",
        "                    callbacks=callbacks)\n",
        "\n",
        "model = keras.models.load_model(\"jena_dense.keras\")\n",
        "print(f\"Test MAE: {model.evaluate(test_dataset)[1]:.2f}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cWW3kMDsVIqV"
      },
      "source": [
        "**Plotting results**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "6YVIcho2VIqV"
      },
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "loss = history.history[\"mae\"]\n",
        "val_loss = history.history[\"val_mae\"]\n",
        "epochs = range(1, len(loss) + 1)\n",
        "plt.figure()\n",
        "plt.plot(epochs, loss, \"bo\", label=\"Training MAE\")\n",
        "plt.plot(epochs, val_loss, \"b\", label=\"Validation MAE\")\n",
        "plt.title(\"Training and validation MAE\")\n",
        "plt.legend()\n",
        "plt.show()\n",
        "# tes mae 2.66 : common sense approach보다 성능 떨어짐"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6xSC8X16VIqV"
      },
      "source": [
        "### Let's try a 1D convolutional model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "v_kD78NkVIqV"
      },
      "outputs": [],
      "source": [
        "inputs = keras.Input(shape=(sequence_length, raw_data.shape[-1]))\n",
        "x = layers.Conv1D(8, 24, activation=\"relu\")(inputs)\n",
        "x = layers.MaxPooling1D(2)(x)\n",
        "x = layers.Conv1D(8, 12, activation=\"relu\")(x)\n",
        "x = layers.MaxPooling1D(2)(x)\n",
        "x = layers.Conv1D(8, 6, activation=\"relu\")(x)\n",
        "x = layers.GlobalAveragePooling1D()(x)\n",
        "outputs = layers.Dense(1)(x)\n",
        "model = keras.Model(inputs, outputs)\n",
        "\n",
        "callbacks = [\n",
        "    keras.callbacks.ModelCheckpoint(\"jena_conv.keras\",\n",
        "                                    save_best_only=True)\n",
        "]\n",
        "model.compile(optimizer=\"rmsprop\", loss=\"mse\", metrics=[\"mae\"])\n",
        "history = model.fit(train_dataset,\n",
        "                    epochs=10,\n",
        "                    validation_data=val_dataset,\n",
        "                    callbacks=callbacks)\n",
        "\n",
        "model = keras.models.load_model(\"jena_conv.keras\")\n",
        "print(f\"Test MAE: {model.evaluate(test_dataset)[1]:.2f}\")\n",
        "# tes mae 3.27 : common sense approach보다 성능 떨어짐"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Jt0AYnRYVIqV"
      },
      "source": [
        "### A first recurrent baseline"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fA_aa51YVIqV"
      },
      "source": [
        "**A simple LSTM-based model**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3by8LoAZVIqW"
      },
      "outputs": [],
      "source": [
        "inputs = keras.Input(shape=(sequence_length, raw_data.shape[-1]))\n",
        "x = layers.LSTM(16)(inputs)\n",
        "outputs = layers.Dense(1)(x)\n",
        "model = keras.Model(inputs, outputs)\n",
        "\n",
        "callbacks = [\n",
        "    keras.callbacks.ModelCheckpoint(\"jena_lstm.keras\",\n",
        "                                    save_best_only=True)\n",
        "]\n",
        "model.compile(optimizer=\"rmsprop\", loss=\"mse\", metrics=[\"mae\"])\n",
        "history = model.fit(train_dataset,\n",
        "                    epochs=10,\n",
        "                    validation_data=val_dataset,\n",
        "                    callbacks=callbacks)\n",
        "\n",
        "model = keras.models.load_model(\"jena_lstm.keras\")\n",
        "print(f\"Test MAE: {model.evaluate(test_dataset)[1]:.2f}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vJ018SWTVIqW"
      },
      "source": [
        "## Understanding recurrent neural networks"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "densely connected networks and convnets -> has no memory  \n",
        "seqence, temporal series를 처리하기 위해 전체 seqeunce를 한 번에 보여주어야 함  \n",
        "ex)  densely connected model에서 5일간의 데이터를 flatten 한 것 -> feedforward networks  \n",
        "이와는 대조적으로 우리는 문장을 읽을 때 눈으로 그 전 단어를 기억하면서 문장을 읽어나감. 과거의 정보를 구축하고 새로운 정보가 들어왔을 때 지속적으로 업데이트함 -> RNN의 원리!   \n",
        "RNN -> 내부적으로 sequence elements를 loop"
      ],
      "metadata": {
        "id": "SBZMsCnWMem3"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EybgKLlQVIqW"
