notebook/mlops.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Safe MLOps Deployment Pipeline\n",
    "\n",
    "This notebook steps through an MLOps pipeline to build, train, deploy and monitor model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/secretstorage/dhcrypto.py:16: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead\n",
      "  from cryptography.utils import int_from_bytes\n",
      "/opt/conda/lib/python3.7/site-packages/secretstorage/util.py:25: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead\n",
      "  from cryptography.utils import int_from_bytes\n",
      "Requirement already satisfied: pip in /opt/conda/lib/python3.7/site-packages (21.3.1)\n",
      "Collecting pip\n",
      "  Downloading pip-22.0.4-py3-none-any.whl (2.1 MB)\n",
      "     |████████████████████████████████| 2.1 MB 18.2 MB/s            \n",
      "\u001b[?25hInstalling collected packages: pip\n",
      "  Attempting uninstall: pip\n",
      "    Found existing installation: pip 21.3.1\n",
      "    Uninstalling pip-21.3.1:\n",
      "      Successfully uninstalled pip-21.3.1\n",
      "Successfully installed pip-22.0.4\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n",
      "/opt/conda/lib/python3.7/site-packages/secretstorage/dhcrypto.py:16: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead\n",
      "  from cryptography.utils import int_from_bytes\n",
      "/opt/conda/lib/python3.7/site-packages/secretstorage/util.py:25: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead\n",
      "  from cryptography.utils import int_from_bytes\n",
      "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "pytest-astropy 0.8.0 requires pytest-cov>=2.0, which is not installed.\n",
      "pytest-astropy 0.8.0 requires pytest-filter-subpackage>=0.1, which is not installed.\n",
      "aiobotocore 2.0.1 requires botocore<1.22.9,>=1.22.8, but you have botocore 1.24.32 which is incompatible.\u001b[0m\u001b[31m\n",
      "\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m/opt/conda/lib/python3.7/site-packages/secretstorage/dhcrypto.py:16: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead\n",
      "  from cryptography.utils import int_from_bytes\n",
      "/opt/conda/lib/python3.7/site-packages/secretstorage/util.py:25: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead\n",
      "  from cryptography.utils import int_from_bytes\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0mName: sagemaker\n",
      "Version: 2.82.2\n",
      "Summary: Open source library for training and deploying models on Amazon SageMaker.\n",
      "Home-page: https://github.com/aws/sagemaker-python-sdk/\n",
      "Author: Amazon Web Services\n",
      "Author-email: \n",
      "License: Apache License 2.0\n",
      "Location: /opt/conda/lib/python3.7/site-packages\n",
      "Requires: attrs, boto3, google-pasta, importlib-metadata, numpy, packaging, pandas, pathos, protobuf, protobuf3-to-dict, smdebug-rulesconfig\n",
      "Required-by: stepfunctions\n",
      "---\n",
      "Name: stepfunctions\n",
      "Version: 2.0.0\n",
      "Summary: Open source library for develping data science workflows on AWS Step Functions.\n",
      "Home-page: https://github.com/aws/aws-step-functions-data-science-sdk-python\n",
      "Author: Amazon Web Services\n",
      "Author-email: \n",
      "License: Apache License 2.0\n",
      "Location: /opt/conda/lib/python3.7/site-packages\n",
      "Requires: boto3, pyyaml, sagemaker\n",
      "Required-by: \n"
     ]
    }
   ],
   "source": [
    "# Import the latest sagemaker and boto3 SDKs.\n",
    "import sys\n",
    "\n",
    "!{sys.executable} -m pip install --upgrade pip\n",
    "!{sys.executable} -m pip install -qU awscli boto3 \"sagemaker>=2.1.0<3\" tqdm\n",
    "!{sys.executable} -m pip install -qU \"stepfunctions==2.0.0\"\n",
    "!{sys.executable} -m pip show sagemaker stepfunctions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Restart your SageMaker kernel then continue with this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace `None` with the project name when creating SageMaker Project\n",
    "# You can find it from the left panel in Studio\n",
    "\n",
    "PROJECT_NAME = \"sd-t5-02\"\n",
    "PREFIX = \"smsd\"\n",
    "\n",
    "assert PROJECT_NAME is not None and isinstance(\n",
    "    PROJECT_NAME, str\n",
    "), \"Please specify the project name as string\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The associated Service Catalog Provisioned Product Name to this SagaMaker project: sd-t5-02-p-8up2y4ihhnzd\n"
     ]
    }
   ],
   "source": [
    "import boto3\n",
    "from IPython.core.display import HTML, display\n",
    "\n",
    "\n",
    "def get_provisioned_product_name(project_name):\n",
    "    region = boto3.Session().region_name\n",
    "    sc = boto3.client(\"servicecatalog\")\n",
    "    products = sc.search_provisioned_products(\n",
    "        Filters={\n",
    "            \"SearchQuery\": [\n",
    "                project_name,\n",
    "            ]\n",
    "        }\n",
    "    )\n",
    "    pp = products[\"ProvisionedProducts\"]\n",
    "    if len(pp) != 1:\n",
    "        print(\"Invalid provisioned product name. Open the link below and search manually\")\n",
    "        display(\n",
    "            HTML(\n",
    "                f'<a target=\"_blank\" href=\"https://{region}.console.aws.amazon.com/servicecatalog/home?region={region}#provisioned-products\">Service Catalog</a>'\n",
    "            )\n",
    "        )\n",
    "        raise ValueError(\"Invalid provisioned product\")\n",
    "\n",
    "    return pp[0][\"Name\"]\n",
    "\n",
    "\n",
    "PROVISIONED_PRODUCT_NAME = get_provisioned_product_name(PROJECT_NAME)\n",
    "print(\n",
    "    f\"The associated Service Catalog Provisioned Product Name to this SagaMaker project: {PROVISIONED_PRODUCT_NAME}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Prep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data_location_uri = \"s3://t5-engine-bucket/training_data/dummy\"\n",
    "data_location_uri = \"s3://t5-engine-bucket/training_data/full\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build\n",
    "\n",
    "If you navigate to the CodePipeline instance, you will notice that the Source stage is initially in a `Failed` state. This happens because the dataset, which is one of the sources that can trigger the pipeline, has not yet been uploaded to the S3 location expected by the pipeline.\n",
    "\n",
    "### Trigger Build\n",
    "\n",
    "Start a model build and deployment pipeline by packaging up the datasets you prepared in the previous section and uploading these to the S3 source location which triggers the CodePipeline instance created."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "region: ap-southeast-1\n",
      "artifact bucket: smsd-sd-t5-p-8up2y4ihhnzd\n",
      "pipeline: smsd-sd-t5-p-8up2y4ihhnzd\n",
      "model name: sd-t5\n",
      "workflow: arn:aws:states:ap-southeast-1:852039983533:stateMachine:smsd-sd-t5\n",
      "role: arn:aws:iam::852039983533:role/service-role/AmazonSageMaker-ExecutionRole-20211022T094935\n",
      "account id: 852039983533\n"
     ]
    }
   ],
   "source": [
    "import boto3\n",
    "from botocore.exceptions import ClientError\n",
    "import os\n",
    "import time\n",
    "from sagemaker import get_execution_role\n",
    "\n",
    "\n",
    "def get_config(provisioned_product_name):\n",
    "    sc = boto3.client(\"servicecatalog\")\n",
    "    outputs = sc.get_provisioned_product_outputs(ProvisionedProductName=provisioned_product_name)[\n",
    "        \"Outputs\"\n",
    "    ]\n",
    "    config = {}\n",
    "    for out in outputs:\n",
    "        config[out[\"OutputKey\"]] = out[\"OutputValue\"]\n",
    "    return config\n",
    "\n",
    "\n",
    "config = get_config(PROVISIONED_PRODUCT_NAME)\n",
    "region = config[\"Region\"]\n",
    "artifact_bucket = config[\"ArtifactBucket\"]\n",
    "pipeline_name = config[\"PipelineName\"]\n",
    "model_name = config[\"ModelName\"]\n",
    "workflow_pipeline_arn = config[\"WorkflowPipelineARN\"]\n",
    "role = get_execution_role()\n",
    "account_id = role.split(\":\")[4]\n",
    "\n",
    "print(\"region: {}\".format(region))\n",
    "print(\"artifact bucket: {}\".format(artifact_bucket))\n",
    "print(\"pipeline: {}\".format(pipeline_name))\n",
    "print(\"model name: {}\".format(model_name))\n",
    "print(\"workflow: {}\".format(workflow_pipeline_arn))\n",
    "print(\"role: {}\".format(role))\n",
    "print(\"account id: {}\".format(account_id))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the AWS CodePipeline [documentation](https://docs.aws.amazon.com/codepipeline/latest/userguide/tutorials-simple-s3.html):\n",
    "\n",
    "> When Amazon S3 is the source provider for your pipeline, you may zip your source file or files into a single .zip and upload the .zip to your source bucket. You may also upload a single unzipped file; however, downstream actions that expect a .zip file will fail."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "from io import BytesIO\n",
    "import zipfile\n",
    "import json\n",
    "\n",
    "input_data = {\n",
    "    \"TrainingUri\": f\"{data_location_uri}/train\",\n",
    "    \"TestUri\": f\"{data_location_uri}/test\",\n",
    "    \"BaselineUri\": f\"{data_location_uri}/train/train.csv\",\n",
    "}\n",
    "hyperparameters = {\"random_seed\": 17}\n",
    "\n",
    "ecr_image_name = \"sagemaker-t5\"\n",
    "image_detail = {\n",
    "    \"ImageUri\": f\"{account_id}.dkr.ecr.{region}.amazonaws.com/{ecr_image_name}:latest\",\n",
    "}\n",
    "\n",
    "zip_buffer = BytesIO()\n",
    "with zipfile.ZipFile(zip_buffer, \"a\") as zf:\n",
    "    zf.writestr(\"inputData.json\", json.dumps(input_data))\n",
    "    zf.writestr(\"hyperparameters.json\", json.dumps(hyperparameters))\n",
    "    zf.writestr(\"imageDetail.json\", json.dumps(image_detail))\n",
    "zip_buffer.seek(0)\n",
    "\n",
    "data_source_key = \"{}/data-source.zip\".format(pipeline_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now upload the zip package to your artifact S3 bucket - this action will trigger the pipeline to train and deploy a model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ResponseMetadata': {'RequestId': 'V5HSDY1H945WZBW6',\n",
       "  'HostId': 'Uoy0K3OiwXf74qEP3vnGt4LTkB14RB1ysR7myDFQKuskyr+G4PEwfa7YdCekdidHD7Dzl9WjtCc=',\n",
       "  'HTTPStatusCode': 200,\n",
       "  'HTTPHeaders': {'x-amz-id-2': 'Uoy0K3OiwXf74qEP3vnGt4LTkB14RB1ysR7myDFQKuskyr+G4PEwfa7YdCekdidHD7Dzl9WjtCc=',\n",
       "   'x-amz-request-id': 'V5HSDY1H945WZBW6',\n",
       "   'date': 'Mon, 04 Apr 2022 19:00:10 GMT',\n",
       "   'x-amz-version-id': 'A5OaJ_mga1xEi1PUWeKTjI0ikbKncZsc',\n",
       "   'etag': '\"229a3d1b889d5c73187d9c58328be8db\"',\n",
       "   'server': 'AmazonS3',\n",
       "   'content-length': '0'},\n",
       "  'RetryAttempts': 0},\n",
       " 'ETag': '\"229a3d1b889d5c73187d9c58328be8db\"',\n",
       " 'VersionId': 'A5OaJ_mga1xEi1PUWeKTjI0ikbKncZsc'}"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s3 = boto3.client(\"s3\")\n",
    "s3.put_object(Bucket=artifact_bucket, Key=data_source_key, Body=bytearray(zip_buffer.read()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Open CodePipeline and check result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train Model\n",
    "\n",
    "### Inspect Training Job\n",
    "\n",
    "Wait until the pipeline has started running the Train step before continuing with the next cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Workflow: <a target=\"_blank\" href=\"https://console.aws.amazon.com/states/home?region=ap-southeast-1#/statemachines/view/arn:aws:states:ap-southeast-1:852039983533:stateMachine:smsd-sd-t5\">arn:aws:states:ap-southeast-1:852039983533:stateMachine:smsd-sd-t5</a>"
      ],
      "text/plain": [
       "Workflow(name='smsd-sd-t5', role='arn:aws:iam::852039983533:role/smsd-sd-t5-p-8up2y4ihhnzd-sfn-execution-role', state_machine_arn='arn:aws:states:ap-southeast-1:852039983533:stateMachine:smsd-sd-t5')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from stepfunctions.workflow import Workflow\n",
    "\n",
    "while True:\n",
    "    try:\n",
    "        workflow = Workflow.attach(workflow_pipeline_arn)\n",
    "        break\n",
    "    except ClientError as e:\n",
    "        print(e.response[\"Error\"][\"Message\"])\n",
    "    time.sleep(10)\n",
    "\n",
    "workflow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training Analytics\n",
    "\n",
    "Once the training and baseline jobs are complete (around 5 minutes), we can inspect the experiment metrics. The code below will display all experiments in a table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TrialComponentName</th>\n",
       "      <th>DisplayName</th>\n",
       "      <th>SageMaker.InstanceType</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>smsd-sd-t5-evl-997750c6-2400-4429-a472-47edb6672e53-aws-processing-job</td>\n",
       "      <td>Evaluation</td>\n",
       "      <td>ml.m5.2xlarge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>smsd-sd-t5-pbl-997750c6-2400-4429-a472-47edb6672e53-aws-processing-job</td>\n",
       "      <td>Baseline</td>\n",
       "      <td>ml.m5.2xlarge</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       TrialComponentName  \\\n",
       "0  smsd-sd-t5-evl-997750c6-2400-4429-a472-47edb6672e53-aws-processing-job   \n",
       "1  smsd-sd-t5-pbl-997750c6-2400-4429-a472-47edb6672e53-aws-processing-job   \n",
       "\n",
       "  DisplayName SageMaker.InstanceType  \n",
       "0  Evaluation          ml.m5.2xlarge  \n",
       "1    Baseline          ml.m5.2xlarge  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sagemaker import analytics\n",
    "import pandas as pd\n",
    "\n",
    "experiment_name = \"{}-{}\".format(PREFIX, model_name)\n",
    "model_analytics = analytics.ExperimentAnalytics(experiment_name=experiment_name)\n",
    "analytics_df = model_analytics.dataframe()\n",
    "\n",
    "if analytics_df.shape[0] == 0:\n",
    "    raise (Exception(\"Please wait.  No training or baseline jobs\"))\n",
    "\n",
    "pd.set_option(\"display.max_colwidth\", 100)  # Increase column width to show full copmontent name\n",
    "cols = [\n",
    "    \"TrialComponentName\",\n",
    "    \"DisplayName\",\n",
    "    \"SageMaker.InstanceType\",\n",
    "    \"train:rmse - Last\",\n",
    "    \"validation:rmse - Last\",\n",
    "]  # return the last rmse for training and validation\n",
    "analytics_df[analytics_df.columns & cols].head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deploy Dev\n",
    "\n",
    "### Test Dev Deployment\n",
    "\n",
    "When the pipeline has finished training a model, it automatically moves to the next step, where the model is deployed as a SageMaker Endpoint. This endpoint is part of your dev deployment, therefore, in this section, we run some tests on the endpoint to decide if you want to deploy this model into production."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "endpoint name: smsd-sd-t5-dev-997750c6-2400-4429-a472-47edb6672e53\n"
     ]
    }
   ],
   "source": [
    "codepipeline = boto3.client(\"codepipeline\")\n",
    "\n",
    "def get_pipeline_stage(pipeline_name, stage_name):\n",
    "    response = codepipeline.get_pipeline_state(name=pipeline_name)\n",
    "    for stage in response[\"stageStates\"]:\n",
    "        if stage[\"stageName\"] == stage_name:\n",
    "            return stage\n",
    "\n",
    "deploy_dev = get_pipeline_stage(pipeline_name, \"DeployDev\")\n",
    "if not \"latestExecution\" in deploy_dev:\n",
    "    raise (Exception(\"Please wait.  Deploy dev not started\"))\n",
    "\n",
    "execution_id = deploy_dev[\"latestExecution\"][\"pipelineExecutionId\"]\n",
    "dev_endpoint_name = \"{}-{}-dev-{}\".format(PREFIX, model_name, execution_id)\n",
    "\n",
    "print(\"endpoint name: {}\".format(dev_endpoint_name))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It can take up to 10 minutes for SageMaker to create an endpoint.\n",
    "\n",
    "Run the code below to check the status of your endpoint. Wait until the status of the endpoint is 'InService'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Endpoint status: InService\n"
     ]
    }
   ],
   "source": [
    "sm = boto3.client(\"sagemaker\")\n",
    "\n",
    "while True:\n",
    "    try:\n",
    "        response = sm.describe_endpoint(EndpointName=dev_endpoint_name)\n",
    "        print(\"Endpoint status: {}\".format(response[\"EndpointStatus\"]))\n",
    "        if response[\"EndpointStatus\"] == \"InService\":\n",
    "            break\n",
    "    except ClientError as e:\n",
    "        print(e.response[\"Error\"][\"Message\"])\n",
    "    time.sleep(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Endpoint is ready, run some tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "\n",
    "from sagemaker.predictor import Predictor\n",
    "from sagemaker.serializers import CSVSerializer\n",
    "\n",
    "\n",
    "def get_predictor(endpoint_name):\n",
    "    predictor = Predictor(endpoint_name)\n",
    "    predictor.serializer = CSVSerializer()\n",
    "    return predictor\n",
    "\n",
    "\n",
    "def predict(predictor, data, rows=500):\n",
    "    split_array = np.array_split(data, round(data.shape[0] / float(rows)))\n",
    "    predictions = \"\"\n",
    "    for array in tqdm(split_array):\n",
    "        predictions = \",\".join([predictions, predictor.predict(array).decode(\"utf-8\")])\n",
    "    return np.fromstring(predictions[1:], sep=\",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>...</th>\n",
       "      <th>141</th>\n",
       "      <th>142</th>\n",
       "      <th>143</th>\n",
       "      <th>144</th>\n",
       "      <th>145</th>\n",
       "      <th>146</th>\n",
       "      <th>147</th>\n",
       "      <th>148</th>\n",
       "      <th>149</th>\n",
       "      <th>150</th>\n",
       "    </tr>\n",
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       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>-0.184958</td>\n",
       "      <td>-0.084</td>\n",
       "      <td>-0.354</td>\n",
       "      <td>0.355</td>\n",
       "      <td>-0.304</td>\n",
       "      <td>-0.058</td>\n",
       "      <td>0.880</td>\n",
       "      <td>11.46740</td>\n",
       "      <td>-0.049</td>\n",
       "      <td>...</td>\n",
       "      <td>1.058</td>\n",
       "      <td>471.1</td>\n",
       "      <td>-0.063</td>\n",
       "      <td>0.059045</td>\n",
       "      <td>11.109</td>\n",
       "      <td>-1.194949</td>\n",
       "      <td>-0.19373</td>\n",
       "      <td>-0.12037</td>\n",
       "      <td>0.064384</td>\n",
       "      <td>17.0970</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.662799</td>\n",
       "      <td>-0.243</td>\n",
       "      <td>-0.287</td>\n",
       "      <td>-0.741</td>\n",
       "      <td>2.560</td>\n",
       "      <td>-0.078</td>\n",
       "      <td>-0.263</td>\n",
       "      <td>9.45962</td>\n",
       "      <td>3.606</td>\n",
       "      <td>...</td>\n",
       "      <td>1.732</td>\n",
       "      <td>707.7</td>\n",
       "      <td>-0.035</td>\n",
       "      <td>0.050669</td>\n",
       "      <td>10.006</td>\n",
       "      <td>-1.015150</td>\n",
       "      <td>-0.17960</td>\n",
       "      <td>-0.10987</td>\n",
       "      <td>0.047429</td>\n",
       "      <td>17.3695</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0.156325</td>\n",
       "      <td>-0.132</td>\n",
       "      <td>-0.235</td>\n",
       "      <td>0.752</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.438</td>\n",
       "      <td>-0.351</td>\n",
       "      <td>10.01040</td>\n",
       "      <td>-0.044</td>\n",
       "      <td>...</td>\n",
       "      <td>0.715</td>\n",
       "      <td>675.4</td>\n",
       "      <td>-0.012</td>\n",
       "      <td>0.041223</td>\n",
       "      <td>-21.501</td>\n",
       "      <td>1.274784</td>\n",
       "      <td>-0.18280</td>\n",
       "      <td>-0.11017</td>\n",
       "      <td>0.043130</td>\n",
       "      <td>17.1175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>-0.661623</td>\n",
       "      <td>-0.178</td>\n",
       "      <td>-0.149</td>\n",
       "      <td>-0.923</td>\n",
       "      <td>-0.266</td>\n",
       "      <td>-0.184</td>\n",
       "      <td>2.681</td>\n",
       "      <td>9.45939</td>\n",
       "      <td>-0.059</td>\n",
       "      <td>...</td>\n",
       "      <td>0.406</td>\n",
       "      <td>580.7</td>\n",
       "      <td>-0.041</td>\n",
       "      <td>0.045162</td>\n",
       "      <td>-1.673</td>\n",
       "      <td>-1.193886</td>\n",
       "      <td>-0.18170</td>\n",
       "      <td>-0.12229</td>\n",
       "      <td>0.049549</td>\n",
       "      <td>17.5938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>1.896510</td>\n",
