Lesson7_AWSML_Case_Studies.ipynb

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      "name": "Lesson7-AWSML-Case-Studies.ipynb",
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      "include_colab_link": true
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/noahgift/aws-ml-guide/blob/master/Lesson7_AWSML_Case_Studies.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "metadata": {
        "id": "j8TnIYSn1rvg",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Lesson 7: Case Studies\n",
        "\n",
        "[Watch Lesson 7:  Case Studies Video](https://learning.oreilly.com/videos/aws-certified-machine/9780135556597/9780135556597-ACML_01_07_00)"
      ]
    },
    {
      "metadata": {
        "id": "c_Id55m6Jsbu",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Pragmatic AI Labs\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "e5p96AqpSDZa",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "![alt text](https://paiml.com/images/logo_with_slogan_white_background.png)\n",
        "\n",
        "This notebook was produced by [Pragmatic AI Labs](https://paiml.com/).  You can continue learning about these topics by:\n",
        "\n",
        "*   Buying a copy of [Pragmatic AI: An Introduction to Cloud-Based Machine Learning](http://www.informit.com/store/pragmatic-ai-an-introduction-to-cloud-based-machine-9780134863863) from Informit.\n",
        "*   Buying a copy of  [Pragmatic AI: An Introduction to Cloud-Based Machine Learning](https://www.amazon.com/Pragmatic-AI-Introduction-Cloud-Based-Learning/dp/0134863860) from Amazon\n",
        "*   Reading an online copy of [Pragmatic AI:Pragmatic AI: An Introduction to Cloud-Based Machine Learning](https://www.safaribooksonline.com/library/view/pragmatic-ai-an/9780134863924/)\n",
        "*  Watching video [Essential Machine Learning and AI with Python and Jupyter Notebook-Video-SafariOnline](https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118) on Safari Books Online.\n",
        "* Watching video [AWS Certified Machine Learning-Speciality](https://learning.oreilly.com/videos/aws-certified-machine/9780135556597)\n",
        "* Purchasing video [Essential Machine Learning and AI with Python and Jupyter Notebook- Purchase Video](http://www.informit.com/store/essential-machine-learning-and-ai-with-python-and-jupyter-9780135261095)\n",
        "*   Viewing more content at [noahgift.com](https://noahgift.com/)\n"
      ]
    },
    {
      "metadata": {
        "id": "bq4VmHjPpMOR",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Load AWS API Keys"
      ]
    },
    {
      "metadata": {
        "id": "aWrzIk7WpRoh",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "Put keys in local or remote GDrive:  \n",
        "\n",
        "`cp ~/.aws/credentials /Users/myname/Google\\ Drive/awsml/`"
      ]
    },
    {
      "metadata": {
        "id": "hPWO_zyRopXN",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Mount GDrive\n"
      ]
    },
    {
      "metadata": {
        "id": "XI73HZNLobp4",
        "colab_type": "code",
        "outputId": "fd9be4a2-0f47-4580-9793-49a6f4e44e64",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive', force_remount=True)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/gdrive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "UNyzZwgmoxwm",
        "colab_type": "code",
        "outputId": "80a98691-3926-4666-82c7-f27f606fbfaf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "import os;os.listdir(\"/content/gdrive/My Drive/awsml\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['kaggle.json', 'credentials', 'config']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "metadata": {
        "id": "fYu0ekUlqPk6",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Install Boto"
      ]
    },
    {
      "metadata": {
        "id": "dJDDrUkWrYRY",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "!pip -q install boto3\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "FpJhrpSQsK5E",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Create API Config"
      ]
    },
    {
      "metadata": {
        "id": "QxRwGOZtsN0-",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "!mkdir -p ~/.aws &&\\\n",
        "  cp /content/gdrive/My\\ Drive/awsml/credentials ~/.aws/credentials "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "Kj977UW3rph_",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Test Comprehend API Call"
      ]
    },
    {
      "metadata": {
        "id": "P-A8Cia-raT0",
        "colab_type": "code",
        "outputId": "8dc13e19-1f30-4631-cb67-2a4e05a61aec",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        }
      },
      "cell_type": "code",
      "source": [
        "import boto3\n",
        "comprehend = boto3.client(service_name='comprehend', region_name=\"us-east-1\")\n",
        "text = \"There is smoke in San Francisco\"\n",
        "comprehend.detect_sentiment(Text=text, LanguageCode='en')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'ResponseMetadata': {'HTTPHeaders': {'connection': 'keep-alive',\n",
              "   'content-length': '160',\n",
              "   'content-type': 'application/x-amz-json-1.1',\n",
              "   'date': 'Fri, 14 Dec 2018 16:11:55 GMT',\n",
              "   'x-amzn-requestid': 'fa00db36-ffba-11e8-882b-8bc33ca9084d'},\n",
              "  'HTTPStatusCode': 200,\n",
              "  'RequestId': 'fa00db36-ffba-11e8-882b-8bc33ca9084d',\n",
              "  'RetryAttempts': 0},\n",
              " 'Sentiment': 'NEUTRAL',\n",
              " 'SentimentScore': {'Mixed': 0.008628507144749165,\n",
              "  'Negative': 0.1037612184882164,\n",
              "  'Neutral': 0.8582549691200256,\n",
              "  'Positive': 0.0293553676456213}}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "metadata": {
        "id": "WcZCtRRN6J2l",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## 7.1 Sagemaker Features"
      ]
    },
    {
      "metadata": {
        "id": "ZAwxrTUcfeko",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Search"
      ]
    },
    {
      "metadata": {
