7. IoTAnomalyDetection.ipynb

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                "# IoT Anomaly Detection with Azure Cosmos DB and Cognitive Services\n",
                "\n",
                "In this notebook, we'll simulate IoT devices, visualize the data in [Azure Cosmos DB](https://www.gotcosmos.com/tools), use [Cognitive Service](https://azure.microsoft.com/en-us/services/cognitive-services/anomaly-detector/) to perform anomaly detection, and finalize using [nteract](https://nteract.io/) and [Matplotlib](https://matplotlib.org/) visualizations.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "You can customize the code as necessary, changing the units, measures, number of devices, and outliers' behavior. Tips will and best practices will be shared in the code comments and **\"Did you know?\"** sections. \n",
                "\n",
                "## Business Scenario\n",
                "\n",
                "The hypothetical scenario is Power Plant, where IoT devices are monitoring [steam turbines](https://en.wikipedia.org/wiki/Steam_turbine). The code will create realistic Revolutions per minute (RPM) and Megawatts (MW) data for each turbine. \n",
                "\n",
                "&nbsp;\n",
                "\n",
                "There will be one outlier per minute, in random frequency. In those situations, RPM values will go up and MW output will go down, for circuit protection. The idea is to see the data varying at the same time, but with different signals. Suggested analytics scenarios are [Predictive Maintenance](https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/predictive-maintenance-playbook) and [Anomaly Detection](https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/apps-anomaly-detection-api).\n",
                "\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "![Image of steam turbine](https://cosmosnotebooksdata.blob.core.windows.net/notebookdata/iot-ai-notebook-1.png)\n",
                "\n",
                "&nbsp;\n",
                "\n",
                ">**Did you know?**  This code is not production grade, it was created as a demo and tutorial. In a production scenario, this notebook code should be enriched with error handling, [global data distribution](https://docs.microsoft.com/en-us/azure/cosmos-db/distribute-data-globally), etc. \n",
                "\n",
                "&nbsp;\n",
                "\n",
                ">**Did you know?** Azure Cosmos DB is a great fit for IoT workloads. Click [here](https://docs.microsoft.com/en-us/azure/cosmos-db/use-cases) to learn more about Cosmos Db recommended use cases.\n"
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                "## Step 1 - Initialization \n",
                "\n",
                "We will start by importing the required libraries and creating the database and the container. To connect to the service, you can use our built-in instance of ```cosmos_client```. This is a ready to use instance of [CosmosClient](https://docs.microsoft.com/python/api/azure-cosmos/azure.cosmos.cosmos_client.cosmosclient?view=azure-python) from our Python SDK. It already has the context of this account baked in.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "In this step we will:\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "+ Create a database.\n",
                "+ Create a container with 400 RU/s. In Azure Cosmos Db, each write uses 5 RUs for each 1 KB. For more details, check the **3.RequestUnit** notebook.\n",
                "+ Because of the 400 RU/s, we will simulate up to 20 IoT devices at the same time. \n",
                "+ Each one of them will create 2 data points (RPM and MW) per second. \n",
                "\n",
                "&nbsp;\n",
                "\n",
                ">**Did you know?** If you run the ```dir()``` python command, you will see which libraries are loaded. Libraries like ```json``` and ```azure-cosmos``` are pre-loaded."
            ],
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            [
                "import random # to create random IoT measures based on random variations\n",
                "import datetime\n",
                "import time\n",
                "import azure.cosmos as cosmos\n",
                "import azure.cosmos.exceptions as exceptions\n",
                "from azure.cosmos.partition_key import PartitionKey\n",
                "import uuid # to create an unique id for each data point\n",
                "import warnings \n",
                "\n",
                "# Turning off unnecessary warnings\n",
                "warnings.filterwarnings(\"ignore\")\n",
                "\n",
                "#  Initialization\n",
                "db_name = \"CosmosAnalyticsDemoDb\"\n",
                "container_name = \"IotData\"\n",
                "partition_key_value = \"/deviceId\"\n",
                "\n",
                "# Key Objects Creation\n",
                "database_client = cosmos_client.create_database_if_not_exists(db_name)\n",
                "print('Database with id \\'{0}\\' created'.format(db_name))\n",
                "\n",
                "container_client = database_client.create_container_if_not_exists(id=container_name, partition_key=PartitionKey(path=partition_key_value),offer_throughput=400)\n",
                "print('Container with id \\'{0}\\' created'.format(container_name))"
            ],
            "outputs":
            [
                {
                    "output_type": "stream",
                    "name": "stdout",
                    "text":
                    [
                        "Database with id 'CosmosAnalyticsDemoDb' created\n",
                        "Container with id 'IotData' created\n"
                    ]
                }
            ],
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                "## Step 2 - Creating the IoT Values Function\n",
                "\n",
                "This is the function that creates the IoT values for each unit. Some important details are:\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "+ Each measured unit (RPM and MW) has a base value and a variation percentage, that can be positive or negative.\n",
                "+ Outliers will have a bigger base value and a bigger variation.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "The expexted output of this function is:\n",
                "\n",
                "```json\n",
                "{'id': 'bb33b139-b2bb-4110-8cc5-47c47d324599', 'dateTime': '2020-04-17 02:04:09', 'deviceId': 'dev-1', 'measureType': 'Rotation Speed', 'unitSymbol': 'RPM', 'unit': 'Revolutions per Minute', 'measureValue': 3124}\n",
                "```"
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                "###########################################################################################\n",
                "# The function that creates and returns IoT values\n",
                "###########################################################################################\n",
                "def retunrIotValues(deviceId, measureType, unitSymbol, unit, baseValue, variationPercentage, isOutlier, outlierSignal):\n",
                "    if (isOutlier == 0):\n",
                "        value = random.randint(int(baseValue - (baseValue * (variationPercentage)/100)), int(baseValue + (baseValue * (variationPercentage)/100 )))\n",
                "    else: #Outlier!    \n",
                "        variationPercentage = int(variationPercentage*1.3) # 30% bigger Variation\n",
                "        if (outlierSignal == 'Positive'):\n",
                "            baseValue = int(baseValue*1.3) # 30% bigger base value\n",
                "            value = random.randint(int(baseValue), int(baseValue + (baseValue * (variationPercentage)/100 )))\n",
                "        else:\n",
                "            baseValue = int(baseValue *0.7) # 30% smaller base value\n",
                "            value = random.randint(int(baseValue - (baseValue * (variationPercentage)/100)), int(baseValue))\n",
                "\n",
                "    docId = str(uuid.uuid4())\n",
                "\n",
                "    iotData = {\n",
                "    'id' : docId,\n",
                "    'dateTime' : datetime.datetime.now().strftime(\"%Y-%m-%dT%H:%M:%SZ\"),\n",
                "    'deviceId' : deviceId,\n",
                "    'measureType' : measureType,\n",
                "    'unitSymbol' : unitSymbol,\n",
                "    'unit' : unit,\n",
                "    'measureValue' : value\n",
                "    }\n",
                "\n",
                "    return iotData\n",
                "\n",
                "\n",
                "print('Functions retunrIotValues ok')"
            ],
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                    "name": "stdout",
                    "text":
                    [
                        "Functions retunrIotValues ok\n"
                    ]
                }
            ],
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                "## Step 3 - Creating the Data Generator\n",
                "\n",
                "This is the main function. Some important details are:\n",
                "\n",
                "&nbsp\n",
                "\n",
                "+ It runs for the number of minutes you want or until you stop it. Minimum value is 1 minute.\n",
                "+ There will be 1 random outlier per minute. \n",
                "+ For 2+ minutes executions, the outliers may happen in sequence or not.\n",
                "+ All devices have outliers at the same time, but with different variations and signals (positive x negative)."
            ],
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                "###########################################################################################\n",
                "# The Main function\n",
                "###########################################################################################\n",
                "def iotSimulator(numDevs=20, minutes=1, printOutput=0): \n",
                "\n",
                "    # Initial validations\n",
                "    \n",
                "    if (numDevs > 20):\n",
                "        print (\"First parameter: Too many devices, maximum = 20\")\n",
                "        return\n",
                "    \n",
                "    if (minutes == 0):\n",
                "        print (\"Second parameter: Minimum minutes = 1\")\n",
                "        return\n",
                "\n",
                "    if (printOutput != 1) and (printOutput != 0):\n",
                "        print (\"Third parameter: Only 1 (yes) and 0 (no) are accepted for terminal output printing\")\n",
                "        return\n",
                "\n",
                "    # Devices list, startint with dev-1\n",
                "    devPrefix = 'dev-'\n",
                "    devicesList = [ ] \n",
                "    for i in range(1,numDevs+1):\n",
                "        deviceId = devPrefix + str(i)\n",
                "        devicesList.append(deviceId)\n",
                "\n",
                "    # Units list\n",
                "    # This is a Power Plant Scenario. Chage as you want\n",
                "    # layoyt is: measureType, unitSymbol, unit,baseValue, variationPercentage, outlierSignal\n",
                "    # reference: https://www.mhps.com/products/steamturbines/lineup/thermal-power/1200/\n",
                "    unitList = [('Rotation Speed','RPM','Revolutions per Minute',3000,10, 'Positive'), ('Output','MW','MegaWatts',1500,10,'Negative')]\n",
                "\n",
                "    \n",
                "    # How many measures based on the number per minutes?\n",
                "    numberMeasures = int(minutes)*60 \n",
                "    accNumberMeasures = 0\n",
                "    \n",
                "    # Outliers\n",
                "    accOutliers = 0\n",
                "    ouliersSet = set()\n",
                "    while len(ouliersSet) < int(minutes):\n",
                "        outlier = random.randint(1, int(minutes)*60)\n",
                "        ouliersSet.add(outlier)\n",
                "    print ('Starting the process. The random outlier(s) will happen at these seconds: ',ouliersSet)\n",
                "    \n",
                "    # Create IoT Values based on a base value and a variation. Every device will return 1 value per unit per second.\n",
                "    # Data is printed and saved into a Cosmos DB Container\n",
                "    # Data modeling: We could have one document per device. But this approach is addressed in the data modeling notebook.\n",
                "    while (accNumberMeasures <= numberMeasures):\n",
                "        time.sleep(1)\n",
                "        for deviceId in devicesList:\n",
                "            for unit in unitList:\n",
                "                if (accNumberMeasures in ouliersSet):  # If yes, time for an outlier\n",
                "                    iotData = retunrIotValues (deviceId,unit[0],unit[1],unit[2],unit[3],unit[4],1,unit[5])\n",
                "                    print('Outlier:',deviceId,unit[2])\n",
                "                else: # Regular measure\n",
                "                    iotData = retunrIotValues (deviceId,unit[0],unit[1],unit[2],unit[3],unit[4],0,unit[5])\n",
                "                container_client.create_item(body=iotData)\n",
                "                if (printOutput == 1):\n",
                "                    print(iotData)\n",
                "        accNumberMeasures +=1 \n",
                "\n",
                "        \n",
                "print ('Function iotSimulator ok')"
            ],
            "outputs":
            [
                {
                    "output_type": "stream",
                    "name": "stdout",
                    "text":
                    [
                        "Function iotSimulator ok\n"
                    ]
                }
            ],
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            [
                "## Step 4 - Running the Data Generator\n",
                "\n",
                "&nbsp\n",
                "\n",
                "+ 1st parameter is the number of devices.\n",
                "+ 2nd parameter is the number of minutes. Minimum is 1 minute.\n",
                "+ 3rd parameter is a Boolean, if you want to print the IoT Data to your terminal. It is a good idea to turn it off for +5 minutes executions."
            ],
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            [
                "numDevs=2\n",
                "executionMinutes=10\n",
                "printOutput=0\n",
                "\n",
                "iotSimulator (numDevs,executionMinutes,printOutput)"
            ],
            "outputs":
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                {
                    "output_type": "stream",
                    "name": "stdout",
                    "text":
                    [
                        "Starting the process. The random outlier(s) will happen at these seconds:  {323, 387, 106, 209, 373, 438, 121, 443, 316, 447}\n",
                        "Outlier: dev-1 Revolutions per Minute\n",
                        "Outlier: dev-1 MegaWatts\n",
                        "Outlier: dev-2 Revolutions per Minute\n",
                        "Outlier: dev-2 MegaWatts\n",
                        "Outlier: dev-1 Revolutions per Minute\n",
                        "Outlier: dev-1 MegaWatts\n",
                        "Outlier: dev-2 Revolutions per Minute\n",
                        "Outlier: dev-2 MegaWatts\n",
                        "Outlier: dev-1 Revolutions per Minute\n",
                        "Outlier: dev-1 MegaWatts\n",
                        "Outlier: dev-2 Revolutions per Minute\n",
                        "Outlier: dev-2 MegaWatts\n",
                        "Outlier: dev-1 Revolutions per Minute\n",
                        "Outlier: dev-1 MegaWatts\n",
                        "Outlier: dev-2 Revolutions per Minute\n",
                        "Outlier: dev-2 MegaWatts\n",
                        "Outlier: dev-1 Revolutions per Minute\n",
                        "Outlier: dev-1 MegaWatts\n",
                        "Outlier: dev-2 Revolutions per Minute\n",
                        "Outlier: dev-2 MegaWatts\n",
                        "Outlier: dev-1 Revolutions per Minute\n",
                        "Outlier: dev-1 MegaWatts\n",
                        "Outlier: dev-2 Revolutions per Minute\n",
                        "Outlier: dev-2 MegaWatts\n",
                        "Outlier: dev-1 Revolutions per Minute\n",
                        "Outlier: dev-1 MegaWatts\n",
                        "Outlier: dev-2 Revolutions per Minute\n",
                        "Outlier: dev-2 MegaWatts\n",
                        "Outlier: dev-1 Revolutions per Minute\n",
                        "Outlier: dev-1 MegaWatts\n",
                        "Outlier: dev-2 Revolutions per Minute\n",
                        "Outlier: dev-2 MegaWatts\n",
                        "Outlier: dev-1 Revolutions per Minute\n",
                        "Outlier: dev-1 MegaWatts\n",
                        "Outlier: dev-2 Revolutions per Minute\n",
                        "Outlier: dev-2 MegaWatts\n",
                        "Outlier: dev-1 Revolutions per Minute\n",
                        "Outlier: dev-1 MegaWatts\n",
                        "Outlier: dev-2 Revolutions per Minute\n",
                        "Outlier: dev-2 MegaWatts\n"
                    ]
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            [
                "## Step 5 - Data Visualization\n",
                "\n",
                "Let's analyze the data we just created, using multiple statistics functions and visualizations. And everything starts with a query, loading 1000 metrics into a Pandas [DataFrame](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html). **Why 1000?** Because it is enough for this notebook objective.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "Now we will:\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "+ Use [Azure Cosmos DB SQL API](https://docs.microsoft.com/en-us/azure/cosmos-db/sql-query-getting-started) to load data from the database into a data-frame.\n",
                "+ Visualize and manipulate the data with [Pandas](https://pandas.pydata.org/) and [Matplotlib](https://matplotlib.org/) Python libraries.\n",
                "+ Apply AI to our data, using the [Anomaly Detector API](https://azure.microsoft.com/en-us/services/cognitive-services/anomaly-detector) to extract hidden insights from our data.\n",
                "+ Load the results back to Azure Cosmos Db, to persist the data and be able to create Power BI dashboards.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                ">**Did you know?** You can set the default database and container context for all new queries using\n",
                " ```%database {database_id}``` and ```%container {container_id}``` syntax. But they need to be in separate cells, as does the ```%%sql``` magic command.\n",
                " \n",
                "&nbsp;\n",
                "\n",
                ">**Did you know?** The word \"value\" is a reserved, what will impact your queries. That's why we are calling the values as ***measureValue***."
            ],
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            "cell_type": "code",
            "source":
            [
                "%database CosmosAnalyticsDemoDb"
            ],
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            "execution_count": 12,
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        {
            "cell_type": "code",
            "source":
            [
                "%container IotData"
            ],
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        {
            "cell_type": "code",
            "source":
            [
                "%%sql  --output df_IotData\n",
                "SELECT top 1000 c.dateTime, c.unitSymbol, c.measureValue, c.deviceId FROM c"
            ],
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                            "\r\n",
                            "<div>\r\n",
                            "  <style type='text/css' scoped>\r\n",
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                            "  background-color: #fff;\r\n",
                            "  color: #0078D4;\r\n",
                            "  cursor: pointer;\r\n",
                            "  padding: 10px;\r\n",
                            "  border: none;\r\n",
                            "  text-align: left;\r\n",
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                            "  font-size: 15px;\r\n",
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                            ".active, .collapsible:hover {\r\n",
                            "  color: #4db2ff;\r\n",
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                            "\r\n",
                            ".content {\r\n",
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                            "</style>\r\n",
                            "\r\n",
                            "<button type='button' class='collapsible'>▶ View Query Metrics</button>\r\n",
                            "  \r\n",
                            "<div class='content'>\r\n",
                            "  <div class='measuringWrapper'>\r\n",
                            "    <span style=\"color:#0078D4\"><b>totalExecutionTimeInMs    </b>:    9.89<br/><b>queryCompileTimeInMs    </b>:    0.12<br/><b>queryLogicalPlanBuildTimeInMs    </b>:    0.03<br/><b>queryPhysicalPlanBuildTimeInMs    </b>:    0.02<br/><b>queryOptimizationTimeInMs    </b>:    0<br/><b>VMExecutionTimeInMs    </b>:    9.38<br/><b>indexLookupTimeInMs    </b>:    0<br/><b>documentLoadTimeInMs    </b>:    5.84<br/><b>systemFunctionExecuteTimeInMs    </b>:    0<br/><b>userFunctionExecuteTimeInMs    </b>:    0<br/><b>retrievedDocumentCount    </b>:    1000<br/><b>retrievedDocumentSize    </b>:    399995<br/><b>outputDocumentCount    </b>:    1000<br/><b>outputDocumentSize    </b>:    92546<br/><b>writeOutputTimeInMs    </b>:    0.81<br/><b>averageIndexUtilizationRation    </b>:    1<br/></span>\r\n",
                            "  </div>\r\n",
                            "</div>\r\n",
                            "\r\n",
                            "<script>\r\n",
                            "var coll = document.getElementsByClassName('collapsible');\r\n",
                            "var i;\r\n",
                            "\r\n",
                            "for (i = 0; i < coll.length; i++) {\r\n",
                            "  \r\n",
                            "  coll[i].addEventListener('click', function() {\r\n",
                            "    this.classList.toggle('active');\r\n",
                            "    var content = this.nextElementSibling;\r\n",
                            "    \r\n",
                            "    if (content.clientHeight != 0) {\r\n",
                            "      this.textContent = '▶ View Query Metrics';\r\n",
                            "      content.style.height = '0px';\r\n",
                            "    }\r\n",
                            "    else {\r\n",
                            "      this.textContent = '▼ Hide Query Metrics';\r\n",
                            "      content.style.height = content.children[0].clientHeight + 'px';\r\n",
                            "    }\r\n",
                            "  });\r\n",
                            "}\r\n",
                            "</script>\r\n",
                            "</div>"
                        ]
                    },
                    "metadata": {}
                }
            ],
            "execution_count": 10,
            "metadata":
            {
                "collapsed": false,
                "execution":
                {
                    "iopub.execute_input": "2020-04-21T20:24:03.987Z",
                    "iopub.status.busy": "2020-04-21T20:24:03.870Z",
                    "iopub.status.idle": "2020-04-21T20:24:04.001Z",
                    "shell.execute_reply": "2020-04-21T20:24:04.010Z"
                },
                "jupyter":
                {
                    "outputs_hidden": false,
                    "source_hidden": false
                },
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                },
                "trusted": true
            }
        },
        {
            "cell_type": "markdown",
            "source":
            [
                "## Step 6 - Built-in Data Visualizations\n",
                "\n",
                "We'll run queries and use the built-in [nteract data explorer](https://blog.nteract.io/designing-the-nteract-data-explorer-f4476d53f897) to allow data visualizations. After the following code lines, all cells will be enabled with nteract data explorer, with multiple visualization options on the right side of the result sets. For more information, check the **2.Visualization** notebook.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "``pd.options.display.html.table_schema = True``\n",
                "\n",
                "``pd.options.display.max_rows = None``  \n",
                "\n",
                "&nbsp;\n",
                "\n",
                "You will notice that, despite the great chart’s options, we can't use all possibilities because the unit’s values are mixed in the same column. To fix it, we will filter the data per unit. Change it as you want and get comfortable with the visualization options. One suggestion is the **line chart**, where you can use multiple extra visualizations like **stacked area** chart.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                ">**Did you know?** After we run the nteract options, only the last data output command will have its data shown.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                ">**Did you know?** To avoid the mistake to compare data of different devices or units in the same chart, we'll filter the data we are retrieving from the DataFrame. Please check the cell below for more details.\n"
            ],
            "metadata":
            {
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                }
            }
        },
        {
            "cell_type": "code",
            "source":
            [
                "# Turning on the visualization options\n",
                "pd.options.display.html.table_schema = True\n",
                "pd.options.display.max_rows = None\n",
                "\n",
                "# Example: let's see what we loaded from Cosmos Db\n",
                "# df_IotData.head(10)\n",
                "df_IotData[(df_IotData.unitSymbol == \"RPM\") & (df_IotData.deviceId == \"dev-1\")]"
            ],
            "outputs":
            [
                {
                    "output_type": "execute_result",
                    "execution_count": 11,
                    "data":
                    {
                        "application/vnd.dataresource+json":
                        {
                            "data":
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                                {
                                    "dateTime": "2020-04-21 19:02:35",
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                                    "index": 0,
                                    "measureValue": 2770,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:02:37",
                                    "deviceId": "dev-1",
                                    "index": 4,
                                    "measureValue": 3037,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:02:38",
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                                    "index": 8,
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                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:02:39",
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                                    "index": 12,
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                                },
                                {
                                    "dateTime": "2020-04-21 19:02:40",
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                                    "index": 16,
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                                },
                                {