       "      <td>-0.085</td>\n",
       "      <td>-0.359</td>\n",
       "      <td>0.764</td>\n",
       "      <td>-0.311</td>\n",
       "      <td>-0.078</td>\n",
       "      <td>-0.299</td>\n",
       "      <td>10.53900</td>\n",
       "      <td>-0.051</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.051</td>\n",
       "      <td>668.7</td>\n",
       "      <td>-0.033</td>\n",
       "      <td>0.055048</td>\n",
       "      <td>10.125</td>\n",
       "      <td>-1.205284</td>\n",
       "      <td>-0.19094</td>\n",
       "      <td>-0.11897</td>\n",
       "      <td>0.052379</td>\n",
       "      <td>17.5324</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 152 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   target         0      1      2      3      4      5      6         7  \\\n",
       "0       0 -0.184958 -0.084 -0.354  0.355 -0.304 -0.058  0.880  11.46740   \n",
       "1       0  0.662799 -0.243 -0.287 -0.741  2.560 -0.078 -0.263   9.45962   \n",
       "2       0  0.156325 -0.132 -0.235  0.752 -0.324 -0.438 -0.351  10.01040   \n",
       "3       0 -0.661623 -0.178 -0.149 -0.923 -0.266 -0.184  2.681   9.45939   \n",
       "4       0  1.896510 -0.085 -0.359  0.764 -0.311 -0.078 -0.299  10.53900   \n",
       "\n",
       "       8  ...    141    142    143       144     145       146      147  \\\n",
       "0 -0.049  ...  1.058  471.1 -0.063  0.059045  11.109 -1.194949 -0.19373   \n",
       "1  3.606  ...  1.732  707.7 -0.035  0.050669  10.006 -1.015150 -0.17960   \n",
       "2 -0.044  ...  0.715  675.4 -0.012  0.041223 -21.501  1.274784 -0.18280   \n",
       "3 -0.059  ...  0.406  580.7 -0.041  0.045162  -1.673 -1.193886 -0.18170   \n",
       "4 -0.051  ... -1.051  668.7 -0.033  0.055048  10.125 -1.205284 -0.19094   \n",
       "\n",
       "       148       149      150  \n",
       "0 -0.12037  0.064384  17.0970  \n",
       "1 -0.10987  0.047429  17.3695  \n",
       "2 -0.11017  0.043130  17.1175  \n",
       "3 -0.12229  0.049549  17.5938  \n",
       "4 -0.11897  0.052379  17.5324  \n",
       "\n",
       "[5 rows x 152 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "s3 = boto3.client('s3')\n",
    "obj = s3.get_object(Bucket=\"t5-engine-bucket\", Key=f'training_data/dummy/test/test.csv')\n",
    "test_df = pd.read_csv(obj['Body']) # 'Body' is a key word\n",
    "test_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 300/300 [02:32<00:00,  1.97it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
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       "       1., 2., 2., 1., 4., 4., 1., 4., 2., 4., 2., 4., 2., 3., 3., 3., 1.,\n",
       "       2., 2., 1., 1., 2., 2., 1., 1., 2., 2., 3., 0., 2., 1., 2., 1., 0.,\n",
       "       2., 4., 1., 1., 2., 1., 4., 2., 4., 3., 4., 1., 4., 2., 1., 2., 4.,\n",
       "       2., 4., 1., 2., 2., 2., 1., 3., 3., 4., 1., 2., 1., 2., 2., 4., 1.,\n",
       "       1., 1., 1., 1., 1., 1., 4., 1., 1., 4., 2., 1., 1., 1., 1., 1., 1.,\n",
       "       1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 1., 1., 1.,\n",
       "       1., 1., 2., 1., 1., 3., 3., 3., 3., 4., 2., 4., 1., 4., 2., 2., 3.,\n",
       "       3., 3., 3., 2., 4., 4., 3., 3., 3., 3., 1., 1., 1., 1., 1., 2., 2.,\n",
       "       2., 1., 2., 1., 4., 2., 4., 1., 2., 4., 1., 1., 1., 1., 2., 1., 3.,\n",
       "       3., 1., 3., 1., 1., 4., 1., 2., 2., 3., 3., 3., 3., 2., 1., 3., 3.,\n",
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       "       4., 1., 3., 3., 1., 3., 2., 2., 3., 3., 1., 3., 3., 1., 4., 2., 2.,\n",
       "       1., 2., 2., 1., 3., 3., 3., 3., 1., 1., 3.])"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dev_predictor = get_predictor(dev_endpoint_name)\n",
    "predictions = predict(dev_predictor, test_df[test_df.columns[1:]].values, rows=1)\n",
    "predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the predictions into a data frame, and join it with test data. Then, calculate absolute error. Display the results in a table, sorted by the highest absolute error values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>...</th>\n",
       "      <th>143</th>\n",
       "      <th>144</th>\n",
       "      <th>145</th>\n",
       "      <th>146</th>\n",
       "      <th>147</th>\n",
       "      <th>148</th>\n",
       "      <th>149</th>\n",
       "      <th>150</th>\n",
       "      <th>predictions</th>\n",
       "      <th>error</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.013750</td>\n",
       "      <td>-0.285</td>\n",
       "      <td>-0.298</td>\n",
       "      <td>-0.776</td>\n",
       "      <td>-0.263</td>\n",
       "      <td>-0.118</td>\n",
       "      <td>-0.314</td>\n",
       "      <td>8.86586</td>\n",
       "      <td>-0.059</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.023</td>\n",
       "      <td>0.040260</td>\n",
       "      <td>8.657</td>\n",
       "      <td>-0.511029</td>\n",
       "      <td>-0.17633</td>\n",
       "      <td>-0.11704</td>\n",
       "      <td>0.040832</td>\n",
       "      <td>17.5005</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>3</td>\n",
       "      <td>0.636412</td>\n",
       "      <td>-0.102</td>\n",
       "      <td>-0.391</td>\n",
       "      <td>0.054</td>\n",
       "      <td>-0.299</td>\n",
       "      <td>-0.163</td>\n",
       "      <td>-0.276</td>\n",
       "      <td>10.17460</td>\n",
       "      <td>-0.045</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007</td>\n",
       "      <td>0.049283</td>\n",
       "      <td>-19.927</td>\n",
       "      <td>-1.260539</td>\n",
       "      <td>-0.18735</td>\n",
       "      <td>-0.12018</td>\n",
       "      <td>0.043947</td>\n",
       "      <td>17.2123</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>4</td>\n",
       "      <td>0.463505</td>\n",
       "      <td>-0.088</td>\n",
       "      <td>-0.257</td>\n",
       "      <td>-0.738</td>\n",
       "      <td>-0.246</td>\n",
       "      <td>-0.163</td>\n",
       "      <td>-0.341</td>\n",
       "      <td>9.97385</td>\n",
       "      <td>-0.045</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>0.053151</td>\n",
       "      <td>-6.895</td>\n",
       "      <td>-1.003716</td>\n",
       "      <td>-0.18502</td>\n",
       "      <td>-0.12348</td>\n",
       "      <td>0.046661</td>\n",
       "      <td>17.7874</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>1</td>\n",
       "      <td>13.885123</td>\n",
       "      <td>-0.157</td>\n",
       "      <td>-0.267</td>\n",
       "      <td>1.330</td>\n",
       "      <td>-0.263</td>\n",
       "      <td>-0.277</td>\n",
       "      <td>1.383</td>\n",
       "      <td>11.17610</td>\n",
       "      <td>-0.051</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.024</td>\n",
       "      <td>0.051215</td>\n",
       "      <td>-34.035</td>\n",
       "      <td>0.950195</td>\n",
       "      <td>-0.22450</td>\n",
       "      <td>-0.11349</td>\n",
       "      <td>0.047213</td>\n",
       "      <td>17.2637</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1</td>\n",
       "      <td>44.477735</td>\n",
       "      <td>-0.113</td>\n",
       "      <td>-0.222</td>\n",
       "      <td>0.518</td>\n",
       "      <td>-0.354</td>\n",
       "      <td>-0.107</td>\n",
       "      <td>-0.333</td>\n",
       "      <td>9.31445</td>\n",
       "      <td>-0.066</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.027</td>\n",
       "      <td>0.049930</td>\n",
       "      <td>-44.264</td>\n",
       "      <td>-1.198845</td>\n",
       "      <td>-0.17796</td>\n",
       "      <td>-0.11234</td>\n",
       "      <td>0.048404</td>\n",
       "      <td>17.5352</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 154 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     target          0      1      2      3      4      5      6         7  \\\n",
       "48        0  -1.013750 -0.285 -0.298 -0.776 -0.263 -0.118 -0.314   8.86586   \n",
       "113       3   0.636412 -0.102 -0.391  0.054 -0.299 -0.163 -0.276  10.17460   \n",
       "244       4   0.463505 -0.088 -0.257 -0.738 -0.246 -0.163 -0.341   9.97385   \n",
       "137       1  13.885123 -0.157 -0.267  1.330 -0.263 -0.277  1.383  11.17610   \n",
       "92        1  44.477735 -0.113 -0.222  0.518 -0.354 -0.107 -0.333   9.31445   \n",
       "\n",
       "         8  ...    143       144     145       146      147      148  \\\n",
       "48  -0.059  ... -0.023  0.040260   8.657 -0.511029 -0.17633 -0.11704   \n",
       "113 -0.045  ... -0.007  0.049283 -19.927 -1.260539 -0.18735 -0.12018   \n",
       "244 -0.045  ... -0.010  0.053151  -6.895 -1.003716 -0.18502 -0.12348   \n",
       "137 -0.051  ... -0.024  0.051215 -34.035  0.950195 -0.22450 -0.11349   \n",
       "92  -0.066  ... -0.027  0.049930 -44.264 -1.198845 -0.17796 -0.11234   \n",
       "\n",
       "          149      150  predictions  error  \n",
       "48   0.040832  17.5005          4.0    4.0  \n",
       "113  0.043947  17.2123          0.0    3.0  \n",
       "244  0.046661  17.7874          1.0    3.0  \n",
       "137  0.047213  17.2637          4.0    3.0  \n",
       "92   0.048404  17.5352          4.0    3.0  \n",
       "\n",
       "[5 rows x 154 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_df = pd.DataFrame({\"predictions\": predictions})\n",
    "pred_df = test_df.join(pred_df)  # Join on all\n",
    "pred_df[\"error\"] = abs(pred_df[\"target\"] - pred_df[\"predictions\"])\n",
    "\n",
    "pred_df.sort_values(\"error\", ascending=False).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deploy Prod\n",
    "\n",
    "### Approve Deployment to Production\n",
    "\n",
    "Go to Codepipeline, Review and Approve."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test Production Deployment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "deploy_prd = get_pipeline_stage(pipeline_name, \"DeployPrd\")\n",
    "if not \"latestExecution\" in deploy_prd or not \"latestExecution\" in deploy_prd[\"actionStates\"][0]:\n",
    "    raise (Exception(\"Please wait.  Deploy prd not started\"))\n",
    "\n",
    "execution_id = deploy_prd[\"latestExecution\"][\"pipelineExecutionId\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "stack name: smsd-sd-t5-p-8up2y4ihhnzd-deploy-prd\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LogicalResourceId</th>\n",
       "      <th>ResourceStatus</th>\n",
       "      <th>ResourceStatusReason</th>\n",
       "      <th>TimeAgo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>smsd-sd-t5-p-8up2y4ihhnzd-deploy-prd</td>\n",
       "      <td>CREATE_COMPLETE</td>\n",
       "      <td></td>\n",
       "      <td>00:21:49.891453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ApiFunctionInvokePermissionProd</td>\n",
       "      <td>CREATE_COMPLETE</td>\n",
       "      <td></td>\n",
       "      <td>00:21:51.418453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ServerlessRestApiProdStage</td>\n",
       "      <td>CREATE_COMPLETE</td>\n",
       "      <td></td>\n",
       "      <td>00:21:54.162453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ServerlessRestApiProdStage</td>\n",
       "      <td>CREATE_IN_PROGRESS</td>\n",
       "      <td>Resource creation Initiated</td>\n",
       "      <td>00:21:54.570453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ServerlessRestApiProdStage</td>\n",
       "      <td>CREATE_IN_PROGRESS</td>\n",
       "      <td></td>\n",
       "      <td>00:21:57.075453</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      LogicalResourceId      ResourceStatus  \\\n",
       "0  smsd-sd-t5-p-8up2y4ihhnzd-deploy-prd     CREATE_COMPLETE   \n",
       "1       ApiFunctionInvokePermissionProd     CREATE_COMPLETE   \n",
       "2            ServerlessRestApiProdStage     CREATE_COMPLETE   \n",
       "3            ServerlessRestApiProdStage  CREATE_IN_PROGRESS   \n",
       "4            ServerlessRestApiProdStage  CREATE_IN_PROGRESS   \n",
       "\n",
       "          ResourceStatusReason         TimeAgo  \n",
       "0                              00:21:49.891453  \n",
       "1                              00:21:51.418453  \n",
       "2                              00:21:54.162453  \n",
       "3  Resource creation Initiated 00:21:54.570453  \n",
       "4                              00:21:57.075453  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check deployment resources\n",
    "from datetime import datetime, timedelta\n",
    "from dateutil.tz import tzlocal\n",
    "\n",
    "\n",
    "def get_event_dataframe(events):\n",
    "    stack_cols = [\n",
    "        \"LogicalResourceId\",\n",
    "        \"ResourceStatus\",\n",
    "        \"ResourceStatusReason\",\n",
    "        \"Timestamp\",\n",
    "    ]\n",
    "    stack_event_df = pd.DataFrame(events)[stack_cols].fillna(\"\")\n",
    "    stack_event_df[\"TimeAgo\"] = datetime.now(tzlocal()) - stack_event_df[\"Timestamp\"]\n",
    "    return stack_event_df.drop(\"Timestamp\", axis=1)\n",
    "\n",
    "\n",
    "cfn = boto3.client(\"cloudformation\")\n",
    "\n",
    "stack_name = stack_name = \"{}-deploy-prd\".format(pipeline_name)\n",
    "print(\"stack name: {}\".format(stack_name))\n",
    "\n",
    "# Get latest stack events\n",
    "while True:\n",
    "    try:\n",
    "        response = cfn.describe_stack_events(StackName=stack_name)\n",
    "        break\n",
    "    except ClientError as e:\n",
    "        print(e.response[\"Error\"][\"Message\"])\n",
    "    time.sleep(10)\n",
    "\n",
    "get_event_dataframe(response[\"StackEvents\"]).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The resource of most interest to us is the endpoint. This takes on average 10 minutes to deploy."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fetch the name of the endpoint, then run a loop to wait for the endpoint to be fully deployed. We need the status to be 'InService'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prod endpoint: smsd-sd-t5-prd-997750c6-2400-4429-a472-47edb6672e53\n"
     ]
    }
   ],
   "source": [
    "prd_endpoint_name = \"{}-{}-prd-{}\".format(PREFIX, model_name, execution_id)\n",
    "print(\"prod endpoint: {}\".format(prd_endpoint_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Endpoint status: InService\n"
     ]
    }
   ],
   "source": [
    "sm = boto3.client(\"sagemaker\")\n",
    "\n",
    "while True:\n",
    "    try:\n",
    "        response = sm.describe_endpoint(EndpointName=prd_endpoint_name)\n",
    "        print(\"Endpoint status: {}\".format(response[\"EndpointStatus\"]))\n",
    "        # Wait until the endpoint is in service with data capture enabled\n",
    "        if (\n",
    "            response[\"EndpointStatus\"] == \"InService\"\n",
    "            and \"DataCaptureConfig\" in response\n",
    "            and response[\"DataCaptureConfig\"][\"EnableCapture\"]\n",
    "        ):\n",
    "            break\n",
    "    except ClientError as e:\n",
    "        print(e.response[\"Error\"][\"Message\"])\n",
    "    time.sleep(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check if you can send data to the endpoint and receive predictions in return."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 10/10 [00:05<00:00,  1.79it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([2., 1., 1., 2., 3., 0., 0., 2., 1., 3.])"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prd_predictor = get_predictor(prd_endpoint_name)\n",
    "sample_values = test_df[test_df.columns[1:]].sample(10).values\n",
    "predictions = predict(prd_predictor, sample_values, rows=1)\n",
    "predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test REST API (API Gateway)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<a target=\"_blank\" href=\"https://ap-southeast-1.console.aws.amazon.com/lambda/home?region=ap-southeast-1#/applications/sd-t5-deploy-prd?tab=deploy\">Lambda Deployment</a>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Open Lambda deployement app\n",
    "HTML(\n",
    "    '<a target=\"_blank\" href=\"https://{0}.console.aws.amazon.com/lambda/home?region={0}#/applications/{1}-deploy-prd?tab=deploy\">Lambda Deployment</a>'.format(\n",
    "        region, model_name\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the code below to confirm that the endpoint is in service.  It will complete once the REST API is available."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Endpoint status: InService\n",
      "deployment application: smsd-sd-t5-p-8up2y4ihhnzd-deploy-prd-ServerlessDeploymentApplication-VSBUUAL5TYQT\n",
      "rest api: https://e4c3gvi60d.execute-api.ap-southeast-1.amazonaws.com/Prod/api/\n"
     ]
    }
   ],
   "source": [
    "def get_stack_status(stack_name):\n",
    "    response = cfn.describe_stacks(StackName=stack_name)\n",
    "    if response[\"Stacks\"]:\n",
    "        stack = response[\"Stacks\"][0]\n",
    "        outputs = None\n",
    "        if \"Outputs\" in stack:\n",
    "            outputs = dict([(o[\"OutputKey\"], o[\"OutputValue\"]) for o in stack[\"Outputs\"]])\n",
    "        return stack[\"StackStatus\"], outputs\n",
    "\n",
    "\n",
    "outputs = None\n",
    "while True:\n",
    "    try:\n",
    "        status, outputs = get_stack_status(stack_name)\n",
    "        response = sm.describe_endpoint(EndpointName=prd_endpoint_name)\n",
    "        print(\"Endpoint status: {}\".format(response[\"EndpointStatus\"]))\n",
    "        if outputs:\n",
    "            break\n",
    "        elif status.endswith(\"FAILED\"):\n",
    "            raise (Exception(\"Stack status: {}\".format(status)))\n",
    "    except ClientError as e:\n",
    "        print(e.response[\"Error\"][\"Message\"])\n",
    "    time.sleep(10)\n",
    "\n",
    "if outputs:\n",
    "    print(\"deployment application: {}\".format(outputs[\"DeploymentApplication\"]))\n",
    "    print(\"rest api: {}\".format(outputs[\"RestApi\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we are performing an update on your production deployment, we will then be able to expand the Lambda Deployment tab to reveal the resources. Click on the **ApiFunctionAliaslive** link to see the Lambda Deployment in progress. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<a target=\"_blank\" href=\"https://ap-southeast-1.console.aws.amazon.com/codesuite/codedeploy/applications/smsd-sd-t5-p-8up2y4ihhnzd-deploy-prd-ServerlessDeploymentApplication-VSBUUAL5TYQT?region=ap-southeast-1\">CodeDeploy application</a>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(\n",
    "    '<a target=\"_blank\" href=\"https://{0}.console.aws.amazon.com/codesuite/codedeploy/applications/{1}?region={0}\">CodeDeploy application</a>'.format(\n",
    "        region, outputs[\"DeploymentApplication\"]\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "CodeDeploy will perform a canary deployment and send 10% of the traffic to the new endpoint over a 5-minute period."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can invoke the REST API and inspect the headers being returned to see which endpoint we are hitting.  You will occasionally see the cell below show a different endpoint that settles to the new version once the stack is complete.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Response code: 200: endpoint: smsd-sd-t5-prd-997750c6-2400-4429-a472-47edb6672e53\n",
      "Deployment complete\n",
      "\n",
      "CPU times: user 23 ms, sys: 6.15 ms, total: 29.2 ms\n",
      "Wall time: 1.27 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "from urllib import request\n",
    "\n",
    "headers = {\"Content-type\": \"text/csv\"}\n",
    "payload = test_df[test_df.columns[1:]].head(1).to_csv(header=False, index=False).encode(\"utf-8\")\n",
    "rest_api = outputs[\"RestApi\"]\n",
    "\n",
    "while True:\n",
    "    try:\n",
    "        resp = request.urlopen(request.Request(rest_api, data=payload, headers=headers))\n",
    "        print(\n",
    "            \"Response code: %d: endpoint: %s\"\n",
    "            % (resp.getcode(), resp.getheader(\"x-sagemaker-endpoint\"))\n",
    "        )\n",
    "        status, outputs = get_stack_status(stack_name)\n",
    "        if status.endswith(\"COMPLETE\"):\n",
    "            print(\"Deployment complete\\n\")\n",
    "            break\n",
    "        elif status.endswith(\"FAILED\"):\n",
    "            raise (Exception(\"Stack status: {}\".format(status)))\n",
    "    except ClientError as e:\n",
    "        print(e.response[\"Error\"][\"Message\"])\n",
    "    time.sleep(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Monitor\n",
    "\n",
    "### Inspect Model Monitor\n",
    "\n",
    "When we prepared the datasets for model training, we saved a baseline dataset (a copy of the train dataset). Then, when we approved the model for deployment into production, the pipeline set up an SageMaker Endpoint with data capture enabled and a model monitoring schedule.\n",