      },
      "source": [
        "**NumPy implementation of a simple RNN**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "H7eNs2VyVIqW"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "timesteps = 100 # #of timesteps in the input sequence \n",
        "input_features = 32 # input feature space \n",
        "output_features = 64 # output feature space \n",
        "inputs = np.random.random((timesteps, input_features))\n",
        "state_t = np.zeros((output_features,)) # initial state : all zero vector\n",
        "W = np.random.random((output_features, input_features)) # creates random weight matrices\n",
        "U = np.random.random((output_features, output_features)) \n",
        "b = np.random.random((output_features,))\n",
        "successive_outputs = []\n",
        "for input_t in inputs: # input_t is a vector of shape \n",
        "    output_t = np.tanh(np.dot(W, input_t) + np.dot(U, state_t) + b) # input + current state(previous output)\n",
        "    successive_outputs.append(output_t) # store this output in a list\n",
        "    state_t = output_t # update the state of the wetwork for the next timestep\n",
        "final_output_sequence = np.stack(successive_outputs, axis=0) # final output is rank 2 tensor of shape"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ALUuQnOdVIqW"
      },
      "source": [
        "### A recurrent layer in Keras"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tN6ppbieVIqW"
      },
      "source": [
        "**An RNN layer that can process sequences of any length**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Nh63oYzoVIqW"
      },
      "outputs": [],
      "source": [
        "num_features = 14\n",
        "inputs = keras.Input(shape=(None, num_features))\n",
        "outputs = layers.SimpleRNN(16)(inputs)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bfBW8oiUVIqX"
      },
      "source": [
        "**An RNN layer that returns only its last output step**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "oxDy-AH1VIqX"
      },
      "outputs": [],
      "source": [
        "num_features = 14\n",
        "steps = 120\n",
        "inputs = keras.Input(shape=(steps, num_features))\n",
        "outputs = layers.SimpleRNN(16, return_sequences=False)(inputs)\n",
        "print(outputs.shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KkEjObJ-VIqX"
      },
      "source": [
        "**An RNN layer that returns its full output sequence**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "nbXrKG2mVIqX"
      },
      "outputs": [],
      "source": [
        "num_features = 14\n",
        "steps = 120\n",
        "inputs = keras.Input(shape=(steps, num_features))\n",
        "outputs = layers.SimpleRNN(16, return_sequences=True)(inputs)\n",
        "print(outputs.shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rc_rk3vXVIqX"
      },
      "source": [
        "**Stacking RNN layers**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "T3B4uZebVIqX"
      },
      "outputs": [],
      "source": [
        "inputs = keras.Input(shape=(steps, num_features))\n",
        "x = layers.SimpleRNN(16, return_sequences=True)(inputs)\n",
        "x = layers.SimpleRNN(16, return_sequences=True)(x)\n",
        "outputs = layers.SimpleRNN(16)(x)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "실제로 simpleRNN은 거의 이용 X -> 너무 단순하기 때문  \n",
        "LSTM : simpleRNN의 변형 -> 정보를 저장,처리중 오래된 신호가 점차 사라지는 것을 방지 "
      ],
      "metadata": {
        "id": "xEt1G9eFb-CY"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yX8GsVskVIqX"
      },
      "source": [
        "## Advanced use of recurrent neural networks"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "- recurrent dropout : dropout의 변형. overfitting의 방지\n",
        "- stacking recurrent layer : representational power 증가\n",
        "- bidirectional recurrent layer : 동일한 정보를 다른 방법으로 network에 제공, accuray 증가, forgeting issue 완화"
      ],
      "metadata": {
        "id": "pzEwxlsaco7J"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "I_ts70JlVIqX"
      },
      "source": [
        "### Using recurrent dropout to fight overfitting"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jvRT_1REVIqY"
      },
      "source": [