                                    "dateTime": "2020-04-21 19:02:41",
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                                    "dateTime": "2020-04-21 19:02:42",
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                                },
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                                    "dateTime": "2020-04-21 19:02:43",
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                                    "dateTime": "2020-04-21 19:02:44",
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                                    "dateTime": "2020-04-21 19:03:49",
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                                    "dateTime": "2020-04-21 19:03:55",
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                                {
                                    "dateTime": "2020-04-21 19:03:56",
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                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:03:57",
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                                    "measureValue": 2703,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:03:58",
                                    "deviceId": "dev-1",
                                    "index": 316,
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                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:03:59",
                                    "deviceId": "dev-1",
                                    "index": 320,
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                                {
                                    "dateTime": "2020-04-21 19:04:00",
                                    "deviceId": "dev-1",
                                    "index": 324,
                                    "measureValue": 2780,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:04:01",
                                    "deviceId": "dev-1",
                                    "index": 328,
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                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:04:02",
                                    "deviceId": "dev-1",
                                    "index": 332,
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                                },
                                {
                                    "dateTime": "2020-04-21 19:04:03",
                                    "deviceId": "dev-1",
                                    "index": 336,
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                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:04:04",
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                                    "dateTime": "2020-04-21 19:06:12",
                                    "deviceId": "dev-1",
                                    "index": 824,
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                                    "dateTime": "2020-04-21 19:06:13",
                                    "deviceId": "dev-1",
                                    "index": 828,
                                    "measureValue": 2968,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:14",
                                    "deviceId": "dev-1",
                                    "index": 832,
                                    "measureValue": 2963,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:15",
                                    "deviceId": "dev-1",
                                    "index": 836,
                                    "measureValue": 4070,
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                                {
                                    "dateTime": "2020-04-21 19:06:16",
                                    "deviceId": "dev-1",
                                    "index": 840,
                                    "measureValue": 3049,
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                                {
                                    "dateTime": "2020-04-21 19:06:17",
                                    "deviceId": "dev-1",
                                    "index": 844,
                                    "measureValue": 2814,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:18",
                                    "deviceId": "dev-1",
                                    "index": 848,
                                    "measureValue": 2863,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:19",
                                    "deviceId": "dev-1",
                                    "index": 852,
                                    "measureValue": 2963,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:20",
                                    "deviceId": "dev-1",
                                    "index": 856,
                                    "measureValue": 3265,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:21",
                                    "deviceId": "dev-1",
                                    "index": 860,
                                    "measureValue": 3278,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:22",
                                    "deviceId": "dev-1",
                                    "index": 864,
                                    "measureValue": 3281,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:23",
                                    "deviceId": "dev-1",
                                    "index": 868,
                                    "measureValue": 3261,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:24",
                                    "deviceId": "dev-1",
                                    "index": 872,
                                    "measureValue": 2740,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:25",
                                    "deviceId": "dev-1",
                                    "index": 876,
                                    "measureValue": 3049,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:26",
                                    "deviceId": "dev-1",
                                    "index": 880,
                                    "measureValue": 2977,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:27",
                                    "deviceId": "dev-1",
                                    "index": 884,
                                    "measureValue": 3157,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:28",
                                    "deviceId": "dev-1",
                                    "index": 888,
                                    "measureValue": 2746,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:29",
                                    "deviceId": "dev-1",
                                    "index": 892,
                                    "measureValue": 2985,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:31",
                                    "deviceId": "dev-1",
                                    "index": 896,
                                    "measureValue": 2918,
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                                {
                                    "dateTime": "2020-04-21 19:06:32",
                                    "deviceId": "dev-1",
                                    "index": 900,
                                    "measureValue": 2823,
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                                {
                                    "dateTime": "2020-04-21 19:06:33",
                                    "deviceId": "dev-1",
                                    "index": 904,
                                    "measureValue": 2826,
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                                    "dateTime": "2020-04-21 19:06:34",
                                    "deviceId": "dev-1",
                                    "index": 908,
                                    "measureValue": 3071,
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                                {
                                    "dateTime": "2020-04-21 19:06:35",
                                    "deviceId": "dev-1",
                                    "index": 912,
                                    "measureValue": 2825,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:36",
                                    "deviceId": "dev-1",
                                    "index": 916,
                                    "measureValue": 2895,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:37",
                                    "deviceId": "dev-1",
                                    "index": 920,
                                    "measureValue": 3101,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:38",
                                    "deviceId": "dev-1",
                                    "index": 924,
                                    "measureValue": 3250,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:39",
                                    "deviceId": "dev-1",
                                    "index": 928,
                                    "measureValue": 2858,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:40",
                                    "deviceId": "dev-1",
                                    "index": 932,
                                    "measureValue": 2847,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:41",
                                    "deviceId": "dev-1",
                                    "index": 936,
                                    "measureValue": 2758,
                                    "unitSymbol": "RPM"
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                                {
                                    "dateTime": "2020-04-21 19:06:42",
                                    "deviceId": "dev-1",
                                    "index": 940,
                                    "measureValue": 3098,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:43",
                                    "deviceId": "dev-1",
                                    "index": 944,
                                    "measureValue": 2894,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:44",
                                    "deviceId": "dev-1",
                                    "index": 948,
                                    "measureValue": 2749,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:45",
                                    "deviceId": "dev-1",
                                    "index": 952,
                                    "measureValue": 3279,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:46",
                                    "deviceId": "dev-1",
                                    "index": 956,
                                    "measureValue": 3131,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:47",
                                    "deviceId": "dev-1",
                                    "index": 960,
                                    "measureValue": 2882,
                                    "unitSymbol": "RPM"
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                                    "dateTime": "2020-04-21 19:06:48",
                                    "deviceId": "dev-1",
                                    "index": 964,
                                    "measureValue": 2724,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:49",
                                    "deviceId": "dev-1",
                                    "index": 968,
                                    "measureValue": 3153,
                                    "unitSymbol": "RPM"
                                },
                                {
                                    "dateTime": "2020-04-21 19:06:50",
                                    "deviceId": "dev-1",
                                    "index": 972,
                                    "measureValue": 3190,
                                    "unitSymbol": "RPM"
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                                    "dateTime": "2020-04-21 19:06:51",
                                    "deviceId": "dev-1",
                                    "index": 976,
                                    "measureValue": 3181,
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                                    "dateTime": "2020-04-21 19:06:52",
                                    "deviceId": "dev-1",
                                    "index": 980,
                                    "measureValue": 3178,
                                    "unitSymbol": "RPM"
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                                    "dateTime": "2020-04-21 19:06:54",
                                    "deviceId": "dev-1",
                                    "index": 984,
                                    "measureValue": 2758,
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                                    "dateTime": "2020-04-21 19:06:55",
                                    "deviceId": "dev-1",
                                    "index": 988,
                                    "measureValue": 3101,
                                    "unitSymbol": "RPM"
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                                    "dateTime": "2020-04-21 19:06:56",
                                    "deviceId": "dev-1",
                                    "index": 992,
                                    "measureValue": 2793,
                                    "unitSymbol": "RPM"
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                                    "dateTime": "2020-04-21 19:06:57",
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                                    "measureValue": 3209,
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                        "text/html":
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                            "</style>\n",
                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>dateTime</th>\n",
                            "      <th>unitSymbol</th>\n",
                            "      <th>measureValue</th>\n",
                            "      <th>deviceId</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>2020-04-21 19:02:35</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2770</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>2020-04-21 19:02:37</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3037</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>8</th>\n",
                            "      <td>2020-04-21 19:02:38</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3212</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>12</th>\n",
                            "      <td>2020-04-21 19:02:39</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2707</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>16</th>\n",
                            "      <td>2020-04-21 19:02:40</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2802</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>20</th>\n",
                            "      <td>2020-04-21 19:02:41</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2715</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>24</th>\n",
                            "      <td>2020-04-21 19:02:42</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3035</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>28</th>\n",
                            "      <td>2020-04-21 19:02:43</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3145</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>32</th>\n",
                            "      <td>2020-04-21 19:02:44</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2760</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>36</th>\n",
                            "      <td>2020-04-21 19:02:45</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2919</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>40</th>\n",
                            "      <td>2020-04-21 19:02:46</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2707</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>44</th>\n",
                            "      <td>2020-04-21 19:02:47</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2799</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>48</th>\n",
                            "      <td>2020-04-21 19:02:48</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2862</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>52</th>\n",
                            "      <td>2020-04-21 19:02:49</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3061</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>56</th>\n",
                            "      <td>2020-04-21 19:02:50</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3079</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>60</th>\n",
                            "      <td>2020-04-21 19:02:51</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3085</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>64</th>\n",
                            "      <td>2020-04-21 19:02:52</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3005</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>68</th>\n",
                            "      <td>2020-04-21 19:02:53</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3002</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>72</th>\n",
                            "      <td>2020-04-21 19:02:54</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3073</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>76</th>\n",
                            "      <td>2020-04-21 19:02:55</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3075</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>80</th>\n",
                            "      <td>2020-04-21 19:02:56</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3140</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>84</th>\n",
                            "      <td>2020-04-21 19:02:57</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3188</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>88</th>\n",
                            "      <td>2020-04-21 19:02:58</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3057</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>92</th>\n",
                            "      <td>2020-04-21 19:03:00</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2889</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>96</th>\n",
                            "      <td>2020-04-21 19:03:01</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2937</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>100</th>\n",
                            "      <td>2020-04-21 19:03:02</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3104</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>104</th>\n",
                            "      <td>2020-04-21 19:03:03</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3214</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>108</th>\n",
                            "      <td>2020-04-21 19:03:04</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3091</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>112</th>\n",
                            "      <td>2020-04-21 19:03:05</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3054</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>116</th>\n",
                            "      <td>2020-04-21 19:03:06</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3112</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>120</th>\n",
                            "      <td>2020-04-21 19:03:07</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3104</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>124</th>\n",
                            "      <td>2020-04-21 19:03:08</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3170</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>128</th>\n",
                            "      <td>2020-04-21 19:03:09</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3069</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>132</th>\n",
                            "      <td>2020-04-21 19:03:10</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2700</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>136</th>\n",
                            "      <td>2020-04-21 19:03:11</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3008</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>140</th>\n",
                            "      <td>2020-04-21 19:03:12</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2796</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>144</th>\n",
                            "      <td>2020-04-21 19:03:13</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2946</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>148</th>\n",
                            "      <td>2020-04-21 19:03:14</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2756</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>152</th>\n",
                            "      <td>2020-04-21 19:03:15</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3140</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>156</th>\n",
                            "      <td>2020-04-21 19:03:16</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2974</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>160</th>\n",
                            "      <td>2020-04-21 19:03:17</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3230</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>164</th>\n",
                            "      <td>2020-04-21 19:03:18</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2874</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>168</th>\n",
                            "      <td>2020-04-21 19:03:19</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2701</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>172</th>\n",
                            "      <td>2020-04-21 19:03:20</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3044</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>176</th>\n",
                            "      <td>2020-04-21 19:03:21</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3149</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>180</th>\n",
                            "      <td>2020-04-21 19:03:22</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2873</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>184</th>\n",
                            "      <td>2020-04-21 19:03:24</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3104</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>188</th>\n",
                            "      <td>2020-04-21 19:03:25</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2729</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>192</th>\n",
                            "      <td>2020-04-21 19:03:26</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2756</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>196</th>\n",
                            "      <td>2020-04-21 19:03:27</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2716</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>200</th>\n",
                            "      <td>2020-04-21 19:03:28</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2877</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>204</th>\n",
                            "      <td>2020-04-21 19:03:29</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3158</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>208</th>\n",
                            "      <td>2020-04-21 19:03:30</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3205</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>212</th>\n",
                            "      <td>2020-04-21 19:03:31</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2857</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>216</th>\n",
                            "      <td>2020-04-21 19:03:32</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3118</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>220</th>\n",
                            "      <td>2020-04-21 19:03:33</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2964</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>224</th>\n",
                            "      <td>2020-04-21 19:03:34</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3214</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>228</th>\n",
                            "      <td>2020-04-21 19:03:35</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2723</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>232</th>\n",
                            "      <td>2020-04-21 19:03:36</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3117</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>236</th>\n",
                            "      <td>2020-04-21 19:03:37</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2925</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>240</th>\n",
                            "      <td>2020-04-21 19:03:38</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3015</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>244</th>\n",
                            "      <td>2020-04-21 19:03:39</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2854</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>248</th>\n",
                            "      <td>2020-04-21 19:03:40</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3219</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>252</th>\n",
                            "      <td>2020-04-21 19:03:41</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3068</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>256</th>\n",
                            "      <td>2020-04-21 19:03:42</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3202</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>260</th>\n",
                            "      <td>2020-04-21 19:03:43</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3080</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>264</th>\n",
                            "      <td>2020-04-21 19:03:44</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2854</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>268</th>\n",
                            "      <td>2020-04-21 19:03:45</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3034</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>272</th>\n",
                            "      <td>2020-04-21 19:03:46</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2961</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>276</th>\n",
                            "      <td>2020-04-21 19:03:48</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2966</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>280</th>\n",
                            "      <td>2020-04-21 19:03:49</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3194</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>284</th>\n",
                            "      <td>2020-04-21 19:03:50</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2764</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>288</th>\n",
                            "      <td>2020-04-21 19:03:51</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2986</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>292</th>\n",
                            "      <td>2020-04-21 19:03:52</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3172</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>296</th>\n",
                            "      <td>2020-04-21 19:03:53</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3072</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>300</th>\n",
                            "      <td>2020-04-21 19:03:54</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3195</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>304</th>\n",
                            "      <td>2020-04-21 19:03:55</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3274</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>308</th>\n",