    "\n",
    "Fetch the latest production deployment execution ID."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "deploy_prd = get_pipeline_stage(pipeline_name, \"DeployPrd\")\n",
    "if not \"latestExecution\" in deploy_prd:\n",
    "    raise (Exception(\"Please wait.  Deploy prod not complete\"))\n",
    "\n",
    "execution_id = deploy_prd[\"latestExecution\"][\"pipelineExecutionId\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Under the hood, SageMaker model monitor runs in SageMaker processing jobs. Use the execution ID to fetch the names of the processing job and the schedule."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing job name: smsd-sd-t5-pbl-997750c6-2400-4429-a472-47edb6672e53\n",
      "schedule name: smsd-sd-t5-pms\n"
     ]
    }
   ],
   "source": [
    "processing_job_name = \"{}-{}-pbl-{}\".format(PREFIX, model_name, execution_id)\n",
    "schedule_name = \"{}-{}-pms\".format(PREFIX, model_name)\n",
    "\n",
    "print(\"processing job name: {}\".format(processing_job_name))\n",
    "print(\"schedule name: {}\".format(schedule_name))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Explore Baseline\n",
    "\n",
    "Now fetch the baseline results from the processing job. This cell will throw an exception if the processing job is not complete - if that happens, just wait several minutes and try again. <a id=\"view-baseline-results\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import sagemaker\n",
    "from sagemaker.model_monitor import BaseliningJob, MonitoringExecution\n",
    "from sagemaker.s3 import S3Downloader\n",
    "\n",
    "sagemaker_session = sagemaker.Session()\n",
    "baseline_job = BaseliningJob.from_processing_name(sagemaker_session, processing_job_name)\n",
    "status = baseline_job.describe()[\"ProcessingJobStatus\"]\n",
    "if status != \"Completed\":\n",
    "    raise (Exception(\"Please wait. Processing job not complete, status: {}\".format(status)))\n",
    "\n",
    "baseline_results_uri = baseline_job.outputs[0].destination"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SageMaker model monitor generates two types of files. Take a look at the statistics file first. It calculates various statistics for each feature of the dataset, including the mean, standard deviation, minimum value, maximum value, and more. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>numerical_statistics.mean</th>\n",
       "      <th>numerical_statistics.std_dev</th>\n",
       "      <th>numerical_statistics.min</th>\n",
       "      <th>numerical_statistics.max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2.416416</td>\n",
       "      <td>6.766966</td>\n",
       "      <td>-5.48092</td>\n",
       "      <td>47.147304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0.148897</td>\n",
       "      <td>1.147891</td>\n",
       "      <td>-0.35700</td>\n",
       "      <td>8.927000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0.128420</td>\n",
       "      <td>0.804980</td>\n",
       "      <td>-0.64700</td>\n",
       "      <td>3.515000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>-0.028390</td>\n",
       "      <td>0.997213</td>\n",
       "      <td>-2.64100</td>\n",
       "      <td>2.577000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>0.385867</td>\n",
       "      <td>1.080775</td>\n",
       "      <td>-0.37900</td>\n",
       "      <td>6.666000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  name  numerical_statistics.mean  numerical_statistics.std_dev  \\\n",
       "0    0                   2.416416                      6.766966   \n",
       "1    1                   0.148897                      1.147891   \n",
       "2    2                   0.128420                      0.804980   \n",
       "3    3                  -0.028390                      0.997213   \n",
       "4    4                   0.385867                      1.080775   \n",
       "\n",
       "   numerical_statistics.min  numerical_statistics.max  \n",
       "0                  -5.48092                 47.147304  \n",
       "1                  -0.35700                  8.927000  \n",
       "2                  -0.64700                  3.515000  \n",
       "3                  -2.64100                  2.577000  \n",
       "4                  -0.37900                  6.666000  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import json\n",
    "\n",
    "baseline_statistics = baseline_job.baseline_statistics().body_dict\n",
    "schema_df = pd.json_normalize(baseline_statistics[\"features\"])\n",
    "schema_df[\n",
    "    [\n",
    "        \"name\",\n",
    "        \"numerical_statistics.mean\",\n",
    "        \"numerical_statistics.std_dev\",\n",
    "        \"numerical_statistics.min\",\n",
    "        \"numerical_statistics.max\",\n",
    "    ]\n",
    "].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now look at the suggested [constraints files](https://docs.aws.amazon.com/sagemaker/latest/dg/model-monitor-byoc-constraints.html). These are constraints which SageMaker model monitor recommends. If the live data which is sent to the production SageMaker Endpoint violates these constraints, this indicates data drift, and model monitor can raise an alert to trigger retraining. Of course, we can set different constraints based on the statistics which we viewed previously."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>inferred_type</th>\n",
       "      <th>completeness</th>\n",
       "      <th>num_constraints.is_non_negative</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Fractional</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Fractional</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Fractional</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Fractional</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Fractional</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  name inferred_type  completeness  num_constraints.is_non_negative\n",
       "0    0    Fractional           1.0                            False\n",
       "1    1    Fractional           1.0                            False\n",
       "2    2    Fractional           1.0                            False\n",
       "3    3    Fractional           1.0                            False\n",
       "4    4    Fractional           1.0                            False"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseline_constraints = baseline_job.suggested_constraints().body_dict\n",
    "constraints_df = pd.json_normalize(baseline_constraints[\"features\"])\n",
    "constraints_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View data capture\n",
    "\n",
    "When the \"Deploy Production\" stage of the MLOps pipeline deploys a SageMaker endpoint, it also enables data capture. This means the incoming requests to the endpoint, as well as the results from the ML model, are stored in an S3 location. Model monitor can analyze this data and compare it to the baseline to ensure that no constraints are violated. \n",
    "\n",
    "Check how many files have been created by the data capture, and view the latest file in detail. Note, data capture relies on data being sent to the production endpoint. If you don't see any files yet, wait several minutes and try again."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 3 files\n",
      "\n",
      "Last file:\n",
      "{\n",
      "  \"captureData\": {\n",
      "    \"endpointInput\": {\n",
      "      \"observedContentType\": \"text/csv\",\n",
      "      \"mode\": \"INPUT\",\n",
      "      \"data\": \"-0.1849580089999999,-0.084,-0.354,0.355,-0.304,-0.0579999999999999,0.88,11.4674,-0.049,442.69300000000004,0.406,1.74968,1,0.0030513000000000003,-0.2769999999999999,17139,-0.043,-0.122,0.639639074,0.9983290000000001,121.69361509999999,72.3051,-0.423,868,0.002945,-0.00229,0.80223,-0.09300000000000001,-0.081,-0.0069999999999999,-0.153,0.00327827,0.6642100000000001,-0.0069999999999999,-0.032,3393.48,0.9,-0.048,2.14,0.935,-1.052474737,0.3929999999999999,93.6723,-0.29,-0.303,-0.02,-0.11900000000000001,-16.1959,113.914,1.4953299999999998,976.318,-1.4340000000000002,-0.021,-0.092,0.180292,13.63,476.236,-0.177,6106.6,-0.027000000000000003,110.77799999999999,0.995359,-0.0055299999999999,-0.852,0,0.005149,67275.6,-0.0055899999999999,-0.747,3.4836099999999997,0.00634091,0.180101,-0.271,-183.864,-0.01176,0.445600046,-0.0043799999999999,0.00993,-1.859225885,5769.64,0.00760141,-0.222,-0.10989000000000002,1.21107,2.171,-1.16327876,-0.04,21.4658,0.00351,0.0095353,3314.97,-0.029810000000000003,868,0.48363,-0.213,825,-0.1207599999999999,3.10012,-0.285976314,0.0024792,0.1693839999999999,1.49525,-0.021,3.0975,-0.0033,-0.21614,-0.119914,-0.12152,184.525,2323.55,-0.44,3.4767900000000003,-22.9,7,-0.0279999999999999,-0.087,0.00983,-0.10300000000000001,1.16152,21.3797,1.0815299999999999,0.00403925,-0.126,0.366,-0.411457939,6741.22,1.1824,1963,1.09584,0.201087,-0.001959,-0.321,-0.789,-0.051,1.0815299999999999,-0.022000000000000002,-0.00139683,-0.284966881,0.484393,-0.08,66939.4,1.058,471.1,-0.063,0.0590446,11.109000000000002,-1.1949489070000001,-0.1937299999999999,-0.12037,0.0643843,17.097\\n\",\n",
      "      \"encoding\": \"CSV\"\n",
      "    },\n",
      "    \"endpointOutput\": {\n",
      "      \"observedContentType\": \"text/csv; charset=utf-8\",\n",
      "      \"mode\": \"OUTPUT\",\n",
      "      \"data\": \"0\\n\",\n",
      "      \"encoding\": \"CSV\"\n",
      "    }\n",
      "  },\n",
      "  \"eventMetadata\": {\n",
      "    \"eventId\": \"d2516f01-3c39-4932-afd7-c61c45423c2a\",\n",
      "    \"customAttributes\": [\n",
      "      \"\"\n",
      "    ],\n",
      "    \"inferenceTime\": \"2022-04-04T18:49:16Z\"\n",
      "  },\n",
      "  \"eventVersion\": \"0\"\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "bucket = sagemaker_session.default_bucket()\n",
    "data_capture_logs_uri = \"s3://{}/{}-{}/datacapture/{}\".format(\n",
    "    bucket, PREFIX, model_name, prd_endpoint_name\n",
    ")\n",
    "\n",
    "capture_files = S3Downloader.list(data_capture_logs_uri)\n",
    "print(\"Found {} files\".format(len(capture_files)))\n",
    "\n",
    "if capture_files:\n",
    "    # Get the first line of the most recent file\n",
    "    event = json.loads(S3Downloader.read_file(capture_files[-1]).split(\"\\n\")[0])\n",
    "    print(\"\\nLast file:\\n{}\".format(json.dumps(event, indent=2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View monitoring schedule"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "!wget -O utils.py --quiet https://raw.githubusercontent.com/awslabs/amazon-sagemaker-examples/master/sagemaker_model_monitor/visualization/utils.py\n",
    "import utils as mu"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The [minimum scheduled run time](https://docs.aws.amazon.com/sagemaker/latest/dg/model-monitor-scheduling.html) for model monitor is one hour, which means we will need to wait at least an hour to see any results.\n",
    "\n",
    "Check the schedule status and list the next run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Schedule Status: Scheduled\n",
      "Next schedule in 49 minutes\n"
     ]
    }
   ],
   "source": [
    "sm = boto3.client(\"sagemaker\")\n",
    "\n",
    "response = sm.describe_monitoring_schedule(MonitoringScheduleName=schedule_name)\n",
    "print(\"Schedule Status: {}\".format(response[\"MonitoringScheduleStatus\"]))\n",
    "\n",
    "now = datetime.now(tzlocal())\n",
    "next_hour = (now + timedelta(hours=1)).replace(minute=0)\n",
    "scheduled_diff = (next_hour - now).seconds // 60\n",
    "print(\"Next schedule in {} minutes\".format(scheduled_diff))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A couple of minutes after the model monitoring schedule has run, fetch the latest schedule status. A completed schedule run may have found violations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Schedule status: CompletedWithViolations, Created: 10 minutes ago\n"
     ]
    }
   ],
   "source": [
    "processing_job_arn = None\n",
    "\n",
    "while processing_job_arn is None:\n",
    "    try:\n",
    "        response = sm.list_monitoring_executions(MonitoringScheduleName=schedule_name)\n",
    "    except ClientError as e:\n",
    "        print(e.response[\"Error\"][\"Message\"])\n",
    "    for mon in response[\"MonitoringExecutionSummaries\"]:\n",
    "        status = mon[\"MonitoringExecutionStatus\"]\n",
    "        now = datetime.now(tzlocal())\n",
    "        created_diff = (now - mon[\"CreationTime\"]).seconds // 60\n",
    "        print(\"Schedule status: {}, Created: {} minutes ago\".format(status, created_diff))\n",
    "        if status in [\"Completed\", \"CompletedWithViolations\"]:\n",
    "            processing_job_arn = mon[\"ProcessingJobArn\"]\n",
    "            break\n",
    "        if status == \"InProgress\":\n",
    "            break\n",
    "    else:\n",
    "        raise (Exception(\"Please wait.  No Schedules executing\"))\n",
    "    time.sleep(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View monitoring results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Monitoring Execution results: s3://sagemaker-ap-southeast-1-852039983533/smsd-sd-t5/monitoring/reports/smsd-sd-t5-prd-997750c6-2400-4429-a472-47edb6672e53/smsd-sd-t5-pms/2022/04/04/19\n"
     ]
    }
   ],
   "source": [
    "if processing_job_arn:\n",
    "    execution = MonitoringExecution.from_processing_arn(\n",
    "        sagemaker_session=sagemaker.Session(), processing_job_arn=processing_job_arn\n",
    "    )\n",
    "    exec_inputs = {inp[\"InputName\"]: inp for inp in execution.describe()[\"ProcessingInputs\"]}\n",
    "    exec_results_uri = execution.output.destination\n",
    "\n",
    "    print(\"Monitoring Execution results: {}\".format(exec_results_uri))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take a look at the files which have been saved in the S3 output location. If violations were found, we should see a constraint violations file in addition to the statistics and constraints file which we viewed before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2022-04-04 19:06:55      21567 constraint_violations.json\n",
      "2022-04-04 19:06:55      23463 constraints.json\n",
      "2022-04-04 19:06:55     300660 statistics.json\n"
     ]
    }
   ],
   "source": [
    "!aws s3 ls $exec_results_uri/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, fetch the monitoring statistics and violations. Then use the utils code to visualize the results in a table. It will highlight any baseline drift found by the model monitor. Drift can happen for categorical features (for inferred string styles) or for numerical features (e.g. total fare amount)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the baseline and monitoring statistics & violations\n",
    "baseline_statistics = baseline_job.baseline_statistics().body_dict\n",
    "execution_statistics = execution.statistics().body_dict\n",
    "violations = execution.constraint_violations().body_dict[\"violations\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row10_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row10_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row10_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row10_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row11_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row11_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row11_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row11_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row12_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row12_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row12_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row12_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row13_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row13_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row13_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row13_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row14_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row14_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row14_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row14_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row15_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row15_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row15_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row15_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row16_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row16_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row16_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row16_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row17_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row17_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row17_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row17_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row18_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row18_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row18_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row18_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row19_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row19_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row19_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row19_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row20_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row20_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row20_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row20_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row21_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row21_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row21_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row21_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row22_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row22_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row22_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row22_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row23_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row23_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row23_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row23_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row24_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row24_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row24_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row24_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row25_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row25_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row25_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row25_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row26_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row26_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row26_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row26_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row27_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row27_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row27_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row27_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row28_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row28_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row28_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row28_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row29_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row29_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row29_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row29_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row30_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row30_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row30_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row30_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row31_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row31_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row31_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row31_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row32_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row32_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row32_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row32_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row33_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row33_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row33_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row33_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row34_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row34_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row34_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row34_