        "**Training and evaluating a dropout-regularized LSTM**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ahRYfSzWVIqY"
      },
      "outputs": [],
      "source": [
        "inputs = keras.Input(shape=(sequence_length, raw_data.shape[-1]))\n",
        "x = layers.LSTM(32, recurrent_dropout=0.25)(inputs)\n",
        "x = layers.Dropout(0.5)(x) # to regularization, add dropout layer ater the LSTM\n",
        "outputs = layers.Dense(1)(x)\n",
        "model = keras.Model(inputs, outputs)\n",
        "\n",
        "callbacks = [\n",
        "    keras.callbacks.ModelCheckpoint(\"jena_lstm_dropout.keras\",\n",
        "                                    save_best_only=True)\n",
        "]\n",
        "model.compile(optimizer=\"rmsprop\", loss=\"mse\", metrics=[\"mae\"])\n",
        "history = model.fit(train_dataset,\n",
        "                    epochs=50,\n",
        "                    validation_data=val_dataset,\n",
        "                    callbacks=callbacks)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "suk-hNKyVIqY"
      },
      "outputs": [],
      "source": [
        "inputs = keras.Input(shape=(sequence_length, num_features))\n",
        "x = layers.LSTM(32, recurrent_dropout=0.2, unroll=True)(inputs)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "P_pn9a8MVIqY"
      },
      "source": [
        "### Stacking recurrent layers"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lGF4x8GcVIqY"
      },
      "source": [
        "**Training and evaluating a dropout-regularized, stacked GRU model**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9_oKJBP4VIqY"
      },
      "outputs": [],
      "source": [
        "inputs = keras.Input(shape=(sequence_length, raw_data.shape[-1]))\n",
        "x = layers.GRU(32, recurrent_dropout=0.5, return_sequences=True)(inputs) # GRU -> LSTM과 유사\n",
        "x = layers.GRU(32, recurrent_dropout=0.5)(x)\n",
        "x = layers.Dropout(0.5)(x)\n",
        "outputs = layers.Dense(1)(x)\n",
        "model = keras.Model(inputs, outputs)\n",
        "\n",
        "callbacks = [\n",
        "    keras.callbacks.ModelCheckpoint(\"jena_stacked_gru_dropout.keras\",\n",
        "                                    save_best_only=True)\n",
        "]\n",
        "model.compile(optimizer=\"rmsprop\", loss=\"mse\", metrics=[\"mae\"])\n",
        "history = model.fit(train_dataset,\n",
        "                    epochs=50,\n",
        "                    validation_data=val_dataset,\n",
        "                    callbacks=callbacks)\n",
        "model = keras.models.load_model(\"jena_stacked_gru_dropout.keras\")\n",
        "print(f\"Test MAE: {model.evaluate(test_dataset)[1]:.2f}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "l9A1CiF2VIqY"
      },
      "source": [
        "### Using bidirectional RNNs"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "r2QUtCU3VIqZ"
      },
      "source": [
        "**Training and evaluating a bidirectional LSTM**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "GBRf4CYxVIqZ"
      },
      "outputs": [],
      "source": [
        "inputs = keras.Input(shape=(sequence_length, raw_data.shape[-1]))\n",
        "x = layers.Bidirectional(layers.LSTM(16))(inputs)\n",
        "outputs = layers.Dense(1)(x)\n",
        "model = keras.Model(inputs, outputs)\n",
        "\n",
        "model.compile(optimizer=\"rmsprop\", loss=\"mse\", metrics=[\"mae\"])\n",
        "history = model.fit(train_dataset,\n",
        "                    epochs=10,\n",
        "                    validation_data=val_dataset)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Dt6FBRahVIqZ"
      },
      "source": [
        "### Going even further"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "- dropout 비율 조정\n",
        "- RMSprop의 learning rate를 조정하거나 다른 optimizer을 시도\n",
        "- single dense layer 대신 stack of dense layer 사용\n",
        "- 더 길거나 짧은 sequence, 다른 sampling rate, feature engineering"
      ],
      "metadata": {
        "id": "ryYF7ssFgAx4"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HEeMWuikVIqZ"
      },
      "source": [
        "## Summary"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "name": "chapter10_dl-for-timeseries.i",
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    "language_info": {
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