                            "      <td>2020-04-21 19:03:56</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2798</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>312</th>\n",
                            "      <td>2020-04-21 19:03:57</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2703</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>316</th>\n",
                            "      <td>2020-04-21 19:03:58</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2844</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>320</th>\n",
                            "      <td>2020-04-21 19:03:59</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3231</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>324</th>\n",
                            "      <td>2020-04-21 19:04:00</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2780</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>328</th>\n",
                            "      <td>2020-04-21 19:04:01</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3072</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>332</th>\n",
                            "      <td>2020-04-21 19:04:02</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3270</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>336</th>\n",
                            "      <td>2020-04-21 19:04:03</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3294</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>340</th>\n",
                            "      <td>2020-04-21 19:04:04</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3001</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>344</th>\n",
                            "      <td>2020-04-21 19:04:05</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3060</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>348</th>\n",
                            "      <td>2020-04-21 19:04:07</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2805</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>352</th>\n",
                            "      <td>2020-04-21 19:04:08</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3061</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>356</th>\n",
                            "      <td>2020-04-21 19:04:09</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3263</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>360</th>\n",
                            "      <td>2020-04-21 19:04:10</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3212</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>364</th>\n",
                            "      <td>2020-04-21 19:04:11</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3094</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>368</th>\n",
                            "      <td>2020-04-21 19:04:12</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3136</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>372</th>\n",
                            "      <td>2020-04-21 19:04:13</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3087</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>376</th>\n",
                            "      <td>2020-04-21 19:04:14</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3026</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>380</th>\n",
                            "      <td>2020-04-21 19:04:15</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3145</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>384</th>\n",
                            "      <td>2020-04-21 19:04:16</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2783</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>388</th>\n",
                            "      <td>2020-04-21 19:04:17</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2824</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>392</th>\n",
                            "      <td>2020-04-21 19:04:18</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3076</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>396</th>\n",
                            "      <td>2020-04-21 19:04:19</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2712</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>400</th>\n",
                            "      <td>2020-04-21 19:04:20</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2739</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>404</th>\n",
                            "      <td>2020-04-21 19:04:21</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3293</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>408</th>\n",
                            "      <td>2020-04-21 19:04:22</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3010</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>412</th>\n",
                            "      <td>2020-04-21 19:04:23</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2939</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>416</th>\n",
                            "      <td>2020-04-21 19:04:24</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3192</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>420</th>\n",
                            "      <td>2020-04-21 19:04:25</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2898</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>424</th>\n",
                            "      <td>2020-04-21 19:04:26</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>4275</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>428</th>\n",
                            "      <td>2020-04-21 19:04:27</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3094</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>432</th>\n",
                            "      <td>2020-04-21 19:04:28</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3084</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>436</th>\n",
                            "      <td>2020-04-21 19:04:30</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2980</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>440</th>\n",
                            "      <td>2020-04-21 19:04:31</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2761</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>444</th>\n",
                            "      <td>2020-04-21 19:04:32</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2735</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>448</th>\n",
                            "      <td>2020-04-21 19:04:33</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3230</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>452</th>\n",
                            "      <td>2020-04-21 19:04:34</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3075</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>456</th>\n",
                            "      <td>2020-04-21 19:04:35</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2769</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>460</th>\n",
                            "      <td>2020-04-21 19:04:36</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2960</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>464</th>\n",
                            "      <td>2020-04-21 19:04:37</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2792</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>468</th>\n",
                            "      <td>2020-04-21 19:04:38</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3104</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>472</th>\n",
                            "      <td>2020-04-21 19:04:39</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3218</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>476</th>\n",
                            "      <td>2020-04-21 19:04:40</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2862</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>480</th>\n",
                            "      <td>2020-04-21 19:04:41</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3117</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>484</th>\n",
                            "      <td>2020-04-21 19:04:42</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>4268</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>488</th>\n",
                            "      <td>2020-04-21 19:04:43</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3121</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>492</th>\n",
                            "      <td>2020-04-21 19:04:44</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3247</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>496</th>\n",
                            "      <td>2020-04-21 19:04:45</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2714</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>500</th>\n",
                            "      <td>2020-04-21 19:04:46</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2886</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>504</th>\n",
                            "      <td>2020-04-21 19:04:47</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3068</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>508</th>\n",
                            "      <td>2020-04-21 19:04:49</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2759</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>512</th>\n",
                            "      <td>2020-04-21 19:04:50</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3058</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>516</th>\n",
                            "      <td>2020-04-21 19:04:51</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2717</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>520</th>\n",
                            "      <td>2020-04-21 19:04:52</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2913</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>524</th>\n",
                            "      <td>2020-04-21 19:04:53</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3120</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>528</th>\n",
                            "      <td>2020-04-21 19:04:54</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3043</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>532</th>\n",
                            "      <td>2020-04-21 19:04:55</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2845</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>536</th>\n",
                            "      <td>2020-04-21 19:04:56</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3241</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>540</th>\n",
                            "      <td>2020-04-21 19:04:57</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3140</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>544</th>\n",
                            "      <td>2020-04-21 19:04:58</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3015</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>548</th>\n",
                            "      <td>2020-04-21 19:04:59</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3078</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>552</th>\n",
                            "      <td>2020-04-21 19:05:00</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2778</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>556</th>\n",
                            "      <td>2020-04-21 19:05:01</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2735</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>560</th>\n",
                            "      <td>2020-04-21 19:05:02</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3144</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>564</th>\n",
                            "      <td>2020-04-21 19:05:03</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3181</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>568</th>\n",
                            "      <td>2020-04-21 19:05:04</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3183</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>572</th>\n",
                            "      <td>2020-04-21 19:05:05</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3123</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>576</th>\n",
                            "      <td>2020-04-21 19:05:06</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3194</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>580</th>\n",
                            "      <td>2020-04-21 19:05:07</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2973</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>584</th>\n",
                            "      <td>2020-04-21 19:05:09</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2727</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>588</th>\n",
                            "      <td>2020-04-21 19:05:10</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3269</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>592</th>\n",
                            "      <td>2020-04-21 19:05:11</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2996</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>596</th>\n",
                            "      <td>2020-04-21 19:05:12</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2828</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>600</th>\n",
                            "      <td>2020-04-21 19:05:13</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3291</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>604</th>\n",
                            "      <td>2020-04-21 19:05:14</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2899</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>608</th>\n",
                            "      <td>2020-04-21 19:05:15</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2898</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>612</th>\n",
                            "      <td>2020-04-21 19:05:16</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2801</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>616</th>\n",
                            "      <td>2020-04-21 19:05:17</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3161</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>620</th>\n",
                            "      <td>2020-04-21 19:05:18</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2728</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>624</th>\n",
                            "      <td>2020-04-21 19:05:19</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2841</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>628</th>\n",
                            "      <td>2020-04-21 19:05:20</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2728</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>632</th>\n",
                            "      <td>2020-04-21 19:05:21</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3244</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>636</th>\n",
                            "      <td>2020-04-21 19:05:22</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2798</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>640</th>\n",
                            "      <td>2020-04-21 19:05:23</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3163</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>644</th>\n",
                            "      <td>2020-04-21 19:05:24</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3018</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>648</th>\n",
                            "      <td>2020-04-21 19:05:25</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2763</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>652</th>\n",
                            "      <td>2020-04-21 19:05:26</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3232</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>656</th>\n",
                            "      <td>2020-04-21 19:05:27</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3087</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>660</th>\n",
                            "      <td>2020-04-21 19:05:29</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2807</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>664</th>\n",
                            "      <td>2020-04-21 19:05:30</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3165</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>668</th>\n",
                            "      <td>2020-04-21 19:05:31</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2717</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>672</th>\n",
                            "      <td>2020-04-21 19:05:32</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2934</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>676</th>\n",
                            "      <td>2020-04-21 19:05:33</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2993</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>680</th>\n",
                            "      <td>2020-04-21 19:05:34</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3264</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>684</th>\n",
                            "      <td>2020-04-21 19:05:35</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3035</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>688</th>\n",
                            "      <td>2020-04-21 19:05:36</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2914</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>692</th>\n",
                            "      <td>2020-04-21 19:05:37</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3152</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>696</th>\n",
                            "      <td>2020-04-21 19:05:38</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3282</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>700</th>\n",
                            "      <td>2020-04-21 19:05:39</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2977</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>704</th>\n",
                            "      <td>2020-04-21 19:05:40</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3136</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>708</th>\n",
                            "      <td>2020-04-21 19:05:41</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2886</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>712</th>\n",
                            "      <td>2020-04-21 19:05:42</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3213</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>716</th>\n",
                            "      <td>2020-04-21 19:05:43</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2800</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>720</th>\n",
                            "      <td>2020-04-21 19:05:44</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2970</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>724</th>\n",
                            "      <td>2020-04-21 19:05:45</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2816</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>728</th>\n",
                            "      <td>2020-04-21 19:05:46</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2964</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>732</th>\n",
                            "      <td>2020-04-21 19:05:48</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2754</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>736</th>\n",
                            "      <td>2020-04-21 19:05:49</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3284</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>740</th>\n",
                            "      <td>2020-04-21 19:05:50</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3077</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>744</th>\n",
                            "      <td>2020-04-21 19:05:51</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2778</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>748</th>\n",
                            "      <td>2020-04-21 19:05:52</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3143</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>752</th>\n",
                            "      <td>2020-04-21 19:05:53</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3270</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>756</th>\n",
                            "      <td>2020-04-21 19:05:54</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3035</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>760</th>\n",
                            "      <td>2020-04-21 19:05:55</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2993</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>764</th>\n",
                            "      <td>2020-04-21 19:05:56</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2964</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>768</th>\n",
                            "      <td>2020-04-21 19:05:57</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2884</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>772</th>\n",
                            "      <td>2020-04-21 19:05:58</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2982</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>776</th>\n",
                            "      <td>2020-04-21 19:05:59</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3086</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>780</th>\n",
                            "      <td>2020-04-21 19:06:00</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3037</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>784</th>\n",
                            "      <td>2020-04-21 19:06:01</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3179</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>788</th>\n",
                            "      <td>2020-04-21 19:06:02</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2904</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>792</th>\n",
                            "      <td>2020-04-21 19:06:03</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3130</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>796</th>\n",
                            "      <td>2020-04-21 19:06:04</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3270</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>800</th>\n",
                            "      <td>2020-04-21 19:06:05</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2887</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>804</th>\n",
                            "      <td>2020-04-21 19:06:06</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2887</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>808</th>\n",
                            "      <td>2020-04-21 19:06:07</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3282</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>812</th>\n",
                            "      <td>2020-04-21 19:06:09</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2949</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>816</th>\n",
                            "      <td>2020-04-21 19:06:10</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3162</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>820</th>\n",
                            "      <td>2020-04-21 19:06:11</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3227</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>824</th>\n",
                            "      <td>2020-04-21 19:06:12</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3026</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>828</th>\n",
                            "      <td>2020-04-21 19:06:13</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2968</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>832</th>\n",
                            "      <td>2020-04-21 19:06:14</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2963</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>836</th>\n",
                            "      <td>2020-04-21 19:06:15</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>4070</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>840</th>\n",
                            "      <td>2020-04-21 19:06:16</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3049</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>844</th>\n",
                            "      <td>2020-04-21 19:06:17</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2814</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>848</th>\n",
                            "      <td>2020-04-21 19:06:18</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2863</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>852</th>\n",
                            "      <td>2020-04-21 19:06:19</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2963</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>856</th>\n",
                            "      <td>2020-04-21 19:06:20</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3265</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>860</th>\n",
                            "      <td>2020-04-21 19:06:21</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3278</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>864</th>\n",
                            "      <td>2020-04-21 19:06:22</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3281</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>868</th>\n",
                            "      <td>2020-04-21 19:06:23</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3261</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>872</th>\n",
                            "      <td>2020-04-21 19:06:24</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2740</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>876</th>\n",
                            "      <td>2020-04-21 19:06:25</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3049</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>880</th>\n",
                            "      <td>2020-04-21 19:06:26</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2977</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>884</th>\n",
                            "      <td>2020-04-21 19:06:27</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3157</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>888</th>\n",
                            "      <td>2020-04-21 19:06:28</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2746</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>892</th>\n",
                            "      <td>2020-04-21 19:06:29</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2985</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>896</th>\n",
                            "      <td>2020-04-21 19:06:31</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2918</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>900</th>\n",
                            "      <td>2020-04-21 19:06:32</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2823</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>904</th>\n",
                            "      <td>2020-04-21 19:06:33</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2826</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>908</th>\n",
                            "      <td>2020-04-21 19:06:34</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3071</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>912</th>\n",
                            "      <td>2020-04-21 19:06:35</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2825</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>916</th>\n",
                            "      <td>2020-04-21 19:06:36</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2895</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>920</th>\n",
                            "      <td>2020-04-21 19:06:37</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3101</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>924</th>\n",
                            "      <td>2020-04-21 19:06:38</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3250</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>928</th>\n",
                            "      <td>2020-04-21 19:06:39</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2858</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>932</th>\n",