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row35_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row35_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row35_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row35_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row36_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row36_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row36_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row36_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row37_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row37_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row37_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row37_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row38_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row38_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row38_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row38_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row39_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row39_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row39_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row39_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row40_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row40_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row40_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row40_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row41_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row41_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row41_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row41_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row42_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row42_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row42_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row42_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row43_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row43_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row43_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row43_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row44_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row44_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row44_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row44_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row45_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row45_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row45_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row45_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row46_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row46_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row46_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row46_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row47_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row47_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row47_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row47_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row48_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row48_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row48_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row48_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row49_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row49_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row49_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row49_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row50_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row50_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row50_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row50_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row51_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row51_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row51_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row51_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row52_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row52_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row52_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row52_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row53_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row53_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row53_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row53_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row54_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row54_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row54_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row54_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row55_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row55_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row55_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row55_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row56_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row56_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row56_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row56_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row57_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row57_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row57_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row57_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row58_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row58_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row58_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row58_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row59_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row59_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row59_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row59_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row60_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row60_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row60_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row60_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row61_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row61_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row61_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row61_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row62_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row62_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row62_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row62_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row63_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row63_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row63_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row63_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row64_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row64_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row64_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row64_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row65_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row65_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row65_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row65_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row66_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row66_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row66_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row66_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row67_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row67_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row67_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row67_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row68_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row68_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row68_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row68_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row69_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row69_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row69_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row69_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row70_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row70_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row70_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row70_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row71_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row71_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row71_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row71_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row72_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row72_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row72_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row72_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row73_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row73_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row73_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row73_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row74_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row74_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row74_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row74_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row75_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row75_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row75_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row75_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row76_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row76_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row76_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row76_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row77_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row77_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row77_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row77_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row78_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row78_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row78_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row78_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row79_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row79_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row79_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row79_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row80_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row80_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row80_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row80_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row81_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row81_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row81_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row81_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row82_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row82_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row82_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row82_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row83_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row83_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row83_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row83_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row84_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row84_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row84_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row84_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row85_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row85_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row85_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row85_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row86_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row86_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row86_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row86_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row87_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row87_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row87_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row87_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row88_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row88_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row88_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row88_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row89_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row89_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row89_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row89_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row90_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row90_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row90_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row90_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row91_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row91_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row91_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row91_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row92_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row92_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row92_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row92_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row93_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row93_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row93_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row93_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row94_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row94_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row94_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row94_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row95_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row95_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row95_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row95_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row96_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row96_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row96_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row96_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row97_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row97_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row97_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row97_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row98_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row98_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row98_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row98_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row99_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row99_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row99_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row99_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row100_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row100_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row100_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row100_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row101_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row101_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row101_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row101_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row102_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row102_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row102_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row102_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row103_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row103_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row103_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row103_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row104_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row104_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row104_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row104_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row105_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row105_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row105_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row105_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row106_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row106_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row106_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row106_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row107_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row107_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row107_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row107_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row108_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row108_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row108_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row108_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row109_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row109_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row109_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row109_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row110_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row110_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row110_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row110_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row111_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row111_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row111_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row111_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row112_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row112_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row112_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row112_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row113_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row113_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row113_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row113_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row114_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row114_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row114_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row114_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row115_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row115_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row115_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row115_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row116_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row116_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row116_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row116_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row117_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row117_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row117_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row117_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row118_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row118_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row118_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row118_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row119_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row119_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row119_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row119_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row120_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row120_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row120_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row120_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row121_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row121_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row121_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row121_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row122_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row122_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row122_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row122_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row123_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row123_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row123_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row123_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row124_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row124_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row124_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row124_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row125_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row125_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row125_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row125_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row126_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row126_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row126_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row126_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row127_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row127_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row127_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row127_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row128_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row128_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row128_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row128_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row129_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row129_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row129_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row129_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row130_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row130_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row130_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row130_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row131_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row131_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row131_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row131_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row132_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row132_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row132_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row132_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row133_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row133_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row133_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row133_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row134_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row134_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row134_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row134_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row135_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row135_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row135_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row135_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row136_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row136_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row136_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row136_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row137_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row137_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row137_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row137_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row138_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row138_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row138_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row138_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row139_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row139_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row139_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row139_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row140_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row140_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row140_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row140_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row141_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row141_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row141_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row141_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row142_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row142_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row142_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row142_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row143_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row143_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row143_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row143_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row144_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row144_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row144_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row144_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row145_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row145_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row145_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row145_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row146_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row146_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row146_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row146_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row147_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row147_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row147_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row147_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row148_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row148_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row148_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row148_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row149_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row149_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row149_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row149_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row150_col0 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row150_col1 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row150_col2 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row150_col3 {\n",
       "            background-color:  white;\n",
       "            : ;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row151_col0 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            background-color:  orange;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row151_col1 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row151_col2 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }    #T_1f384c96_b44b_11ec_9ffb_99fbde282501row151_col3 {\n",
       "            background-color:  white;\n",
       "            background-color:  #fff7dc;\n",
       "            : ;\n",
       "        }</style><table id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >data_type</th>        <th class=\"col_heading level0 col1\" >completeness</th>        <th class=\"col_heading level0 col2\" >baseline_drift</th>        <th class=\"col_heading level0 col3\" >categorical_values</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row0_col0\" class=\"data row0 col0\" >Integral</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row0_col1\" class=\"data row0 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row0_col2\" class=\"data row0 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row0_col3\" class=\"data row0 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row1_col0\" class=\"data row1 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row1_col1\" class=\"data row1 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row1_col2\" class=\"data row1 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row1_col3\" class=\"data row1 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row2_col0\" class=\"data row2 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row2_col1\" class=\"data row2 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row2_col2\" class=\"data row2 col2\" >44.38%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row2_col3\" class=\"data row2 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row3\" class=\"row_heading level0 row3\" >100</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row3_col0\" class=\"data row3 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row3_col1\" class=\"data row3 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row3_col2\" class=\"data row3 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row3_col3\" class=\"data row3 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row4\" class=\"row_heading level0 row4\" >101</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row4_col0\" class=\"data row4 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row4_col1\" class=\"data row4 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row4_col2\" class=\"data row4 col2\" >44.69%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row4_col3\" class=\"data row4 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row5\" class=\"row_heading level0 row5\" >102</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row5_col0\" class=\"data row5 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row5_col1\" class=\"data row5 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row5_col2\" class=\"data row5 col2\" >33.82%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row5_col3\" class=\"data row5 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row6\" class=\"row_heading level0 row6\" >103</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row6_col0\" class=\"data row6 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row6_col1\" class=\"data row6 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row6_col2\" class=\"data row6 col2\" >42.09%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row6_col3\" class=\"data row6 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row7\" class=\"row_heading level0 row7\" >104</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row7_col0\" class=\"data row7 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row7_col1\" class=\"data row7 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row7_col2\" class=\"data row7 col2\" >44.65%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row7_col3\" class=\"data row7 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row8\" class=\"row_heading level0 row8\" >105</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row8_col0\" class=\"data row8 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row8_col1\" class=\"data row8 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row8_col2\" class=\"data row8 col2\" >44.68%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row8_col3\" class=\"data row8 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row9\" class=\"row_heading level0 row9\" >106</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row9_col0\" class=\"data row9 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row9_col1\" class=\"data row9 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row9_col2\" class=\"data row9 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row9_col3\" class=\"data row9 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row10\" class=\"row_heading level0 row10\" >107</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row10_col0\" class=\"data row10 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row10_col1\" class=\"data row10 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row10_col2\" class=\"data row10 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row10_col3\" class=\"data row10 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row11\" class=\"row_heading level0 row11\" >108</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row11_col0\" class=\"data row11 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row11_col1\" class=\"data row11 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row11_col2\" class=\"data row11 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row11_col3\" class=\"data row11 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row12\" class=\"row_heading level0 row12\" >109</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row12_col0\" class=\"data row12 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row12_col1\" class=\"data row12 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row12_col2\" class=\"data row12 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row12_col3\" class=\"data row12 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row13\" class=\"row_heading level0 row13\" >11</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row13_col0\" class=\"data row13 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row13_col1\" class=\"data row13 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row13_col2\" class=\"data row13 col2\" >35.65%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row13_col3\" class=\"data row13 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row14\" class=\"row_heading level0 row14\" >110</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row14_col0\" class=\"data row14 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row14_col1\" class=\"data row14 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row14_col2\" class=\"data row14 col2\" >44.42%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row14_col3\" class=\"data row14 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row15\" class=\"row_heading level0 row15\" >111</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row15_col0\" class=\"data row15 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row15_col1\" class=\"data row15 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row15_col2\" class=\"data row15 col2\" >44.72%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row15_col3\" class=\"data row15 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row16\" class=\"row_heading level0 row16\" >112</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row16_col0\" class=\"data row16 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row16_col1\" class=\"data row16 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row16_col2\" class=\"data row16 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row16_col3\" class=\"data row16 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row17\" class=\"row_heading level0 row17\" >113</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row17_col0\" class=\"data row17 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row17_col1\" class=\"data row17 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row17_col2\" class=\"data row17 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row17_col3\" class=\"data row17 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row18\" class=\"row_heading level0 row18\" >114</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row18_col0\" class=\"data row18 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row18_col1\" class=\"data row18 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row18_col2\" class=\"data row18 col2\" >26.16%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row18_col3\" class=\"data row18 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row19\" class=\"row_heading level0 row19\" >115</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row19_col0\" class=\"data row19 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row19_col1\" class=\"data row19 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row19_col2\" class=\"data row19 col2\" >18.72%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row19_col3\" class=\"data row19 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row20\" class=\"row_heading level0 row20\" >116</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row20_col0\" class=\"data row20 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row20_col1\" class=\"data row20 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row20_col2\" class=\"data row20 col2\" >42.08%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row20_col3\" class=\"data row20 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row21\" class=\"row_heading level0 row21\" >117</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row21_col0\" class=\"data row21 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row21_col1\" class=\"data row21 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row21_col2\" class=\"data row21 col2\" >28.19%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row21_col3\" class=\"data row21 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row22\" class=\"row_heading level0 row22\" >118</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row22_col0\" class=\"data row22 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row22_col1\" class=\"data row22 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row22_col2\" class=\"data row22 col2\" >44.66%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row22_col3\" class=\"data row22 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row23\" class=\"row_heading level0 row23\" >119</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row23_col0\" class=\"data row23 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row23_col1\" class=\"data row23 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row23_col2\" class=\"data row23 col2\" >44.37%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row23_col3\" class=\"data row23 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row24\" class=\"row_heading level0 row24\" >12</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row24_col0\" class=\"data row24 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row24_col1\" class=\"data row24 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row24_col2\" class=\"data row24 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row24_col3\" class=\"data row24 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row25\" class=\"row_heading level0 row25\" >120</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row25_col0\" class=\"data row25 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row25_col1\" class=\"data row25 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row25_col2\" class=\"data row25 col2\" >44.09%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row25_col3\" class=\"data row25 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row26\" class=\"row_heading level0 row26\" >121</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row26_col0\" class=\"data row26 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row26_col1\" class=\"data row26 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row26_col2\" class=\"data row26 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row26_col3\" class=\"data row26 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row27\" class=\"row_heading level0 row27\" >122</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row27_col0\" class=\"data row27 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row27_col1\" class=\"data row27 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row27_col2\" class=\"data row27 col2\" >20.45%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row27_col3\" class=\"data row27 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row28\" class=\"row_heading level0 row28\" >123</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row28_col0\" class=\"data row28 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row28_col1\" class=\"data row28 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row28_col2\" class=\"data row28 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row28_col3\" class=\"data row28 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row29\" class=\"row_heading level0 row29\" >124</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row29_col0\" class=\"data row29 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row29_col1\" class=\"data row29 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row29_col2\" class=\"data row29 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row29_col3\" class=\"data row29 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row30\" class=\"row_heading level0 row30\" >125</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row30_col0\" class=\"data row30 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row30_col1\" class=\"data row30 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row30_col2\" class=\"data row30 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row30_col3\" class=\"data row30 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row31\" class=\"row_heading level0 row31\" >126</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row31_col0\" class=\"data