                            "      <td>2020-04-21 19:06:40</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2847</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>936</th>\n",
                            "      <td>2020-04-21 19:06:41</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2758</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>940</th>\n",
                            "      <td>2020-04-21 19:06:42</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3098</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>944</th>\n",
                            "      <td>2020-04-21 19:06:43</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2894</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>948</th>\n",
                            "      <td>2020-04-21 19:06:44</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2749</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>952</th>\n",
                            "      <td>2020-04-21 19:06:45</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3279</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>956</th>\n",
                            "      <td>2020-04-21 19:06:46</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3131</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>960</th>\n",
                            "      <td>2020-04-21 19:06:47</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2882</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>964</th>\n",
                            "      <td>2020-04-21 19:06:48</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2724</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>968</th>\n",
                            "      <td>2020-04-21 19:06:49</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3153</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>972</th>\n",
                            "      <td>2020-04-21 19:06:50</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3190</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>976</th>\n",
                            "      <td>2020-04-21 19:06:51</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3181</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>980</th>\n",
                            "      <td>2020-04-21 19:06:52</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3178</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>984</th>\n",
                            "      <td>2020-04-21 19:06:54</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2758</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>988</th>\n",
                            "      <td>2020-04-21 19:06:55</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3101</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>992</th>\n",
                            "      <td>2020-04-21 19:06:56</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>2793</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>996</th>\n",
                            "      <td>2020-04-21 19:06:57</td>\n",
                            "      <td>RPM</td>\n",
                            "      <td>3209</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain":
                        [
                            "                dateTime unitSymbol  measureValue deviceId\n",
                            "0    2020-04-21 19:02:35        RPM          2770    dev-1\n",
                            "4    2020-04-21 19:02:37        RPM          3037    dev-1\n",
                            "8    2020-04-21 19:02:38        RPM          3212    dev-1\n",
                            "12   2020-04-21 19:02:39        RPM          2707    dev-1\n",
                            "16   2020-04-21 19:02:40        RPM          2802    dev-1\n",
                            "20   2020-04-21 19:02:41        RPM          2715    dev-1\n",
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                    "transient":
                    {
                        "deleting": false
                    }
                },
                "outputExpanded": false,
                "trusted": true
            }
        },
        {
            "cell_type": "markdown",
            "source":
            [
                "## Step 7 - Data Preparation and Advanced Data Visualization\n",
                "\n",
                "But filtering is not ideal and many other data manipulations will be necessary to reach our objective. That's why we will do some data preparation in the next steps. **We need to:**\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "1. Pivot the DataFrame to have one column for each metric, avoiding the mistake to compare different measures. This is also a required process for data science projects, a process called featurization. All columns can be used as input for a machine learning model, that's why the table must be pivoted.\n",
                "1. The pivoted DataFrame index will be the ```dateTime``` column. But we need it as a regular column.\n",
                "1. Remove missing data, what is caused by metrics created in different seconds. \n",
                "\n",
                "&nbsp;\n",
                "\n",
                "![Example of data set with columns with missing data](https://cosmosnotebooksdata.blob.core.windows.net/notebookdata/iot-ai-notebook-2.PNG)\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "\n",
                ">**Did you know?** Data preparation is a [key phase](https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/lifecycle-modeling) of data science projects and may include [data engineering](https://docs.microsoft.com/en-us/learn/certifications/roles/data-engineer), [data featurization](https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/data-transformation-learning-with-counts), [data cleaning (or cleansing)](https://en.wikipedia.org/wiki/Data_cleansing), and more. It may take up to 80% of the all project!\n",
                "\n",
                "\n"
            ],
            "metadata":
            {
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                }
            }
        },
        {
            "cell_type": "code",
            "source":
            [
                "import pandas as pd\n",
                "import matplotlib.pyplot as plt\n",
                "\n",
                "###########################################################################################\n",
                "# Data Preparation\n",
                "###########################################################################################\n",
                "\n",
                "# Lets keep df_IotData as is, so we will never change it. All changes will happen in the new DataFrame.\n",
                "# Pivoting the original data for 1 device into a new one, with one column per unit.\n",
                "new_df = df_IotData[(df_IotData.deviceId == \"dev-1\")]\n",
                "new_df=new_df.pivot(index='dateTime', columns = 'unitSymbol' , values =  'measureValue')\n",
                "\n",
                "# Removing lines with missing data. \n",
                "new_df=new_df.dropna()\n",
                "\n",
                "# The pivot will create a df where the dataTime column is the index. \n",
                "# But for the Anomaly detection, we need a column with that content called timestamp\n",
                "new_df['timestamp']=new_df.index\n",
                "\n",
                "# We also need a sequential id, to join the dataframes in the end of the process\n",
                "new_df['index']=list(range(len(new_df)))\n",
                "\n",
                "# Now let's make the sequential the index of the dataframe\n",
                "new_df.set_index('index',inplace=True)\n",
                "\n",
                "\n",
                "###########################################################################################\n",
                "# Plotting the Data\n",
                "###########################################################################################\n",
                "# One chart per unit.\n",
                "# If you change or add the units, from now on you need to customize the code.\n",
                "new_df.plot(y='MW', x= 'timestamp', color='green',figsize=(20,5), label = 'Output MW')\n",
                "plt.title('MW TimeSeries')\n",
                "new_df.plot(y='RPM', x= 'timestamp', color='red', figsize=(20,5), label = 'RPM')\n",
                "plt.title('RPM TimeSeries')\n",
                "plt.legend(loc = 'best')\n",
                "plt.show()\n"
            ],
            "outputs":
            [
                {
                    "output_type": "display_data",
                    "data":
                    {
                        "image/png":
                        [
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\n"
                        ],
                        "text/plain":
                        [
                            "<Figure size 1440x360 with 1 Axes>"
                        ]
                    },
                    "metadata":
                    {
                        "needs_background": "light"
                    }
                },
                {
                    "output_type": "display_data",
                    "data":
                    {
                        "image/png":
                        [
                            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0KIsXAQAAaiQ+RlG7higERQDQnMIJCrbNQF2lrSi6WNKHJQ1Ff0+T1Ou9H4j+XiNpdvT7bElPSFJ0/dbo9k8vT7jP05xzb3fOLXXOLd2wYUMZLwUAAGSuU4Ki0aOZ9QwAmk3Y7+zdK3nf2HUBOkjJoMg591JJ6733d9ZhfeS9v8x7f5z3/rgZM2bU4ykBAEAhndD1rL+fiiIAaEZhm+y9NDjY2HUBOkh3itu8QNLLnXMvljRO0j6SviZpsnOuO6oa6pG0Nrr9WklzJK1xznVL2lfSptjyIH4fAADQjDqlomiffZj1DACaTXybvHev1J3m8BVAtUpWFHnvP+q97/Hez5MNRv0n7/3rJd0o6VXRzc6R9Ovo92uivxVd/yfvvY+Wnx3NijZf0sGSlmT2SgAAQPbiFUXtGqIwRhEANKf4NpntM1A31USy/yrpcufcf0haJul70fLvSfqJc26lpM2ycEne+/ucc1dKul/SgKR3e++pHwQAoJkNDLR/1zOCIgBoTvkVRQDqoqygyHt/k6Sbot8fVcKsZd77PZJeXeD+F0q6sNyVBAAADdIpFUVhMOutWxu9NgCAgIoioCHSznoGAAA6jfe5gZ67u9u3kR4fzLpdq6YAoBVRUQQ0BEERAABIFmaYafep40PXMwazBoDmQkUR0BAERQAAIFkIhkJQ1K6NdMYoAoDmREUR0BAERQAAIFk8KGrnahuCIgBoTgRFQEMQFAEAgGQDA3bZ3d3+Xc/avWoKAFoRXc+AhiAoAgAAyTqh61l8wO52DsMAoBVRUQQ0BEERAABI1gldzwYHLSyi6xkANB8qioCGICgCAADJ8iuK2rHaJhx4MOsZADQfKoqAhiAoAgAAyTqh61k8KGrX1wgArYqKIqAhCIoAAECy/K5n7VxRFMKwwUH7AQA0HhVFQEMQFAEAgGQhGAqznrXj2dzwGkNFUXwZAKCxqCgCGoKgCAAAJBsYsMtO6nomERQBQLOgoghoCIIiAACQrJO6nsWDonYMxACgFVFRBDQEQREAAEjWaYNZjx49fBkAoLGoKAIagqAIAAAk66SgKLzG+DIAQGP19UldXbnfAdRFd6NXAAAANKlO6HqWNJg1ByMA0Bz27pXGjrUx86goAuqGoAgAACTrpIoiBrMGgObT12fb5lGjCIqAOiIoAgAAycKsZ93dnRUUtePrBIBWFIKiri62zUAdERQBAIBkndD1jMGsAaB5haBocJCKIqCOCIoAAECyTup6xmDWANB8QlA0NMS2GagjgiIAAJAsv6KoHRvpDGYNAM0rHhRRUQTUDUERAABIll9R1O5dzwiKAKC5hKDIe7bNQB2NKnUD59w459wS59xdzrn7nHOfjpaf4pz7u3NuuXPur865BdHysc65K5xzK51ztzvn5sUe66PR8oecc6fX6kUBAIAM5AdFg4P2006Y9QwAmlcIisaMoaIIqKOSQZGkvZJO9t4fLWmhpDOcc8dL+pak13vvF0r6uaSPRbd/i6Qt3vsFki6S9AVJcs4dJulsSYdLOkPSN51zXVm+GAAAkKEQmHR35wZ6brcQhYoiAGheISgaO5ZtM1BHJYMib3ZEf46Ofnz0s0+0fF9J66Lfz5L0o+j3qyWd4pxz0fLLvfd7vfePSVopaVEmrwIAAGRvYMAu4wM9t2tQFMZhii8DADQWFUVAQ6Qaoyiq/LlT0gJJl3jvb3fOvVXS9c653ZK2STo+uvlsSU9Ikvd+wDm3VdK0aPltsYddEy0DAADNKL/rmdR+IQqDWQNA8+rrk/bdV3JO6u1t9NoAHSNN1zN57wejLmY9khY5546QdL6kF3vveyT9QNJXs1gh59zbnXNLnXNLN2zYkMVDAgCASuTPeia1X4hC1zMAaF5UFAENkSooCrz3vZJulHSmpKO997dHV10h6fnR72slzZEk51y3rFvapvjySE+0LP85LvPeH+e9P27GjBnlrB4AAMhSCIq6ujqj61m7vkYAaFWMUQQ0RJpZz2Y45yZHv4+XdKqkByTt65x7VnSzsEySrpF0TvT7qyT9yXvvo+VnR7OizZd0sKQlmb0SAACQrf5+C1Cca99qm74+C8LiYVi7vUYAaFXxoIiKIqBu0oxRNEvSj6JxikZJutJ7f61z7m2S/ts5NyRpi6R/jm7/PUk/cc6tlLRZNtOZvPf3OeeulHS/pAFJ7/bet9kcuwAAtJEQFEnt3fWs3V8jALSqEBR1dREUAXVUMijy3t8t6ZiE5f8j6X8Slu+R9OoCj3WhpAvLX00AAFB3AwNSd9RUaNduWf39uddGRREANJe+Pqsm6upi2wzUUapZzwAAQAeKVxS1a4gSzlZLuVCs3V4jALQqKoqAhiAoAgAAyTql61kIisJYTO32GgGgVYVtdHc322agjgiKAABAsqSKonbrehYfo0iy19lurxEAWlU8KKKiCKibkrOeAQCADtVpXc8kKooAoFl4P3zWs6EhaZC5kIB6ICgCAADJkrqetVu1TXwwa8leJ0ERADTe4KCFRWPG5LbTVBUBdUFQBAAAkg0MUFEEAGiMsC0OFUXxZQBqiqAIAAAk6+/PzQRGUAQAqKd4UERFEVBXBEUAACBZJ3Q9YzBrAGhOVBQBDUNQBAAAkjGYNQCgUagoAhqGoAgAACTrhKCIwawBoDlRUQQ0DEERAABI1ildz6goAoDmkxQUUVEE1AVBEQAASNYJFUUERQDQnOh6BjQMQREAAEg2MNAZs57lD2bdbq8RAFoRXc+AhiEoAgAAyTqh61n+GEXMegYAzYGKIqBhCIoAAECyeFA0apTU1dV+Z3PpegYAzYmKIqBhCIoAAECyeFAktWeIkh8UMesZADQHKoqAhiEoAgAAyfKDotGj269bFhVFANCcqCgCGoagCAAAJOuUiqJ2f40A0IpC9RAVRUDdERQBAIBkAwMjK4raLURJGsy63V4jALQiKoqAhiEoAgAAyfr7pe7u3N/tNiPY4KA0NMSsZwDQjBijCGgYgiIAAJCs3buexQ9CgnasmgKAVkRFEdAwBEUAACBZ0mDW7dRITwqK2i0MA4BWlRQUUVEE1EXJoMg5N845t8Q5d5dz7j7n3Kej5c45d6FzboVz7gHn3L/Eln/dObfSOXe3c+45scc6xzn3cPRzTu1eFgAAqIr3I8coarduWeEgJP81Dg7aDwCgceJBUdhOE+QDddFd+ibaK+lk7/0O59xoSX91zv1W0qGS5kg6xHs/5JzbL7r9mZIOjn4WS/qWpMXOuamSPinpOEle0p3OuWu891uyfUkAAKBqAwN22c5dz0LolV9RFK7r6qr/OgEATDwoGjXK9kdUFAF1UbKiyJsd0Z+jox8v6Z2SPuO9H4putz66zVmSfhzd7zZJk51zsySdLukG7/3mKBy6QdIZ2b4cAACQiRCidGLXM6m9KqcAoBXlb6PHjCEoAuok1RhFzrku59xySetlYc/tkg6S9Frn3FLn3G+dcwdHN58t6YnY3ddEywotBwAAzSZUFLXzrGfFgqJ2CsQAoBX19UnO5ao7x45l2wzUSaqgyHs/6L1fKKlH0iLn3BGSxkra470/TtJ3JH0/ixVyzr09Cp+WbtiwIYuHBAAA5UqqKGq3rmeFZj2LXwcAaIy+Pts+O2d/U1EE1E1Zs55573sl3SjrMrZG0i+jq/5H0lHR72tlYxcFPdGyQsvzn+My7/1x3vvjZsyYUc7qAQCArBTqetaOFUX5YVj8OgBAY4SgKKCiCKibNLOezXDOTY5+Hy/pVEkPSvqVpJOim71Q0oro92skvSma/ex4SVu99/+Q9HtJpznnpjjnpkg6LVoGAACaTSdUFBUbzLqdXicAtKL8oIiKIqBu0sx6NkvSj5xzXbJg6Urv/bXOub9K+plz7nxJOyS9Nbr99ZJeLGmlpF2S3ixJ3vvNzrnPSrojut1nvPebs3spAAAgM50QFDFGEQA0LyqKgIYpGRR57++WdEzC8l5JL0lY7iW9u8BjfV8ZjWUEAABqqJO6njHrGQA0HyqKgIYpa4wiAADQIcKsZ1QUAQAagYoioGEIigAAwEihoqY7VnzcrkFRftVU/DoAQGNQUQQ0DEERAAAYqRO6njGYNQA0r74+qyIKqCgC6oagCAAAjMRg1vVfHwBATlLXMyqKgLogKAIAACN1elDUTpVTANCKkrqetdM+CGhiBEUAAGCkQl3PBgYk7xuzTllLGqOIiiIAaA5UFAENQ1AEAABGKlRRFL+u1SVVFDGYNQA0BwazBhqGoAgAAIw0MGCX+bOeSe0TojCYNQA0r6SKIrbNQF0QFAEAgJEKdT2LX9fqGMwaAJoXFUVAwxAUAQCAkYp1PWuXEIWgCACaFxVFQMMQFAEAgJE6JShyTurqyi1rt3GYAKBVUVEENAxBEQAAGKlTup7FD0Kk9gvDAKBVJVUUDQ7aD4CaIigCAAAjdUJFUX//yKCIWc8AoDkkVRSF5QBqiqAIAACMFGY9a+egKKmiKMzy1i6vEQBaVVJFUVgOoKYIigAAwEihoigEJ1JndD1zzpZxIAIAjVWooohxioCaIygCAAAjdULXs76+4a8vGDOmfcIwAGhFQ0NW2UpFEdAQBEUAAGCkYoNZt0sjPamiSKKiCAAaLeyDkoIiKoqAmiMoAgAAIxWrKGqXapukwawle80ERQDQOGEbzGDWQEMQFAEAgJH6+228nq6u3LJ2a6RTUQQAzSlUDVFRBDQEQREAABipv3/k+D10PQMA1EOxiiKCIqDmCIoAAMBIAwMjg6J263pWbDBrgiIAaJykoIjBrIG6ISgCAAAj9fdL3d3Dl3VS17N2CcMAoBVRUQQ0FEERAAAYqVjXs3YJUQoNZk1FEQA0FhVFQEOVDIqcc+Occ0ucc3c55+5zzn067/qvO+d2xP4e65y7wjm30jl3u3NuXuy6j0bLH3LOnZ7lCwEAABlKCoo6paKIWc8AoLGoKAIaKk1F0V5JJ3vvj5a0UNIZzrnjJck5d5ykKXm3f4ukLd77BZIukvSF6LaHSTpb0uGSzpD0TedclwAAQPPp5KCIiiIAaCwqioCGKhkUeRMqhkZHPz4Keb4k6cN5dzlL0o+i36+WdIpzzkXLL/fe7/XePyZppaRFGbwGAACQtU7oesZg1gDQnKgoAhoq1RhFzrku59xySesl3eC9v13SeyRd473/R97NZ0t6QpK89wOStkqaFl8eWRMtAwAAzabYrGftEqJQUQQAzYmKIqChukvfRPLeD0pa6JybLOl/nHP/JOnVkl6U9Qo5594u6e2SNHfu3KwfHgAApNEJs54VG8y6XaqmAKAVUVEENFRZs55573sl3SjpJEkLJK10zq2SNME5tzK62VpJcyTJOdctaV9Jm+LLIz3RsvznuMx7f5z3/rgZM2aU92oAAEA2krqedXVJzrVPiMJg1gDQnKgoAhoqzaxnM6JKIjnnxks6VdKd3vv9vffzvPfzJO2KBq+WpGsknRP9/ipJf/Le+2j52dGsaPMlHSxpSbYvBwAAZCIpKJLaq1sWXc8AoDkVC4qoKAJqLk3Xs1mSfhQNXj1K0pXe+2uL3P57kn4SVRhtls10Ju/9fc65KyXdL2lA0rujLm0AAKDZdEpQ1O6vEQBaUbGuZ2yfgZorGRR57++WdEyJ20yM/b5HNn5R0u0ulHRhmesIAADqrVBQNHp0+3c9IygCgMZKCopGjbKx86goAmqurDGKAABAh0ia9UxqnxBlcFAaGmIwawBoRklBUfi7HfZBQJMjKAIAACO1e9ezEARRUQQAzadQUDR2LBVFQB0QFAEAgJH6+63EP1+7dD0rdBAiMesZADRasYoigiKg5giKAADASO1eURReQ6HXODhoPwCA+itWUdQO+yCgyREUAQCAkTolKCrU9Uxqj8opAGhFVBQBDUVQBAAARmr3Wc9KjVEktUcgBgCtqK/P9jfODV9ORRFQFwRFAABgJCqK2iMQA4BW1NdXePtMRRFQcwRFAABgpIGBzgiKClVNxW8DAKivQkERFUVAXRAUAQCAkTp51jO6ngFAY1FRBDQUQREAABiJrmft8ToBoBVRUQQ0FEERAKA1DQ5KP/yh9NRTjV6T5rJ9u3T//dU/TrsHRQxmDQDNq1hQREURUHMERQCA1iIWTSkAACAASURBVLN3r3T22dKb3yz9+MeNXpvm8rWvSYsWWZBWjXaf9YzBrDvD5s3SnDnSkiWNXhMA5SjW9YwQH6g5giIAQGvZsUN66Uulq6+2aXP/8Y9Gr1FzWb9e2rlT2rSp8sfw3oKmdq4oKjaYNRVF7eOxx6Q1a6Rlyxq9Jrj00myqHWulv1964QulG29s9Jo0t7VrpYsusv1ELdW7omhw0F7bbbdJV15pn9dq9qNIZ+fORq8BCiAoAgBU5pFHpCeeqO9zbtwonXKKNeR/8ANp3jwLRpCzY4ddPvlk5Y8xMGCXhSqK2iFAKVZRxKxn7WPrVrvcsqWx69HptmyRzjtPuuyyRq9JYRs3Sn/5i/SHPzR6TZrb5ZdLH/iAtG5dbZ+nXhVFa9dK//Iv0qRJUk+P9LznSa99rX1ejzlGuv327J4Lwz31lDR1Kt+5JkVQBAAon/fSGWdI731v/Z5z924723vXXdIvfymde640cyZjFOULQVE170voclWo2qYdumQxmHVrevJJO9Of1rZtdklQ1Fh//7tdNnOwH7adjz1W+WNccUV5n89mcOWV5QV4mzfb5caNtVmfoNYVRWvXWhvmoIOkb33LwqFvfUu67jrp7rulv/5V6uqSTjxR+sY3al9B1YnWrLH/81/+0ug1QQKCIgBA+ZYtk1aurG+jf/ly67bwne9IL3+5Lcs6KLr1Vunb387u8Rohi4qiEAR1d4+8rl26njGYdWv6xS/sTP/ateluT0VRNlavtnHhdu2q7P5Ll9plMwdF27fb5apVlT/G5z4nfelLmaxO3XzhC9LFF6e/ffguNSooGjOm+qDo3nstIPr2t6U3vUl6+GGrUj7vPOnFL5aOPFJ6wQss4Dz9dAuUXve6yj//SBa+c/fc09j1QCKCIgBA+a6+2i7D2fp6ePRRu3zuc3PL9tsv26Doooukd77TQqlWVeuKok4azJqgqPmEA4u0Y5NRUZSNP/zBqmUqHevpzjvtsp2Dol27pPvusyqJVqk+6e+30KSc70ejg6KxY6vfNt96q4VNd9xh1VTz5iXfbsoU6de/tgDwiiuYPCNrBEVNjaAIAFAe76WrrrLf6xkUhe4A8QbdzJnWWK12hq/85/jkJ7N5vEbIsqKo0wezjgdig4O5sZvQOOHAIu3nm4qibIT3u9Jx6UJQtGFDNutTC/GQfffu8u+/fLltJ/burX2IkpWHHrJt4ebN6cOtRgdFWVQUhcDysMNK33bUKOlDHxp+v3Z1/fX17QYW7+4Ztu1oGgRFAIDy3H23dTubPLn+FUUHHCCNG5dbNnOmNDSU3cwkjz0mPeMZ0jXX2JnGVlSvoKhVzpgXUm5F0cc+ZoOctpK+vvp+R+shfL5bqaJo9Wrpwgtb+zsT3u9KgqLNm237PWGCBUVDQ9muW1biB6qVVBWF7nWSVRW1glA929eXPhzr7bXLRlYUDQxU9zl66ilrwyQ9fpLubmn8+PYPM977Xukzn6nf88Xfz/vuq9/zIhWCIgBAea66ygZ4fO1r7SCsXgc/jz4qPfOZw5fNnGmXWXQ/27bNDmje/36bheMTn6j+MRuhHl3PpOyquBql3FnPfv97C0hbycc/Lh17bGsHFPnKDUKbISi6+moLGtOGW82omqAoDGR98sm23WjW6q7w2ZIqC4riJxdaLSiScoNUl1KviqK9e2vXNXj9euu6Xo6JE9s7KNqxw9pZaT8HWT1ncPfd9XtepEJQBHSa66/PnQ0CyhW6nb3oRTYQpPfSzp2VPdbatTYmUNqD2FoHRaHb2VFHSR/+sPS739k4Bq0mi4qi0MWqWLesahrpq1Y1/r0tZzDrPXtsDIXt21srdHnkEQu3Hnqo0WuSnXLHKGqGrmchrArrkoUPfUj685+ze7xSwvbk8cfLv2/odnbGGXbZrN13qq0ouuOO3Bh6lXbRq7d4UJT2O9Lormdjx+aur9T69bn2Q1qTJg0PNtpNqOip57YyfOee8QzGKWpCBEVAJ9mwQXrJS2xmB6AS994rrVghvepV0j772LJKu7Zcfrn0gQ+kCzT6+uwM7fz5w5eHM4JZBkXz50vveY89dqtVFXmfbUVRoVnPpOoa6RdeKL30pY0NXcrperZ8uYVnYfyRVhEa/H/6U2PXI0uVVhRt3dq4Lk9hnbMKigYHpS9/Wfre97J5vDSqqShautS2q4ccYn83e1A0enT5QdG2bRbIvuQltt1shYoi76W77srtV9NUknhfflC0Zo20YIG0ZEl561cqKKpmW1xJRdGkSe1dUXTvvXZZ76Bo/HibZY6gqOmUDIqcc+Occ0ucc3c55+5zzn06Wv4z59xDzrl7nXPfd86NjpY759zXnXMrnXN3O+eeE3usc5xzD0c/59TuZQFIFBouzdpIaxdDQ9L559tU7u3m6qttYMdXvrL6oCg0StMcPK1ebQ3UQhVFWXym40HRM54hfeQj0h//WN+z9tXatcvep/HjrRFf6eDLabqeVTPz2ebN1hhdt67yxyjGe5v2uNgU6iEE6uoaeV3+YNbxLiWtdKDQzkFRuRVF3mdb0VOO8JnJ6vnDe1CvrhreVxcU3XmndYEMB+bN2gbZscO2nfPm5fYHaYWqqcWLpdmzW6OiaN0620+cdJL9nSYg2Lkzt19JGxRddplVN/71r+WtX7HBrMP1lSIoGikENVu31q9r+Y4d9r6GoKiVKnY7QJqKor2STvbeHy1poaQznHPHS/qZpEMkHSlpvKS3Rrc/U9LB0c/bJX1LkpxzUyV9UtJiSYskfdI5NyW7l9LC7r9fuuSSRq8F/v5321A184wc1QoHZVkN/NuqLr1Uev3ra/f4Tz0lXXyx9JOf1O45GuWqq6QXvtAaWNUGRaFRmub+jz5ql/lBURiMMquKookTpWnT7O/zzrPBs1upqigcQC5YYA2uSrdnpQazlqprpIfGdq0Gr3zoIemd75R+9rPCtwkHIc6NvC7/NcaDolbqehC+Yzfe2LwDCJer3FnP4tuXRnU/C+uc1cDi4XHuv7+6wDat3l77LkydatuUPXvS33fzZtu2Hndc9UHRNdfUdkbK7dttHzBvXvkVRWEg6+OOk+bMaY2KotDtrJygKNxm1Kh0QdHAQK7yLezH06pVRdHAgLWDCYqGi1f01CtUD9+5I4+0bUUrjOPW12dtl3b+LERKBkXehFbR6OjHe++vj67zkpZI6oluc5akH0dX3SZpsnNulqTTJd3gvd/svd8i6QZJZ2T9glrSJZdYN4dWHxi01f33f1vZZStVD5SrXYKin//czk5V6ne/k3772+zWJ194f9utjPb++6UHHrBuZ1J9K4ri1T5xzlljL6ug6JnPzAUH48fbtvkvf2neM+D5Qohx0EF2Wek4Ra0eFN1yi10WO5ApdBAijRzM+o47cstaqXG4ZYs0fbp91+66q9Frk41417M0Z5+3bZP23dd+b3RQlNXBV9jm9vfXZ/ypcPC2aJFdlhOChEqbY4+1EN65yrenP/+59I1vVHbfNEJ1QyVB0R132P2mT5d6elojKArbhBe9yC7TdD0L36EDD7Tta6nv4HXXWduzu7v8Kq1aVRRt2mTrTVA03D33WLtHqt+2Ml5RFNah2T32mHTEERZct7lUYxQ557qcc8slrZeFPbfHrhst6Y2Sfhctmi0pXm+5JlpWaDlWrLDLVjpL2Y5uvtkuy+1D3UraISi6+WarBvrWtyp/jLVrazsobWhshf7eSU44wWbBaSVXXWWN/Fe+0v7OqqIozcHTo4/aWcRZs0Zel2VQlB9E/dM/2eVtt1X/+PUQryiSahMUZdH1LHxmahUUhYGyix349PcXDorC2ExhevmHHpKOP96Wtcq+enDQvltnnWV/t0v3sx07bDu0Z0+6bcfWrXYAL7VfUCTVp/tZ2I6EoKicblXxoKi728KiSoOijRutuqlW++5Q3TB/vlVOlTNRw9KlVk0k5YKiZu9Gs3y5nRyZPdu64JZTUXTwwfYd3LWr+O0vvdQe/8wzywuKvK9dRVH4/DHrWc5TT9lnPuzn6rWtjFcUSa0RFIUJgSZPbux61EGqoMh7P+i9XyirGlrknDsidvU3Jf3Fe39zFivknHu7c26pc27phnbuAhQXgqJ23fi0gr17cwFRJwRF9Zz6MktDQ9IFF9jv1Wwf1q610uNyyufLEd7f1auTQ5TeXqt4uPba2jy/ZA2y//t/SzfiyvHLX0onnijtv7/9Xe+gaP58K3fPN3Nm9UGR98lB0XOeYwc3f/tbdY9fL/kVRWnel8FB6Uc/Gj6eUa1nPQv7u2JhajVCRVGxULxYRZFzdl1fnx3oep/rntEq++rwvTz8cOnZz27eoOib35T+8z/T337HDuvaI5UOQr239+HAA+3vdgmK4o9Tj6Aov6Ko3KDomc+UpkSjTey3X+X77w0brB1Qq7B2+/ZcRZGUvqpo40bbf4QZz+bMsfZFs5+UW75cWrjQtneTJ5dXUXTwwXZZrGpz9Wqr4H7LW+z2jz2WPjwL+6BaVBRVGhS186xnYV8cTo7VMyiaNMkC5AMOyGZ7tmtXbY9zCIqSee97Jd2oqMuYc+6TkmZI+kDsZmslzYn93RMtK7Q8/zku894f570/bsaMGeWsXmvatSs31WirND6bxfnnS1/6UjaPtXSphUXz5tnv7doNsNUriq680sq7u7oqfw0DA7mDi1p95+LrljSgdRgX4N57K59avpTf/96CnQceyObxtm61Mz2nnppb1oigKMnMmdV3DduwwbbH+c8xfrx0zDGtV1FUTtezG2+Uzj13eJBQ665n8TFWsj7rvnFjrjtOqaAo6fUFISgK4xOFoKhVDhTC92vKFOnkk60LZT3Gs4nzvnj15t69Vll52WXpHq+vz35CxVyp8Sx27rRgoV0risaPr29QFCpmQrs1jaVLrZoo2G+/6iqKpNr9H+Ndz6T0QVGomgpBUU80GkczD2i9Y4e0cqUFRZKNP1VuRZFUPCj67ncthHrLWyws3LMnfZVrsVkpG1VRFIKiZq8Uq0So5Kl3UBS+c1I2M5/19eXG0Tz9dJvlOQQ7WSEoynHOzXDOTY5+Hy/pVEkPOufeKht36HXe+/gIiddIelM0+9nxkrZ67/8h6feSTnPOTYkGsT4tWtbZVq7M/U5QlN4tt9hgwd/9bjaPF7qdve991rBsx9mqpOFBUavt6PbssVmoFi60nUClQdH69blBXbMaWDRf/ExG0k7v73+3y8HB3O9ZCw3UrHaQS5faZ2bx4tyysHOvdoyiNPcP4wclCUFRNZ/pQmMgSVaKvWRJ5TOI1VMIMWbOtHLuNBVFYSyN+EF3CBRCF6y4aruehfBg2jS7zPpgKlR/7bdf5RVFkl3X329B0fz5uYPHVtlX5wdFO3bkBtytlf5+6a1vtQb/rFl2QLfPPjbWV5LrrrP1XLMm3Qma8PkOB6mlDjrDtqXdKorC6zr++Pp1PRs3zr5TM2ak/85u2mRhSwiYpMqDIu9zoUTWB35BvOuZlD4oCmHyc6KJnkPFW6PGKfrTn0qHqGGGqaOPtr+nTMm2oqi/3waxPvNMae7c3HuatvtZsaAoLKs0KAr7xUqCoqGhbCu1m8U999j78axn2d/17nom2X7jgQeqa2t96lO2n3vjG+0Y+5//2dpDJ59sv3/qU/a5rGbMPoKiYWZJutE5d7ekO2RjFF0r6duSZkr6m3NuuXMuTAtzvaRHJa2U9B1J75Ik7/1mSZ+NHuMOSZ+JlnW20O1Map3GZ6N5L33oQ/b7ihXZHOzffLN06KHSS15if7dr97MQFO3d23o7uv/6Lytj/vKXraFaaVAUny67lkHR6NE2xXpS15ply3LVOLffPvL6LISGfDkHJkuWSLt3F75OGt7gHzPGDh4qeR+HhnI721LruGWL3bZQULTfftaorObgoVhQ9Lzn2felVt2kshQOpCdOtC6Cac7ehu9E/OCtlhVFu3bZ//95z7O/sx6n6JZbbL1PPbX4gU+aoChUFD33ubnGbCtWFIXBamvd/ew//sMa4XPnSi99qXUVPuUUW5bU3ejHP7bLeKVnMflBUamD4bBtmTXLPhPtFhSdcIJ9f2tdJfyPf9h76JyFIGmDonAiJIuKou3bc9ucWgVFobph5kzbt6UNNZYute6dYdD0RlYU7d5tlRQXXVT8dqGyudyKot5e+xyEqtVCQdF119nn5h3vsL+zDIpCRVE1Xc+6u8s/0A8nx9rxeO2ee2yA5tBFtFEVRXv3Sg8/XNlj3Xyz9PnPWwXbD35gQdHtt0vvepe1O37/e+kzn7GTGc9/fuUnF8P2Z0r7T96eZtazu733x3jvj/LeH+G9/0y0vNt7f5D3fmH0E5Z77/27o+uO9N4vjT3W9733C6KfH9TuZbWQeFBUq4PWdvOrX9kZ4//zf+zvZcuqe7yhITuwOOEEK2efPDmboChUX3z849U/VhYGBuwsShgMuJW6n23cKF14ofTiF9tBx7Rp2QRFtdrZb95s63j44cnhwt//buW98+bVLpQMXQPSNqg3brQD90KNy9tvtzNN+TvGffapbNu1fXuusqvUwVOYUrdY1zOpunGKQuM1VI3EhUCjFcYpqiQoCgFy/P2rZVAUvndh0Mysg6Jbb7Uz+z09xasniw1mLdlrX7vWAurnPrf1DhLiQdH06VY5UMug6NZbLSh605vsIPE737Gxh77+dWv8X3rp8Ntv3Gi3OyIa9nL16tLPEd77nh47WExbUbTvvvY+NCIoGhzMnZjJcowi5+xgR0rXXaO3N9105klCUCSVFxSFCrZQaSPZiZ4tW8rffsTXvdYVRc5ZFVo5FUX5VVPd3Y2pKLr3XmvvlXru5cvtOxGqn9J+P7Zsse9TqMYp9JmKD2It5fatzVBRtH69rX/SmIfFhJMFrbIPSGtoyPbDRx4pTZhg7289tpWhujheUSRV1v1s61arInrmM63HiWTf40WLrF172222P9+zx47Ldu2q/KRPb6+1D8IMcW2szG8IMrdiRW5D1W4bnloYGJA++lHpkENyU6SGvuGVuvde28CceGJuo5JFlcdNN1kIcOWV1T9WFsJUwmFD3EoDWn/2s/b9+OIX7e9p02wnVslYUuGgWKpdOLtpk52dO+KIkUHRzp3Sgw9aw3nx4uapKFqxwhoLf/jDyOu8t/UMA5nGVRoUxT9/aYOiYl3PpOrGKXrsMTuACQ2WuAMPtOdotaAo7SDfITxNGxRV2/UsfF7mzbMwK8ugKFQAPf/5tp3o7y/cGExTURRmT3vuc+3v7u7WrCiSrPT+lltqM4j/9u3SG95glUT/9V/DrzvsMOm002zQ6ng4cPnltk//93+3v9OMexPe+0mT7LNTqqIofNb22ae6oOjXv5b+938ru2/881JoW7dmje2b0x5Eb9tm70GoBknT/exd75Je/ep0j5/vySdzkxjMnZs+KLrzTqs8iZ9gKBUwFBKvSKtFUBQOWkMgPG9euqBo3Tr7CeMTSTaO4uzZjQmKQpeaUiHqXXdZeOyc/T11avquZ1OmWFjU1ZX8f3z8caveeOtbc92Xx4+3sLFZKorK7XYmtd7JgrQee8yCkyOPtM9DvUL1PXus3Rne10MPtc9UJUHRe95j37ef/jS5HReMGZMLRyvdjvT2WlFB+O60MYKiRluxwkIPqf02PLXwve/ZIKWf/7yNjj97dvVBURif6MQT7XLRomwGGf7Od+xyxYrG9VOPCwFJCIpapaJoxw47wHjzm61CR7Kz495XtiOrV0VRCIrWrx8eYNx9t+0Yn/Mc+6w9/njlU5gXMjSU+8yl3RGG8dL+9reR3RLXrrV1jI9PFFQaFMX/d6WComLdwqTsKooKPb5zVlXUCgNah6nDx48vv6KoXl3Pwvdu0iT7TmcZFC1bZo3PF7zAvoNS4W1dmsGst2yx9/M5z7HLSZNaZ1+dHxSdcoqdga9F4Pkv/2IVQT/9aa5bbdz73mehztVX55b9+McWdIQu3+UGRbNmlf58h21LtUHRxz9u7Y5KxD8vhbZ1y5dbu+OPf0z3mNu22WuaOdMC7jRB0WOPlTcIdVx+RdHWrem+B3feObzbmZQ7QC832K91RdHevXbyKRy0zp+fLigKVVPxiiLJqt4a0fUsTVA0OGifmRA0Svb96O3NVfoWEoKiUaMsjE8KisJMkS972fDl8+fnTvyUUo+KonKFz0alJws+8hEbJ6fZhGAmHB/UKyiKtwUk6+558MHlB0VXXGH7no9/PFepXEzoclhtUNQBCIoa7aGHcjuXLBufe/e23mDFpezcaYOQveAF0stfbsuOPTaboGj27Nxgl4sX2060mi5tmzZJ//3fudkDbryxunXMQlZB0c9+Jl1ySTbrlEaYyj7MOCRZ40Sq7DWsXZtrZNRyjKJp03LvdbyqKIzZECqKpOyrijZsyDWy0lYUhaCor0/661+HXxe6x2VZURQaIRMmlL7/o49aOJh0ACrlGny1Cooka3w8/HDlXTfiarl93rEj13Vi5kx7n0s1ppO6noXBJGsRFMWrPA4/3CYPKHVwktYtt9hlqCiSCp8lT1NRJNlZztCQnTixdYKiUB4/YYL9feKJdrY26+5nV18t/fCH0r/9m+2fk5xxhnVdvfhi++w/8IBVfr3pTfbeTpmSLsQI733oWpm2oqjarmebN1d+UBHWefLkwtvjsC9LOzB1CIqck446Kt39Nm+ubFu9Z4+99nhQJJUOQbZutaAl3u1MyiYoqsVBbPyzJVlF0aZNpb/vd9xhockxxwxfPmdO81YUPfywjWWUHxQNDZX+jISgSLL9ctI+MQRs+V2558/v7Iqi668f2b5qBiGYOewwu6x3UBSvAKpk5rOvftXuF6pTSyEoSo2gqJE2bbId99FHW+Mtq8Zn2KFfcUU2j9csvvpV2/F98Yu5cr9jj7WKnUrfO+8tKArdzqRc+XA1Y8f85Ce2A/v61+2sdq0HEA1CF6Gkg9CsgqLPfEb62tcqu28lQmMnVI1I1QdFYVaHenQ9k4YHRcuWWeOqp8ca0F1d2Y9TFD/gSrsjfOQRO/AaPXrk5/X22215mB0lrtqgaN68dF3PioU406dbQ73SoGhw0N6zYs8RximqNtTburW22+f4wJChq0ixA7LBwdx3rF5dz/IrinburLzSId+tt9r/cdas0tuJtEFRvEtJmB65FWzZMrw8fp997LVkuT/q65POO88e9xOfKHy7UaOs6uiOO6wy7yc/sW3f615n18+dW15F0cSJ5VcUpR2sN8mmTZWPLxQfV2nr1uT9cwgz0wZFW7fmgvOjjrJ9TKmu2OE1lBtSh/c4bE9CUFTq/xWuz9+uVhoUha5nXV21qSiKV6tJuZCjVFXR0qW2HQuBbNDTY0FRPU/aem+fIefss16om2kIk+L79FCBWeo7kiYoWr3avqPhMYP58y1gTLPvSBMUNaqiqJJjjqEhOyFXq/G1qnHPPda1PwQ29QqK8r9zkh2jPPpoee/xxo22HUyapTVJCHkq3aYTFKEuwkDWz362fUmyOmi95Rb7gj/4YDaP1wx27bKg6KyzcoM3ShYUeZ+bvaFcq1ZZgBK6nUkWSBx4YOUHhN5bt7PFi20nfNJJ1jCvR2NhyRKrfLjpppHXrVtnDazQ1bGSMYr+8Q/73GbdVaqYcPAaGqlSdUHRunVW2jpqVO27ns2caeuaX1F0zDG57kFHHZV9RVE409vVVV5F0RFH2Ocnv/vDkiV25jE0zuKqHaNo/vx0Xc8KjU8k2eucPr3yoGjtWmu4FguKjj3Wnie/286jj0rnn5/+PViyxLbPDzxQ2bqWEiqKpNx3ptj3df16O8CcOtUOxEJlT2jIJzW8sq4okrLpfua97f9CVUup7USawayl4UFRK1UUxQ/ogpNOss9gVrNerl9v7+/b3la8G58knXOOVfZcdJEFRaefPnzcmzSDWeePUbRpU/HPYRZjFO3enauqqURY554e+8wlHbzHg6I0bYVQUSTZPmT3bgv7Cxkastde6PmLCVVb5VYUhWqaMANYEA7Qk2bB+8EPrBo7ycaN9n2dNas2B9v51Q1hf1AqKHr88dwsfHE9PfZe17Ob/+rVtj8NPRUK7ROXL7fva6ggkXLbilJtw7RB0YEHjhzDZf58+yym6ZKXputZJfugnTvtp95B0bp19j3t7W2+Hh/33JM7iSw1vqJIKq9NsHVrbsbBNKgoSo2gqJFCUPSsZ2U77kEYc6dR08DWwpVX2hfz/POHLw993yvtfhbeqxNOGL588eLKqzz+9jfrSvG2t9nfJ59sDYm0/bKrEcbfSToruW6dNawnTLBp2ytpvPz5z3a5fXv1YzillX82U6q+oqinJ9twNm7PHjsImzrVGklHHJEro92710KjeCn+4sV2lj2rrjdSrhH2rGeVN0bRggX2eb3zztz2Y3DQzpgmjU8k1b6iaHDQGurFgiLJQrlKB7MuNQaSZN+Zo48eHhR5b+MNXHyx9OUvp3uuMM5RrQaTjwdFacZuCpWGxxxj73VYr3qOUSRlExStWmXbi3AyIc0YRe1eUZQfFC1ebN0KKz25kq+caYInTrTBba+6ykKEN70pd13aiqL4gUUILop9vrdute9uV1f6MVjyhc9PJdU48XUOgUnS9i5877ZsGT6OXiHbtuUOjI46yi6LVSNt3Zp+lsl8+fvgAw6wEy2VBkX77mvblaTt9ac/nZuxKN+GDRZMhP9j1vLHS0lbURS6mudLG6hlKVQKnX66XRY6SbB8uYVE8e1fmoqiMDZkPChKCvxWrcoN5xAX9uNp2sO1qigK61tJUFTNrGdhyvf+fguMmsWePbZujQiKClUUSem7n3lffnBDUJQaQVEjrVhhZ2vnzcs2KAr9X9spKLr0UquECWP+BPvvb42WSoOiv/7Vvuyhi1CwaJHt6Co58LzsMtuZvPa19vcpp9hl2kEqqxEam0nVZOvW2XslVT69fAiKpPpVFT35clF5VAAAIABJREFUpH1P4iXM06fbZbnjxezcaY3kAw6o3aC04XsXGo5h5jPv7WC4v39kULRtm41XlpXHH7dBAQ86KN1BwebN9rNggX1evc9VpT3wgO3Mk8YnknJBUbkHUFu22MHC/vtbQ6VQ6LBmjR3YFgtxpPQzfCVJExRJ1v1syZJcF48f/ci+E3PmWMVjmucPQVGtzjKXW1EUDkrD+BrhNdRj1rN99rHt7wEHZBMUhfGJQkVR2GYUG6Oo1GDW+V0uG11R1NubviIkKSgKodcdd2SzPmF7l7bR/J73WMiwzz65sQYlC4p6e0uHzuHAYsKEdJ/veKAyZYptp8oNtsN3tZJqHCldUBTfHqTpfhavKDrsMHtPQ0iQJP745QZF+RVF3d32e5qgyLnc/QLn7CA9v321Y4dVohQKyjZutIG7J0+uT9ezGTOs6rfYmDre5yqI84X/dz3HKbrrLnt/Tz3V/i40htfKldabIS5sK4odO+zebdvN/Iqi/P3/6tUjxyeScvvYNOMUhTZBUiVzNScrwj6umqCokpMFISiSmuv47MEHrU0TPw6aMmV4uFwr+eGsZAHjqFHpKkwla9cPDpZXURRuS1BUEkFRI61YYen66NG2w8+i8blnT64B2ErTnxdz9912cPX2tydPRVjNgNY332wHFaPyvgrhoLjcxnRvr1U//b//l9uhPOtZdiBUj3GKws6nVFA0dWplB6o33ZR7XfUMivbbb/j/aNIka6wWeg0f+5j0pS+NXB6qJ2bPLl4J89BD0vvfX3rMhyRhnULD8cgjrVHx+OPDB7IOwmcty+5nTzxhB15pG9Shy8KCBRZcTZiQ+7wWG8hasvexv7/8M3tbtth7FHbYhf4X4cxjqYqi/farLihyzt6zYo4/3v6X991njeMPftC2HzfcYNveCy8sfn/v61tRlGaQ73hFUfy2ta4oGjXKDsIkqyqKd8+s1K23Du/ONmaMbSsqrSiaM8dOTsQPVBpdUXTCCdK7353utklBUZgtNKtx0cqpKJLs4PEjH7HxjML/X8pVH5QKH3bssAqhUaNyAUSxAa3jgUqaA+Ek8e9qJQcWaSuKDj3Ufi83KBo3zg76i90v/hoqCYpGjRp+YD13brqgaNas5G1IUlAU2i3r1iWfeNi40YKJWgVF+d1gnLPPa7GKop07bTtSrKKo3kHRggX2IyW307y3/11+xU+pYF0aOZPi9OnWTop/prZts9slVRT19FjbrZygKGkb3dVlP5VUFIXPXSVBUXe3bbeqqSiSmmucovwZz6RcqF7pGD5pJXU96+62kwBpKiul3DqWE9yMGWPt3Er+D3v22A9BEWpuxYrcoLpZdYNZssQ2rt3dzZVYV+Oyy6yhHi9Tjzv2WGtglNt437DB7pff7UzKDTJc7OB92zYbt+W006RvfMOCgJ//3M64hG5nkjU2Tj65PuMUlVNRVO6B6lNP2eOedZb9Xa+g6Kmnhnc7k+w9LVYVdfnlVu2RL+x4SgVFv/61DdhdSXfB8L6GRld8QOtly+x546HHIYfYsqyDojlzis+yExdmPFuwwHag//RPuQq4JUvscZLGYJBKBz2FbN5sjZFw/0LrGRqUabqeVRMU9fQUDw2k3IDWt90mffjDts7f/rYdpL3lLfZ7sQbwww/nPh/1CIrGjbP/XamKolGjco3E0IgeGLDl+SG6lHufqqkoCjM2SRbsPPBA9Wcvb7nFwryurtyyYtuJ3t7CM+lJ9v+89trhyxpZUdTXZ+/TlVem67qQFBRJVlWUVUVRaGiX02i+8ELpgguGLwshbanuZ0mDtRf7fMcHfa40KKqmGkdKHxTNn28H18UqgyQ7MN++ffhnt9TMZ9W8hieftOqa+Pdqzpx0QVF+t7MgKSi6/3673Ls3efu4YUOuoqgW7dukbjDz5xcPivL393H77Wdt8Xp3PTv6aHufnEv+bmzYYO9xCLKCNN+P/ArCpOruUAmSFBR1ddl3vdqgKCyv5GRFNUGRVHk1ejMHRWPGDG/jVbqtLFfSd06yNno4iVVKJfsgydqelfwfKgmmWhhBUaMMDdlGIx4UZdH4DN3OTjyxPYKinTtt0MtXvSr5jI1U+YDWoZtCfCDr4BnPsAP8Ymddv/Md2yk/+qj03vfaTvEDH7DwKIydFJx8su2cs+heUUz4nz/55PAN4N691lCsputZ6HYWutQVapwvWyZ9/vPlPXYxTz45MiiSCr8G73ODbucfyMaDomLfufA+FhsctJD8hmOobrjnntxA1vGD71Gj7MAty6Do8cetEbjvvunG1QhBUQhjTjnFDkjXrbPvwHOfmxwYSLmDlXKDonAQWyooevRRa1zmN2rzzZxpY