row31 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row31_col1\" class=\"data row31 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row31_col2\" class=\"data row31 col2\" >44.70%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row31_col3\" class=\"data row31 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row32\" class=\"row_heading level0 row32\" >127</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row32_col0\" class=\"data row32 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row32_col1\" class=\"data row32 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row32_col2\" class=\"data row32 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row32_col3\" class=\"data row32 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row33\" class=\"row_heading level0 row33\" >128</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row33_col0\" class=\"data row33 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row33_col1\" class=\"data row33 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row33_col2\" class=\"data row33 col2\" >44.21%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row33_col3\" class=\"data row33 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row34\" class=\"row_heading level0 row34\" >129</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row34_col0\" class=\"data row34 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row34_col1\" class=\"data row34 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row34_col2\" class=\"data row34 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row34_col3\" class=\"data row34 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row35\" class=\"row_heading level0 row35\" >13</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row35_col0\" class=\"data row35 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row35_col1\" class=\"data row35 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row35_col2\" class=\"data row35 col2\" >42.06%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row35_col3\" class=\"data row35 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row36\" class=\"row_heading level0 row36\" >130</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row36_col0\" class=\"data row36 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row36_col1\" class=\"data row36 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row36_col2\" class=\"data row36 col2\" >44.70%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row36_col3\" class=\"data row36 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row37\" class=\"row_heading level0 row37\" >131</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row37_col0\" class=\"data row37 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row37_col1\" class=\"data row37 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row37_col2\" class=\"data row37 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row37_col3\" class=\"data row37 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row38\" class=\"row_heading level0 row38\" >132</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row38_col0\" class=\"data row38 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row38_col1\" class=\"data row38 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row38_col2\" class=\"data row38 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row38_col3\" class=\"data row38 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row39\" class=\"row_heading level0 row39\" >133</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row39_col0\" class=\"data row39 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row39_col1\" class=\"data row39 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row39_col2\" class=\"data row39 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row39_col3\" class=\"data row39 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row40\" class=\"row_heading level0 row40\" >134</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row40_col0\" class=\"data row40 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row40_col1\" class=\"data row40 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row40_col2\" class=\"data row40 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row40_col3\" class=\"data row40 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row41\" class=\"row_heading level0 row41\" >135</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row41_col0\" class=\"data row41 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row41_col1\" class=\"data row41 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row41_col2\" class=\"data row41 col2\" >38.46%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row41_col3\" class=\"data row41 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row42\" class=\"row_heading level0 row42\" >136</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row42_col0\" class=\"data row42 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row42_col1\" class=\"data row42 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row42_col2\" class=\"data row42 col2\" >16.43%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row42_col3\" class=\"data row42 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row43\" class=\"row_heading level0 row43\" >137</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row43_col0\" class=\"data row43 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row43_col1\" class=\"data row43 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row43_col2\" class=\"data row43 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row43_col3\" class=\"data row43 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row44\" class=\"row_heading level0 row44\" >138</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row44_col0\" class=\"data row44 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row44_col1\" class=\"data row44 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row44_col2\" class=\"data row44 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row44_col3\" class=\"data row44 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row45\" class=\"row_heading level0 row45\" >139</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row45_col0\" class=\"data row45 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row45_col1\" class=\"data row45 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row45_col2\" class=\"data row45 col2\" >17.81%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row45_col3\" class=\"data row45 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row46\" class=\"row_heading level0 row46\" >14</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row46_col0\" class=\"data row46 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row46_col1\" class=\"data row46 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row46_col2\" class=\"data row46 col2\" >14.01%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row46_col3\" class=\"data row46 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row47\" class=\"row_heading level0 row47\" >140</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row47_col0\" class=\"data row47 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row47_col1\" class=\"data row47 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row47_col2\" class=\"data row47 col2\" >42.13%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row47_col3\" class=\"data row47 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row48\" class=\"row_heading level0 row48\" >141</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row48_col0\" class=\"data row48 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row48_col1\" class=\"data row48 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row48_col2\" class=\"data row48 col2\" >44.65%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row48_col3\" class=\"data row48 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row49\" class=\"row_heading level0 row49\" >142</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row49_col0\" class=\"data row49 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row49_col1\" class=\"data row49 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row49_col2\" class=\"data row49 col2\" >44.38%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row49_col3\" class=\"data row49 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row50\" class=\"row_heading level0 row50\" >143</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row50_col0\" class=\"data row50 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row50_col1\" class=\"data row50 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row50_col2\" class=\"data row50 col2\" >40.72%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row50_col3\" class=\"data row50 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row51\" class=\"row_heading level0 row51\" >144</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row51_col0\" class=\"data row51 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row51_col1\" class=\"data row51 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row51_col2\" class=\"data row51 col2\" >39.10%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row51_col3\" class=\"data row51 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row52\" class=\"row_heading level0 row52\" >145</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row52_col0\" class=\"data row52 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row52_col1\" class=\"data row52 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row52_col2\" class=\"data row52 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row52_col3\" class=\"data row52 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row53\" class=\"row_heading level0 row53\" >146</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row53_col0\" class=\"data row53 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row53_col1\" class=\"data row53 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row53_col2\" class=\"data row53 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row53_col3\" class=\"data row53 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row54\" class=\"row_heading level0 row54\" >147</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row54_col0\" class=\"data row54 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row54_col1\" class=\"data row54 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row54_col2\" class=\"data row54 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row54_col3\" class=\"data row54 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row55\" class=\"row_heading level0 row55\" >148</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row55_col0\" class=\"data row55 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row55_col1\" class=\"data row55 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row55_col2\" class=\"data row55 col2\" >44.69%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row55_col3\" class=\"data row55 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row56\" class=\"row_heading level0 row56\" >149</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row56_col0\" class=\"data row56 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row56_col1\" class=\"data row56 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row56_col2\" class=\"data row56 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row56_col3\" class=\"data row56 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row57\" class=\"row_heading level0 row57\" >15</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row57_col0\" class=\"data row57 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row57_col1\" class=\"data row57 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row57_col2\" class=\"data row57 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row57_col3\" class=\"data row57 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row58\" class=\"row_heading level0 row58\" >150</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row58_col0\" class=\"data row58 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row58_col1\" class=\"data row58 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row58_col2\" class=\"data row58 col2\" >44.66%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row58_col3\" class=\"data row58 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row59\" class=\"row_heading level0 row59\" >16</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row59_col0\" class=\"data row59 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row59_col1\" class=\"data row59 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row59_col2\" class=\"data row59 col2\" >44.15%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row59_col3\" class=\"data row59 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row60\" class=\"row_heading level0 row60\" >17</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row60_col0\" class=\"data row60 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row60_col1\" class=\"data row60 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row60_col2\" class=\"data row60 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row60_col3\" class=\"data row60 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row61\" class=\"row_heading level0 row61\" >18</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row61_col0\" class=\"data row61 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row61_col1\" class=\"data row61 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row61_col2\" class=\"data row61 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row61_col3\" class=\"data row61 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row62\" class=\"row_heading level0 row62\" >19</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row62_col0\" class=\"data row62 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row62_col1\" class=\"data row62 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row62_col2\" class=\"data row62 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row62_col3\" class=\"data row62 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row63\" class=\"row_heading level0 row63\" >2</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row63_col0\" class=\"data row63 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row63_col1\" class=\"data row63 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row63_col2\" class=\"data row63 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row63_col3\" class=\"data row63 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row64\" class=\"row_heading level0 row64\" >20</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row64_col0\" class=\"data row64 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row64_col1\" class=\"data row64 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row64_col2\" class=\"data row64 col2\" >41.53%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row64_col3\" class=\"data row64 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row65\" class=\"row_heading level0 row65\" >21</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row65_col0\" class=\"data row65 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row65_col1\" class=\"data row65 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row65_col2\" class=\"data row65 col2\" >35.63%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row65_col3\" class=\"data row65 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row66\" class=\"row_heading level0 row66\" >22</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row66_col0\" class=\"data row66 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row66_col1\" class=\"data row66 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row66_col2\" class=\"data row66 col2\" >44.22%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row66_col3\" class=\"data row66 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row67\" class=\"row_heading level0 row67\" >23</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row67_col0\" class=\"data row67 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row67_col1\" class=\"data row67 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row67_col2\" class=\"data row67 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row67_col3\" class=\"data row67 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row68\" class=\"row_heading level0 row68\" >24</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row68_col0\" class=\"data row68 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row68_col1\" class=\"data row68 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row68_col2\" class=\"data row68 col2\" >44.71%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row68_col3\" class=\"data row68 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row69\" class=\"row_heading level0 row69\" >25</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row69_col0\" class=\"data row69 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row69_col1\" class=\"data row69 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row69_col2\" class=\"data row69 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row69_col3\" class=\"data row69 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row70\" class=\"row_heading level0 row70\" >26</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row70_col0\" class=\"data row70 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row70_col1\" class=\"data row70 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row70_col2\" class=\"data row70 col2\" >44.72%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row70_col3\" class=\"data row70 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row71\" class=\"row_heading level0 row71\" >27</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row71_col0\" class=\"data row71 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row71_col1\" class=\"data row71 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row71_col2\" class=\"data row71 col2\" >28.51%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row71_col3\" class=\"data row71 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row72\" class=\"row_heading level0 row72\" >28</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row72_col0\" class=\"data row72 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row72_col1\" class=\"data row72 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row72_col2\" class=\"data row72 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row72_col3\" class=\"data row72 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row73\" class=\"row_heading level0 row73\" >29</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row73_col0\" class=\"data row73 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row73_col1\" class=\"data row73 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row73_col2\" class=\"data row73 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row73_col3\" class=\"data row73 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row74\" class=\"row_heading level0 row74\" >3</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row74_col0\" class=\"data row74 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row74_col1\" class=\"data row74 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row74_col2\" class=\"data row74 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row74_col3\" class=\"data row74 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row75\" class=\"row_heading level0 row75\" >30</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row75_col0\" class=\"data row75 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row75_col1\" class=\"data row75 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row75_col2\" class=\"data row75 col2\" >26.88%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row75_col3\" class=\"data row75 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row76\" class=\"row_heading level0 row76\" >31</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row76_col0\" class=\"data row76 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row76_col1\" class=\"data row76 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row76_col2\" class=\"data row76 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row76_col3\" class=\"data row76 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row77\" class=\"row_heading level0 row77\" >32</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row77_col0\" class=\"data row77 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row77_col1\" class=\"data row77 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row77_col2\" class=\"data row77 col2\" >44.71%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row77_col3\" class=\"data row77 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row78\" class=\"row_heading level0 row78\" >33</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row78_col0\" class=\"data row78 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row78_col1\" class=\"data row78 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row78_col2\" class=\"data row78 col2\" >31.20%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row78_col3\" class=\"data row78 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row79\" class=\"row_heading level0 row79\" >34</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row79_col0\" class=\"data row79 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row79_col1\" class=\"data row79 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row79_col2\" class=\"data row79 col2\" >21.32%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row79_col3\" class=\"data row79 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row80\" class=\"row_heading level0 row80\" >35</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row80_col0\" class=\"data row80 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row80_col1\" class=\"data row80 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row80_col2\" class=\"data row80 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row80_col3\" class=\"data row80 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row81\" class=\"row_heading level0 row81\" >36</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row81_col0\" class=\"data row81 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row81_col1\" class=\"data row81 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row81_col2\" class=\"data row81 col2\" >44.53%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row81_col3\" class=\"data row81 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row82\" class=\"row_heading level0 row82\" >37</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row82_col0\" class=\"data row82 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row82_col1\" class=\"data row82 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row82_col2\" class=\"data row82 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row82_col3\" class=\"data row82 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row83\" class=\"row_heading level0 row83\" >38</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row83_col0\" class=\"data row83 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row83_col1\" class=\"data row83 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row83_col2\" class=\"data row83 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row83_col3\" class=\"data row83 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row84\" class=\"row_heading level0 row84\" >39</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row84_col0\" class=\"data row84 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row84_col1\" class=\"data row84 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row84_col2\" class=\"data row84 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row84_col3\" class=\"data row84 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row85\" class=\"row_heading level0 row85\" >4</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row85_col0\" class=\"data row85 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row85_col1\" class=\"data row85 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row85_col2\" class=\"data row85 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row85_col3\" class=\"data row85 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row86\" class=\"row_heading level0 row86\" >40</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row86_col0\" class=\"data row86 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row86_col1\" class=\"data row86 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row86_col2\" class=\"data row86 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row86_col3\" class=\"data row86 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row87\" class=\"row_heading level0 row87\" >41</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row87_col0\" class=\"data row87 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row87_col1\" class=\"data row87 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row87_col2\" class=\"data row87 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row87_col3\" class=\"data row87 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row88\" class=\"row_heading level0 row88\" >42</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row88_col0\" class=\"data row88 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row88_col1\" class=\"data row88 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row88_col2\" class=\"data row88 col2\" >44.71%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row88_col3\" class=\"data row88 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row89\" class=\"row_heading level0 row89\" >43</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row89_col0\" class=\"data row89 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row89_col1\" class=\"data row89 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row89_col2\" class=\"data row89 col2\" >44.43%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row89_col3\" class=\"data row89 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row90\" class=\"row_heading level0 row90\" >44</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row90_col0\" class=\"data row90 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row90_col1\" class=\"data row90 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row90_col2\" class=\"data row90 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row90_col3\" class=\"data row90 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row91\" class=\"row_heading level0 row91\" >45</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row91_col0\" class=\"data row91 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row91_col1\" class=\"data row91 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row91_col2\" class=\"data row91 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row91_col3\" class=\"data row91 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row92\" class=\"row_heading level0 row92\" >46</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row92_col0\" class=\"data row92 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row92_col1\" class=\"data row92 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row92_col2\" class=\"data row92 col2\" >20.67%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row92_col3\" class=\"data row92 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row93\" class=\"row_heading level0 row93\" >47</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row93_col0\" class=\"data row93 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row93_col1\" class=\"data row93 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row93_col2\" class=\"data row93 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row93_col3\" class=\"data row93 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row94\" class=\"row_heading level0 row94\" >48</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row94_col0\" class=\"data row94 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row94_col1\" class=\"data row94 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row94_col2\" class=\"data row94 col2\" >44.68%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row94_col3\" class=\"data row94 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row95\" class=\"row_heading level0 row95\" >49</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row95_col0\" class=\"data row95 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row95_col1\" class=\"data row95 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row95_col2\" class=\"data row95 col2\" >44.69%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row95_col3\" class=\"data row95 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row96\" class=\"row_heading level0 row96\" >5</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row96_col0\" class=\"data row96 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row96_col1\" class=\"data row96 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row96_col2\" class=\"data row96 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row96_col3\" class=\"data row96 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row97\" class=\"row_heading level0 row97\" >50</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row97_col0\" class=\"data row97 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row97_col1\" class=\"data row97 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row97_col2\" class=\"data row97 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row97_col3\" class=\"data row97 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row98\" class=\"row_heading level0 row98\" >51</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row98_col0\" class=\"data row98 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row98_col1\" class=\"data row98 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row98_col2\" class=\"data row98 col2\" >44.68%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row98_col3\" class=\"data row98 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row99\" class=\"row_heading level0 row99\" >52</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row99_col0\" class=\"data row99 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row99_col1\" class=\"data row99 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row99_col2\" class=\"data row99 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row99_col3\" class=\"data row99 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row100\" class=\"row_heading level0 row100\" >53</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row100_col0\" class=\"data row100 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row100_col1\" class=\"data row100 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row100_col2\" class=\"data row100 col2\" >16.88%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row100_col3\" class=\"data row100 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row101\" class=\"row_heading level0 row101\" >54</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row101_col0\" class=\"data row101 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row101_col1\" class=\"data row101 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row101_col2\" class=\"data row101 col2\" >42.06%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row101_col3\" class=\"data row101 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row102\" class=\"row_heading level0 row102\" >55</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row102_col0\" class=\"data row102 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row102_col1\" class=\"data row102 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row102_col2\" class=\"data row102 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row102_col3\" class=\"data row102 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row103\" class=\"row_heading level0 row103\" >56</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row103_col0\" class=\"data row103 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row103_col1\" class=\"data row103 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row103_col2\" class=\"data row103 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row103_col3\" class=\"data row103 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row104\" class=\"row_heading level0 row104\" >57</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row104_col0\" class=\"data row104 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row104_col1\" class=\"data row104 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row104_col2\" class=\"data row104 col2\" >44.23%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row104_col3\" class=\"data row104 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row105\" class=\"row_heading level0 row105\" >58</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row105_col0\" class=\"data row105 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row105_col1\" class=\"data row105 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row105_col2\" class=\"data row105 col2\" >42.14%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row105_col3\" class=\"data row105 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row106\" class=\"row_heading level0 row106\" >59</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row106_col0\" class=\"data row106 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row106_col1\" class=\"data row106 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row106_col2\" class=\"data row106 col2\" >33.01%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row106_col3\" class=\"data row106 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row107\" class=\"row_heading level0 row107\" >6</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row107_col0\" class=\"data row107 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row107_col1\" class=\"data row107 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row107_col2\" class=\"data row107 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row107_col3\" class=\"data row107 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row108\" class=\"row_heading level0 row108\" >60</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row108_col0\" class=\"data row108 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row108_col1\" class=\"data row108 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row108_col2\" class=\"data row108 col2\" >35.48%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row108_col3\" class=\"data row108 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row109\" class=\"row_heading level0 row109\" >61</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row109_col0\" class=\"data row109 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row109_col1\" class=\"data row109 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row109_col2\" class=\"data row109 col2\" >44.69%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row109_col3\" class=\"data row109 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row110\" class=\"row_heading level0 row110\" >62</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row110_col0\" class=\"data row110 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row110_col1\" class=\"data row110 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row110_col2\" class=\"data row110 col2\" >44.33%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row110_col3\" class=\"data row110 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row111\" class=\"row_heading level0 row111\" >63</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row111_col0\" class=\"data row111 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row111_col1\" class=\"data row111 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row111_col2\" class=\"data row111 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row111_col3\" class=\"data row111 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row112\" class=\"row_heading level0 row112\" >64</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row112_col0\" class=\"data row112 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row112_col1\" class=\"data row112 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row112_col2\" class=\"data row112 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row112_col3\" class=\"data row112 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row113\" class=\"row_heading level0 row113\" >65</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row113_col0\" class=\"data row113 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row113_col1\" class=\"data row113 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row113_col2\" class=\"data row113 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row113_col3\" class=\"data row113 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row114\" class=\"row_heading level0 row114\" >66</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row114_col0\" class=\"data row114 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row114_col1\" class=\"data row114 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row114_col2\" class=\"data row114 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row114_col3\" class=\"data row114 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row115\" class=\"row_heading level0 row115\" >67</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row115_col0\" class=\"data row115 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row115_col1\" class=\"data row115 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row115_col2\" class=\"data row115 col2\" >44.68%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row115_col3\" class=\"data row115 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row116\" class=\"row_heading level0 row116\" >68</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row116_col0\" class=\"data row116 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row116_col1\" class=\"data row116 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row116_col2\" class=\"data row116 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row116_col3\" class=\"data row116 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row117\" class=\"row_heading level0 row117\" >69</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row117_col0\" class=\"data row117 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row117_col1\" class=\"data row117 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row117_col2\" class=\"data row117 col2\" >44.73%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row117_col3\" class=\"data row117 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row118\" class=\"row_heading level0 row118\" >7</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row118_col0\" class=\"data row118 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row118_col1\" class=\"data row118 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row118_col2\" class=\"data row118 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row118_col3\" class=\"data row118 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row119\" class=\"row_heading level0 row119\" >70</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row119_col0\" class=\"data row119 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row119_col1\" class=\"data row119 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row119_col2\" class=\"data row119 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row119_col3\" class=\"data row119 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row120\" class=\"row_heading level0 row120\" >71</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row120_col0\" class=\"data row120 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row120_col1\" class=\"data row120 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row120_col2\" class=\"data row120 col2\" >44.67%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row120_col3\" class=\"data row120 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row121\" class=\"row_heading level0 row121\" >72</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row121_col0\" class=\"data row121 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row121_col1\" class=\"data row121 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row121_col2\" class=\"data row121 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row121_col3\" class=\"data row121 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row122\" class=\"row_heading level0 row122\" >73</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row122_col0\" class=\"data row122 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row122_col1\" class=\"data row122 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row122_col2\" class=\"data row122 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row122_col3\" class=\"data row122 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row123\" class=\"row_heading level0 row123\" >74</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row123_col0\" class=\"data row123 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row123_col1\" class=\"data row123 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row123_col2\" class=\"data row123 col2\" >44.66%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row123_col3\" class=\"data row123 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row124\" class=\"row_heading level0 row124\" >75</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row124_col0\" class=\"data row124 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row124_col1\" class=\"data row124 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row124_col2\" class=\"data row124 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row124_col3\" class=\"data