0NVMnbWY4+V7nYm2fszfbp0ySU26OoFF+SCwE98wtaz2MxPoZro6KPr0/VMsu9OqYqi/fcfOd5Lf3/hbllheTUVRfGG4eGHW/CRdtrkJNu22XcsPtmBVLh6ctcu20bOnl34Mbu7LWyLa2RF0Zo11nbYsUP67W+L3zaM25AUFC1aZO2PLNoI5XY9KyQERaW6G2zfPnIMrlIVRfGuZ1JjKoqcy+3HCgVFU6emm+o+fP7iXS2OOsoCjULb0Wq7nuV3HwtBUbF9S7GgaMaMwkGRlFxNECqKaj1GUXz7WaqiqFhQ1NVlba56VRRt325tlqOPtm309OnJ7bQQxuZX0I4fbydli53EyK8gLBYUJXU9k2w/mkVQNHZs/SuKpOqCotAGb7ag6NBDh+/v6xUUJX3nJNsvl1tRVE7XM6l4ZWI4jkhSaTDVogiKGmXNGmsYZx0U3XyzNboXLGiPrmdXXmkNvXe8o/BtKh3QetkyO/jND3WCRYvsIDmpIdTfbxUnL3yhHWQ/+KD0xS9aJcanPz2yi9zJJ9tlrbufxTfq8aqisMGrJigK3c5OO83et0Ib0e9/X/roRyuvNshXblC0bZsdBPb3Dz+DI+V2PAccULyiKLyPlVQUhXUKwebkydZYXr7cgsXQxSdu0SI7OMhigMP+fvvfhIqiwcHS4cnKlbaOoStI+Lxed52tV6FuZ1J9gqK5c0tPe5pm4OZCSs2qFjhnVUV3322N4HgoNHu29L73ST/7WeEDvdtus/frhBNqt32OH0hL9r4Uq7hYt87WfepUO7CJB0WF3vOwvJpZz+LVEFkMaP3II7atDgP7BoWqJ8PZyrBNTGviRPueDgxUtp7ViB9cXXFF8dtu326hUlJjNoxTtHRp9esUGs3lNtLz7b+/fa7SVBSFz3exg+GgWSqKJk4sPiXzpk25oOihh4qPhRQf4ysIn/tCXTir6Xr25JPJQdHu3cXbEZVUFIUTEvkHif399n8LXc+2bct+/JSk8VLmzbPnLfSeFQuKpHSVV1kJXYjCmGr775/cTgvrk3TyZerUdBVFxYKiEKwlVRRJdlKm2sGsw/JKg6JJk4Z3fS1HJVWlQ0O2jwrb3mYKiu6/P7cPDqoJiu6/37pHpxm6YccO247nj0NVTlBUaXBTLCi64Qb7fiSduMjq5EiLIChqlDDjWRhMLosxigYHbYyGE07IjVjfbFMwluvSSy3pTuoeFsyaZT/lBkUPPmg7rPwzxsGiRfYeJg0yfPXVtrMN5fPPfrb0oQ9Jf/jD8AE6gwMPtAPRWgdFmzfndtzxoCj/oGjaNHtt5TS0/vxn+z+MHWuNvEKN89AIyWJHODRkB64hBIgrFBTFy1XzG83r1lkDIfzUo6JIsm49119vDev4+ETB4sX2/Q1jGFUjjO8wd276AfseeSQ3poFkVXFTp9oAzYODtQuK0oxRlDbESTMeT5K9e+09S1NRJOUGSr7kEuvjHvev/2qv59//Pfm+t91m7+X06fY/yTps8D65oqhU17Mwi1F8nKdiFUXO2Xag0pkP8yuKwhTN1QRFhc4Sl9pOlBsUhfWu16yPceEA7PTTrUtcsXXIP6CLC1NnZ9H9rLc3N2ZcNbq6LFQop+uZZPv+elYUVRoUTZpUOBTv77f1nDbNAp/BQavoLKRYUFQopK62oij/ZE2pGb22bbOfYkFRfgXo/ffnDqTzu52E/0HoelbJoOSl7Nhhn+N4MFFq5rP8E0P5enrqV1EUuiyGoGjWrPIqiiT7jpQ7RpE0sqIotBOTzJ9vFfalKjPTVBRV2vWs0moiqbIT+088YW2N8Plulh4ffX22bvH2n1RdUPSb30jf/Ga6MDD/xFZwwAG2b9m1q/Rj1KKiaOVK2w4nVb5RUYS6CEFRfkVRNcHOPffYjvPEE+1L3tdX/ykYt2yxkviPfczG7KimMX3XXdYdp9Ag1nGVDGj94IM2Pkwhp55qO6IPfnD4/8V76StfsXDoJS9J/3wnn2xVOZUMkJzWli0WRIwZMzwoilfSSHaAPjSUvsG4fr014l70Ivu72MFnaDhmUTGxebO9X0kVRWG2jXzxg4b8A8+1a3NdTdJUFFUaFI0ebd0XgyOOyDUskoKiLAe0jp8tTDsF6MqVwxsKo0ZJJ52U+wzVIigKYxSF+xerKEoT4lRaUbR6tX2n0wZF7363dOON0otfPPK6KVMsLLr22pH/y5077SDu+ONzBxVZn1Xcu9e+L/kVRaW6noXvxMyZucClWFAk2We60kkEtm0bfrC/7752QFVNUFRoyuOsg6Jqpkeu1qpV9t384AetAX3ddYVvWywomjzZ2h5ZDGi9ZUt2DeYDDywdFOUfWJQKQrMYzHrTplwQVmnXs3ByQhq5rQuPOXVq7iC/1FT30vCgKHQ1LjSl9KZNlY0nNzho24+kiiKpcFAU2hzFgiIp973dvdu29WGW2PxqgnC7UFEkZb/9DP+neHsz7BcKBUVpKorWrMn2pG1vr7XF8oPeu+6y9yb8bwp9N554wk6QJoVbWVQUrV6dm7kqSan3NKhlRVG1QVG53Y9DdXuzVRSF7qP53QSrCYrCZyFN98L8k0ZBaJOkqSqqRUVRaDMkzXxNUIS6WLHCDiTDznfSJNshVxPs3HyzXZ54YrrZC7LivXW3OPJIe94Xv1j63OesC9Kvf13Z4+3caQNEFxvEOi4MaJ02mBoctP9BsaDowAOtO9l111llU/CXv9gB0vnnF94RJjnlFGvgLVuW/j7l2rzZzrgdfPDwM5JJFUVS+u5nf/mLXYagqNCZKinboCg8R7GuZ/kNsPBax45NDorCexCq+JIacNUERZs22brFG5thHJvx40dOSSvZ+zlnTjYHbuFAKxw4SMUDwe3b7UAg/4xSaLDPnZv8/geVBEVhlpRSXc927LAddZqKokqDotCYSRsUTZyY+x4kec977DV97WvDl995p73u44/PbZ/Tfv+efDI5FM0XGq/5B9LbtiXvW/bsGT52WdqKIskqq26/vbIupvkD8UpW+p5FRdGMGcOXT51qDbv8gD4+A2I5QqO2EeMUrVpl3+uTTrL/a7HuZ8WCIqnwgNYbNkif/Wz6ExqFxkGqxNy55XU9kwp3r5Fygz6HbcyECfaZriQoCtUX1VQUdXXZZf5jxGfKXLDADuKLBUVhWxs/g+6ctVkKHViFtkHS8xezaZO9j+UGRaGKplRQFL63Dz1k++KFC209819H2P6FiiIp+6qMpIPWUhVFpYKinp7cdjYrN9xgFd7ve9/w9ksYyDq0PUJQlN/Gefxx+zwnnYANvREKye92M3GiBTb5Xc8KdTuTcvvaUkFCO1UUheKAww6zY79mCYrC5zq//VOvoCi/QjQI++U0A1pXU1FUaFsYXkMIqOMIilAXYcazsKEOX5RqzlLefLPtvOfOrd9AZJs2Sa95jfSGN9hG+7Ofte5VW7daw+Lqq9M9zt69NvZNT4815iZOlL77XXvsQjvguGOPtQqZtANaP/647byLBUWSHfSdfroNUh26oH3lK3YWJU2AFXfSSXZZy+5noTvPIYeM7Ho2enQuICo3KLrpJtu5hWqYQmeq9uzJbVjrERT19488YAsHDSeemNz1LOyAJk2yz0xSaWt8jKJyzwSGQUnjQlB09NGFu2gcemhlwVS+ciuKwnPmB0VhnKJi1URSZUFR2DmXCorSzngmjTzwSKvcoKiUiROlN79Zuuqq4Y2cMJD14sXlB/mveY103nmlb5cUFBUL0PLHLotXHw0MFA+Knv98C59KzdCUJL+iSLIG9IMPVn7mfcMGW9/8xuK0abmBnePWrbPgttzGZSMrih57zA5cu7psgofrry/dfbZYULRu3cgD8i98wcbeSrsv7e3NrsE8d64FDMW6ZCZ1PUs6GA63lXLbKOdKHwgn2bzZ1m3UqOoqiqTcBAP5jy/ZZ7Wry/YXaYKi/LC1WHVVGAMp6fmLCduI/H3wfvvZ9y2roCgMZH3YYckzHoUDt1pWFOWHkJL9T8aPLxxgbtpkbdZCQxiE159l97ObbrLLv/3NuvlI1pa5555cRZpk342+vpGf9zArapI0Xc/22Sc3A55zI6u7Q0VRIWF/XqprUjNXFJW7/X/4YfscHXBA8UqWanlvE22kPWke2j/5FUWVhupS7riiVMWYVLjrWbkVRWPGFP4OFhL+D0n7DiqKnkZQ1CghKAqqDYq8txnPwgxe9QiKrr/eGjS//rXNcnX77dbl7KST7PW88pXS736XboN17bV2lmTxYgtnPv95C4q++tV061LugNYhRCkVFI0aZZVREyZIr3+9BQ+/+Y30rneVPxDezJn2fGG2tazFqzQOOcQCgLCjXbfOdlAhmCw3KArjE4UDxzCTUv4YR/GNehafvdDoLTRGkTTyNaxbZzue44+3LlVhUNChoeFBUbGAo7fXXuuuXeVXqCQFRYceagFRoYHTpXRn09N44gnbgRUbEyMuzHh20EHDlz/rWdIb3yide27x56skKAqfjalT7X0ePz55HUPjutSMZ5I1FCZPrqyiaOzYkWfMqxEGcoxXIt52m4Vx06fnPrtpg6KHH0732ShUUSQlH0DmV9WErmfep6sokirbniVVFIUz75VUbEi5qbPzz5IX2k6E6sJS3ZrzlVNR9P/Z+/Iwu6oq+3VqSKpSY6oyVyoThEACYSbIpBAIMksDtu2Egm2jOGF3K9i289TSitoKNGor4AAKSNsqSkCizINAgCRAQmWsVFKVVCpVSWWsOr8/9tu/e95559x77n33DZWc9X3ve1X3vXvfHc6w9zpr7/3009nhfPlizZrAoP/7v6f7xY6iDr06kQ4mgFVV0a5dNN8B7uecZujZtGnUb8JyDplCz0zOMGAO0YpyhE3YupX6bVySRT1nF6KI542oymdJiaLW1uREkT4+VlSEJ2rmsdsW2mkiiiorSQ1tSmSrhp5xmy5U6JkKIcL7sGm+VxGlvEqCJUuAs8+mOfozn6E+88YbZGurRJFt7GdFkQkuoWf6mKISRbt20b2yVTzj79fVlUZRNDxMbSkfoihJMuuVK2n+r6ig8bJQvtnLLwNXXeW+SL9mTZAfTkVSUh1IV1HkQhRt307jWty5vLmZFiVMi8VRRNGoUcmToY8weKKoFNizhzqQShTxhJ+UKOrooAmdiaJCh5798peUn2f8eDI0P/3pYIWBcfnlNGlElfEFgDvuIEPk7ruBG2+k4119dRD/HIXJk2kyT5soAsjQ+eEP6dgLF9LkdO21br+jo709WVUmF3AZdCaK2HgAAqKIEad99PQQQfbmNwfbJk2iAVZ3vlRjqBiKIiD3HLiU75FH0j1gJdiWLeT88n2wkbOsPuDkoHFVPibDsbaWiNXPfMa+37RpNCmFVbtxwbp1gXHqsvJqI4qEoH4ZlYdr9GgiFOIQRdw22OBsajLvz30lLPRNhSkfz6c/Ddx7r32f1avD8ykkwaGHUgjurbfSeC8lrf6efDJ9Hif0bN8+uiaX/hSXKNJzl02cSO1vYCCaKJo6ldrZE09En5cKKc0OWVJFGKO7OzfsDAgnlOPmJwLiKYr+8hc6Lw470CElKc9c+jwnXWcH7JRTyJi2hZ9FKYqOOYbIa5UouvvuYD/X55CmoohVCDZS1JSsnQkMU/s2hWglVRS1tISHKoQhCVHU3W23FUwEGGAPNeLfSEIU8X01EelRRNGECbnVjBjcV1WiaPZscsCmTLGHnhVbUQTkRxSlrSjifJFnnw185SsUrvvzn+cmsgbMY79aFdWEsWOD8d+EKKKIq0SFKYqEIAWvC1FUUZHrWzBGj46vKOK8l2nkKIqjfl25kto3UFhFEfdHV2Jy9WpqCyalezGIIpuiqKGByERXRVGSOShsHIkKPWtujk9MjVB4oqgU6OggVlvNVZKvoojzE3F1sEIrih56iAbaZ5/NnphUnH46GQNRzHZPDznR73pX8sopQpBaw1Uu/+qrZDS5ElGXXkrEVXc3hZwlnWRaWgpH3qkqDSbAmBBTlTRAPEWRnp8IsDufaRNFmzeTnFQ3iIFoB1Avuc0TTpSiaGCADAmuDBSXKOKVWx3nnBPumLLhlq9BqcrKXRVFEyeaV3VcIER4YnATdCe2sdF8juwoufY3nSh64QXKM/bzn9v32bDBTbEUFx/7GI0Xv/41Ob6bNgVEURxF0ebNZJAmJYrCQs/03GVq5bh9+6LH41NPJUVRHIN5cJDmP71P645jXNhWiW2keFKiKM5czSSs7ZpWrKCwwvvuiz4WJx3lEMmKCuCKK0i1azJ0t22j75iMcIDI66OOys6LdvPNwfFdFzTSzlEE2IkiTtaujlVhRKhNURTHLpIyW42TxMFTV81NRI2aowiIrmDW30/jrv5sWV1lOse0Q88AGjdtz2rDBnvYGRCkGFCJIq5+2NZG21W1SE8PnXt1deGTWetQc7fpsM33jIkTaRxNS1H0l7/Q+1veAlx2Gdm9n/sc9ePKyuwy5/zMVIVeZ2dQFdUEboO2e5sGUQS4E0U2NRFAn8VVFNmqY8ZBQwPdQ5MSRcrc+XD/fvL7WBxQSKKI7UfX0vKqSlVHUqIoTuiZTVEkhFlZaEIhiKIoRdFBEnYGeKKoNNArngFBR0la7vOxx6hT80RbaKKoo4PYcdtqEUCT1qWXUjLosCTdd91FA2ncnD86jjiC7q1LEs6oimcmfOc7FFr3hS8kOj0AZFAUmihiRREQJLTWnSJmw12Ior/8hYw6Jk4A+youG0O1tekpiiZNMjP3pmobAF3r5MnUv6qqAqJID7OxEUV8H485hn43DUWRC9hwy9egXL8+OFZNDfXRKEWRnp8oLpISRXyfbM7L5s2BQ+ECfeX3ppvoPSwhYlLCIApnn02LAd/7XpCfiImipiZy4l36HxtKpoTMOkxEERvEttCzmppgvlBJpShFEUCqls7OeG2W24lNUWRawXNBHEWRlPkrilxCz7jSje2a2IFzIWVMuST+/u/JUfrtb3O/zyFhYUq5E08EnnuO7sdzz9HCz3XX0fjtQthxuHNaRjMTtjbygck5k6LIFK6WhqJoxw6yTwqtKKqoCM7zqKPoPYwoamjIfbY20mzfPtqntdVOytuwaRPtM2ZM7mft7dT/TeNSFFEEUJ/v7iYCcNWqbKJIv44tW4L+3dhIc3MxiaKkiqLKShpn0lIUPfIItf/jj6fn//WvEznzX/9F842ap8Vkp6k5DE3gucBmv5lCTU1EUVjoGUB5ilavDl9kiCKKamriFwDi52hKZ+CKsMWCM88Err8+e9vatTSGsKJo7NjCEUVsL8Qhimz5GZMQRfv30z48h0SlHrH1OcCcq8wEDj2LCxdFkSeKPFFUEjBRxIMGkI6i6LTTAsOhsZH+LhQpsXq1W/LXyy4jQ+vBB+3fueMO4NhjA+MoKQ4/nCT8Lrk8khBF9fWUrDsfp5Ljv/XcPmlAla/X15OR9uqrdP/7+7PPu7KSJgEXR/WZZyh3lOo0himKWlvp87SIItuEbnMAu7roWkeNIrKIE1rriiJbn+OJceJEMqbiEEW7d9MqUxKiKMpJcsHgIN0P1QiMWkF+443SEUVq6JmNKIpj0KmKoq4uIqEBu7GRD2EQhYoKyrf27LNkxNfWBkqBigr3XCl87qaEzDpMRBEnsTeREXqeHr7X3d1uRFGSPEXc33RFUb6hZzZFkWmc6O+nvhK34hkQb65mosh2TfxMXMZhXp1VHbAFC4gUNlUXNa386zjxRGpTq1YBt9xCUn9WzLo8B+7zaRnN9fU0drKzqSNuaKUpl09c54efTVJF0f79NC9EEUVjxwb227hx1C/DiCKTytamHuTrTZqjyJa/rb2drs80tqxfH00UjR9P7WzlSiKbmCji8Vh1drdsCRaHKiro+tNeCA0LPevpMdttLgtDU6emRxQtWUJqfVZ7nnMOpUTYvTtX3d/YSGSK2jfYvohSFNnurU1RxCFda9bQuUXNqTNn0v0Oq+YZRRSFKb1sSEtRBJjngOeeA267LTskjucBNfSsUIv43Gdc2tvu3dnhzDqSEEXbtgXVC4FoVZEt9AwovKKIySV9TN+7N3i2YaFnBwk8UVQKrFqVXeITyI8o6ukh8onDzoDCJkzbt4+MAJdKRGeeSYONLUfI8uU0sOarJgIC4odz0tjQ20uTRVyiKA20tJCxkVQ5Fgbd+ebKZ3plI/VcXENfdIMvjChqb49OiOgKVhSZwNdpcgDZsFVLbnd2BokpgWhF0dixlLcnqjKHiqhSuWHge2xTZyxeTGFUYTCtFobJnHftIoOi2ESRKUdRGkTRhAl0rXv2AD/4ATkxV1xBfcBk5G/dmp23Km1ceSWN7Y8/Too8lXhpaYmnKAKi+6vJkQbsSW71kFQ99CyKKJo/n8iFOHmKbIqifELPOK+SSVFkUm/pIXdxUFdH71GKosHB4NnZrom3hzlLDE46qj4vIagSpWnOcyGKOKH1n/4E/OIXVL20qcmdKIpKmJ0EYUn9Te27sZFIWJOiyFQ2mVfzXRdr1DE9STJrtumiiCJ9zghLaG0jimzzshraloQoss3BtsWNnTup/bkqitSKZ4A5kW1PT3aqgEKE74QpilgpoYJDgqPm+/Y51H4IAAAgAElEQVR2svvzXSDcvJlU4moaAIBURUC26hug8UEf+10VRTb7zRRqOm4c3Ytt24jknTrVnleIwQvNYeFnUUTR1KnUPm35lEwoJFE0OEhtv6+PIikYJqJo+/bCLBjHURRxv01TUcRjDbfFMKJo7156RSmKou5T2ooivoaJE6l/6+3LE0UeBUdnZ+4Emk8ya+6IRxyRvT1JdQ8XrFtHHddFUVRdDVxyCUnjTbHEd95JE8o//EP+56Xn5bGBjepSEUVAYZ6L7nwzUaQnrGW0tro5qqYY/Pp6kqLrxrlKFKWVo8hmpFZV0WCtXoNOis2bR0TP4CBNOBMnBs6vLdxTJ4riKIrUMsdxUVtLjq7NSbr5ZpI0h60UmYzAMMeASbBSKIpqagKZfFgy67iKIoCM1VtvBS6+GDjjDDLyTc54PoSBCxoagPe/n/7msDOGaxiqqoaK6q/sSOuGl40oYkURg4mWzZvpnkURRVVVpGpJQ1HEVeuSEEW86mciiioqcscj25jogooKIoui5mp13LCFnvG1uiqKpk3LzRs1axb1Yz2Ew4UomjuXxp3Pf57Itg99iLabksKbwGNlmkbz9OnRoWdq+zY5wwybokhK9/FKVRQlISdMRNHevdkJzE1z7Pz5RKCYnODt2+MRReq81NRERLprEuBNm+yKIiZ2OJEyg/uXC1HU00PXWVERpGNgokgd+9TQMyD98J19++iemNQNNrXjzp30LKPm+4svprn5ttvyO0c1P5GKE08Enn8+6L8qJk3KttPWraPxkAlvHWGhZ3v20OKSiSgC6BmtXRsddga4EUV79oQTRe3tgYrcFd3dwZyQFLaCBuo4f+edwd8rV9I+bJ80N5MP5RK+HBdsH+o5vkwwhTOriEuqA4GddeKJ2b9hgm1hizFlCvXLqIWUtHMU8ZjPPrX++54o8ig4TFLeOJVUdNiM5LRUHTrYuXRRFAEUfrZ9O/Dww9nbh4aAn/0MeOtb84sXZowbR9ccRRTFqXiWNgpJFOmKoiOOoPbEleCSEEUswdSTfgtBbThMUZTvNfIEEVbxSr8G3fE/8kgyJFasIONVXY23kbM6UdTd7d4v81EUAeQI2hRFK1fStfzyl/b9eV9VVh7m3HCy3VIQReo9suXN6O5ORhR961vULq67zux0MPS8VYXARz9Kz+D887O3u/aRJIoiPZ+IyfE3hd1xmJpr6BlA4WdLl7r3EZuiCAhCUeKC50DbKrGu3sqXIOSqN2HgVeS6uujQMxdF0erVZoN+5kxy3vTn65JkuqqKcp309tJz5NCVuIqiNI3muIoigOYim6JIiGynOG7+Rl2NMzAQz3EyEUV8bgybomjvXnPFvP5+8wr62LHUZ22KIiaK+BguCAs9mzmTbIOnn87ezs6qq6Jo2TKyJ7ncdGsrEQQ89klZeEWRjWQHskNyVbjO9//wD8BZZ9FCj4nQdMWSJdT2jzsu97NjjzWX69btNDWHoQlhoWe2SooqUbRmTXQia4Bsq9Gjc/0CFS6KIiBeWF93N51vlOIpDDZFEc9Dc+aQooj7HVc84xBvvn+FyFPU2RnM/1EEmimcWUVcUh0IrpkXIVyIojBFERCep2jfPloITqIoshV74fmYiXB9occTRdkQQtQIIZ4RQiwVQiwTQnwxs32mEOJpIcQqIcTdQohRme2jM/+vynw+QznWDZntrwkhzi3URZU9TBMvr1ImCUmyEUVJM9ZHgTu+i6IIoBjqhobc8LMlS2iATyPsjMEqmjC8+ipNPi6rHmmj0ERRbW2g0mAijCfiJESRamDq0FdxWW6eFlHU00OTVBhRoCZRBIKJUQ09A8gQ1dUTNTXkKIUpipgM1cPPenupCp5+jfkSRbYqMsPDgUIhrIIX76sSH2GKIiaKDjkk/rmqSEIUqcYmO2BqUtShIXq2SYiiH/+YDOczzjDnu2AUWlEEEAnX25u7CuwaerZxo/u4sWMHzSOmJLe6gzIwQH1WJ8mYVHKpegZQQuvh4ezqWWGwKYqAQGEQF+zAmRRFgJ1QtjnAUaivjybGuG+ddFK0osg19Mw0Z/EYpRvkLooiIFj5VdUI7MBHVbMrVOjZ9u3mMStuaCWHaKn9IS5RpKpxmpvpnsRZ0EtKFHHORs6xp8IWemZTV+lkl/77Yee+c6d9sUYIUhRysn5GHKJo/34KXWWnjI87ZUowZu/cSeoStX+nTRSZ1GrqeQK5ZKzrfC8EKYJ37QI++cnk5/jII9n5iVygt4d168KrfLIDbJprooiijRvp5UIUjRlDodl33GEnpV2JojjFFLq78ws7A4I2oi8W8HVcdx3Nn7/+Nf3PRBGD73Ha/tngIPWJ44+n/6PCz9asIWLZZv8kKYrEc9n48TRfhRFFYX0OMIeg6uBxLAlxw6r2KEWR2j5376axyBNFWdgD4Cwp5dEAjgHwViHEyQD+A8BNUspDAWwDcHXm+1cD2JbZflPmexBCzAXwDgDzALwVwM1CiDwo3RGKoSGabEwGakND+oqiQhASHR00eLs6V6NHAxddBNx/f7YzeccdZLRcdFF653b44dE5il59lQbtOJNtWohy+J55JluyGgecEJPBRNFf/0qTsm5YurQPHvR1RRGQa4CwcdjeHpCUccpm6+Bj56MoOvRQaqtMFOn5PUx9bts2Wm2qrw8IFD387K67gP/5H8obpCKMWHMBr6br923DBpqg5s8n9YbJeQDIYJo4MbsaYZSiqLU1f0cvSY4inSgCsp/Fli1EQMQx6vi7Q0NkkLPDAYQrisLaWBowVe1zDT3r7AycRpfQM5OMe9IkMiJVg88WfsUJQl0VRSefTNfnGn4WpihyVbLoiFIUmcaJxkb3ano6XBVF48fTXBOVoyjque7eTSR4GFGkktmcL8TFmH33u+l1+eXBNnbgoxzxQoSehVV/tK1A2xRFJkIlX0UREI+g0Cu1mYgaLl2vgu+DyUmyEUWAmSjSQ8/037eBjxNGqJ58MtlU6vHYFohSanJ/3bgxmyjiffnaTXZIoRRFcULP4sz3c+YAN9xAiuCw4i42bNpE9/nMM+PtN2kSnSeHIUUpiqqrqX8lURS9+CKNPa6LsNddR073zTebP48iipjwiqsoSoso0m1Hbh9nn01q9jvvpHl0zRozUZS2ooj7y4IF2f/bsHo1tQWbuioqsbkJ3FdbW6kdhOUoMlWxVBGHKEqiKALM4whfg4koKoSKtswRSRRJAltE1ZmXBHAWgHsy228H8LbM35dk/kfm84VCCJHZfpeUco+UcjWAVQBOSuUqRhK4coJp4m1sTEYUbdlCg6luPBVSUTR9ejzp5hVX0GTV1ETndfTRwK9+Bbz97Wa5bFIcfjhNqGEDcJKKZ2khiij67neBa69NRrDo4TyTJ1Ob2Lkzu7IRo7WV2ltYHHMcRREb9lOn0nkMDSWv4gcEq3dxiaK6uqAvVFXRs/7b3+h7uuFqIjjYwRIiIIp0RdEf/kDvnISTkUbo2Y4duUY8h7F85jPU72yqIpMRGKUoyjfsDKD7uGuXe1JJk6IIyD5Pfv5JFEWTJ9PYAgTtx0YUjRuXTawVCy0t1Pai7tnGjYEyzkVRZDK6uNCBWh3LFnanKopciKLmZjo/14TWUYqitHMUAbmknJ7EOy5cFEW8ijx+fEB66lBDz8LG/LCko+yUqWPU4CA9PxcC+LjjyKFR+4CtepaOQoWeAebKZzbHYtIkGlP0vDumJKdJFEUNDdQX+DrjJIOOUhSppetVNDXRAo9p3LLlKALsiqKqKjqHOESRrtA1YcECarvPPhts27CBxjc9BFaH6rDrRNGUKcG1c//WiaI07dswdUNrK6nSkoaeMa6/nsaED384fll3W36iKPCz27yZrpFV32Gw5Te1EUXcdp97jt5dFEUA2WYXXkiFJ0z3I4ooYrI/jqJo8+bCEUXqgsW7301z4kMPkS1cDKKICTNXomjNmvDIkCSKoq1bSaUzZgwdO5/Qs0mTyA4Pu4585yATUaQrilRFsCeKzBBCVAohXgTQDWAxgDcA9Ekp92e+sgEAW11tANYDQObz7QBa1e2GfdTf+qAQ4jkhxHM9SSTo5Y6wiTcfRdH48blEABNFaWfW7+hwz0/EuPhi4J57gG98A3jXu2giOfZYyt+RJubMoXebqmjvXlKHlIooCksUCAT5cJJMILrzLUQw0JnUXzy5hzmfUYqibduCpJxqIuU0QuySKIq6unKvdd484LHH6G/9s4YGM1HE97G5ma5FVRTt2gX8+c/094oV2fv29pJDYUsUGQU24HTDh4miU08Fzj2XiCJTvzbJypubyXE0EYKrVuUfdgbYK8jZoJOaprwZSYiiujq6R5//fGBgVleT4WYjigoZdhYG7n9hRtjOneTQtbfTc0xKFJ18MhGCd9wRbLOF3U2cGC9HEUD3/Mkns0MHbejvJ6fLtEAwYQKNOS7HUdHdTedqc571MD89DDUuXBRFTMJOmEB9VX92UtJ5V1XRvQ47XlguiZoauhaVKLI5dK6wKSh09PXRs7QZ+knATqYpBDcsRxGQS5CkpSjivpqPoshGFPGxdLKB1ZD6uDU0RPfBtoJuykfGiiUhkimKwuZgDl1U8xRt2BAddgaEE0WsKJIyO5yF0dxM92H/fqSCMEVRZSXZQElDzxg1NcAtt5A9wZXKXLFkCbWhY4+Nt5+a4NyUw9AEW35T27gyZgy9OB+mK1EEAP/8z/R8TUr6KKJICJobi60oYvvOpCiqqaE29K530fl94Qv0GSdqBwqXo4gJlSOPpPNwURSFqb+Shp6NG0fXPnMmXaPtOqMURWy7FSr0jPczEUV1ddR3Kiu9osjlS1LKISnlMQCmglRABfOypZS3SSlPkFKeMN62OjiSUSiiyOTIcyn2fFQdJnR0uOcnYlRUUFLrT38a+P73qQraE08EIRVpIary2RtvkKFVKqJo1CgaFG2hBkyOmlZTo2DKc8DXGUYUhYU9hCmK1JUqIDBC2trSJYrCiILWVjLwmATZuDG3b82bF6w0mxRFptAz1RDSK5/95S9B5Q9dUaQa5EnABpzuJK1cSY71lClkgKxfH5BfDCmDZOIqbI7B3r30O2kpioB4RJF6j3n/fBVFAN2Xf/qn7G0mhwvInzDIB9xHwvqfqvpxySlmI4qEoFxwjzwSjC1hoWf9/XQsV6LolFNoH70/mDAwQM/b1EcmTKB27JK7SUVPD+1r63etrUGeEyB/gjBKUTQ4SPd39uzwikm7dgUrzWF5iqKq08yalb1yWyyiSFVfpgWuTGkjikwkI4+b+up1Wooi7qtxSBZGFFEURjaoeXoYTGiEKYq6u7PJ1t7eXLLL5RqWLqVnG0b6NDeTnZEvUaTbZG1t1Ef6+82KIn6OcZ5FGKLypZjUjmpYoisWLiS1yde+Bvzxj+77LVkSPz8RYCaKXBRFcYgigJ5Nb29A3rjizW8mVeO3v527+BVFFAHUzlyJot27qT3lSxRVVdEYZFIU8Tw0dSqFCXLuvmKGnrW10SvsvgwOUnt2URTFseO3bAnGGj62LfwsSlEE0HWEJbPme5h26BmrCPUCG54oCoeUsg/AIwDeBKBZCMEj1lQAPJt1AmgHgMznTQC2qtsN+xw8iCKKkiazNpFqSdjgKGzfToNGXEVRsTBzJhmZNkVRKSueMcJyA/GAFBbXa4MpeWkYUeRC5qjxxjr0Urxqfpy0iKKGhnD5uk52mRRFRx4Z/O0aeqbex1mzsomiP/yBjIT3vpcq0qgrmqpBngRsYOlO0uuvE6FTUQFccgmtdvzsZ9nf6esjw9qkKAJyDeo1a8gwK7aiaN8+MrAKEXpmg8nhAspDURTWR1QyxyWnmI0oAsg5AYKwxY0bqW2YKqQBdP/jKIoAtzxF/f12w5DnsbhqYtscyFDHieFh8zgRB1GKIk5kzaFnfI4quH2zkiKMKIpKOjprVukURWkbzBUV9qT+AwPUvnViyrZAZFIU1dWRo5dEUZRm6BmPlWGLMSaCm/cLI4qGh7Pbk5oDyUTKm7BrF5Vzv/DC6GfMCa05fNKVKOJrnjEjV4Wr5pazKYqA9JztKKKIlZYqentp/OQCIq74wQ9okfTyy7ND9mzg/ERxw86AwE7r6gr6VJSiKCr0zNQemMSbMiWa3FEhBKmKXnstCOlnuBJFrqFnPAanYVOYFva7u7PbKM+5zc3Z/Zv7oGkM+ulPyWbVw2hd0NlJx25oyM7xZQIvGKWtKNq6NWgLfGxb+FlUnwOir6NQoWd8DXqBDU8U5UIIMV4I0Zz5uxbAOQBWgAgjzn54JQBOfvDbzP/IfP5nKaXMbH9HpiraTACzATiWSTmAwESRScqbb+iZjkIQRXErnhUb1dXkUNsURbydQ9RKAVsSWy4BCyRXFMUhilwVRfX15hwuJqKISYo0iKLNm6OTDKtlWU3lvoEgvwuQSxTZklnriqK1a4ngkJLKnp51Fq2C7duXTSKZVF1xMGkSOTGm0DNekaqrAy69lCpqqMaETVZuC5dgozGN6n9xiCJTpSQbUTRqVPKVIhWmVamhIWq7pVYUhfURXVEU1Z/YkTZh5kyqAnfHHdSObWoqNqKldCeKZs2iOcjF6WFFkQmuBIWOqHAClZTbupX6bSEVRSpRZLsm/p/Hp7BxeM2a8KSjM2eSc87jQb7VyDh0wCVHUSEMZk7qr8NGhLa10bioLxCZcvkIES9/o0lRFDf0rLIyIBN0oiZKUbRxY3b+Kt4vjCgCssPwVLLLlSj62c9oXnWp0rVgAdkua9aQaqOnx40oqq6m69bDzoDsRLZbttC8qF5z2kRRWOgZECT5V5F0vm9sBB54gI55/vlBaLkNHOqehCji8ZwVRRUV0WNfWOhZXZ15XmBbLE7YGeOKK6i9fOtb2dtdiKL2dvKrXPIj8pibr6IIMC8W6PPQZZdRv589O5vcrqykNmBqu48/TsVX1HyCrtiwIeg3UQRLlEoVIBK0ujpZ6BkQ+IlRRFFYUYmo68g3mXVTk11RBHhFEdwURZMBPCKEeAnAswAWSyl/B+DTAD4phFgFykH048z3fwygNbP9kwCuBwAp5TIAvwKwHMAfAVwrpYyZiOAAQFcXDcImxztpMmsbUVSIUuzc4ctVUQQQCRRGFE2Zkm5OhbiwKQP6+gJ1SlxF0b59pCbRjZZjj6VJiXMVqXAlimwKmTCiKIlkVcemTdFEkXoN/f0kp9XVejNnkgKopiZ3cHdRFB1yCJEK69eTsqejA7jgguCeqnmK8iWKKitpYlSdpP376TdV6fK7303t5YEHgm28j6uiyHV10QVxiCI2Okw5itRz7O4mIzeNsJYpU4K8O+rxh4dLTxSF9T9dUZQ09Izx3veSM/3ss3Y1lbra6hrmIAQR9C7jVpiiKClRFKUoUu+1LYl3HLCTYEtAzY7foYcG52UjingciVIUhRn0s2bRufACQ76KoqoqGltdQs/yrZhowrRp5sWSHTvMbaeignKAmBRFJgciDlFkylEUR1HE58zjGFfUdCWKBgezx1UXRRGQTRSpStfqanIAw65BSuA73wGOOYZCg6LAyXOffjroXy5EEUAJnj/84dztKlHE6RXUucBWYryjA/jc5+Ln5kwSepbPfD9pEvCnP9Hf556bm19LxUMPUZs97rj4vzNqFD37TZtozp8yJXpcD1MU2fo7j3NJFp6qq4GPf5zC6+67LyBgXBVFUpqrHupImygyhZ6p81BjI3DjjXRtOsaONRNFHC72ox/FPye1sq+a48sEnqvDFv3jkupANskydizdAxtRtGMH/UZY1EBbG43BnAtVR18fHcM2HkaBFUXqfVLHfL3fe6IoF1LKl6SUx0op50spj5RSfimzvUNKeZKU8lAp5RVSyj2Z7bsz/x+a+bxDOdZXpZSHSCnnSCkfsP3mAY2uLnsFiSSKoj17yHAolqKI5e3lTBQdfjit6JqSHJay4hnDRhSpg1FcRZHNMZgxgwiO887L3ceFKFJXB3RwLDYbOBs25BJF+bS9TZuiJcLqNbChoDu/TJS1teWSDnq4J5eV1okigJRDLI0+77ygHal5WUxljuNi2rRsRdG6dURwqETRwoV0/7/9beDf/53CA66+mj7TV/TCFEUVFfk5zIwkRJEpR5GezDoNgw6gNiFl9oqwLZlzseASerZxIzmVjY35h54BFOpQU0OqIlvlL/WeuyqKAGp3LuNWPooiW5JrXfKvQx0n0nju9fXkiNoqF61cSdfS2BiMn1GhZ2HjcFTSUZ6P2SDPlygC3CrQFUpRNHUqjee6sx+mmDv88GyiaN8+ej6mtubq/AwPZyfeHz2a+k9cRZFOPqiVKMPy3HD/VNWQPEbaVtBtiiKdmA8jih58kOa1665zI+qPOooWY55+OnB0XYmif/1XWnjRoYee6f3bpii6/Xbgy1+mRR0T+vqAf/zH3P2inNaJE+lZqn0+bCHNBbNnk02xeTMpi0yqGCmJKDrrrHiVhlVwJTxTDkMTWlrIt9DHt74++5iSj6IIoGcyYQKpcBobqT+vXeumKALc8hQVkiji4gT6sT/yEcorqcMU8gQE1/HQQ/EXjDs7g37X1kbP0GYzrF5N41mUjR2HKBoaou9yW+CE1rbrsIUSq1DHARO2b6dnURErk06A5mbqdyoRpfo9ptCzUaPih5uOYCS8sx6JEUUU7d7tXmIaMMduMwoVetbcXN5s6uGH0z3UWWwpRwZRVFsbf4Lg45km8cmTzQNxXR0NeGHOZ5ghVF1Ng2lXFxmv/f3BpF1bS69iKop4IjH1r499DLj22tztjY1kILJDsmMHTXZ6jiIgIIrmziWnraGBrldXFOVjOAK5YResTlCJoqoqUhU9+ihVT1m7llYl/+d/cq8/TFE0ZUo8MsCGOESRqa3W1tI16aFnaeQSAMzGRqmJosZGMvyjklnz+bW2kpESVhEsiihqagLe9jbgl7+05+lR73mctsEEZ9RKfpiiqKWFDD5TjqJHH6X9dBn67t103S6hZ1u32pN4x4GtPDJj1aqgv9rUOfz/YYfRNdsURbt2UV8II4p4VZgXcnjOT7rKCpSWKGpro4Ue/ffD2jc7luzchhEqrs7P9u3UntUxvbk5fo4ivb03NmYriioqzOfJbVRt81GKIjXUCKD7sWtX9jU0NYWP1TfdRHPvO95h/46K6mrg+OOTEUU2jBlD91pVFKmwEUUcfvjKK+bj/ulPpNZ45JHs7VFOq4nEzldBDFDVuFtvBV54gQpl6Fi5ksbVs89O/huTJwc5ilwUxDZFeJiiKF+iqKmJyMnf/pYqhR1+OLX/N70pfD9uZy5E0fLl1FZtPlgc6OHHO3fSXORKQjU3m8egDRuAiy6iv3/yE/fz2b+f+ryqKALsYVusUo0iWOIQRdu2kZ+l9tUZM8IVRVHRHSayXEW+c5A+juzfT3+roWf9/QGRxGRpmgUcyhyeKCo2oogiIJ6qKIwoKkToWUdHeauJAHtiy02bqMOXC1GkS0LZOTr22OSKojhGixDR4SxhiiIge6UKyF6tclFA2LB7NxnScYgim6IIAK68klZHdbCxzVJn00p8WxutvCxdSobc+ecHnx1xRKAo2r2bwgTyNRzb22lyZ0LARBQBwFe/SsblwADw8sukEnn/+3OPZzOo165NJ+wMyD/0jMs2H0xEEfe/qGTWbCjx/bIZbXv30iuMKAIo/Ky3l8h0k6KotjaYi+Iqivbujc5rE6Yo4jLUJoLiySfJ4eUSzAweN10URb29wXOPGlvCwPfYltB65crsaoLjx+eSX93d1DdraujZ2ogingvCQgQmT6YxSiWKmpqSKxAAc5l1HYUKPeN2qTt/UUSRlMF4GUao2HKw6DCpfaLUODqiFEWcW9DksJnGrSiiqL6eFoH42fH4ohNFtmtYtozIlGuvjZeUeMEC4PnngzaYL1EEBOEzJkWRrcQ4E0XLlpmP+fLL9K4vxoWp1YDCEUUAKT3r6oB77sn97KGH6D0fomjSJLKPXBVFtkVmF6Ion5yHra1Eknzuc8D999PinCksUQW3M5eE1g8/DJx8cm7VxCTQFUXcLlyrdZsURTt20LZTTgEWLaKFv7CFIRWbN9N3eezk+2IjiqJUqoy4YbpA9lgzcyb9likEzjQ26ogivLZvT5co4vFSVRQBwfzNlT4PIniiqJjgONo0iaIwIzlJIrIorF5dvomsGZyoWieKyqHiGUCGxf795kR4AK0w9faa28Gjj5IEWa+IkDTUIKrkdpS0WieKVOMwH6KIjdwoZ46VS1u2hCuKbND7nOk+VlRQm//FL8i5VomiuXOpXQ0Ph+eaiINp0+h3+B6sXEkGrH4vamooh0SU0cP5MUyKorSIoro6+o2koWdAtvMyPBzkKEoDppX5jRvp2ab1G0kQRdSqiqIo4n/nTnqPIorOOSe4ZhtJxp/HVRQB5iTEKsIURUBu8kgGJ43Xx3UXA722logUVh6OG2fOE+iKsLl65076DZXYNalz1NDKsHGYHdowo57HKJUoypfAiVIUcWhKoRRFQK5zEOZY6PN+WJJTV+fHRrKkGXoWRjbwXKYSRVHJrIFgXgbik13f+Q7NLddcYz++CQsWUJv4/e/p+GnkgVSJIn3Bqr6e2r36LIaHg5CzuERRlLqBx0TuE1LmH3rGqK2l8Lvf/CaXGHjoIer7+VQnnTSJCOc9e9zmfNuiRNi4Mncujalq8ZBioKmJ2kKUoqi3l4jMhQvT+V09mXXcsDYTUcTj3dSpwAc+QNe0eLHb8XhfXVFkuy9Ree8YcYgiXuxQ++rMmbSAaloIiVJAA9FEUV9ffgVPdKJIJ7v0qqWFUtGWMTxRVExs20YrrjZHlif+JESRSfWRJBFZGIaHiSgqd0VRczNN6uVMFAG5Dh9PNCecQO8mVdH995NkmqvqMJKSFGEOCkswkyqKbAkRXcBGrosTP25coCiqq4tnoOpKGFu1oEMOCRzc004LtoGmEFQAACAASURBVB9xBE2C69aZnYok4HvI95QrniWVulZU5FbYGB6m46dFFHEywaShZ0B2OMS2bdT+0iJxJkwgdYWuKJo40T1hcyEQVsmMq/ixoRSV0yiqag+jqirImWAjitjYjasoAsLVkFKGK4r4t8OIIr2yFc+BYQa6EMFYZ0viHQdhiiI+T5UoMpFfKhE6bpxdUeRSnQageZm/G5ZLxBUTJhCZYCvTzERDMYmiMMeCx0ie58OUN5xINipM0kSypBF6pucoss0ZdXX0XV1RJER4P1eJojiKop4e4M47SXUYNu+bwAmtn3oqHTURQP10/Xq6Bv18hMh1tjs7aT4G7ETRSy/Ru0lRFGY78PjCCzg7d9KCThqKIoBy83R3A489FmwbGqKKZ2efnV+oi7rIFEdRFCf07Iwz6PO0nr0rhKDfjFIULVlC80+aRJHqq7nMQypMyazVsM2LL6Y275rUWiWZgCDlhIlgGRigccdl0T8Noggwh5+5KIqam4lILZaiiMd8XVHE87cnijwKCg6NKZaiCMhP1aFj0yYyGstdUQQQGaQ6FFICd91FhnkayXvzgY0o6umhAYgdDFOeIl4NU0uyA4VRFLkQHypRpJdddZX3m8BGrkt4iO4AxjGouM+pBAWQex+ZHF20KNt55kS0K1akqygCAmUGE0X5QHcMenrcVxdd4UoU2Ursqnk72BhPiyiqqKBxVyeKShV2xghTFPX20jPSFUW277sSRQCFYX74w6RIM4HvexwSzUVRtHMnjcVRDlnaiiIge5zIdw4Im6vVimcMPSEmkJ34lMluE9asoRCgKKXkzJl0j0wJ+ZNAl9zrSCNhdthvV1bGI4rGjCGykuf9KKJoeDja1iq1ogig/q8TRVHJW5Mqiu64g8acT3zCfmwb2tuD+TotsqCtja5DSnP/1vO88NjwpjeRsmjv3uzvDwwEdpVJURQn9Cyt+Z5x/vmk5Lr33mDb3/5GzymfsDMge+xIqijiyrph/T2NkK4kaG+PVhT9+c80Rpx0Ujq/qVe+TBJ61t+frSBTiaJRo4iw/e1v3aqA6oqi6mpqsyaCxUWlynAl1QFz6Bn/ho0oirJXhKAxsFiKIia71KpngFcUeRQJrkSRi7PF6Okhg8E2WaWpKBoJFc8YegWU3/8e+OtfqUJU0uz4aSFMUTRhQvjKPCdotCmK4g5gYUSiaXVAx+TJZFi+/DL9rTqW+ZCUSYmiuEkKdRWfzflh2bcadgYEpa2XLw+vXhMHqqKIk7LnSxTpK6/szJeKKDLdI9V5SZsoAnIdrnIgisIURbrhFxV6FocomjoV+MEP7OFXSULPmproFaYo4n4WpSjSyYm9e4M2u2JFdr4D15VcvtednYVVFJlyik2YQOODWolTDz2zKYrWrKE5IWremjWL+t+2bekQRdwGbHmKClkmuLIy1zmQMjo8aM4c99AzINo2Mjk+aSuKoogiDr9i9PdHJyk3EUUuiqJly+i+87wWB0IEqqI0iSKGyQ7R5zUmCS+7jPqaXvmM7SdThcYodcOYMdTvdaIojdAzgI791rcSUcROOecnOuus/I6dhqKokMRwvpg6NZooevhhUj3FybsVhvp6GpM45NslV54KU5ERvgZu91dfTTbgnXdGH2/DBpqv1d/Xxw4GE0WuiiIp3Wy7MEWRaeHbJZk1QNcRVvWskIoivp9eUeRRFBRKUdTaajcibUTRbbcRcRIHTBSNBEXRnDnU4bdsIcb++uvJcP/gB0t9ZnZlABNFEyfSypI+sKoJm02KosbG+GE0TLKYEs2ZDEwdbIA880yuAZJGjiIXGS9fg62KUxj00DObMXT22bRKefHFub89fny6iqLmZjJC1q2jNjA0lL6iqNREkcnYVM+RJ+UDnSgK6yN6su20Qs9ckCT0DMit2KeD20eUoqivL1sNsHYtOU9HH03tRyVVenrI+I8yOFtaaFzZvDn/5x42V69aRe1WPR82NnlM3b+f/lZDz2zjsGsuCV7A6ehIV1FkW80uJFEE5Do5g4N0f8LaNyuJVcfGpigCoomi3t4gxImRlqJo925q43EVRdu3uxFF27Zll8dW5/HGRrqfeoXdfAscnHwyvacZesZwJYrq6wMFjh5+xorsiy6i+6ju66JumDAhsE3SWhhScdll9Kyffpr+f+ghUn26kg82sJ1WU+MWUtjYSD6F2j/473J0kqdOJftPJeJVdHYSgZxW2BmQOwd0d5NSeswYt/1NRUY2bKB+ysqsuXMpsfWPfmSeG1R0dpJvqfqCNqLINZwZiFc9e8sWamPqPaivpzaXVFEE2K9DysIrihobyb7o7g5+rxz7QAHhiaJiIoooSpqjKGwSMTkiw8MUevDd77r/DkAdXYjk5S+LCbXy2e23k8Hwta+lUwo8X4SFno0fT/d42rTcFS9eDRPCTBQlcQxaW8lY5VURFS6KIjZANm40E0VcmjcuNm2i/V1Wf3g1PomiyJTMuqIi17CfNw944gnzvZg7lxRFaa0wCkH3cv36YEX0QFIUcZUfHSZFkWu8vwtUhcK+fTTxlwNRtGNHbogEkKsoamqithEVepZGEtkkiiLAvFKvwkVRpCePBILx7oIL6F0NK+7uDsbNMLS2BqFZhVYUqWFnQC7pwmOrqijas8c8DrtWp1FzQaRRmSWKKCq0wkB3DlyI0MMPp3vY2Zmeoqi5Obt6XHNzQPJEYc8eGmv0c+Zz2rqVzjNszpgyhWxHVpm4KooAGke3biXnTQ0L4t/Xx+u1a/Oz71hRlFZ4v3ock52r53l57TVqA3Pm0DNjm4nx8sv0LN78ZvpfXYxzUTeoYbFph54BRGBVV5OqaHAQePzx/MPOgMAuam93C82vqKB2PlIURe3t1D/Yx9LxyCP0XmiiKI69Yqrat2FDLsl65ZXkx9hybjE6O3P3DVMUjRnjRkDGIYo435rexmbMMBNFcRRFnZ25ZNmOHfTc85nrampIWa0qilSyS4hA5czjvieKPAqGri6apGyGTlJFUVhnNymK1q2jSShuCfaOjqBUeLmDiaIXXqBSmwsW0GpNOSAq9AwgY01XFPFq2Kmn5hJFNuc7Cmp5eR1xFEWAmSgCkoU+btrkXr563Di6/sHBdBRFTU3xwhOPOIIURVu3kpFXVxfvHExgZYYpjCUJTIqi+vp0J7w0FEX9/WQMbN5Mhn5asn6A2sa2bURcskFZaqIoTCWkl3GvrMw13lWkqShKShSlpSgCsgkKnShSw4p7etyVh5wPopCKIlNOMV2+rhOhTEDr4Wc7dtD1xSGKli8ng/ZAUBSp4SQuRKi6QNTfTwrbmprc78UhinQigEkWl/Azbh8mRREQzPFRiqJ9+4L5uL8/egVdDRs0Jcs2XQMXOMiHKDr9dOCLXwQuvTT5MVTEDT179VUiiWpqiKw1KYqOPNIcDuOSWHfixMISRU1NVJXynntI8b93bzpEUXMzLbrFWRjSfYdyJoqYILEltH74YXpORx+d3m9yW+FxyXUeYvC4qd5jE1F03nn0/uCD4cfr7MwlaNvaqP/v3p29nVWqLqRhXEWRqZ/OnJlLFA0PE6nvShSp6khG2GJAHKgq0S1bcskuLkZR6DmvTOGJomKiqytc8ZCEKNqyJZoo2r49O2Ha8uX0booZDcNIqHjGmDaNjIUvfYkG0G9+M7+qEWmC2Wp10BsaomfJE82MGblE3ssv0/M8/XR6dqrM1pb3JQpheU90CaYJYURRnAlGRxyiSD2/pIoilSiKawjNnUsTyPLldD/TaGfTppHRs3IlTWJxK9DoMCmKpk1Lt0/km6OosZH6weAgOTjjx6ebT4yNqK6u3LCuUiEsQXVnZ24Z97CcRuVAFE2fTs/XNoe55igCcomi2loi/GtqsokiVhRFQR0n8lU8jBpF90ZXFO3cSe1LJ4r0hJh6aCX3b70dsHHtUhq7sZGO87e/0f/5OnT19XSvS5GjCKBnNDAQtBl+D2vfc+bQ+6uvkt3DKjwdfG9+/nPgxhspX9dPf5pL1PX22kkWl/CzKKKIn28UUQQEY1YcRdGmTeHXoBJFmzcTMZEPUVRVRQtz+c5XDE5qDkQTRTt30pzJbWDevGyiSEqyoY46KiBe2QZmp9Ul9Iz7biFCzwDg8svJ9vvmN2mcOf30/I8pBC1ozZ/vvo9ejKSciSK2PU15iqQkoujMM9O1J0yKojghgqbQM5MqqL2dnl0YUSQlXbuJKAJy8/u4qlSB+ESRyV+YOTMIH2fEsVd4DNTVUWnNQWreua1bc8ca7veeKPIoOKKIolGj6BU3mXXYpMyTmDoYMVG0datZOm9DR8fIyE8EkHExezYNXBdeSEnsygl6SGBvb3Zlj+nTaWDiUq8AyaiPPJKchv37s1dPCqUoqq0Nj7lubg4cWZuiKEmeos2bkxFFcR3/0aOpz6mhZ3HvIyf+fPzx9IzG9na6B6+8EpR9zgesKGLpLhNFaSINRRFA57l5c7r5iYBsh6tciKIoRZFu+IVVSUuTKDr0UCIJ4raRqMpncRRFeujZrFk0rh92WDJFkdo303juenlkICgyEBV6xu9q6BmQS1TELSAxaxbw/PP0d74OnRDZCgod27bR2GlS7KQBbvvsHLi070mTaBxiRZGNUJk4ke7Vb34DfOpTwEc+Arz//cDnP5/9PZOiyJSE1gZXoigq9AwI7oNrjiKAiKIwVZQ6XvPCVNrzQj6orKRraWgwK9mbm8lG2rs3UN8yUXTkkdQfWU3R1UXj7FFH0f2orw+umUM+XULPenrI4e3tJdso7fZ/8cV03Y88Qupx15w3UfjrX4Gvf939+2PHZs9L7EOUI1EUpihatYq2pxl2BgTjEPfxpIoivq+7d9MxTPm9Fi0C/vKXXGUQY/t26ge6vcDHUgm0oSGaVwpBFJlIFoD8xr17s0MD44TK2wgvHoPTIIp0RZEK7veeKPIoOKKIIsBsfNowNEQdM0pRBGR3ciaKAPfws927qZOOFEURQDL0igrgG98o9ZnkQieKdMeBB3F2uKQk0uCoo4LVZbXyWVJFURhRZFsdUCFEYJSmRRRJSQauK1GQj6IIyCY4kiqKAPPKbVKwsf7UU/mHnQE0sQ0PB5NzoYiiHTuy1Ys69uwhg8YTRYQoRZF+fmHJr/nZphH6yMlwOZeHK7hN2eaVfBRFPO5xwmJGVPg1g/tmRUU6ua/q63MXWmyhoi0t9LtMftlCz/R2EJcomjkzIBTScOhUBYWOvj76jUIpdZMQRUIE7SOMKBo1itrU/v103O5u4Nxzc1ftC60o4ucbVfUMiKco4nbFRJGLooj7bLnloGxrsy+Gqs42jwkcfjhvHs15TCq/9BK9z58f5NpkRZGLWg2gOWloiNpFVBLypGhtDaqcpRF2xmhsjJc2oqWF7t27302vH/6QtpcjUdTURPOeSVH05z/Te9pEkaookjK+okjPUcT926R2Pfdc8sEefdR8LB4jTTmK1M8BIiD7+93n9jRCzw47jN7VBR7XPgeYrwMI7l2+oWcqUWQaL33omUfR4EIUNTa6E0W6CsUEG1HEg5wrUbR2Lf3WSCKKPvtZ4O67yWAoN0QRRWyssSGzfj0N7qwoAoK8HVLml8wasCuKXCTkTBTpk1RSomjHDiITiqEoArLJ2ST3cfLkwHBPU1EE0CpMGkSR6tzs2kXtLW2iiH8jTKXI45DpPhWbKKqqSi9EIiniKoqiQs9qauJXPrQhyUo5j1s2RZHNcVahVhkBaHzr6AjGvTlz6P89e6gt79gRjyiaNCk7OXFSmBZ1mCjSFUUVFdTWVEXRqFFBmw9TFDU2uo8r6vxcDKKokAYzzyfsHLi0HYCIAjX0LAyVleRgjh8PnH8+Lb6oIfn5Kopsq+ZxQs/UghFDQ3TMqOsaPZqOGSf0jPtsuRFFb3mLPfxKJYpefZUIIJ4v2e7j8DPO8XjUUfQ+Y0bwrF3VDSqJbXIo08Lb307v555bmOO74Lzz6HqfeopeAwPAJZeUZ45SLgBiIooefpjm0TTsKBUqUbR9O+URi7MAUV+fXVmOz92kKDrjDJovbOFneuELholguf126jd6BV8b6urIpogiioaG6DumPsF9jslaIJ6iiG03/fkWQlFkCz0bHAzuoyeKPAqCHTvolaaiiFcno6qeAYFzISURReecQ/+75ilig2akhJ4BtHJ0+eWlPgszdKJIf5asKGIiTzVyOKE4E0W7dpHTlMQxCCNzXA2hSZNoItEd+6REEctT4xJFdXXJKj7lqyji+H8gPaJIJXF4NSYfqM4NT7aFUBQB4eFnYXkOCk0UjR1L/aazM6iQl2bOgiSw9ZF9+8xl3KNCz9IIO8sHPBbYFiD6+8k5Vysw6RAiWMEDyNndtStbUTQ8TE49j5uuyayB9FRkJkXRa6/R8U3jkHpNXLiA1TiszDERRbNmuat2CkEU2XIUpVFZLQxJFEUAEYkbNtB+UcobFWwTLV5M7/v3myuSpZnM2oUoGjWK2s7GjcE9cLmuSZNoLnVNyL12LT3POPesGPiP/yDn1gRVlfHaazSn8dgyezblEePKZy+/TH2T74VKFLmSkDzObN5cOEURQGGQTz0FHH98YY7vgve+l4jvVauC1/33l+58ojB1am7o2fAwKYoWLkxf+agms44zDzGEyCYowoiiujrgtNPsRBHvqxNFjY20L4+h/f1UUe8d73BfCBLCXBRJR18f3W/T4tv48WRvLV0abHPtcwCNge3twUKM+ptAeooiDik1hZ4Bwe97osijIGDnt9hEka4o6uyk4595JnU+V0VRXAm8RziiFEWTJ5PDxYYMGzvz5pFzO2tWQBSFqTSiMGoU7WdaibHJSHWcdBJwyim5q/QNDbQtLlHEEnJ9Vd4GPsfJk5MZAw0NQbWtpMosDj9Ly3BUjYW0FUWFCjHIlyji/TdsIOIzjfAgFUKQo8CKolKHnQHk9FZX55I/mzdTezTlKNq+PTuRPaMciKLKSjLowhRFDQ3R/VRVsvA4pxJFACkI+DsuiiLum2k9d9Nc/dprQY4UHZznAKDnq7bvykozCagqqVygLuSkYcxyjiK9LDEQhJ4VCrW1dPy4RBG3j1Wr4jkQhx9ObeOhh+h/27xqSkJrg80Z4rFu/Xqaz6POk8ctHltdyJyJE+ke7N/vHnpWTvmJXKCHnvGzB8i2OeywbEURKxsAIor6+ugeuLYtVVFUSKKospIS93u4w6QoeuklGlPTDjsDsnMUxZmHVLgSRQDlKXrppew8PwweI/W5TYigtDxA1fR27QKuvDLeeboQRbzIYfMZ5s/PVhTFCT0DyMZW06YA6VU94+dgI7v4ub7+evD9gwieKCoW4hBFrsms4yiKuJNzRzvySHMJdhs6OoiBdlV5eISDiSI2wLu7aVBng66ykow2VVE0dWpgmB9ySC5RlNRoP+ywYABU4aoo+sxnKNGeDteVCB0rVtA7q3Si0NhIpFpSB5DDPQcHScmR5D7yuaYlRa+pCYzStHIUATSxshNfCkURk4ZhiiJetUlbUQSQ0VRORJEQ5rxDNsOP25fJSS0HogjIHrd0uORXAbJJFZ0oUvMdxFnJ5bkw34pnDF1RJCU5qzYFoElRpKK1NVtRNDwcv9Ko+t00jNkJE4hoMLW3QoeeAfSs2IGKE3rGiKOOEYJURQ8/HKwsA7ljOhOd+SiKqqspSfHQEI2FUcrGKVNoTODfdFUU8aKLTmhwEnKdKCq3sLMocPvr7SUbRidpufLZ/v1kV6hEEV/r2rXubYvnJCaKChV65hEfU6eSn6Uuovzxj/TOOZ/SRGUl9eGBgWSKIoD6vkoUNTba2yCHIbLiUQVXSDWphFSi6PbbaX6KS0K62PG8yGHrE/PnB30RiBd6BhBRtGJFdg7Mvj5SieebUL65mRYnea6xKYpefz2d3xth8ERRsVBqRREbPUwUzZ1LE6WLomh4mCSnJ51UPiXmRzpaWoLEvgA9y9bWbFWO+ny44hmDiSIpw51vF8yZk50cFggSNuabwyUs+a4Ny5eTket6PUyw5UMU9ffnR7ilrSgCyOFubU1n1V5VFK1bF6w0pYk4iqKwHEVMWhaCKFIVRWlff1KYlCS2xJZhya/LhSiaPj1aURQFXVFUURE4dvX15BS89prbHMiorgY++ckg/0e+0OfqrVupfbsoirq7c9v3uHHZz7Wri+aIOERRezvNIaxUyxemxOKMQoeeAdlOzo4dtCAwalT4PoccEhAvcVeazzmHnsELL9jLn1dU0LPPR1GknpvLnKErilyua9IkynEHmJ23xsbcHEUjlShavpzah4ko6uigkJc9e3IVRQAtlrqqGzgp/ebN5pA+j9Jh6lTyVdjX2rEDuOkmynFlU+nki/r6dBVFYec5fz6Nx6bws85Ouz3DY2hHB1W+e9/74vtx48dTVd9/+ZcgukSHi6Jo797AvourKJo3jxJ6qz7r9u3pzEF8DF6UMuUo4s8PMjUR4Imi4sGVKIqTzJo7ZtiqxujRJOFWFUWtrdTx1RjtMCxeTB3kQx9yOy+PaOi5SUwrzPx89u3LXQ075BAq6bp5c36hZwCtMKj5DwCavKTMf8UsCVG0YkVAvLjittuA66+Ptw+DHb58iKITTyTD/Jhjkp2DCaefnl7VE11RNGVKOo6kinxDz+rryYApNFG0di2dRzkoigBzgmqboigs79fAQHkQRdOm0fnv25f7WRxFkUoUtbdnEwScsDiugf6tb5HjkAZ0oojJ9jCiqK+PHFY99AzIVRQlCfeuqiJnP62QMDUniwopCx96BuQSRTxGhGH06OCexc23w+Pt4sXhK+TNze6KolGjzOSWnsg8DG1tQV4cwF1RxDD9RlNTcA3bt9NrpBJFTz1F73rf48W1u++mdxtR5KpuqKigsaajg8Y3TxSVD7gACKtCvvMdmh++/vXC/SbPAfkQRWoy6zCiqKKCiOzFi4kQU7FhQzhRtHEj8NOf0tj5nvfEO0eAKkdfeCHw3e9SSogLLwz6HMOFKAKC8LMkiiIgCCUF0lO16kSRqeoZQHO3J4o8CoauLjJgogyruIqipqboFbaWlmAwYiecy4Nu3kwxq2G4+WYyGP/u79zOyyMaLkTR9OnUbpYtIyZeJ4oAGtjSUBQB2eFnUYO+K+ISRVJSG3UNO2NcfDFw9NHx9mGkoSiaMIGe1cknJzsHE779beCuu9I5lq4oKkQuijihZ6YV8YoKOsaqVfR/oYiiPXuCv8sBNkVRVVWu4RlWJa2cFEXDw4EqSkUcRdHgIJHhb7yRm6eHiaKeHppXkySxzxd66FkUUcTPkiu26eP9uHH5E0UAharGdVhsUENtVAwOUghBMRRFmzfTb7m2HSAIP4tLFE2cSPPs4sX20DMgm2RhrFsHPP109rawc46rKJIyCMuNSxTZFJx8DYXKW1dojBlD4+Qzz9D/atghEFQ+u/tuUtqpdsW4cbR/HEURQG2Ey3x7oqh8wCTL+vU0jt54I/C2t6Vrk+lgf419sbgV4eIoigDKU9TdnZ0UGohWFO3bR37cwoXJ1FXz5lEfWrMG+Pd/B559lqriqYtBUaFnhx9OfZWJoriKIu67ap6ivr788xMBwTFsiqK6OhorgMIvjpQhPFFULHR10cQdtRrW0EDGp84Ym9DT42YQjh0b5MNZtixgZnlFxRYmAJAB8bvfAf/4j9GElIc7dKLI9CxnzKBn9sAD9L8eegbQwJaGogjIJoqiBn1XxCWKONl6XEVRPmhoIMeHnbQDcSKoqSEjhhVFpSKKuDKNrYR7YyM50Vz5Km2o5FC5EEUmRZGtKttICD3jtmUKa3ZVFPGz7+42E0Vz5tA4sXQpfbcUIdENDdRW2Vh+7TVS6fG8qoOJIV4RtYWecd66jg56/nH76ne/C/zoR/H2scEWesZzTjGIouFhqnwXp30zYZDEiTjnHOCxxwJlgmleVR08xr/+K+URUXNopEkUAUH+vrQVRdxXR1oya86DuH07tQ19TD/kELJb160jAlXNLcKLpWvXuiezBqhPMFHkcxSVD1RF0Te+Qc/0K18p7G+yv9bdncxe4XFk3z4a46JIHK7MqIaf7dlD/oNtX96+dSuFneWDtjbgi18Ebr2Vzvuxx4LPtmwhG7OuzrzvqFFE9qiKotra3CI4NjQ3U/9WiaK0Q894kdLUr3ku9Ioij4Khqys67AyggUdKWkmNQhyiaNs2Gsy2bQuccDWZnw233UbvH/xg9O94uENXBtgURQARdRUV2athM2aQocNEEedNSIJDD6VjqXmK0lIUxU1mHTeRdRpgo5sJ0wORKALIMdi2rXBEERvZYUTR0qXh4XlqOIaNTMoH5UgU2ZJZm1YIR4qiCDAvQMRRFAE0vm3ZYlYUAcATT6RfHc8VfK/ZyXztNRpLbYYvz9VcwdIUerZ7d5C3rqMjN+TOBXPmAMceG28fG3j814kiJkkKPVayk9PZGa99s6orSan3c84hBe///i89SxPZpCuKpAQefZS28fMFyocosimKeKweqYoiIHDcDjsslzCuqgpsCVWRzeDw/oEBclpd5pwJEwIVvlcUlQ+amoikeOIJ4PvfB9773kBRViioiqIk89DYsTTer11LY0gUUTR5MoVwqUQRpzUJUxTxuV56afxzNOHss2lR5Pe/D7ZxleSwRRu18lkchShj3rzCKIrU0LPqavN58fztiSKPgsGVKGIDwCX8zJUo4tAzNZE1kB2jbcKePbQyedFFI2+lqdyhKor27aPnY8pRBABPPpm7GjZ6ND0TDj1rbo6unGJDbS0ZiCpRlKaiqK8ve5U1DHobLQYOFqKouZlWTPbsKUx/5iS6NqJo1y5qY2EhgjzpF8r5V42pciGKWlvJWNy9m/6XkgxH0/k1NZEhVs5EEa/s5qMo4uf/5JP0biOKBgYKozxzARuTPFebqi6p4GuyEUVMyvDY29ERP+wsbVRVUfu0EUXFUBQBpBLYscPdsTj5ZDL4Wq7g+QAAIABJREFUDz00/m+efjqRc88+S3OByfHRFUWrVwcO2+OPB9vD8obFyVHEY8Grr9L5uIZIAXTPTPnoVLJr3TqyKUpFuuYDboO2vsdkQRRR5Dp2qkpATxSVD4QgouXee2kO/eIXC/+bajLrpIoiIJgTXMLCFi0iUvqcc6jNMxFqs+n4mFdcEYRP5YuGBuDNb84milyqJM+fT6GB27Yly6k4dy75CBxxk7aiaO1augbTmO8VRXYIIdqFEI8IIZYLIZYJIT6e2X6MEOIpIcSLQojnhBAnZbYLIcT3hBCrhBAvCSGOU451pRBiZeZ1ZeEuqwwRR1EEpEsUceiZ7oRPmUKGoE1RdN99NAB++MPRv+ERDypRxOod/Vm2tRH5I6XZyOHKZ9u25W+wHHaYOUdRGkQR4FYhBqAV07Fji2uwcp/jamBprFCUI5qagtWcQhG/nO/JhFdeoQnehSgqRH4iIBiDa2rKZ8LXw1DvvptykSxcmPvdigrqH3ro2dAQEXHlQBSNGUNjma4okjK+oshGFLW1BRL3UhFFqqJo/34iYeMQRXob57GWx95yIIoAOk89mXUxQ8+AICTZtX0feSSpspMsONTVAaecQn/b5j9dUcTkUHV1djhGWoqiCROIiN+yhY7nsig0bhx9z+Ua1q6lOSHpYlMpwW1Qz0/EiCKKensp1NeVhFRtEx96Vl7gRYprry3O4raazDqJzZqEKHrnO6nd7thBttS111IomK1Iw+TJlNj7C1+If35huOACIq45lx4risLACa1ffjke8c+YO5cW1di2SFtRNDxsvwZPFIViP4B/llLOBXAygGuFEHMBfBPAF6WUxwD4XOZ/ADgPwOzM64MAbgEAIUQLgM8DWADgJACfF0IcoEv3GvbsockoTaJISuqYcULPli+nTsXnUVlJA6tNUXTzzbQil1blJY8AtbW0gtfbG6zW6hNNdXUwcaj5iRgqUZSvCmbOHFJ7cH6MrVtpVTVfxzOsSpMJy5cHydaLBVY4rF1Lf49EY9kFzc0BwVAKoogTMLqEnhWKKGpooNeUKaXJa2MCOxtbt1I/+fjHqYreP/2T/ft6f+JQ5XIgigBqX/oCxM6dNL7EyVHElVV0okiIgJQplQpCnau5OmUYUdTcTAsznJBYN0hVRdHgIOWsKAeiSK1AxyiWomjcOJqH4oaeAflVdeRcIDYSh0kWni8ff5za9cUX5yqK0iCKKiuDUDLXcLrKSnp2YUTRwACRzEwUjUREKYrOOYcc6ze9KfczVm0vW+bettTx5kBVH49UHHoo9bcbbijO7zU0kL2zZUvxiKJjj6VF3SefBH71K+A//5NsBdt4JwTZFEyipYULLqB3VhW5KooAWrBMEnrGxP/y5RQevGtXOnNQbW1w/2zX4EPP7JBSdkkpn8/8PQBgBYA2ABIAz1hNALjEySUA7pCEpwA0CyEmAzgXwGIpZa+UchuAxQDemurVlCs2baL3pETR8DDw/PPZ3+vvJ8PUJYdMSwsZ6S++mOuEczI/HS+9RCtjH/rQges4lxJCBLlJenpom2mi4ZwBNkVRTw85KWkoinbsCNrqli12CWYcxCWKklQ8yxeqouhANvzUlZdSEEUvvkjG+MyZ4fsDhSOKACKJyiXsDMjuI//yL2Rw/fCH9lw3ppxGcUvNFhrTp+cqinhOcznHMWNI2bFtG81xJueYFQTloCjisF0uDGACJ2gfHqZxRs89pCqKklY8KwTCiKJCj5dCUF9NQhTlAyaKbE5DczMRLEzQPv44ERGnn07tnhNhuxBFrqoUHrPi5F1qb8/OVWT6/YEBsgFHYn4iIJooOvFECg00zSl8zR0d7mMnH2fMmOx0AB6lx1e/CrzwQvHmhIYGGgOGhpL9Jo+fr7xC7WkkkRCzZ9OLiSIXRdHkyTTevfRSsvFcJYpYDZmGokiI4N7bxmOvKHKDEGIGgGMBPA3gEwBuFEKsB/CfAJjCbQOwXtltQ2abbfuBD45dj0MUqc7Wz38OHH888NxzwTYmF1wVRQDtr0uxOUZbx3//N02C+WbJ97CDHT42wk3Pkle8bIoigJyUNBRFfCyAnNV8E1kDwXm5JLTu6aHJppj5iYDA8O7uPrCJIp7g6uoKd52NjblloxlLl5JUOox4LrSiCAA+9SngYx8r3PHjgomiX/8a+MlPqHpSWHheS0tu6Fmcqj3FACuKWHEBBHOaq6PLhpmuJmIwUVQOiiIeN8MURUAwxpvaN4+3I4Eo4vG8GGG6bW1B6FmxiNDjjqNnZSOU+bq3byfSbNky4NRT6QUEqqKw8Io4iiIgOJc49/z226kKXtjvd3fTAtFIJYp4QWv27Pj7qhUK44ae+bCz8kNLi32+KATUNpOPoui112icKxeVsysuuABYsoTG5t7eaJ9BiCChdZLxvKWFiO9lywI7My3iho/jQ89y4EwUCSHqAdwL4BNSyn4AHwJwnZSyHcB1AH6cxgkJIT6YyXn0XA+TISMdcYgiUzJrZmzvvz/YloQo2rs31wmfPp3is/fuDbZJSRU/LrzQJ+srJHSiyDTRHH88GYimyY+3SZkeUcR5ilhRlC/iKIpKUfEMyHZcD2SiiB2DadMKZ5DMmEHPcf/+7O3DwwFRFIZiEEVXXUWJHcsF3M9+8APq05/7XPT3bYqiciGKpk+n8Cn1POMoioBooojHrHJQFL3+Oo11UYYyX5NprOfEyVu3lhdRNHEikSF79gTb+vqIcM4nvMsVbW2UAHVwsHjtu7KSEsZ++cvmz9lZ6OujEBApiSQ6+mhSBjz+eHROrjPOAC65xH1hJImi6Igj7P2Hj7NsGb2PVKLowx8m29hWljsMEyYEqqC4oWfeNvZIiyjav98t7KzccMEFNC/cey/ZeC4+w/z5lKNo+/Zk4zkntE47/NkriqxwIoqEENUgkujnUsr7MpuvBMB//xqUdwgAOgGowZBTM9ts27MgpbxNSnmClPKE8aUyANNGEkURG9VDQ8DixfT3734XfC8OUaROaCZFkZRkiDFefplW8M47L/rYHsnByoCeHspdYRqAPvpRykNkCkNRDcB8jZapUylON21FURKiqNiKInWyP5CJIm5fhcxFcc45NIE/+2z2dq4sUw5EUblB7bv//d/UD6O+X+5EEbcxNaw5bUXR2WdTYk9WcRQbuqIoSk0EhBNFPAewoqihoTxUC3yu6sJdX1/xxsq2tkD1XMz2PWeO3flTFUWPP07z84IFRJwtWEDbdu8m+81GFM2cGY/gSEIUhYGvodAFDgqN9nbKDZUEQgSqorgEtieKPNTxKJ+qZ8DIJIrOOIPuwe230/8uPsP8+UT6d3UlU4jqRFFaqtYoRdFb3kILB29+czq/N4LgUvVMgNRCK6SU31Y+2giA79hZADIZGvFbAO/NVD87GcB2KWUXgD8BWCSEGJtJYr0os+3AR1cXhVu4DCQ6UfTCC+QUHH88rchz3ockiiLArCgCsg36P/6R3t96cKSQKhlURRFXKNFRUWGPg29sDAa1fI32igqSbjNRlJaiiM/LhShavpyM5rST7kXhYCGKVEVRobBwIRnfDz6Yvd0lkTVwcBJFY8bQ9V59tbnSmY6WFnJQVdVWuRFFPK+oeYrSVhS1tFBYdqkcNj1HkQtRFBZ6BtB4zoqiWbPKIxSBn4Na+WzbtuKtrE6dSoQLUD45uFRF0eOP07jGhM+pp9J4xwuEaZ1zoYmikaooyhd83a5jZ20tPVNPFHnkqyiqrQ1y1Y1EomjUKFocXLKE/nclihhJiaIdO4IE4MVSFI0eDXz2swdlXjIXRdGpAN4D4CwhxIuZ1/kA/hHAt4QQSwF8DVThDAD+AKADwCoAPwTwYQCQUvYC+DKAZzOvL2W2Hfjo6grKm0ZhzBhy2nn19U8ZLu2mm+idVUVJiKL6+lwnnFdT1DxFDzxAK//llPD1QIRKFCXNs3HoofSeBsFx2GEUQiGlW7yxC6qqyLB1VRQdcUTxnaPq6mDwP5CJIp4IC+kQtLZS8lATUVRRYc61peL882kyjiKUDiQIQW3/ttvcvs+GjJr3q9yIomIoikqNMWPo2W3cSHN8WCJrRpiiCKBny4qicgg7A4ICGD/7WbCtr694RFGbksqyXNo3kyxbtgBPP52tajv1VCK2Hn6Y/k+LKOL7UAiiSIiR6aimgbiKIoDSMtjKkXscPFDbTJKFVTWJ8kjtfxdeGPztcg/mzg0WxZOM5/Pm0fsTT9B7WooiPk4afs8BBpeqZ49JKYWUcr6U8pjM6w+Z7cdLKY+WUi6QUv4t830ppbxWSnmIlPIoKeVzyrH+R0p5aOb1k0JeWFmhq8st7AyggaO+Plh9ffBBKod4+umk+Pi//6PtPT1kqI4ZE31MXvkwOeFTp1KnZYN+YICqnXk1UeHR0kLlHdetS04UsROVxurWnDnkoPT0kKGbVtiDKVTGhOXLi5+fiMHG98FAFBU6xGDRInKeWBoMUMWz2bOjx6uWFpL3VlUV9hzLDWPHuleXNIVzlhtRNG4crZbmoyhqbw+UjuWIigpSkXBF0jiKItt4P24cjb+rV5cPUXTYYVR++XvfC5SBxQ49Y5RL+2anYskSmsNPOy347E1vIjuLldlpK4rSdozeeIOOrVfhO1iQhCj6xS+Aj3ykIKfjMYLAbaalJXm+tpFOFJ1/fvC3C8kyZkwwpydVFAEBUVQsRdFBDF/3vBj4r/+iajauaGwko3pggDrDokW0/cILgT//mZyCnh535pM7gCn3S3V1dg6Ahx+mkAafn6jw4AHp9deTJ2RloigtRdHQUJBfJi1mfezY3Kpn+/Zl/9/fT3mxip2fiHEwEEWHHEKqRlX6WwgsWkTt6M9/DrYtXXpwqYQKCSaK1Mpn5UYUCUGE5DPPBGFDcRVFV15JYT3lHIbY0BCPKGKCKCz07NVXKb9NuRBFAJWdbmmhxMHDw8UNPVOJonILPXvgAXpXFUVNTaScfOgh+j+tc25vJ3vNddExCkwUSTly8xOlASaKymXs9Bg54L6dT+XNkU4UTZpEqVEAd5+BbdAkfW7cOPKXOjsDYUUaiMpRdBDDE0XFwKxZ0UlcVTQ0EEn0yCNE2px7Lm2/6CKqTvbQQyR5diUXqqqAT3yCDG8Tpk8PFEV//CP9/imnuJ+vRzKwwzc4mHyiYeckDWeKj8VMfaEURd/4Bm176qlg26uv0nupFEU84R/IRNHcueTgxRmLkuDkk+l+cvhZXx8R0YX+3YMF3C/LWVEEAB/6EKlTr7ySyKKBASIqXWP8x4yhtlTOqK+ne19REYQBh+H444GjjgoMax2trUF1sXIiilpagBtvpLnh9tuLG3qmhsCXS/uuqSHSZtMmIhr0MP1TTw2I0bSIouZmUmba7Li44GsADt78REBw7eVCQnqMHPB4lE/hJbY5RypRBADveheRza6J+ZkoStrneEG5qcldiR2FefNonkuLiD+A4ImicgQTRQ8+SMYykzannUYd4//+jxRFcQanm24CzjzT/NmMGeTISUkrZGefXZyytwc71HCxpETRFVfQMzv88PzPh3NsMFGUFrOuEkU33QTccAPJ9a+6KnCKli+nd68oKiyKYQxXVwNnnUX51aQMkqV6RVE6sIWeVVeXV/jIxz8OfO1rlHD6yiuJpGxsLI8EzWmB+9OMGZTsMgpTp1J/sCk41DG3nIgiAHjve4kA+dSniAQp1lg5enRwX8qFKFJzi5iq7qnb0hxz5851a2cuECJQFR3MRNFxxwHXXEN2r4dHHKSlKBo1amQrWT7xCUpb4Tq386Jh0jBazlOU5mLF295GAgxXsusggieKyhENDWSIPfggJcxjw6C6mnIH/f73VIEkHxZbxfTpwIYNwMsvU04Jn5+oOFCJoqTPkttEGhg7ls7jmWfo/7QVRbfcAnzyk8DllwO/+Q0l8P3KV+g7K1bQZDlzZjq/GRcHg6KomFi0iMjnN94I8pp4RVE6sIWelYsTreKGGwKy6Mc/PvBW7fmeuySydgGPuUKUn/NeUQHcfDMRflIWT1EEBOFn5dR+2MkpJlGUNjxRRPb1Lbdkhzh6eLggDUXRaadRnp+0lDGlgBBuxZoY550H/PCHyUvNq4qiNHEgLWKliBHcMg9gNDZSKM7KlUF+IsZFFxFJtH59ekTRjBkUGvDjH9P/nigqDtJQFKWNOXMoFA5IV1HU3U35LS66iBJBXnQR8J73UBja0qWkKJozp3RJjA8WRVGxwOPWn/5Ez3fcOC/pTQsst2ZF0YoVwF13lY5kjcINNwBf/zqFTZez05wEfD0u+YlcwGPu1KnpKUfSxPz5wEc/Sn8XkyjisIxyIkPDFEUzZgTjXTmdsw5PFHl4JEdlJSlR8lGjfeQjtHB6MKGqCvjAB5Lb+0wUFXMOOohxkJWWGSFoaAiS/3J+IsZ555GTMDycrqIIoNwDc+ce3IkNi4lyJIoOO4zyinBZ+zTA17loEfCrXwVhjTfdRETCVVeR03vSSen8XhJ4oihdHHoohc48+CAlHTzmGL9akxYqKqid9vYCq1YBCxfStl/+stRnZsf119M4IGWpzyRdMAmQNlFUbmFnKr74RSL9ihmqw2qPcgoLaGqieYPDIFQIQQTSPfeUNznK8563+Tw8kuFgI3nKAYVSFHkY4YmicgQbFu3tuQZoSwsZII8+mq6iCAC2byeW16M4qK8nQmb//vSeZb7g9tbSkp5jf+ml5NR+9rPZiWxbW4Ef/IDyLAHA+96Xzu8lAedO8RNPeli0CPjZz6h9X3ttqc/mwEJLC+W6OessqiC4ZEl64U+Fwgc/WOozSB9pK4o49IyrWZYjGhtp3C4mFi4kUrSccnC9851EltlCLq65hoi/UqlkXeAVRR4eHiMNEybQayTndRpBKOMZ7CAGG5+LFpmd9YsuIqIorU7S3h787cPOigchgrCsclIUAekOwIccQnlKTLj8cuDv/g64777SVTwDiCA94ojyNupHGhYtAm69lf72iazTRWsrKf+am6k6pknV4FF4pK0o4gWDclYUlQJvfzu9yglXXRX++cKF9CpntLTQq5xVTx4eHh4qhAB+97t0qj17RMJ7ReUInrT1sDPGO99JIR0LFqTzezU1FE/f3w+cfno6x/RwQ0sLKbnKxVBjhyetRNYuuOUWYNKk3HxcxcTs2fTySA9nnUWr7UNDPpF12pgyhcaMBx/0JFwpccIJwIkn5pZHT4rx44E77yztWOhx8OBTnyo/As7Dw8MjCieeWOozOGggZBnnDDjhhBPkc889V+rTKD7uvZdk+itXZuexKSQuuYQk5XfeWZzf8yCceipVmlu/vtRnQti7F6itpfZw332lPhuPkY7TTgOefTYo3+6RDrq6gN27yzeBtYeHh4eHh4eHR9lDCPE3KeUJps+8oqgccdlllEk/TrnBfHH//ZQg26O4mD2biJlywahRwJln0kq5h0e++Ld/o1w6niRKF76CnIeHh4eHh4eHRwHhFUUeHqXErl0UmlPOJXQ9PDw8PDw8PDw8PDw8Dih4RZGHR7minNREHh4eHh4eHh4eHh4eHgc9Kkp9Ah4eHh4eHh4eHh4eHh4eHh4e5QFPFHl4eHh4eHh4eHh4eHh4eHh4APBEkYeHh4eHh4eHh4eHh4eHh4dHBp4o8vDw8PDw8PDw8PDw8PDw8PAA4IkiDw8PDw8PDw8PDw8PDw8PD48MPFHk4eHh4eHh4eHh4eHh4eHh4QHAE0UeHh4eHh4eHh4eHh4eHh4eHhl4osjDw8PDw8PDw8PDw8PDw8PDA4Anijw8PDw8PDw8PDw8PDw8PDw8MvBEkYeHh4eHh4eHh4eHh4eHh4cHAEBIKUt9DlYIIXoArC31eaSEcQC2lPokPDxGEHyf8fBwh+8vHh7x4PuMh4c7fH/x8IiHkdJnpkspx5s+KGui6ECCEOI5KeUJpT4PD4+RAt9nPDzc4fuLh0c8+D7j4eEO3188POLhQOgzPvTMw8PDw8PDw8PDw8PDw8PDwwOAJ4o8PDw8PDw8PDw8PDw8PDw8PDLwRFHxcFupT8DDY4TB9xkPD3f4/uLhEQ++z3h4uMP3Fw+PeBjxfcbnKPLw8PDw8PDw8PDw8PDw8PDwAOAVRR4eHh4eHh4eHh4eHh4eHh4eGZQlUSSEaBdCPCKEWC6EWCaE+LjyWYsQYrEQYmXmfWxm+7uEEC8JIV4WQjwhhDha2eetQojXhBCrhBDXh/zulZnjrhRCXGn4/LdCiFcSnPMVmW3DQghr9nMhxB+FEH1CiN9p288SQjwvhHhFCHG7EKLK9fyFEGOEEL8XQryaOYdvWPY9SQjxYua1VAhxqfLZmsx9fVEI8Zzt/D1KB99n0uszynGXZs7hViFEpWHfsPt3XWbfV4QQvxRC1NiuwaM08H0m3T7jeP553z+P0sD3l9TnmCWZ62e7a4Jh39bM+e8QQnzfcnzr9XuUFr7PpN5nRgkhbhNCvC7Ip7nMsv8NmXv0mhDiXGV7sxDinsy+K4QQb7Jdg4eHRwZSyrJ7AZgM4LjM3w0AXgcwN/P/NwFcn/n7egD/kfn7FABjM3+fB+DpzN+VAN4AMAvAKABL+Vjab7YA6Mi8j838PVb5/O8A/ALAKwnO+QgAcwAsAXBCyHUvBHARgN8p2yoArAdwWOb/LwG42vX8AYwBcGbmO6MAPArgPMP+YwBUKdfSrfy/BsC4UrcL//J9xnCM1PtM5rPGzLsAcC+Adxj2t92/NgCrAdRm/v8VgPeVuo34l+8zme8VpM84nn9e98+/fH85UPpL1O9mvlMH4DQA1wD4vuHz0Ov3L99nDrA+80UAX1GOl+OXAJibuTejAczM3LPKzGe3A/hA5u9RAJpL3Ub8y7/K/VWWiiIpZZeU8vnM3wMAVoCcLwC4BNTZkXl/W+Z7T0gpt2W2PwVgaubvkwCsklJ2SCn3Argrcwwd5wJYLKXszRxnMYC3AoAQoh7AJwF8Jck5SylXSClfc7juhwEMaJtbAeyVUr6e+X8xABOLbjx/KeWglPKRzPH3Angewb1Rf3tQSrk/828NAJ+8agTB95ks5NVnMsftz3ynCmRQ5PSHkPvH+9VmVszGANgYdS0exYXvM1nIu884nn++98+jRPD9JQt59xcXSCl3SikfA7Bb/8zl+j1KC99nspBGn7kKwNczvzEspdxi2P8SAHdJKfdIKVcDWAXgJCFEE4AzAPw4s/9eKWVf1LV4eBzsKEuiSIUQYgaAYwE8ndk0UUrZlfl7E4CJht2uBvBA5u82EIvN2IBgoFYR9r0vA/gWgMGE55wPtgCoUmSelwNoz/zOCUKIH2W2R16nEKIZxPI/nPn/YiHEl5TPFwghlgF4GcA1CnEkATwohPibEOKDKVyTRwHh+0w6fUYI8SeQsm4AwD2ZbdcIIa4x/Ob/v39Syk4A/wlgHYAuANullA+mcF0eBYLvM6n0GeP5u/SZiON6lBl8f0nNLvtJJuzs34UQIrN/ll0WgljX71Fa+D6TX5/J+C8A8OVM+NqvhRATM/urfcZ2/TMB9ID63AtCiB8JIepSuC4PjwMaZU0UZdjvewF8Qlnh//+QUkpoK/1CiDNBg+unUzqHYwAcIqX8jeP3Q885LjLX+A4ANwkhngE5rUOZz56TUn7A8byqAPwSwPeklB2Z/X8rpfyc8ltPSynnATgRwA0iyKtympTyOJAM9lohxBn5XpdHYeD7THp9Rkp5LkiGPRrAWZltt0opb9XOP+v+ZXINXAIyTKYAqBNCvDvf6/IoDHyfyb/PhJ2/S5/xGDnw/SW1OeZdUsqjAJyeeb0ns3+WXWZC3Ov3KC18n0mlz1SB1FVPZPyRJ0ELck59JrP/cQBukVIeC2AnKOTPw8MjBGVLFAkhqkGD1M+llPcpH20WQkzOfIdz6fA+8wH8CMAlUsqtmc2dyLDWGUwF0JlRz3ASwYtt3wPwJgAnCCHWAHgMwGGCkhC2K/tfE3HOeUFK+aSU8nQp5UkA/gqKGdZhO3/GbQBWSim/4/B7KwDsAHBk5v/OzHs3gN+AJLAeZQbfZwKk1GcgpdwN4H9hCYOx3L+zAayWUvZIKfcBuA+Ud8CjzOD7TIA8+4zx/E2/E+f+Jb8aj0LA95cA+c4xil01AMoZE8eucu5vHqWF7zMB8uwzW0FKKD6fX4OIH9f9NwDYIKVkddQ9lv09PDxUyDJIlKS/QAlk7wDwHcNnNyI7Adw3M39PA8WinqJ9vwqUDG0mggRw8wzHbQEloB2bea0G0KJ9ZwbsCeCs56x8Zwmikxe+BUoCuMy2CZn30aCwsbPinD8oHvleABUhvzsTQfLq6aCcKuNAyRQbMtvrADwByn1U8nbiX27tz/eZeH0GQD2Aycq9uBvARwz72+7fAgDLQLmJBCj/wEdL3Ub8y739+T4Tf55xPP+87p9/le7l+0uqc0wVMol4AVSDnNZrQn7/fTAks466fv8q7cv3mdR9mbt4n0yf+LVh/3nITmbdgSCZ9aMA5mT+/gKAG0vdRvzLv8r9VfITMJ4UVXmQAF4C8GLmdX7ms9bMALMSwEPKAPIjANuU7z+nHO98EHP9BoB/C/ndqzID9CoA7zd8Hja4hp3zpSA2ew+Azf+vvfsJsaqKAzj+/YVlZeVsIgj6Q+KikJywCKJoEwgGZlG4CMOSQAbcGQTBREUJTRuJIiKiaFFWRNCqlVJYVEpOKsxQYYtqE4nTgGaQvxb3N/oaZp7znr2ePr8fOMx95957zrmHd97c9+O8c4FP5ynjc5rf0B6r41dX/hjNgnKTNNNAZ46/FXijXftpoulZ58+0a2bV/7XAs7W9gebL7T6aBa/XVf4N9aE7Xvvn7T+TY2aO/efimLkK+KbadQB4mVNB1M3UDf1p+u8ZYKLOfwdY3O/3iMkxU8f952OmXfs7GDML6j+T46Xd+62DNvfzf8wSYG+16yCwnVNfZk/el9Xrn4DDNLO8f2bWk67aXb9Sx6uNAAAC2klEQVTJMTMoY6byr6OZifRd9d21lT97zDxVfTRJy1OegWFgT53/MS1PgzOZTHOnyEwkSZIkSZKks3aNIkmSJEmSJP2/DBRJkiRJkiQJMFAkSZIkSZKkYqBIkiRJkiRJgIEiSZIkSZIkFQNFkiRpoEXEUESM1PbVEfFhD+sajog1vSpfkiSp1wwUSZKkQTcEjABk5q+Z+WAP6xoGDBRJkqRzVmRmv9sgSZLUMxHxHnAfMAl8D9yYmSsiYiOwDlgCLAdeAi4CNgDHgTWZeTgilgGvAFcCR4HHM3MiIh4Cngb+BqaAe4AfgEuAX4BtwCFgO3AxcAx4NDMnO6h7FzAO3A0sAh7LzK9701OSJEnOKJIkSYPvSeDHzBwGnpi1bwXwAHAb8DxwNDNvAb4EHqljXge2ZOYqYCvwauWPAqszcyWwNjP/qrwdmTmcmTuACeCuKnMUeKHDugEurbaPAG+eWVdIkiS1t6jfDZAkSeqjnZk5DUxHxBTwSeXvB26OiMuAO4APImLmnMX1dzfwVkS8D3w0T/lLgbcjYjmQwIULrbvluHcBMvOziLgiIoYy80iX1ytJktSWgSJJknQ+O96yfaLl9Qma+6QLgCM1o+dfMnNzRNwO3AvsjYhVc5T/HE1A6P6IuB7Y1UHdJ6uaXXWb65EkSToj/vRMkiQNumng8m5OzMw/gEO1HhHRWFnbyzLzq8wcBX4DrpmjrqU06xUBbOyu+ayv+u4EpjJzqstyJEmSTstAkSRJGmiZ+TuwOyIOAGNdFPEwsCkixoGDNAtjA4xFxP4q9wuaRad3AjdFxL6IWA+8CGyLiG/pfib3n3X+a8CmLsuQJElaEJ96JkmSdJaqp55tzcw9/W6LJEk6PzijSJIkSZIkSYAziiRJkiRJklScUSRJkiRJkiTAQJEkSZIkSZKKgSJJkiRJkiQBBookSZIkSZJUDBRJkiRJkiQJMFAkSZIkSZKk8g9TgFKrw9HT6QAAAABJRU5ErkJggg==\n"
                        ],
                        "text/plain":
                        [
                            "<Figure size 1440x360 with 1 Axes>"
                        ]
                    },
                    "metadata":
                    {
                        "needs_background": "light"
                    }
                }
            ],
            "execution_count": 3,
            "metadata":
            {
                "collapsed": false,
                "execution":
                {
                    "iopub.execute_input": "2020-04-21T20:21:28.124Z",
                    "iopub.status.busy": "2020-04-21T20:21:28.117Z",
                    "iopub.status.idle": "2020-04-21T20:21:28.738Z",
                    "shell.execute_reply": "2020-04-21T20:21:28.745Z"
                },
                "jupyter":
                {
                    "outputs_hidden": false,
                    "source_hidden": false
                },
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                },
                "trusted": true
            }
        },
        {
            "cell_type": "markdown",
            "source":
            [
                "## Step 8 - Anomaly Detection\n",
                "\n",
                "The chart above are very clear about the outliers. But can we predict them? Are there variation margins? Let's use AI to do it, leveraging the [Microsoft Azure Anomaly Detector API](https://docs.microsoft.com/en-us/azure/cognitive-services/anomaly-detector/quickstarts/detect-data-anomalies-python?tabs=linux).\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "You must have a [Cognitive Services API account](https://docs.microsoft.com/en-us/azure/cognitive-services/cognitive-services-apis-create-account?tabs=multiservice%2Clinux) with access to the Anomaly Detector API. You can get your subscription key from the Azure portal after creating your account.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "The API accepts json files with 2 elements, ```timestamp``` and ```value```. These names are mandatory, and we can't mix the units for detection. That's why we create 2 customized DataFrames in the code below, right before the Anomaly Detection execution, one for each unit. Also, we should avoid mixing devices in the same analysis, since they may have different behavior.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "The output includes, for each unit, the expected value, the lower and upper margin values, and if it was an anomaly or not. With the margins, you can monitor in real time if a value is getting close to the margins.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "**DON'T FORGET TO ADD YOUR ANOMALY DETECTOR API KEY TO THE CODE BELOW!! JUST SEARCH FOR 'paste-your-key-here' AND REPLACE THE TEXT WITH YOUR KEY, THAT YOU CAN GET/COPY FROM THE AZURE PORTAL.**\n",
                "\n",
                "&nbsp;\n",
                "\n",
                ">**Did you know?** Anomaly Detector API has 2 endpoints, for 2 different capabilities: Real time and Batch detection. Real time will detect anomalies for every 10 data points. The Batch module will analyze up to 8046 datapoints, and since we already have the data, that's what we will use.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                ">**Did you know?** An Azure Cognitive Services account gives you access to multiple cognitive services like Text Analytics and Computer Vision APIs.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                ">**Did you know?** \"Secondly\" granularity is not documented yet, but it works and that's exactly what we need for this analysis. Also, the API limit is 8046 datapoints, but we will submit only 1000. \n"
            ],
            "metadata":
            {
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                }
            }
        },
        {
            "cell_type": "markdown",
            "source":
            [
                "## Step 9 - Creating the Anomaly Detection Function"
            ],
            "metadata":
            {
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                }
            }
        },
        {
            "cell_type": "code",
            "source":
            [
                "import http.client, urllib.request, urllib.parse, urllib.error, base64\n",
                "\n",
                "###########################################################################################\n",
                "# The Anomaly Detection Function\n",
                "###########################################################################################\n",
                "def anomalyDetector (myJson):\n",
                "    headers = {\n",
                "        # Request headers\n",
                "        'Content-Type': 'application/json',\n",
                "        'Ocp-Apim-Subscription-Key': 'your-key-here', # <<---- Paste your key here!!!!\n",
                "    }\n",
                "\n",
                "    params = urllib.parse.urlencode({\n",
                "    })\n",
                "   \n",
                "    \n",
                "    try:\n",
                "        conn = http.client.HTTPSConnection('westus2.api.cognitive.microsoft.com')\n",
                "        conn.request(\"POST\", \"/anomalydetector/v1.0/timeseries/entire/detect?%s\" % params, myJson, headers)\n",
                "        response = conn.getresponse()\n",
                "        data = response.read()\n",
                "        return(data)\n",
                "        conn.close()\n",
                "    except Exception as e:\n",
                "        print(\"[Errno {0}] {1}\".format(e.errno, e.strerror))\n",
                " \n",
                "\n",
                "print ('Function anomalyDetector() ok')"
            ],
            "outputs":
            [
                {
                    "output_type": "stream",
                    "name": "stdout",
                    "text":
                    [
                        "Function anomalyDetector() ok\n"
                    ]
                }
            ],
            "execution_count": 7,
            "metadata":
            {
                "collapsed": false,
                "execution":
                {
                    "iopub.execute_input": "2020-04-21T20:23:20.503Z",
                    "iopub.status.busy": "2020-04-21T20:23:20.497Z",
                    "iopub.status.idle": "2020-04-21T20:23:20.570Z",
                    "shell.execute_reply": "2020-04-21T20:23:20.574Z"
                },
                "jupyter":
                {
                    "outputs_hidden": false,
                    "source_hidden": false
                },
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                },
                "trusted": true
            }
        },
        {
            "cell_type": "markdown",
            "source":
            [
                "## Step 10 - Detecting Anomalies\n",
                "\n",
                "This step will submit the data of each device to the batch endpoint of the API. It also requires some data preparation. **We need to:**\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "1. Format the json file that is submitted to the API, separating the data of each unit and each device.\n",
                "1. Create a new DataFrame with the most granular results for each device and each unit, in the API required format.\n",
                "1. Accumulate all temporary data in an output DataFrame.\n",
                "1. Clean missing data again.\n",
                "1. Transform the lower and upper margins in values for plotting.\n"
            ],
            "metadata":
            {
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                }
            }
        },
        {
            "cell_type": "code",
            "source":
            [
                "###########################################################################################\n",
                "# The main funciton, that will process per device\n",
                "###########################################################################################\n",
                "\n",
                "# Let's use the same DataFrame of the first analysis to get data the devices ids.\n",
                "devicesArray = df_IotData.deviceId.unique()\n",
                "\n",
                "# Creating Output dataframe\n",
                "output_df = pd.DataFrame()\n",
                "\n",
                "# Let's process per device\n",
                "for deviceId in devicesArray:\n",
                "    print ('Processing device: ',deviceId)\n",
                "    \n",
                "    # Same data preparation we had for data visualization, but for each device.\n",
                "    new_df = df_IotData[(df_IotData.deviceId == deviceId)]\n",
                "    # The pivot below will remove deviceId column. We will add it back later.\n",
                "    new_df=new_df.pivot(index='dateTime', columns = 'unitSymbol' , values =  'measureValue')\n",
                "    new_df=new_df.dropna()\n",
                "    \n",
                "    # The pivot will create a df where the dataTime column is the index. \n",
                "    # But for the Anomaly detection, we need a column with that content called timestamp\n",
                "    new_df['timestamp']=new_df.index\n",
                "\n",
                "    # We also need a sequential id, to join the dataframes in the end of the process\n",
                "    new_df['index']=list(range(len(new_df)))\n",
                "\n",
                "    # Now let's make the sequential the index of the dataframe\n",
                "    new_df.set_index('index',inplace=True)\n",
                "\n",
                "    #### RPM\n",
                "    # Creating a DataFrame in the API format. We need a timestamp and a value columns\n",
                "    new_df_RPM=new_df[['timestamp','RPM']]\n",
                "    new_df_RPM.rename(columns={\"RPM\":\"value\"},inplace=True)\n",
                "    # Creating json string\n",
                "    myJson= '{\"granularity\":\"secondly\",\"series\": '\n",
                "    myJson = myJson+ new_df_RPM.to_json(orient = 'records')+'}'\n",
                "    # Running and saving the results in a new dataframe\n",
                "    rpmAnomalies= anomalyDetector (myJson)\n",
                "    new_df_RPM_results = pd.read_json(rpmAnomalies)\n",
                "    \n",
                "    ### MW\n",
                "    # Creating a DataFrame in the API format. We need a timestamp and a value columns\n",
                "    new_df_MW=new_df[['timestamp','MW']]\n",
                "    new_df_MW.rename(columns={\"MW\":\"value\"},inplace=True)\n",
                "    # Creating json string\n",
                "    myJson= '{\"granularity\":\"secondly\",\"series\": '\n",
                "    myJson = myJson+ new_df_RPM.to_json(orient = 'records')+'}'\n",
                "    # Running and saving the results in a new dataframe\n",
                "    mwAnomalies= anomalyDetector (myJson)\n",
                "    new_df_MW_results = pd.read_json(mwAnomalies)\n",
                "\n",
                "    # Checking the results. Number of rows should be exactly the same.\n",
                "    rpmCount = new_df_RPM_results.shape[0]  # gives number of row count\n",
                "    mwCount = new_df_MW_results.shape[0]  # gives number of row count\n",
                "    \n",
                "    if (rpmCount != mwCount):\n",
                "        print('Something went wrong, total rows in the results should be the same.')\n",
                "        print ('rpmCount: ',rpmCount)\n",
                "        print ('mwCount: ',mwCount)\n",
                "    else:\n",
                "        # Preparing the margin values for plotting\n",
                "        new_df_RPM_results['lowerMargins'] = new_df_RPM_results['expectedValues'] - new_df_RPM_results['lowerMargins']\n",
                "        new_df_RPM_results['upperMargins'] = new_df_RPM_results['expectedValues'] + new_df_RPM_results['upperMargins']\n",
                "        new_df_MW_results['lowerMargins'] = new_df_MW_results['expectedValues'] - new_df_MW_results['lowerMargins']\n",
                "        new_df_MW_results['upperMargins'] = new_df_MW_results['expectedValues'] + new_df_MW_results['upperMargins']\n",
                "        # Merging original (we need the timestamp/datetime) + results\n",
                "        new_df_RPM = new_df_RPM.join(new_df_RPM_results,lsuffix='Original',rsuffix='Results')\n",
                "        new_df_MW = new_df_MW.join(new_df_MW_results,lsuffix='Original',rsuffix='Results')\n",
                "        # Merging in temp DataFrame just to add the deviceId\n",
                "        temp_df = new_df_RPM.join(new_df_MW,lsuffix='RPM',rsuffix='MW')\n",
                "        temp_df['deviceId'] = deviceId\n",
                "        if (output_df.size == 0): #First execution\n",
                "            output_df = temp_df\n",
                "        else:\n",
                "            output_df = output_df.append(temp_df)\n",
                "    print ('Rows processed: ',mwCount,' for device ',deviceId)    \n",
                "\n"
            ],
            "outputs":
            [
                {
                    "output_type": "stream",
                    "name": "stdout",
                    "text":
                    [
                        "Processing device:  dev-1\n",
                        "Rows processed:  249  for device  dev-1\n",
                        "Processing device:  dev-2\n",
                        "Rows processed:  246  for device  dev-2\n"
                    ]
                }
            ],
            "execution_count": 8,
            "metadata":
            {
                "collapsed": false,
                "execution":
                {
                    "iopub.execute_input": "2020-04-21T20:23:22.905Z",
                    "iopub.status.busy": "2020-04-21T20:23:22.853Z",
                    "iopub.status.idle": "2020-04-21T20:23:23.335Z",
                    "shell.execute_reply": "2020-04-21T20:23:23.340Z"
                },
                "jupyter":
                {
                    "outputs_hidden": false,
                    "source_hidden": false
                },
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                },
                "trusted": true
            }
        },
        {
            "cell_type": "markdown",
            "source":
            [
                "## Step 11 - Anomalies Visualization\n",
                "\n",
                "Now let's use the built-in visualizations to analyze the data. The suggestion is to test all options, so you can analyze all data we created using data preparation and AI.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "\n",
                ">**Did you know?** All resulted properties from the Anomaly Detector API are listed [here](https://docs.microsoft.com/en-us/dotnet/api/microsoft.azure.cognitiveservices.anomalydetector.models.entiredetectresponse?view=azure-dotnet-preview). You may want to check this information to create better visualizations."
            ],
            "metadata":
            {
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                }
            }
        },
        {
            "cell_type": "markdown",
            "source":
            [
                "### Final Data Visualization\n",
                "\n",
                "You should be able to see interesting line charts, like this image below. Compare all 4 coluns for each unit separated, that't why we pivoted the data. Please notice that in many situations the original value is beyond the margins. The expected value is the base line and you can also check how it compares with the original value.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                " src=\"https://cosmosnotebooksdata.blob.core.windows.net/notebookdata/iot-ai-notebook-3.PNG\" alt=\"Built-in nteract \" width=\"100%\"/>\n"
            ],
            "metadata":
            {
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                }
            }
        },
        {
            "cell_type": "code",
            "source":
            [
                "output_df.head(50)\n"
            ],
            "outputs":
            [
                {
                    "output_type": "execute_result",
                    "execution_count": 12,
                    "data":
                    {
                        "application/vnd.dataresource+json":
                        {
                            "data":
                            [
                                {
                                    "deviceId": "dev-1",
                                    "expectedValuesMW": 2770,
                                    "expectedValuesRPM": 2770,
                                    "index": 0,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
                                    "isPositiveAnomalyMW": false,
                                    "isPositiveAnomalyRPM": false,
                                    "lowerMarginsMW": 2764.25,
                                    "lowerMarginsRPM": 2764.25,
                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:35",
                                    "timestampRPM": "2020-04-21 19:02:35",
                                    "upperMarginsMW": 2775.75,
                                    "upperMarginsRPM": 2775.75,
                                    "valueMW": 1449,
                                    "valueRPM": 2770
                                },
                                {
                                    "deviceId": "dev-1",
                                    "expectedValuesMW": 2903.5,
                                    "expectedValuesRPM": 2903.5,
                                    "index": 1,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
                                    "isPositiveAnomalyMW": false,
                                    "isPositiveAnomalyRPM": false,
                                    "lowerMarginsMW": 2768.665,
                                    "lowerMarginsRPM": 2768.665,
                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:37",
                                    "timestampRPM": "2020-04-21 19:02:37",
                                    "upperMarginsMW": 3038.335,
                                    "upperMarginsRPM": 3038.335,
                                    "valueMW": 1569,
                                    "valueRPM": 3037
                                },
                                {
                                    "deviceId": "dev-1",
                                    "expectedValuesMW": 3006.3333333333,
                                    "expectedValuesRPM": 3006.3333333333,
                                    "index": 2,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
                                    "isPositiveAnomalyMW": false,
                                    "isPositiveAnomalyRPM": false,
                                    "lowerMarginsMW": 2798.61,
                                    "lowerMarginsRPM": 2798.61,
                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:38",
                                    "timestampRPM": "2020-04-21 19:02:38",
                                    "upperMarginsMW": 3214.0566666667,
                                    "upperMarginsRPM": 3214.0566666667,
                                    "valueMW": 1570,
                                    "valueRPM": 3212
                                },
                                {
                                    "deviceId": "dev-1",
                                    "expectedValuesMW": 2931.5,
                                    "expectedValuesRPM": 2931.5,
                                    "index": 3,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
                                    "isPositiveAnomalyMW": false,
                                    "isPositiveAnomalyRPM": false,
                                    "lowerMarginsMW": 2704.755,
                                    "lowerMarginsRPM": 2704.755,
                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:39",
                                    "timestampRPM": "2020-04-21 19:02:39",
                                    "upperMarginsMW": 3158.245,
                                    "upperMarginsRPM": 3158.245,
                                    "valueMW": 1429,
                                    "valueRPM": 2707
                                },
                                {
                                    "deviceId": "dev-1",
                                    "expectedValuesMW": 2905.6,
                                    "expectedValuesRPM": 2905.6,
                                    "index": 4,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
                                    "isPositiveAnomalyMW": false,
                                    "isPositiveAnomalyRPM": false,
                                    "lowerMarginsMW": 2800.964,
                                    "lowerMarginsRPM": 2800.964,
                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:40",
                                    "timestampRPM": "2020-04-21 19:02:40",
                                    "upperMarginsMW": 3010.236,
                                    "upperMarginsRPM": 3010.236,
                                    "valueMW": 1523,
                                    "valueRPM": 2802
                                },
                                {
                                    "deviceId": "dev-1",
                                    "expectedValuesMW": 2894.6,
                                    "expectedValuesRPM": 2894.6,
                                    "index": 5,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
                                    "isPositiveAnomalyMW": false,
                                    "isPositiveAnomalyRPM": false,
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                                    "lowerMarginsRPM": 2713.204,
                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:41",
                                    "timestampRPM": "2020-04-21 19:02:41",
                                    "upperMarginsMW": 3075.996,
                                    "upperMarginsRPM": 3075.996,
                                    "valueMW": 1374,
                                    "valueRPM": 2715
                                },
                                {
                                    "deviceId": "dev-1",
                                    "expectedValuesMW": 2894.2,
                                    "expectedValuesRPM": 2894.2,
                                    "index": 6,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
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                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:42",
                                    "timestampRPM": "2020-04-21 19:02:42",
                                    "upperMarginsMW": 3036.408,
                                    "upperMarginsRPM": 3036.408,
                                    "valueMW": 1539,
                                    "valueRPM": 3035
                                },
                                {
                                    "deviceId": "dev-1",
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                                    "expectedValuesRPM": 2880.8,
                                    "index": 7,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
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                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:43",
                                    "timestampRPM": "2020-04-21 19:02:43",
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                                    "valueMW": 1568,
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                                },
                                {
                                    "deviceId": "dev-1",
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                                    "expectedValuesRPM": 2891.4,
                                    "index": 8,
                                    "isAnomalyMW": false,
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                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:44",
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                                    "valueRPM": 2760
                                },
                                {
                                    "deviceId": "dev-1",
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                                    "expectedValuesRPM": 2914.8,
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                                    "isAnomalyMW": false,
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                                    "isNegativeAnomalyMW": false,
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                                    "timestampMW": "2020-04-21 19:02:45",
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                                {
                                    "deviceId": "dev-1",
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                                    "timestampRPM": "2020-04-21 19:02:46",
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                                    "valueMW": 1405,
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                                },
                                {
                                    "deviceId": "dev-1",
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                                    "expectedValuesRPM": 2866,
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                                    "isAnomalyMW": false,
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                                {
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                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:50",
                                    "timestampRPM": "2020-04-21 19:02:50",
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                                    "valueMW": 1425,
                                    "valueRPM": 3079
                                },
                                {
                                    "deviceId": "dev-1",
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                                    "expectedValuesRPM": 2977.2,
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                                    "isAnomalyMW": false,
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                                    "isNegativeAnomalyMW": false,
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                                    "timestampRPM": "2020-04-21 19:02:51",
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                                    "valueMW": 1605,
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                                },
                                {
                                    "deviceId": "dev-1",
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                                    "expectedValuesRPM": 3018.4,
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                                    "isAnomalyMW": false,
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                                    "isNegativeAnomalyMW": false,
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                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:52",
                                    "timestampRPM": "2020-04-21 19:02:52",
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                                    "upperMarginsRPM": 3031.934,
                                    "valueMW": 1606,
                                    "valueRPM": 3005
                                },
                                {
                                    "deviceId": "dev-1",
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                                    "expectedValuesRPM": 3046.4,
                                    "index": 17,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
                                    "isPositiveAnomalyMW": false,
                                    "isPositiveAnomalyRPM": false,
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                                    "lowerMarginsRPM": 3001.556,
                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:53",
                                    "timestampRPM": "2020-04-21 19:02:53",
                                    "upperMarginsMW": 3091.244,
                                    "upperMarginsRPM": 3091.244,
                                    "valueMW": 1451,
                                    "valueRPM": 3002
                                },
                                {
                                    "deviceId": "dev-1",
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                                    "expectedValuesRPM": 3048.8,
                                    "index": 18,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
                                    "isPositiveAnomalyMW": false,
                                    "isPositiveAnomalyRPM": false,
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                                    "lowerMarginsRPM": 2929.0511286464,
                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:54",
                                    "timestampRPM": "2020-04-21 19:02:54",
                                    "upperMarginsMW": 3168.5488713536,
                                    "upperMarginsRPM": 3168.5488713536,
                                    "valueMW": 1502,
                                    "valueRPM": 3073
                                },
                                {
                                    "deviceId": "dev-1",
                                    "expectedValuesMW": 3048,
                                    "expectedValuesRPM": 3048,
                                    "index": 19,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
                                    "isPositiveAnomalyMW": false,
                                    "isPositiveAnomalyRPM": false,
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                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:55",
                                    "timestampRPM": "2020-04-21 19:02:55",
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                                    "valueMW": 1460,
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                                },
                                {
                                    "deviceId": "dev-1",
                                    "expectedValuesMW": 3059,
                                    "expectedValuesRPM": 3059,
                                    "index": 20,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
                                    "isPositiveAnomalyMW": false,
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                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:56",
                                    "timestampRPM": "2020-04-21 19:02:56",
                                    "upperMarginsMW": 3140.81,
                                    "upperMarginsRPM": 3140.81,
                                    "valueMW": 1508,
                                    "valueRPM": 3140
                                },
                                {
                                    "deviceId": "dev-1",
                                    "expectedValuesMW": 3095.6,
                                    "expectedValuesRPM": 3095.6,
                                    "index": 21,
                                    "isAnomalyMW": false,
                                    "isAnomalyRPM": false,
                                    "isNegativeAnomalyMW": false,
                                    "isNegativeAnomalyRPM": false,
                                    "isPositiveAnomalyMW": false,
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                                    "periodMW": 0,
                                    "periodRPM": 0,
                                    "timestampMW": "2020-04-21 19:02:57",
                                    "timestampRPM": "2020-04-21 19:02:57",
                                    "upperMarginsMW": 3188.924,
                                    "upperMarginsRPM": 3188.924,
                                    "valueMW": 1389,
                                    "valueRPM": 3188
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                                        "type": "string"
                                    },
                                    {
                                        "name": "valueRPM",
                                        "type": "number"
                                    },
                                    {
                                        "name": "expectedValuesRPM",
                                        "type": "number"
                                    },
                                    {
                                        "name": "isAnomalyRPM",
                                        "type": "boolean"
                                    },
                                    {
                                        "name": "isNegativeAnomalyRPM",
                                        "type": "boolean"
                                    },
                                    {
                                        "name": "isPositiveAnomalyRPM",
                                        "type": "boolean"
                                    },
                                    {
                                        "name": "lowerMarginsRPM",
                                        "type": "number"
                                    },
                                    {
                                        "name": "periodRPM",
                                        "type": "integer"
                                    },
                                    {
                                        "name": "upperMarginsRPM",
                                        "type": "number"
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                                    {
                                        "name": "timestampMW",
                                        "type": "string"
                                    },
                                    {
                                        "name": "valueMW",
                                        "type": "number"
                                    },
                                    {
                                        "name": "expectedValuesMW",
                                        "type": "number"
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                                    {
                                        "name": "isAnomalyMW",
                                        "type": "boolean"
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                                    {
                                        "name": "isNegativeAnomalyMW",
                                        "type": "boolean"
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                                    {
                                        "name": "isPositiveAnomalyMW",
                                        "type": "boolean"
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                                    {
                                        "name": "lowerMarginsMW",
                                        "type": "number"
                                    },
                                    {
                                        "name": "periodMW",
                                        "type": "integer"
                                    },
                                    {
                                        "name": "upperMarginsMW",
                                        "type": "number"
                                    },
                                    {
                                        "name": "deviceId",
                                        "type": "string"
                                    }
                                ],
                                "pandas_version": "0.20.0",
                                "primaryKey":
                                [
                                    "index"
                                ]
                            }
                        },
                        "text/html":
                        [
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                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>timestampRPM</th>\n",
                            "      <th>valueRPM</th>\n",
                            "      <th>expectedValuesRPM</th>\n",
                            "      <th>isAnomalyRPM</th>\n",
                            "      <th>isNegativeAnomalyRPM</th>\n",
                            "      <th>isPositiveAnomalyRPM</th>\n",
                            "      <th>lowerMarginsRPM</th>\n",
                            "      <th>periodRPM</th>\n",
                            "      <th>upperMarginsRPM</th>\n",
                            "      <th>timestampMW</th>\n",
                            "      <th>valueMW</th>\n",
                            "      <th>expectedValuesMW</th>\n",
                            "      <th>isAnomalyMW</th>\n",
                            "      <th>isNegativeAnomalyMW</th>\n",
                            "      <th>isPositiveAnomalyMW</th>\n",
                            "      <th>lowerMarginsMW</th>\n",
                            "      <th>periodMW</th>\n",
                            "      <th>upperMarginsMW</th>\n",
                            "      <th>deviceId</th>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>index</th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>2020-04-21 19:02:35</td>\n",
                            "      <td>2770.0</td>\n",
                            "      <td>2770.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2764.250000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2775.750000</td>\n",
                            "      <td>2020-04-21 19:02:35</td>\n",
                            "      <td>1449.0</td>\n",
                            "      <td>2770.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2764.250000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2775.750000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>2020-04-21 19:02:37</td>\n",
                            "      <td>3037.0</td>\n",
                            "      <td>2903.500000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2768.665000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3038.335000</td>\n",
                            "      <td>2020-04-21 19:02:37</td>\n",
                            "      <td>1569.0</td>\n",
                            "      <td>2903.500000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2768.665000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3038.335000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>2020-04-21 19:02:38</td>\n",
                            "      <td>3212.0</td>\n",
                            "      <td>3006.333333</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2798.610000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3214.056667</td>\n",
                            "      <td>2020-04-21 19:02:38</td>\n",
                            "      <td>1570.0</td>\n",
                            "      <td>3006.333333</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2798.610000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3214.056667</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>2020-04-21 19:02:39</td>\n",
                            "      <td>2707.0</td>\n",
                            "      <td>2931.500000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2704.755000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3158.245000</td>\n",
                            "      <td>2020-04-21 19:02:39</td>\n",
                            "      <td>1429.0</td>\n",
                            "      <td>2931.500000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2704.755000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3158.245000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>2020-04-21 19:02:40</td>\n",
                            "      <td>2802.0</td>\n",
                            "      <td>2905.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2800.964000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3010.236000</td>\n",
                            "      <td>2020-04-21 19:02:40</td>\n",
                            "      <td>1523.0</td>\n",
                            "      <td>2905.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2800.964000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3010.236000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>5</th>\n",
                            "      <td>2020-04-21 19:02:41</td>\n",
                            "      <td>2715.0</td>\n",
                            "      <td>2894.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2713.204000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3075.996000</td>\n",
                            "      <td>2020-04-21 19:02:41</td>\n",
                            "      <td>1374.0</td>\n",
                            "      <td>2894.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2713.204000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3075.996000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>6</th>\n",
                            "      <td>2020-04-21 19:02:42</td>\n",
                            "      <td>3035.0</td>\n",
                            "      <td>2894.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2751.992000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3036.408000</td>\n",
                            "      <td>2020-04-21 19:02:42</td>\n",
                            "      <td>1539.0</td>\n",
                            "      <td>2894.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2751.992000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3036.408000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>7</th>\n",
                            "      <td>2020-04-21 19:02:43</td>\n",
                            "      <td>3145.0</td>\n",
                            "      <td>2880.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2613.958000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3147.642000</td>\n",
                            "      <td>2020-04-21 19:02:43</td>\n",
                            "      <td>1568.0</td>\n",
                            "      <td>2880.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2613.958000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3147.642000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>8</th>\n",
                            "      <td>2020-04-21 19:02:44</td>\n",
                            "      <td>2760.0</td>\n",
                            "      <td>2891.400000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2758.686000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3024.114000</td>\n",
                            "      <td>2020-04-21 19:02:44</td>\n",
                            "      <td>1382.0</td>\n",
                            "      <td>2891.400000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2758.686000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3024.114000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>9</th>\n",
                            "      <td>2020-04-21 19:02:45</td>\n",
                            "      <td>2919.0</td>\n",
                            "      <td>2914.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2909.050000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2920.550000</td>\n",
                            "      <td>2020-04-21 19:02:45</td>\n",
                            "      <td>1441.0</td>\n",
                            "      <td>2914.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2909.050000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2920.550000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10</th>\n",
                            "      <td>2020-04-21 19:02:46</td>\n",
                            "      <td>2707.0</td>\n",
                            "      <td>2913.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2704.938000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3121.462000</td>\n",
                            "      <td>2020-04-21 19:02:46</td>\n",
                            "      <td>1405.0</td>\n",
                            "      <td>2913.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2704.938000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3121.462000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>11</th>\n",
                            "      <td>2020-04-21 19:02:47</td>\n",
                            "      <td>2799.0</td>\n",
                            "      <td>2866.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2798.330000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2933.670000</td>\n",
                            "      <td>2020-04-21 19:02:47</td>\n",
                            "      <td>1536.0</td>\n",
                            "      <td>2866.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2798.330000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2933.670000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>12</th>\n",
                            "      <td>2020-04-21 19:02:48</td>\n",
                            "      <td>2862.0</td>\n",
                            "      <td>2809.400000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2756.274000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2862.526000</td>\n",
                            "      <td>2020-04-21 19:02:48</td>\n",
                            "      <td>1362.0</td>\n",
                            "      <td>2809.400000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2756.274000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2862.526000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>13</th>\n",
                            "      <td>2020-04-21 19:02:49</td>\n",
                            "      <td>3061.0</td>\n",
                            "      <td>2869.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2676.286000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3062.914000</td>\n",
                            "      <td>2020-04-21 19:02:49</td>\n",
                            "      <td>1612.0</td>\n",
                            "      <td>2869.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2676.286000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3062.914000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>14</th>\n",
                            "      <td>2020-04-21 19:02:50</td>\n",
                            "      <td>3079.0</td>\n",
                            "      <td>2901.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2722.426000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3080.774000</td>\n",
                            "      <td>2020-04-21 19:02:50</td>\n",
                            "      <td>1425.0</td>\n",
                            "      <td>2901.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2722.426000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3080.774000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>15</th>\n",
                            "      <td>2020-04-21 19:02:51</td>\n",
                            "      <td>3085.0</td>\n",
                            "      <td>2977.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2868.322000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3086.078000</td>\n",
                            "      <td>2020-04-21 19:02:51</td>\n",
                            "      <td>1605.0</td>\n",
                            "      <td>2977.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2868.322000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3086.078000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>16</th>\n",
                            "      <td>2020-04-21 19:02:52</td>\n",
                            "      <td>3005.0</td>\n",
                            "      <td>3018.400000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3004.866000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3031.934000</td>\n",
                            "      <td>2020-04-21 19:02:52</td>\n",
                            "      <td>1606.0</td>\n",
                            "      <td>3018.400000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3004.866000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3031.934000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>17</th>\n",
                            "      <td>2020-04-21 19:02:53</td>\n",
                            "      <td>3002.0</td>\n",
                            "      <td>3046.400000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3001.556000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3091.244000</td>\n",
                            "      <td>2020-04-21 19:02:53</td>\n",
                            "      <td>1451.0</td>\n",
                            "      <td>3046.400000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3001.556000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3091.244000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>18</th>\n",
                            "      <td>2020-04-21 19:02:54</td>\n",
                            "      <td>3073.0</td>\n",
                            "      <td>3048.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2929.051129</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3168.548871</td>\n",
                            "      <td>2020-04-21 19:02:54</td>\n",
                            "      <td>1502.0</td>\n",
                            "      <td>3048.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2929.051129</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3168.548871</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>19</th>\n",
                            "      <td>2020-04-21 19:02:55</td>\n",
                            "      <td>3075.0</td>\n",
                            "      <td>3048.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3020.730000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3075.270000</td>\n",
                            "      <td>2020-04-21 19:02:55</td>\n",
                            "      <td>1460.0</td>\n",
                            "      <td>3048.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3020.730000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3075.270000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>20</th>\n",
                            "      <td>2020-04-21 19:02:56</td>\n",
                            "      <td>3140.0</td>\n",
                            "      <td>3059.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2977.190000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3140.810000</td>\n",
                            "      <td>2020-04-21 19:02:56</td>\n",
                            "      <td>1508.0</td>\n",
                            "      <td>3059.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2977.190000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3140.810000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>21</th>\n",
                            "      <td>2020-04-21 19:02:57</td>\n",
                            "      <td>3188.0</td>\n",
                            "      <td>3095.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3002.276000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3188.924000</td>\n",
                            "      <td>2020-04-21 19:02:57</td>\n",
                            "      <td>1389.0</td>\n",
                            "      <td>3095.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3002.276000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3188.924000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>22</th>\n",
                            "      <td>2020-04-21 19:02:58</td>\n",
                            "      <td>3057.0</td>\n",
                            "      <td>3106.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3056.504000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3156.696000</td>\n",
                            "      <td>2020-04-21 19:02:58</td>\n",
                            "      <td>1421.0</td>\n",
                            "      <td>3106.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3056.504000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3156.696000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23</th>\n",
                            "      <td>2020-04-21 19:03:00</td>\n",
                            "      <td>2889.0</td>\n",
                            "      <td>3069.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2887.192000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3252.408000</td>\n",
                            "      <td>2020-04-21 19:03:00</td>\n",
                            "      <td>1563.0</td>\n",
                            "      <td>3069.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2887.192000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3252.408000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>24</th>\n",
                            "      <td>2020-04-21 19:03:01</td>\n",
                            "      <td>2937.0</td>\n",
                            "      <td>3042.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2935.948000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3148.452000</td>\n",
                            "      <td>2020-04-21 19:03:01</td>\n",
                            "      <td>1603.0</td>\n",
                            "      <td>3042.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2935.948000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3148.452000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>25</th>\n",
                            "      <td>2020-04-21 19:03:02</td>\n",
                            "      <td>3104.0</td>\n",
                            "      <td>3035.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2965.310000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3104.690000</td>\n",
                            "      <td>2020-04-21 19:03:02</td>\n",
                            "      <td>1586.0</td>\n",
                            "      <td>3035.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2965.310000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3104.690000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>26</th>\n",
                            "      <td>2020-04-21 19:03:03</td>\n",
                            "      <td>3214.0</td>\n",
                            "      <td>3040.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2864.662000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3215.738000</td>\n",
                            "      <td>2020-04-21 19:03:03</td>\n",
                            "      <td>1586.0</td>\n",
                            "      <td>3040.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2864.662000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3215.738000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>27</th>\n",
                            "      <td>2020-04-21 19:03:04</td>\n",
                            "      <td>3091.0</td>\n",
                            "      <td>3047.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3002.560000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3091.440000</td>\n",
                            "      <td>2020-04-21 19:03:04</td>\n",
                            "      <td>1437.0</td>\n",
                            "      <td>3047.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3002.560000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3091.440000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>28</th>\n",
                            "      <td>2020-04-21 19:03:05</td>\n",
                            "      <td>3054.0</td>\n",
                            "      <td>3080.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3053.740000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3106.260000</td>\n",
                            "      <td>2020-04-21 19:03:05</td>\n",
                            "      <td>1467.0</td>\n",
                            "      <td>3080.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3053.740000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3106.260000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>29</th>\n",
                            "      <td>2020-04-21 19:03:06</td>\n",
                            "      <td>3112.0</td>\n",
                            "      <td>3115.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3111.970000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3118.030000</td>\n",
                            "      <td>2020-04-21 19:03:06</td>\n",
                            "      <td>1563.0</td>\n",
                            "      <td>3115.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3111.970000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3118.030000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>30</th>\n",
                            "      <td>2020-04-21 19:03:07</td>\n",
                            "      <td>3104.0</td>\n",
                            "      <td>3115.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3103.890000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3126.110000</td>\n",
                            "      <td>2020-04-21 19:03:07</td>\n",
                            "      <td>1358.0</td>\n",
                            "      <td>3115.000000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3103.890000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3126.110000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>31</th>\n",
                            "      <td>2020-04-21 19:03:08</td>\n",
                            "      <td>3170.0</td>\n",
                            "      <td>3106.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3041.762000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3170.638000</td>\n",
                            "      <td>2020-04-21 19:03:08</td>\n",
                            "      <td>1640.0</td>\n",
                            "      <td>3106.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3041.762000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3170.638000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>32</th>\n",
                            "      <td>2020-04-21 19:03:09</td>\n",
                            "      <td>3069.0</td>\n",
                            "      <td>3101.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3068.672000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3134.928000</td>\n",
                            "      <td>2020-04-21 19:03:09</td>\n",
                            "      <td>1471.0</td>\n",
                            "      <td>3101.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3068.672000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3134.928000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>33</th>\n",
                            "      <td>2020-04-21 19:03:10</td>\n",
                            "      <td>2700.0</td>\n",
                            "      <td>3106.105882</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2695.938941</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3516.272824</td>\n",
                            "      <td>2020-04-21 19:03:10</td>\n",
                            "      <td>1560.0</td>\n",
                            "      <td>3106.105882</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2695.938941</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3516.272824</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>34</th>\n",
                            "      <td>2020-04-21 19:03:11</td>\n",
                            "      <td>3008.0</td>\n",
                            "      <td>3085.305882</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3007.226941</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3163.384824</td>\n",
                            "      <td>2020-04-21 19:03:11</td>\n",
                            "      <td>1602.0</td>\n",
                            "      <td>3085.305882</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3007.226941</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3163.384824</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>35</th>\n",
                            "      <td>2020-04-21 19:03:12</td>\n",
                            "      <td>2796.0</td>\n",
                            "      <td>3023.705882</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2793.722941</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3253.688824</td>\n",
                            "      <td>2020-04-21 19:03:12</td>\n",
                            "      <td>1561.0</td>\n",
                            "      <td>3023.705882</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2793.722941</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3253.688824</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>36</th>\n",
                            "      <td>2020-04-21 19:03:13</td>\n",
                            "      <td>2946.0</td>\n",
                            "      <td>2978.905882</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2945.670941</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3012.140824</td>\n",
                            "      <td>2020-04-21 19:03:13</td>\n",
                            "      <td>1438.0</td>\n",
                            "      <td>2978.905882</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2945.670941</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3012.140824</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>37</th>\n",
                            "      <td>2020-04-21 19:03:14</td>\n",
                            "      <td>2756.0</td>\n",
                            "      <td>2916.305882</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2754.396941</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3078.214824</td>\n",
                            "      <td>2020-04-21 19:03:14</td>\n",
                            "      <td>1503.0</td>\n",
                            "      <td>2916.305882</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2754.396941</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3078.214824</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>38</th>\n",
                            "      <td>2020-04-21 19:03:15</td>\n",
                            "      <td>3140.0</td>\n",
                            "      <td>2929.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2716.292000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3142.108000</td>\n",
                            "      <td>2020-04-21 19:03:15</td>\n",
                            "      <td>1607.0</td>\n",
                            "      <td>2929.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2716.292000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3142.108000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>39</th>\n",
                            "      <td>2020-04-21 19:03:16</td>\n",
                            "      <td>2974.0</td>\n",
                            "      <td>2922.400000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2870.284000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2974.516000</td>\n",
                            "      <td>2020-04-21 19:03:16</td>\n",
                            "      <td>1642.0</td>\n",
                            "      <td>2922.400000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2870.284000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2974.516000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>40</th>\n",
                            "      <td>2020-04-21 19:03:17</td>\n",
                            "      <td>3230.0</td>\n",
                            "      <td>3009.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2786.192000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3232.208000</td>\n",
                            "      <td>2020-04-21 19:03:17</td>\n",
                            "      <td>1351.0</td>\n",
                            "      <td>3009.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2786.192000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3232.208000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>41</th>\n",
                            "      <td>2020-04-21 19:03:18</td>\n",
                            "      <td>2874.0</td>\n",
                            "      <td>2994.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2872.792000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3116.808000</td>\n",
                            "      <td>2020-04-21 19:03:18</td>\n",
                            "      <td>1603.0</td>\n",
                            "      <td>2994.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2872.792000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3116.808000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>42</th>\n",
                            "      <td>2020-04-21 19:03:19</td>\n",
                            "      <td>2701.0</td>\n",
                            "      <td>3050.730000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2697.502700</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3403.957300</td>\n",
                            "      <td>2020-04-21 19:03:19</td>\n",
                            "      <td>1391.0</td>\n",
                            "      <td>3050.730000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2697.502700</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3403.957300</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>43</th>\n",
                            "      <td>2020-04-21 19:03:20</td>\n",
                            "      <td>3044.0</td>\n",
                            "      <td>3031.530000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3018.935300</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3044.124700</td>\n",
                            "      <td>2020-04-21 19:03:20</td>\n",
                            "      <td>1540.0</td>\n",
                            "      <td>3031.530000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>3018.935300</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3044.124700</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>44</th>\n",
                            "      <td>2020-04-21 19:03:21</td>\n",
                            "      <td>3149.0</td>\n",
                            "      <td>3066.530000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2983.235300</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3149.824700</td>\n",
                            "      <td>2020-04-21 19:03:21</td>\n",
                            "      <td>1513.0</td>\n",
                            "      <td>3066.530000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2983.235300</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3149.824700</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>45</th>\n",
                            "      <td>2020-04-21 19:03:22</td>\n",
                            "      <td>2873.0</td>\n",
                            "      <td>2995.130000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2871.778700</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3118.481300</td>\n",
                            "      <td>2020-04-21 19:03:22</td>\n",
                            "      <td>1461.0</td>\n",
                            "      <td>2995.130000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2871.778700</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3118.481300</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>46</th>\n",
                            "      <td>2020-04-21 19:03:24</td>\n",
                            "      <td>3104.0</td>\n",
                            "      <td>3041.130000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2977.631300</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3104.628700</td>\n",
                            "      <td>2020-04-21 19:03:24</td>\n",
                            "      <td>1622.0</td>\n",
                            "      <td>3041.130000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2977.631300</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3104.628700</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>47</th>\n",
                            "      <td>2020-04-21 19:03:25</td>\n",
                            "      <td>2729.0</td>\n",
                            "      <td>2979.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2726.492000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3233.108000</td>\n",
                            "      <td>2020-04-21 19:03:25</td>\n",
                            "      <td>1481.0</td>\n",