row124 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row125\" class=\"row_heading level0 row125\" >76</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row125_col0\" class=\"data row125 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row125_col1\" class=\"data row125 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row125_col2\" class=\"data row125 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row125_col3\" class=\"data row125 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row126\" class=\"row_heading level0 row126\" >77</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row126_col0\" class=\"data row126 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row126_col1\" class=\"data row126 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row126_col2\" class=\"data row126 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row126_col3\" class=\"data row126 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row127\" class=\"row_heading level0 row127\" >78</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row127_col0\" class=\"data row127 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row127_col1\" class=\"data row127 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row127_col2\" class=\"data row127 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row127_col3\" class=\"data row127 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row128\" class=\"row_heading level0 row128\" >79</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row128_col0\" class=\"data row128 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row128_col1\" class=\"data row128 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row128_col2\" class=\"data row128 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row128_col3\" class=\"data row128 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row129\" class=\"row_heading level0 row129\" >8</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row129_col0\" class=\"data row129 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row129_col1\" class=\"data row129 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row129_col2\" class=\"data row129 col2\" >39.94%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row129_col3\" class=\"data row129 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row130\" class=\"row_heading level0 row130\" >80</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row130_col0\" class=\"data row130 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row130_col1\" class=\"data row130 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row130_col2\" class=\"data row130 col2\" >44.73%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row130_col3\" class=\"data row130 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row131\" class=\"row_heading level0 row131\" >81</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row131_col0\" class=\"data row131 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row131_col1\" class=\"data row131 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row131_col2\" class=\"data row131 col2\" >18.04%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row131_col3\" class=\"data row131 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row132\" class=\"row_heading level0 row132\" >82</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row132_col0\" class=\"data row132 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row132_col1\" class=\"data row132 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row132_col2\" class=\"data row132 col2\" >17.26%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row132_col3\" class=\"data row132 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row133\" class=\"row_heading level0 row133\" >83</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row133_col0\" class=\"data row133 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row133_col1\" class=\"data row133 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row133_col2\" class=\"data row133 col2\" >44.71%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row133_col3\" class=\"data row133 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row134\" class=\"row_heading level0 row134\" >84</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row134_col0\" class=\"data row134 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row134_col1\" class=\"data row134 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row134_col2\" class=\"data row134 col2\" >29.22%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row134_col3\" class=\"data row134 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row135\" class=\"row_heading level0 row135\" >85</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row135_col0\" class=\"data row135 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row135_col1\" class=\"data row135 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row135_col2\" class=\"data row135 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row135_col3\" class=\"data row135 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row136\" class=\"row_heading level0 row136\" >86</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row136_col0\" class=\"data row136 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row136_col1\" class=\"data row136 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row136_col2\" class=\"data row136 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row136_col3\" class=\"data row136 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row137\" class=\"row_heading level0 row137\" >87</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row137_col0\" class=\"data row137 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row137_col1\" class=\"data row137 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row137_col2\" class=\"data row137 col2\" >38.77%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row137_col3\" class=\"data row137 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row138\" class=\"row_heading level0 row138\" >88</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row138_col0\" class=\"data row138 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row138_col1\" class=\"data row138 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row138_col2\" class=\"data row138 col2\" >42.12%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row138_col3\" class=\"data row138 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row139\" class=\"row_heading level0 row139\" >89</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row139_col0\" class=\"data row139 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row139_col1\" class=\"data row139 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row139_col2\" class=\"data row139 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row139_col3\" class=\"data row139 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row140\" class=\"row_heading level0 row140\" >9</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row140_col0\" class=\"data row140 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row140_col1\" class=\"data row140 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row140_col2\" class=\"data row140 col2\" >39.10%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row140_col3\" class=\"data row140 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row141\" class=\"row_heading level0 row141\" >90</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row141_col0\" class=\"data row141 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row141_col1\" class=\"data row141 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row141_col2\" class=\"data row141 col2\" >44.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row141_col3\" class=\"data row141 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row142\" class=\"row_heading level0 row142\" >91</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row142_col0\" class=\"data row142 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row142_col1\" class=\"data row142 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row142_col2\" class=\"data row142 col2\" >44.72%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row142_col3\" class=\"data row142 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row143\" class=\"row_heading level0 row143\" >92</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row143_col0\" class=\"data row143 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row143_col1\" class=\"data row143 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row143_col2\" class=\"data row143 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row143_col3\" class=\"data row143 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row144\" class=\"row_heading level0 row144\" >93</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row144_col0\" class=\"data row144 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row144_col1\" class=\"data row144 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row144_col2\" class=\"data row144 col2\" >44.73%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row144_col3\" class=\"data row144 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row145\" class=\"row_heading level0 row145\" >94</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row145_col0\" class=\"data row145 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row145_col1\" class=\"data row145 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row145_col2\" class=\"data row145 col2\" >17.11%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row145_col3\" class=\"data row145 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row146\" class=\"row_heading level0 row146\" >95</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row146_col0\" class=\"data row146 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row146_col1\" class=\"data row146 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row146_col2\" class=\"data row146 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row146_col3\" class=\"data row146 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row147\" class=\"row_heading level0 row147\" >96</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row147_col0\" class=\"data row147 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row147_col1\" class=\"data row147 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row147_col2\" class=\"data row147 col2\" >39.03%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row147_col3\" class=\"data row147 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row148\" class=\"row_heading level0 row148\" >97</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row148_col0\" class=\"data row148 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row148_col1\" class=\"data row148 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row148_col2\" class=\"data row148 col2\" >44.71%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row148_col3\" class=\"data row148 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row149\" class=\"row_heading level0 row149\" >98</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row149_col0\" class=\"data row149 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row149_col1\" class=\"data row149 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row149_col2\" class=\"data row149 col2\" >22.74%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row149_col3\" class=\"data row149 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row150\" class=\"row_heading level0 row150\" >99</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row150_col0\" class=\"data row150 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row150_col1\" class=\"data row150 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row150_col2\" class=\"data row150 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row150_col3\" class=\"data row150 col3\" >N/A</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501level0_row151\" class=\"row_heading level0 row151\" >target</th>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row151_col0\" class=\"data row151 col0\" >Fractional</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row151_col1\" class=\"data row151 col1\" >100.00%</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row151_col2\" class=\"data row151 col2\" >N/A</td>\n",
       "                        <td id=\"T_1f384c96_b44b_11ec_9ffb_99fbde282501row151_col3\" class=\"data row151 col3\" >N/A</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7efc4c123710>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mu.show_violation_df(\n",
    "    baseline_statistics=baseline_statistics,\n",
    "    latest_statistics=execution_statistics,\n",
    "    violations=violations,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trigger Retraining\n",
    "\n",
    "The CodePipeline instance is configured with [CloudWatch Events](https://docs.aws.amazon.com/codepipeline/latest/userguide/create-cloudtrail-S3-source.html) to start the pipeline for retraining when the drift detection triggers specific metric alarms.\n",
    "\n",
    "We can simulate drift by putting a metric value above the threshold of `0.2` directly into CloudWatch.  This will trigger the alarm, and start the code pipeline.\n",
    "\n",
    "Tip: This alarm is configured only for the latest production endpoint, so re-training will only occur if we are putting metrics against the latest endpoint.\n",
    "\n",
    "Trigger the metric alarm. Note that it can take a couple of minutes for everything to trigger."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "import random\n",
    "\n",
    "cloudwatch = boto3.client(\"cloudwatch\")\n",
    "\n",
    "# Define the metric name and threshold\n",
    "metric_name = \"feature_baseline_drift_total_amount\"\n",
    "metric_threshold = 0.2\n",
    "\n",
    "# Put a new metric to trigger an alaram\n",
    "def put_drift_metric(value):\n",
    "    print(\"Putting metric: {}\".format(value))\n",
    "    response = cloudwatch.put_metric_data(\n",
    "        Namespace=\"aws/sagemaker/Endpoints/data-metrics\",\n",
    "        MetricData=[\n",
    "            {\n",
    "                \"MetricName\": metric_name,\n",
    "                \"Dimensions\": [\n",
    "                    {\"Name\": \"MonitoringSchedule\", \"Value\": schedule_name},\n",
    "                    {\"Name\": \"Endpoint\", \"Value\": prd_endpoint_name},\n",
    "                ],\n",
    "                \"Timestamp\": datetime.now(),\n",
    "                \"Value\": value,\n",
    "                \"Unit\": \"None\",\n",
    "            },\n",
    "        ],\n",
    "    )\n",
    "\n",
    "\n",
    "def get_drift_stats():\n",
    "    response = cloudwatch.get_metric_statistics(\n",
    "        Namespace=\"aws/sagemaker/Endpoints/data-metrics\",\n",
    "        MetricName=metric_name,\n",
    "        Dimensions=[\n",
    "            {\"Name\": \"MonitoringSchedule\", \"Value\": schedule_name},\n",
    "            {\"Name\": \"Endpoint\", \"Value\": prd_endpoint_name},\n",
    "        ],\n",
    "        StartTime=datetime.now() - timedelta(minutes=2),\n",
    "        EndTime=datetime.now(),\n",
    "        Period=1,\n",
    "        Statistics=[\"Average\"],\n",
    "        Unit=\"None\",\n",
    "    )\n",
    "    if \"Datapoints\" in response and len(response[\"Datapoints\"]) > 0:\n",
    "        return response[\"Datapoints\"][0][\"Average\"]\n",
    "    return 0\n",
    "\n",
    "\n",
    "# print(\"Simluate drift on endpoint: {}\".format(prd_endpoint_name))\n",
    "\n",
    "# while True:\n",
    "#     put_drift_metric(round(random.uniform(metric_threshold, 1.0), 4))\n",
    "#     drift_stats = get_drift_stats()\n",
    "#     print(\"Average drift amount: {}\".format(get_drift_stats()))\n",
    "#     if drift_stats > metric_threshold:\n",
    "#         break\n",
    "#     time.sleep(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Click through to the Alarm and CodePipeline Execution history with the links below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<a target=\"_blank\" href=\"https://ap-southeast-1.console.aws.amazon.com/cloudwatch/home?region=ap-southeast-1#alarmsV2:alarm/mlops-sd-t5-metric-gt-threshold\">CloudWatch Alarm</a> triggers\n",
       "     <a target=\"_blank\" href=\"https://ap-southeast-1.console.aws.amazon.com/codesuite/codepipeline/pipelines/smsd-sd-t5-p-8up2y4ihhnzd/executions?region=ap-southeast-1\">Code Pipeline Execution</a>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Output a html link to the cloudwatch dashboard\n",
    "metric_alarm_name = \"mlops-{}-metric-gt-threshold\".format(model_name)\n",
    "HTML(\n",
    "    \"\"\"<a target=\"_blank\" href=\"https://{0}.console.aws.amazon.com/cloudwatch/home?region={0}#alarmsV2:alarm/{1}\">CloudWatch Alarm</a> triggers\n",
    "     <a target=\"_blank\" href=\"https://{0}.console.aws.amazon.com/codesuite/codepipeline/pipelines/{2}/executions?region={0}\">Code Pipeline Execution</a>\"\"\".format(\n",
    "        region, metric_alarm_name, pipeline_name\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a CloudWatch dashboard\n",
    "\n",
    "To visualize the key performance metrics and alarms which we have created.\n",
    "\n",
    "This dashboard shows 9 charts in three rows, where the first row displays Lambda metrics, the second row displays SageMaker metrics, and the third row (shown in the screenshot below) displays the alarms set up for the pipeline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<a target=\"_blank\" href=\"https://ap-southeast-1.console.aws.amazon.com/cloudwatch/home?region=ap-southeast-1#dashboards:name=smsd-sd-t5-p-8up2y4ihhnzd\">CloudWatch Dashboard</a>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from string import Template\n",
    "\n",
    "cloudwatch = boto3.client(\"cloudwatch\")\n",
    "sts = boto3.client(\"sts\")\n",
    "account_id = sts.get_caller_identity().get(\"Account\")\n",
    "dashboard_name = \"{}-{}-{}\".format(PREFIX, model_name, config[\"SageMakerProjectId\"])\n",
    "\n",
    "with open(\"dashboard.json\") as f:\n",
    "    dashboard_body = Template(f.read()).substitute(\n",
    "        region=region, account_id=account_id, model_name=model_name\n",
    "    )\n",
    "    response = cloudwatch.put_dashboard(DashboardName=dashboard_name, DashboardBody=dashboard_body)\n",
    "\n",
    "# Output a html link to the cloudwatch dashboard\n",
    "HTML(\n",
    "    '<a target=\"_blank\" href=\"https://{0}.console.aws.amazon.com/cloudwatch/home?region={0}#dashboards:name={1}\">CloudWatch Dashboard</a>'.format(\n",
    "        region, dashboard_name\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fully cleanup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Deleting stack: smsd-sd-t5-p-8up2y4ihhnzd-deploy-prd\n",
      "Deleting stack: smsd-sd-t5-p-8up2y4ihhnzd-deploy-dev\n",
      "Deleting stack: smsd-sd-t5-p-8up2y4ihhnzd-workflow\n",
      "Deleting stack: smsd-sd-t5-p-8up2y4ihhnzd-sagemaker-custom-resource\n"
     ]
    }
   ],
   "source": [
    "cfn = boto3.client(\"cloudformation\")\n",
    "\n",
    "# Delete the prod and then dev stack\n",
    "for stack_name in [\n",
    "    f\"{pipeline_name}-deploy-prd\",\n",
    "    f\"{pipeline_name}-deploy-dev\",\n",
    "    f\"{pipeline_name}-workflow\",\n",
    "    f\"{PREFIX}-{model_name}-{config['SageMakerProjectId']}-sagemaker-custom-resource\",\n",
    "]:\n",
    "    print(\"Deleting stack: {}\".format(stack_name))\n",
    "    cfn.delete_stack(StackName=stack_name)\n",
    "    cfn.get_waiter(\"stack_delete_complete\").wait(StackName=stack_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code will delete the dashboard."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dashboard deleted\n"
     ]
    }
   ],
   "source": [
    "cloudwatch.delete_dashboards(DashboardNames=[dashboard_name])\n",
    "print(\"Dashboard deleted\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code will clean up all objects in the artifact bucket and delete the SageMaker project."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Artifact bucket objects deleted\n",
      "SageMaker Project deleted\n"
     ]
    }
   ],
   "source": [
    "s3_resource = boto3.resource('s3')\n",
    "s3_artifact_bucket = s3_resource.Bucket(artifact_bucket)\n",
    "s3_artifact_bucket.object_versions.delete()\n",
    "print(\"Artifact bucket objects deleted\")\n",
    "\n",
    "sm.delete_project(\n",
    "    ProjectName=PROJECT_NAME\n",
    ")\n",
    "print(\"SageMaker Project deleted\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, close this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "instance_type": "ml.t3.medium",
  "kernelspec": {
   "display_name": "Python 3 (Data Science)",
   "language": "python",
   "name": "python3__SAGEMAKER_INTERNAL__arn:aws:sagemaker:ap-southeast-1:492261229750:image/datascience-1.0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}