                            "      <td>2979.800000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2726.492000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3233.108000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>48</th>\n",
                            "      <td>2020-04-21 19:03:26</td>\n",
                            "      <td>2756.0</td>\n",
                            "      <td>2922.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2754.338000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3090.062000</td>\n",
                            "      <td>2020-04-21 19:03:26</td>\n",
                            "      <td>1501.0</td>\n",
                            "      <td>2922.200000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2754.338000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>3090.062000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>49</th>\n",
                            "      <td>2020-04-21 19:03:27</td>\n",
                            "      <td>2716.0</td>\n",
                            "      <td>2835.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2714.804000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2956.396000</td>\n",
                            "      <td>2020-04-21 19:03:27</td>\n",
                            "      <td>1358.0</td>\n",
                            "      <td>2835.600000</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>False</td>\n",
                            "      <td>2714.804000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>2956.396000</td>\n",
                            "      <td>dev-1</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain":
                        [
                            "              timestampRPM  valueRPM  expectedValuesRPM  isAnomalyRPM  \\\n",
                            "index                                                                   \n",
                            "0      2020-04-21 19:02:35    2770.0        2770.000000         False   \n",
                            "1      2020-04-21 19:02:37    3037.0        2903.500000         False   \n",
                            "2      2020-04-21 19:02:38    3212.0        3006.333333         False   \n",
                            "3      2020-04-21 19:02:39    2707.0        2931.500000         False   \n",
                            "4      2020-04-21 19:02:40    2802.0        2905.600000         False   \n",
                            "5      2020-04-21 19:02:41    2715.0        2894.600000         False   \n",
                            "6      2020-04-21 19:02:42    3035.0        2894.200000         False   \n",
                            "7      2020-04-21 19:02:43    3145.0        2880.800000         False   \n",
                            "8      2020-04-21 19:02:44    2760.0        2891.400000         False   \n",
                            "9      2020-04-21 19:02:45    2919.0        2914.800000         False   \n",
                            "10     2020-04-21 19:02:46    2707.0        2913.200000         False   \n",
                            "11     2020-04-21 19:02:47    2799.0        2866.000000         False   \n",
                            "12     2020-04-21 19:02:48    2862.0        2809.400000         False   \n",
                            "13     2020-04-21 19:02:49    3061.0        2869.600000         False   \n",
                            "14     2020-04-21 19:02:50    3079.0        2901.600000         False   \n",
                            "15     2020-04-21 19:02:51    3085.0        2977.200000         False   \n",
                            "16     2020-04-21 19:02:52    3005.0        3018.400000         False   \n",
                            "17     2020-04-21 19:02:53    3002.0        3046.400000         False   \n",
                            "18     2020-04-21 19:02:54    3073.0        3048.800000         False   \n",
                            "19     2020-04-21 19:02:55    3075.0        3048.000000         False   \n",
                            "20     2020-04-21 19:02:56    3140.0        3059.000000         False   \n",
                            "21     2020-04-21 19:02:57    3188.0        3095.600000         False   \n",
                            "22     2020-04-21 19:02:58    3057.0        3106.600000         False   \n",
                            "23     2020-04-21 19:03:00    2889.0        3069.800000         False   \n",
                            "24     2020-04-21 19:03:01    2937.0        3042.200000         False   \n",
                            "25     2020-04-21 19:03:02    3104.0        3035.000000         False   \n",
                            "26     2020-04-21 19:03:03    3214.0        3040.200000         False   \n",
                            "27     2020-04-21 19:03:04    3091.0        3047.000000         False   \n",
                            "28     2020-04-21 19:03:05    3054.0        3080.000000         False   \n",
                            "29     2020-04-21 19:03:06    3112.0        3115.000000         False   \n",
                            "30     2020-04-21 19:03:07    3104.0        3115.000000         False   \n",
                            "31     2020-04-21 19:03:08    3170.0        3106.200000         False   \n",
                            "32     2020-04-21 19:03:09    3069.0        3101.800000         False   \n",
                            "33     2020-04-21 19:03:10    2700.0        3106.105882         False   \n",
                            "34     2020-04-21 19:03:11    3008.0        3085.305882         False   \n",
                            "35     2020-04-21 19:03:12    2796.0        3023.705882         False   \n",
                            "36     2020-04-21 19:03:13    2946.0        2978.905882         False   \n",
                            "37     2020-04-21 19:03:14    2756.0        2916.305882         False   \n",
                            "38     2020-04-21 19:03:15    3140.0        2929.200000         False   \n",
                            "39     2020-04-21 19:03:16    2974.0        2922.400000         False   \n",
                            "40     2020-04-21 19:03:17    3230.0        3009.200000         False   \n",
                            "41     2020-04-21 19:03:18    2874.0        2994.800000         False   \n",
                            "42     2020-04-21 19:03:19    2701.0        3050.730000         False   \n",
                            "43     2020-04-21 19:03:20    3044.0        3031.530000         False   \n",
                            "44     2020-04-21 19:03:21    3149.0        3066.530000         False   \n",
                            "45     2020-04-21 19:03:22    2873.0        2995.130000         False   \n",
                            "46     2020-04-21 19:03:24    3104.0        3041.130000         False   \n",
                            "47     2020-04-21 19:03:25    2729.0        2979.800000         False   \n",
                            "48     2020-04-21 19:03:26    2756.0        2922.200000         False   \n",
                            "49     2020-04-21 19:03:27    2716.0        2835.600000         False   \n",
                            "\n",
                            "       isNegativeAnomalyRPM  isPositiveAnomalyRPM  lowerMarginsRPM  periodRPM  \\\n",
                            "index                                                                           \n",
                            "0                     False                 False      2764.250000          0   \n",
                            "1                     False                 False      2768.665000          0   \n",
                            "2                     False                 False      2798.610000          0   \n",
                            "3                     False                 False      2704.755000          0   \n",
                            "4                     False                 False      2800.964000          0   \n",
                            "5                     False                 False      2713.204000          0   \n",
                            "6                     False                 False      2751.992000          0   \n",
                            "7                     False                 False      2613.958000          0   \n",
                            "8                     False                 False      2758.686000          0   \n",
                            "9                     False                 False      2909.050000          0   \n",
                            "10                    False                 False      2704.938000          0   \n",
                            "11                    False                 False      2798.330000          0   \n",
                            "12                    False                 False      2756.274000          0   \n",
                            "13                    False                 False      2676.286000          0   \n",
                            "14                    False                 False      2722.426000          0   \n",
                            "15                    False                 False      2868.322000          0   \n",
                            "16                    False                 False      3004.866000          0   \n",
                            "17                    False                 False      3001.556000          0   \n",
                            "18                    False                 False      2929.051129          0   \n",
                            "19                    False                 False      3020.730000          0   \n",
                            "20                    False                 False      2977.190000          0   \n",
                            "21                    False                 False      3002.276000          0   \n",
                            "22                    False                 False      3056.504000          0   \n",
                            "23                    False                 False      2887.192000          0   \n",
                            "24                    False                 False      2935.948000          0   \n",
                            "25                    False                 False      2965.310000          0   \n",
                            "26                    False                 False      2864.662000          0   \n",
                            "27                    False                 False      3002.560000          0   \n",
                            "28                    False                 False      3053.740000          0   \n",
                            "29                    False                 False      3111.970000          0   \n",
                            "30                    False                 False      3103.890000          0   \n",
                            "31                    False                 False      3041.762000          0   \n",
                            "32                    False                 False      3068.672000          0   \n",
                            "33                    False                 False      2695.938941          0   \n",
                            "34                    False                 False      3007.226941          0   \n",
                            "35                    False                 False      2793.722941          0   \n",
                            "36                    False                 False      2945.670941          0   \n",
                            "37                    False                 False      2754.396941          0   \n",
                            "38                    False                 False      2716.292000          0   \n",
                            "39                    False                 False      2870.284000          0   \n",
                            "40                    False                 False      2786.192000          0   \n",
                            "41                    False                 False      2872.792000          0   \n",
                            "42                    False                 False      2697.502700          0   \n",
                            "43                    False                 False      3018.935300          0   \n",
                            "44                    False                 False      2983.235300          0   \n",
                            "45                    False                 False      2871.778700          0   \n",
                            "46                    False                 False      2977.631300          0   \n",
                            "47                    False                 False      2726.492000          0   \n",
                            "48                    False                 False      2754.338000          0   \n",
                            "49                    False                 False      2714.804000          0   \n",
                            "\n",
                            "       upperMarginsRPM          timestampMW  valueMW  expectedValuesMW  \\\n",
                            "index                                                                    \n",
                            "0          2775.750000  2020-04-21 19:02:35   1449.0       2770.000000   \n",
                            "1          3038.335000  2020-04-21 19:02:37   1569.0       2903.500000   \n",
                            "2          3214.056667  2020-04-21 19:02:38   1570.0       3006.333333   \n",
                            "3          3158.245000  2020-04-21 19:02:39   1429.0       2931.500000   \n",
                            "4          3010.236000  2020-04-21 19:02:40   1523.0       2905.600000   \n",
                            "5          3075.996000  2020-04-21 19:02:41   1374.0       2894.600000   \n",
                            "6          3036.408000  2020-04-21 19:02:42   1539.0       2894.200000   \n",
                            "7          3147.642000  2020-04-21 19:02:43   1568.0       2880.800000   \n",
                            "8          3024.114000  2020-04-21 19:02:44   1382.0       2891.400000   \n",
                            "9          2920.550000  2020-04-21 19:02:45   1441.0       2914.800000   \n",
                            "10         3121.462000  2020-04-21 19:02:46   1405.0       2913.200000   \n",
                            "11         2933.670000  2020-04-21 19:02:47   1536.0       2866.000000   \n",
                            "12         2862.526000  2020-04-21 19:02:48   1362.0       2809.400000   \n",
                            "13         3062.914000  2020-04-21 19:02:49   1612.0       2869.600000   \n",
                            "14         3080.774000  2020-04-21 19:02:50   1425.0       2901.600000   \n",
                            "15         3086.078000  2020-04-21 19:02:51   1605.0       2977.200000   \n",
                            "16         3031.934000  2020-04-21 19:02:52   1606.0       3018.400000   \n",
                            "17         3091.244000  2020-04-21 19:02:53   1451.0       3046.400000   \n",
                            "18         3168.548871  2020-04-21 19:02:54   1502.0       3048.800000   \n",
                            "19         3075.270000  2020-04-21 19:02:55   1460.0       3048.000000   \n",
                            "20         3140.810000  2020-04-21 19:02:56   1508.0       3059.000000   \n",
                            "21         3188.924000  2020-04-21 19:02:57   1389.0       3095.600000   \n",
                            "22         3156.696000  2020-04-21 19:02:58   1421.0       3106.600000   \n",
                            "23         3252.408000  2020-04-21 19:03:00   1563.0       3069.800000   \n",
                            "24         3148.452000  2020-04-21 19:03:01   1603.0       3042.200000   \n",
                            "25         3104.690000  2020-04-21 19:03:02   1586.0       3035.000000   \n",
                            "26         3215.738000  2020-04-21 19:03:03   1586.0       3040.200000   \n",
                            "27         3091.440000  2020-04-21 19:03:04   1437.0       3047.000000   \n",
                            "28         3106.260000  2020-04-21 19:03:05   1467.0       3080.000000   \n",
                            "29         3118.030000  2020-04-21 19:03:06   1563.0       3115.000000   \n",
                            "30         3126.110000  2020-04-21 19:03:07   1358.0       3115.000000   \n",
                            "31         3170.638000  2020-04-21 19:03:08   1640.0       3106.200000   \n",
                            "32         3134.928000  2020-04-21 19:03:09   1471.0       3101.800000   \n",
                            "33         3516.272824  2020-04-21 19:03:10   1560.0       3106.105882   \n",
                            "34         3163.384824  2020-04-21 19:03:11   1602.0       3085.305882   \n",
                            "35         3253.688824  2020-04-21 19:03:12   1561.0       3023.705882   \n",
                            "36         3012.140824  2020-04-21 19:03:13   1438.0       2978.905882   \n",
                            "37         3078.214824  2020-04-21 19:03:14   1503.0       2916.305882   \n",
                            "38         3142.108000  2020-04-21 19:03:15   1607.0       2929.200000   \n",
                            "39         2974.516000  2020-04-21 19:03:16   1642.0       2922.400000   \n",
                            "40         3232.208000  2020-04-21 19:03:17   1351.0       3009.200000   \n",
                            "41         3116.808000  2020-04-21 19:03:18   1603.0       2994.800000   \n",
                            "42         3403.957300  2020-04-21 19:03:19   1391.0       3050.730000   \n",
                            "43         3044.124700  2020-04-21 19:03:20   1540.0       3031.530000   \n",
                            "44         3149.824700  2020-04-21 19:03:21   1513.0       3066.530000   \n",
                            "45         3118.481300  2020-04-21 19:03:22   1461.0       2995.130000   \n",
                            "46         3104.628700  2020-04-21 19:03:24   1622.0       3041.130000   \n",
                            "47         3233.108000  2020-04-21 19:03:25   1481.0       2979.800000   \n",
                            "48         3090.062000  2020-04-21 19:03:26   1501.0       2922.200000   \n",
                            "49         2956.396000  2020-04-21 19:03:27   1358.0       2835.600000   \n",
                            "\n",
                            "       isAnomalyMW  isNegativeAnomalyMW  isPositiveAnomalyMW  lowerMarginsMW  \\\n",
                            "index                                                                          \n",
                            "0            False                False                False     2764.250000   \n",
                            "1            False                False                False     2768.665000   \n",
                            "2            False                False                False     2798.610000   \n",
                            "3            False                False                False     2704.755000   \n",
                            "4            False                False                False     2800.964000   \n",
                            "5            False                False                False     2713.204000   \n",
                            "6            False                False                False     2751.992000   \n",
                            "7            False                False                False     2613.958000   \n",
                            "8            False                False                False     2758.686000   \n",
                            "9            False                False                False     2909.050000   \n",
                            "10           False                False                False     2704.938000   \n",
                            "11           False                False                False     2798.330000   \n",
                            "12           False                False                False     2756.274000   \n",
                            "13           False                False                False     2676.286000   \n",
                            "14           False                False                False     2722.426000   \n",
                            "15           False                False                False     2868.322000   \n",
                            "16           False                False                False     3004.866000   \n",
                            "17           False                False                False     3001.556000   \n",
                            "18           False                False                False     2929.051129   \n",
                            "19           False                False                False     3020.730000   \n",
                            "20           False                False                False     2977.190000   \n",
                            "21           False                False                False     3002.276000   \n",
                            "22           False                False                False     3056.504000   \n",
                            "23           False                False                False     2887.192000   \n",
                            "24           False                False                False     2935.948000   \n",
                            "25           False                False                False     2965.310000   \n",
                            "26           False                False                False     2864.662000   \n",
                            "27           False                False                False     3002.560000   \n",
                            "28           False                False                False     3053.740000   \n",
                            "29           False                False                False     3111.970000   \n",
                            "30           False                False                False     3103.890000   \n",
                            "31           False                False                False     3041.762000   \n",
                            "32           False                False                False     3068.672000   \n",
                            "33           False                False                False     2695.938941   \n",
                            "34           False                False                False     3007.226941   \n",
                            "35           False                False                False     2793.722941   \n",
                            "36           False                False                False     2945.670941   \n",
                            "37           False                False                False     2754.396941   \n",
                            "38           False                False                False     2716.292000   \n",
                            "39           False                False                False     2870.284000   \n",
                            "40           False                False                False     2786.192000   \n",
                            "41           False                False                False     2872.792000   \n",
                            "42           False                False                False     2697.502700   \n",
                            "43           False                False                False     3018.935300   \n",
                            "44           False                False                False     2983.235300   \n",
                            "45           False                False                False     2871.778700   \n",
                            "46           False                False                False     2977.631300   \n",
                            "47           False                False                False     2726.492000   \n",
                            "48           False                False                False     2754.338000   \n",
                            "49           False                False                False     2714.804000   \n",
                            "\n",
                            "       periodMW  upperMarginsMW deviceId  \n",
                            "index                                     \n",
                            "0             0     2775.750000    dev-1  \n",
                            "1             0     3038.335000    dev-1  \n",
                            "2             0     3214.056667    dev-1  \n",
                            "3             0     3158.245000    dev-1  \n",
                            "4             0     3010.236000    dev-1  \n",
                            "5             0     3075.996000    dev-1  \n",
                            "6             0     3036.408000    dev-1  \n",
                            "7             0     3147.642000    dev-1  \n",
                            "8             0     3024.114000    dev-1  \n",
                            "9             0     2920.550000    dev-1  \n",
                            "10            0     3121.462000    dev-1  \n",
                            "11            0     2933.670000    dev-1  \n",
                            "12            0     2862.526000    dev-1  \n",
                            "13            0     3062.914000    dev-1  \n",
                            "14            0     3080.774000    dev-1  \n",
                            "15            0     3086.078000    dev-1  \n",
                            "16            0     3031.934000    dev-1  \n",
                            "17            0     3091.244000    dev-1  \n",
                            "18            0     3168.548871    dev-1  \n",
                            "19            0     3075.270000    dev-1  \n",
                            "20            0     3140.810000    dev-1  \n",
                            "21            0     3188.924000    dev-1  \n",
                            "22            0     3156.696000    dev-1  \n",
                            "23            0     3252.408000    dev-1  \n",
                            "24            0     3148.452000    dev-1  \n",
                            "25            0     3104.690000    dev-1  \n",
                            "26            0     3215.738000    dev-1  \n",
                            "27            0     3091.440000    dev-1  \n",
                            "28            0     3106.260000    dev-1  \n",
                            "29            0     3118.030000    dev-1  \n",
                            "30            0     3126.110000    dev-1  \n",
                            "31            0     3170.638000    dev-1  \n",
                            "32            0     3134.928000    dev-1  \n",
                            "33            0     3516.272824    dev-1  \n",
                            "34            0     3163.384824    dev-1  \n",
                            "35            0     3253.688824    dev-1  \n",
                            "36            0     3012.140824    dev-1  \n",
                            "37            0     3078.214824    dev-1  \n",
                            "38            0     3142.108000    dev-1  \n",
                            "39            0     2974.516000    dev-1  \n",
                            "40            0     3232.208000    dev-1  \n",
                            "41            0     3116.808000    dev-1  \n",
                            "42            0     3403.957300    dev-1  \n",
                            "43            0     3044.124700    dev-1  \n",
                            "44            0     3149.824700    dev-1  \n",
                            "45            0     3118.481300    dev-1  \n",
                            "46            0     3104.628700    dev-1  \n",
                            "47            0     3233.108000    dev-1  \n",
                            "48            0     3090.062000    dev-1  \n",
                            "49            0     2956.396000    dev-1  "
                        ]
                    },
                    "metadata":
                    {
                        "application/vnd.dataresource+json":
                        {
                            "dx":
                            {
                                "summaryType": "violin",
                                "marginalGraphics": "none",
                                "view": "grid",
                                "areaType": "hexbin",
                                "selectedDimensions":
                                [
                                    "isAnomalyRPM"
                                ],
                                "selectedMetrics": [],
                                "networkType": "force",
                                "pieceType": "bar",
                                "lineType": "line",
                                "hierarchyType": "dendrogram",
                                "colors":
                                [
                                    "#DA752E",
                                    "#E5C209",
                                    "#1441A0",
                                    "#B86117",
                                    "#4D430C",
                                    "#1DB390",
                                    "#B3331D",
                                    "#088EB2",
                                    "#417505",
                                    "#E479A8",
                                    "#F9F39E",
                                    "#5782DC",
                                    "#EBA97B",
                                    "#A2AB60",
                                    "#B291CF",
                                    "#8DD2C2",
                                    "#E6A19F",
                                    "#3DC7E0",
                                    "#98CE5B"
                                ],
                                "trendLine": "none",
                                "barGrouping": "Clustered",
                                "chart":
                                {
                                    "metric1": "valueRPM",
                                    "metric2": "expectedValuesRPM",
                                    "timeseriesSort": "array-order",
                                    "metric3": "none",
                                    "metric4": "none",
                                    "networkLabel": "none",
                                    "dim1": "isAnomalyRPM",
                                    "dim2": "isNegativeAnomalyRPM",
                                    "dim3": "none"
                                }
                            }
                        }
                    }
                }
            ],
            "execution_count": 12,
            "metadata":
            {
                "collapsed": false,
                "execution":
                {
                    "iopub.execute_input": "2020-04-21T20:24:12.988Z",
                    "iopub.status.busy": "2020-04-21T20:24:12.984Z",
                    "iopub.status.idle": "2020-04-21T20:24:13.140Z",
                    "shell.execute_reply": "2020-04-21T20:24:13.147Z"
                },
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                    "transient":
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                        "deleting": false
                    }
                },
                "trusted": true
            }
        },
        {
            "cell_type": "markdown",
            "source":
            [
                "## Step 12 - Loading the Anomalies into Azure Cosmos DB\n",
                "\n",
                "Now let's load the results into Azure Cosmos Db. **But Why?** For two reasons:\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "1. **Metadata:** Now we have the expected values, per device and per unit: the values between the lower and the upper margins. You can read from Azure Cosmos DB and detect anomalies in real time or in batch. This method is cheaper and faster than using the Anomaly Detector API for every single datapoint. The API should be used from time to time to refresh the metadata because of seasonality and other factors. The API also can be used to cross validate the anomalies detected.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                "2. **Advanced Analytics/AI:** This data can be queried not only from Azure Cosmos DB transactional store, but also from our brand new [Analitical Store](https://azure.microsoft.com/en-us/updates/new-analytics-storage-for-azure-cosmos-db-is-now-in-preview/). You can use both for PBI reports, more Machine Learning analysis, predictions, etc.\n",
                "\n",
                "&nbsp;\n",
                "\n",
                ">**Did you know?** Azure Cosmos DB guarantees less than 10-ms latencies for reads and writes at the 99th percentile, all around the world. [Learn more](https://docs.microsoft.com/en-us/azure/cosmos-db/introduction#guaranteed-low-latency-at-99th-percentile-worldwide).\n",
                "\n",
                "\n",
                "**THIS FUNCTION DOESN'T TEST IF THE SAME DATA WAS UPLOADED BEFORE.**"
            ],
            "metadata":
            {
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
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            }
        },
        {
            "cell_type": "code",
            "source":
            [
                "###########################################################################################\n",
                "# Loading the Data into Azure Cosmos DB\n",
                "###########################################################################################\n",
                "\n",
                "#  Initialization\n",
                "db_name = \"CosmosAnalyticsDemoDb\"\n",
                "container_name = \"IotAnomalies\"\n",
                "partition_key_value = \"/deviceId\" #Thinking that in the future you will have multiple devices.Also, data will probably analyzed per device.\n",
                "\n",
                "# Key Objects Creation\n",
                "\n",
                "database_client = cosmos_client.create_database_if_not_exists(db_name)\n",
                "print(database_client, 'ok')\n",
                "\n",
                "container_client = database_client.create_container_if_not_exists(id=container_name, partition_key=PartitionKey(path=partition_key_value),offer_throughput=400)\n",
                "print(container_client, 'ok')\n",
                "\n",
                "for i in range(0, len(output_df)):\n",
                "    \n",
                "    if (i % 10 == 0 ) and (i > 0): #let's report the progress for each 10 docs uploaded\n",
                "        print ('Number of docs uploaded: ', i)\n",
                "   \n",
                "    adMetaData = {\n",
                "    'id' : str(uuid.uuid4()),\n",
                "    'deviceId' :output_df.iloc[i]['deviceId'], \n",
                "    'timestamp' : output_df.iloc[i]['timestampRPM'], #Doesn't matter, for this column RPM = MW\n",
                "    'originalMWValue' : int(output_df.iloc[i]['valueMW']),\n",
                "    'expectedValuesMW' : int(output_df.iloc[i]['expectedValuesMW']), # Keeping 'values', plural as the original name.\n",
                "    'output_df' : str(output_df.iloc[i]['isAnomalyMW']).lower(),\n",
                "    'isNegativeAnomalyMW' : str(output_df.iloc[i]['isNegativeAnomalyMW']).lower(),\n",
                "    'isPositiveAnomalyMW' : str(output_df.iloc[i]['isPositiveAnomalyMW']).lower(),\n",
                "    'lowerMarginsMW' : int(output_df.iloc[i]['lowerMarginsMW']),\n",
                "    'upperMarginsMW' : int(output_df.iloc[i]['upperMarginsMW']),\n",
                "    'periodMW' : int(output_df.iloc[i]['periodMW']),\n",
                "    'originalRPMValue' : output_df.iloc[i]['valueRPM'],\n",
                "    'expectedValuesRPM' : output_df.iloc[i]['expectedValuesRPM'], # Keeping 'values', plural as the original name.\n",
                "    'isAnomalyRPM' : str(output_df.iloc[i]['isAnomalyRPM']).lower(),\n",
                "    'isNegativeAnomalyRPM' : str(output_df.iloc[i]['isNegativeAnomalyRPM']).lower(),\n",
                "    'isPositiveAnomalyRPM' : str(output_df.iloc[i]['isPositiveAnomalyRPM']).lower(),\n",
                "    'lowerMarginsRPM' : int(output_df.iloc[i]['lowerMarginsRPM']),\n",
                "    'upperMarginsRPM' : int(output_df.iloc[i]['upperMarginsRPM']),\n",
                "    'periodRPM' : int(output_df.iloc[i]['periodRPM'])\n",
                "    }\n",
                "    container_client.create_item(body=adMetaData)"
            ],
            "outputs":
            [
                {
                    "output_type": "stream",
                    "name": "stdout",
                    "text":
                    [
                        "<DatabaseProxy [dbs/CosmosAnalyticsDemoDb]> ok\n",
                        "<ContainerProxy [dbs/CosmosAnalyticsDemoDb/colls/IotAnomalies]> ok\n",
                        "Number of docs uploaded:  10\n",
                        "Number of docs uploaded:  20\n",
                        "Number of docs uploaded:  30\n",
                        "Number of docs uploaded:  40\n",
                        "Number of docs uploaded:  50\n",
                        "Number of docs uploaded:  60\n",
                        "Number of docs uploaded:  70\n",
                        "Number of docs uploaded:  80\n",
                        "Number of docs uploaded:  90\n",
                        "Number of docs uploaded:  100\n",
                        "Number of docs uploaded:  110\n",
                        "Number of docs uploaded:  120\n",
                        "Number of docs uploaded:  130\n",
                        "Number of docs uploaded:  140\n",
                        "Number of docs uploaded:  150\n",
                        "Number of docs uploaded:  160\n",
                        "Number of docs uploaded:  170\n",
                        "Number of docs uploaded:  180\n",
                        "Number of docs uploaded:  190\n",
                        "Number of docs uploaded:  200\n",
                        "Number of docs uploaded:  210\n",
                        "Number of docs uploaded:  220\n",
                        "Number of docs uploaded:  230\n",
                        "Number of docs uploaded:  240\n",
                        "Number of docs uploaded:  250\n",
                        "Number of docs uploaded:  260\n",
                        "Number of docs uploaded:  270\n",
                        "Number of docs uploaded:  280\n",
                        "Number of docs uploaded:  290\n",
                        "Number of docs uploaded:  300\n",
                        "Number of docs uploaded:  310\n",
                        "Number of docs uploaded:  320\n",
                        "Number of docs uploaded:  330\n",
                        "Number of docs uploaded:  340\n",
                        "Number of docs uploaded:  350\n",
                        "Number of docs uploaded:  360\n",
                        "Number of docs uploaded:  370\n",
                        "Number of docs uploaded:  380\n",
                        "Number of docs uploaded:  390\n",
                        "Number of docs uploaded:  400\n",
                        "Number of docs uploaded:  410\n",
                        "Number of docs uploaded:  420\n",
                        "Number of docs uploaded:  430\n",
                        "Number of docs uploaded:  440\n",
                        "Number of docs uploaded:  450\n",
                        "Number of docs uploaded:  460\n",
                        "Number of docs uploaded:  470\n",
                        "Number of docs uploaded:  480\n",
                        "Number of docs uploaded:  490\n"
                    ]
                }
            ],
            "execution_count": 13,
            "metadata":
            {
                "collapsed": false,
                "execution":
                {
                    "iopub.execute_input": "2020-04-21T20:24:17.553Z",
                    "iopub.status.busy": "2020-04-21T20:24:17.549Z",
                    "iopub.status.idle": "2020-04-21T20:24:30.686Z",
                    "shell.execute_reply": "2020-04-21T20:24:30.691Z"
                },
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                    "source_hidden": false
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                "nteract":
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                        "deleting": false
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                },
                "trusted": true
            }
        },
        {
            "cell_type": "markdown",
            "source":
            [
                "## Step 13 - Checking the Anomalies Container\n",
                "\n",
                "Let's check the documents we uploaded to the container."
            ],
            "metadata":
            {
                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                }
            }
        },
        {
            "cell_type": "code",
            "source":
            [
                "%container IotAnomalies"
            ],
            "outputs": [],
            "execution_count": 18,
            "metadata":
            {
                "collapsed": false,
                "execution":
                {
                    "iopub.status.busy": "2020-04-21T20:24:39.287Z",
                    "iopub.status.idle": "2020-04-21T20:24:39.349Z",
                    "shell.execute_reply": "2020-04-21T20:24:39.357Z"
                },
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                    "outputs_hidden": false,
                    "source_hidden": false
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                {
                    "transient":
                    {
                        "deleting": false
                    }
                },
                "trusted": true
            }
        },
        {
            "cell_type": "code",
            "source":
            [
                "%database CosmosAnalyticsDemoDb"
            ],
            "outputs": [],
            "execution_count": 19,
            "metadata":
            {
                "collapsed": false,
                "execution":
                {
                    "iopub.status.busy": "2020-04-21T20:24:40.700Z",
                    "iopub.status.idle": "2020-04-21T20:24:40.765Z",
                    "shell.execute_reply": "2020-04-21T20:24:40.773Z"
                },
                "jupyter":
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                    "outputs_hidden": false,
                    "source_hidden": false
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                "nteract":
                {
                    "transient":
                    {
                        "deleting": false
                    }
                },
                "trusted": true
            }
        },
        {
            "cell_type": "code",
            "source":
            [
                "%%sql \n",
                "SELECT count(1) FROM c "
            ],
            "outputs":
            [
                {
                    "output_type": "display_data",
                    "data":
                    {
                        "text/html":
                        [
                            "\r\n",
                            "<div>\r\n",
                            "  <style type='text/css' scoped>\r\n",
                            ".collapsible {\r\n",
                            "  background-color: #fff;\r\n",
                            "  color: #0078D4;\r\n",
                            "  cursor: pointer;\r\n",
                            "  padding: 10px;\r\n",
                            "  border: none;\r\n",
                            "  text-align: left;\r\n",
                            "  outline: none;\r\n",
                            "  font-size: 15px;\r\n",
                            "  border-radius: 5px;\r\n",
                            "  margin: 5px\r\n",
                            "}\r\n",
                            "\r\n",
                            ".active, .collapsible:hover {\r\n",
                            "  color: #4db2ff;\r\n",
                            "}\r\n",
                            "\r\n",
                            ".content {\r\n",
                            "  margin: 2px;\r\n",
                            "  padding: 0 18px;\r\n",
                            "  overflow: hidden;\r\n",
                            "  background-color: #fff;\r\n",
                            "  height: 0px;\r\n",
                            "  -moz-transition: height .2s ease-out;\r\n",
                            "  -ms-transition: height .2s ease-out;\r\n",
                            "  -o-transition: height .2s ease-out;\r\n",
                            "  -webkit-transition: height .2s ease-out;\r\n",
                            "  transition: height .2s ease-out;\r\n",
                            "}\r\n",
                            "</style>\r\n",
                            "\r\n",
                            "<button type='button' class='collapsible'>▶ View Query Metrics</button>\r\n",
                            "  \r\n",
                            "<div class='content'>\r\n",
                            "  <div class='measuringWrapper'>\r\n",
                            "    <span style=\"color:#0078D4\"><b>totalExecutionTimeInMs    </b>:    0.6<br/><b>queryCompileTimeInMs    </b>:    0.12<br/><b>queryLogicalPlanBuildTimeInMs    </b>:    0.03<br/><b>queryPhysicalPlanBuildTimeInMs    </b>:    0.05<br/><b>queryOptimizationTimeInMs    </b>:    0<br/><b>VMExecutionTimeInMs    </b>:    0.26<br/><b>indexLookupTimeInMs    </b>:    0.23<br/><b>documentLoadTimeInMs    </b>:    0<br/><b>systemFunctionExecuteTimeInMs    </b>:    0<br/><b>userFunctionExecuteTimeInMs    </b>:    0<br/><b>retrievedDocumentCount    </b>:    0<br/><b>retrievedDocumentSize    </b>:    0<br/><b>outputDocumentCount    </b>:    1<br/><b>outputDocumentSize    </b>:    81<br/><b>writeOutputTimeInMs    </b>:    0<br/><b>averageIndexUtilizationRation    </b>:    1<br/></span>\r\n",
                            "  </div>\r\n",
                            "</div>\r\n",
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                            "      <th>12</th>\n",
                            "      <td>2020-04-17 18:03:07</td>\n",
                            "      <td>dev-2</td>\n",
                            "      <td>true</td>\n",
                            "      <td>3906</td>\n",
                            "      <td>2910.157143</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>13</th>\n",
                            "      <td>2020-04-17 18:04:34</td>\n",
                            "      <td>dev-2</td>\n",
                            "      <td>true</td>\n",
                            "      <td>4070</td>\n",
                            "      <td>3040.328302</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>14</th>\n",
                            "      <td>2020-04-17 18:05:41</td>\n",
                            "      <td>dev-2</td>\n",
                            "      <td>true</td>\n",
                            "      <td>3979</td>\n",
                            "      <td>2966.711905</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>15</th>\n",
                            "      <td>2020-04-17 18:06:07</td>\n",
                            "      <td>dev-2</td>\n",
                            "      <td>true</td>\n",
                            "      <td>4009</td>\n",
                            "      <td>2968.035417</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>16</th>\n",
                            "      <td>2020-04-21 19:04:26</td>\n",
                            "      <td>dev-1</td>\n",
                            "      <td>true</td>\n",
                            "      <td>4275</td>\n",
                            "      <td>3014.636735</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>17</th>\n",
                            "      <td>2020-04-21 19:04:42</td>\n",
                            "      <td>dev-1</td>\n",
                            "      <td>true</td>\n",
                            "      <td>4268</td>\n",
                            "      <td>3064.403571</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>18</th>\n",
                            "      <td>2020-04-21 19:06:15</td>\n",
                            "      <td>dev-1</td>\n",
                            "      <td>true</td>\n",
                            "      <td>4070</td>\n",
                            "      <td>3038.135294</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>19</th>\n",
                            "      <td>2020-04-21 19:04:42</td>\n",
                            "      <td>dev-2</td>\n",
                            "      <td>true</td>\n",
                            "      <td>4372</td>\n",
                            "      <td>2966.274284</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>20</th>\n",
                            "      <td>2020-04-21 19:06:15</td>\n",
                            "      <td>dev-2</td>\n",
                            "      <td>true</td>\n",
                            "      <td>4335</td>\n",
                            "      <td>2956.422222</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain":
                        [
                            "              timestamp deviceId isAnomalyRPM  originalRPMValue  \\\n",
                            "0   2020-04-17 18:03:07    dev-1         true              4156   \n",
                            "1   2020-04-17 18:04:34    dev-1         true              4223   \n",
                            "2   2020-04-17 18:05:41    dev-1         true              3941   \n",
                            "3   2020-04-17 18:06:07    dev-1         true              4091   \n",
                            "4   2020-04-17 18:03:07    dev-2         true              3906   \n",
                            "5   2020-04-17 18:04:34    dev-2         true              4070   \n",
                            "6   2020-04-17 18:05:41    dev-2         true              3979   \n",
                            "7   2020-04-17 18:06:07    dev-2         true              4009   \n",
                            "8   2020-04-17 18:03:07    dev-1         true              4156   \n",
                            "9   2020-04-17 18:04:34    dev-1         true              4223   \n",
                            "10  2020-04-17 18:05:41    dev-1         true              3941   \n",
                            "11  2020-04-17 18:06:07    dev-1         true              4091   \n",
                            "12  2020-04-17 18:03:07    dev-2         true              3906   \n",
                            "13  2020-04-17 18:04:34    dev-2         true              4070   \n",
                            "14  2020-04-17 18:05:41    dev-2         true              3979   \n",
                            "15  2020-04-17 18:06:07    dev-2         true              4009   \n",
                            "16  2020-04-21 19:04:26    dev-1         true              4275   \n",
                            "17  2020-04-21 19:04:42    dev-1         true              4268   \n",
                            "18  2020-04-21 19:06:15    dev-1         true              4070   \n",
                            "19  2020-04-21 19:04:42    dev-2         true              4372   \n",
                            "20  2020-04-21 19:06:15    dev-2         true              4335   \n",
                            "\n",
                            "    expectedValuesRPM  \n",
                            "0         2857.814286  \n",
                            "1         3050.044444  \n",
                            "2         3054.284706  \n",
                            "3         2936.756250  \n",
                            "4         2910.157143  \n",
                            "5         3040.328302  \n",
                            "6         2966.711905  \n",
                            "7         2968.035417  \n",
                            "8         2857.814286  \n",
                            "9         3050.044444  \n",
                            "10        3054.284706  \n",
                            "11        2936.756250  \n",
                            "12        2910.157143  \n",
                            "13        3040.328302  \n",
                            "14        2966.711905  \n",
                            "15        2968.035417  \n",
                            "16        3014.636735  \n",
                            "17        3064.403571  \n",
                            "18        3038.135294  \n",
                            "19        2966.274284  \n",
                            "20        2956.422222  "
                        ]
                    },
                    "metadata": {}
                }
            ],
            "execution_count": 15,
            "metadata":
            {
                "collapsed": true,
                "execution":
                {
                    "iopub.execute_input": "2020-04-21T20:24:45.310Z",
                    "iopub.status.busy": "2020-04-21T20:24:45.306Z",
                    "iopub.status.idle": "2020-04-21T20:24:45.428Z",
                    "shell.execute_reply": "2020-04-21T20:24:45.439Z"
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        {
            "cell_type": "markdown",
            "source":
            [
                "## Next Steps\n",
                "\n",
                "Suggested next steps are:\n",
                "\n",
                "+ Use Power BI to [create dashboards](https://docs.microsoft.com/en-us/azure/cosmos-db/powerbi-visualize) on with BOTH containers data we created. Their combination is very powerful.\n",
                "+ Try our other Sample Notebooks.\n",
                "+ Send us your feedback or contribution in our [GitHub repo](https://github.com/Azure-Samples/cosmos-notebooks)."
            ],
            "metadata":
            {
                "nteract":
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