        "id": "xJN-eXYDtpVE",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#### [Demo] Search"
      ]
    },
    {
      "metadata": {
        "id": "60kLF_hRfgZd",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "[Manage Machine Learning Experiments with Search](https://docs.aws.amazon.com/sagemaker/latest/dg/search.html)\n",
        "\n",
        "\n",
        "\n",
        "*   Finding training jobs\n",
        "*   Rank training jobs\n",
        "*   Tracing lineage of a model\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "OVuZQBAg-gHf",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Ground Truth"
      ]
    },
    {
      "metadata": {
        "id": "MYIx7nJT0z2z",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "![ground_truth](https://user-images.githubusercontent.com/58792/49688683-9bdba100-faca-11e8-8d93-a55ce6c35a92.png)\n",
        "\n",
        "\n",
        "\n",
        "*   Setup and Manage labeling jobs\n",
        "*   Uses active learning and human labeling\n",
        "*   First 500 objects labeled per month are free\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "xfvNv4E237k9",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#### [Demo] Labeling Job"
      ]
    },
    {
      "metadata": {
        "id": "0pU-_czP4Blj",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        ""
      ]
    },
    {
      "metadata": {
        "id": "nl1K5TVY00Pg",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Notebook"
      ]
    },
    {
      "metadata": {
        "id": "guMyo-9P014a",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "![notebooks](https://user-images.githubusercontent.com/58792/49688694-d04f5d00-faca-11e8-9fad-eb63b2534b07.png)"
      ]
    },
    {
      "metadata": {
        "id": "o6nEwQ1tGiOl",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#### [Demo] Sagemaker Notebooks\n",
        "\n",
        "*   Create and run Jupyter Notebooks\n",
        "  -  Using Jupyter\n",
        "  -  Using JupyterLab\n",
        "  -  Using the terminal\n",
        "  \n",
        "*   Lifecycle configurations\n",
        "\n",
        "*   Git Repositories\n",
        "  - public repositories can be cloned on Notebook launch\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "iKGPvalK02Yt",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Training"
      ]
    },
    {
      "metadata": {
        "id": "WwNsFi6602eK",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "![training](https://user-images.githubusercontent.com/58792/49688717-05f44600-facb-11e8-8d7f-cf33d272573a.png)"
      ]
    },
    {
      "metadata": {
        "id": "UGQQyDJtUN6D",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#### [Demo] Sagemaker Training\n",
        "\n",
        "*   Algorithms\n",
        "  -  Create algorithm\n",
        "  -  Subscribe [AWS Marketplace](https://aws.amazon.com/marketplace/search/results?page=1&filters=fulfillment_options%2Cresource_type&fulfillment_options=SAGEMAKER&resource_type=ALGORITHM)\n",
        "\n",
        "  \n",
        "*   Training Jobs\n",
        "\n",
        "*   HyperParameter Tuning Jobs\n"
      ]
    },
    {
      "metadata": {
        "id": "F9YxzTDT04lq",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Inference"
      ]
    },
    {
      "metadata": {
        "id": "9OALWADP05aM",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "![inference](https://user-images.githubusercontent.com/58792/49688735-2fad6d00-facb-11e8-94cb-cba9322e309b.png)"
      ]
    },
    {
      "metadata": {
        "id": "RQqvKpzIp1Sl",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#### [Demo] Sagemaker Inference\n",
        "\n",
        "*  Compilation jobs\n",
        "\n",
        "*  Model packages\n",
        "\n",
        "*  Models\n",
        "\n",
        "*  Endpoint configurations\n",
        "\n",
        "*  Endpoints\n",
        "\n",
        "*  Batch transform jobs\n"
      ]
    },
    {
      "metadata": {
        "id": "1Q52AI5CW3eh",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Built in Sagemaker Algorithms"
      ]
    },
    {
      "metadata": {
        "id": "NzsQUYX7W5Xa",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "Table of [algorithms provided by Amazon Sagemaker](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-algo-docker-registry-paths.html)\n",
        "\n",
        "![aws_algorithms](https://user-images.githubusercontent.com/58792/49692597-58595500-fb13-11e8-9db3-e1fe371ac36a.png)\n"
      ]
    },
    {
      "metadata": {
        "id": "E4mpkoTycugo",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "YW22mRwZ6RSl",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## 7.2 DeepLense Features"
      ]
    },
    {
      "metadata": {
        "id": "AIPltTzbsRY6",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "![tech_specs](https://user-images.githubusercontent.com/58792/50003518-c0b39680-ff58-11e8-86dc-5a57e1482ef3.png)"
      ]
    },
    {
      "metadata": {
        "id": "QOB1dQJHtmOi",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "![mqt](https://user-images.githubusercontent.com/58792/45307777-bfe01400-b4d4-11e8-88a3-149317f9dffc.png)"
      ]
    },
    {
      "metadata": {
        "id": "KNYr5yn4txIw",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "![detection](https://user-images.githubusercontent.com/58792/45308029-688e7380-b4d5-11e8-8ffb-9422184c274c.png)"
      ]
    },
    {
      "metadata": {
        "id": "zpGAF0WS-mdS",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#### [Demo] DeepLense"
      ]
    },
    {
      "metadata": {
        "id": "AGmBAdl8Z1EQ",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        ""
      ]
    },
    {
      "metadata": {
        "id": "fXpNEXuP6RYH",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## 7.3 Kinesis Features"
      ]
    },
    {
      "metadata": {
        "id": "LV-LMaYT-wuO",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "[Kinesis FAQ](https://aws.amazon.com/kinesis/data-streams/faqs/)\n",
        "\n",
        "* Processes Data in Real-Time\n",
        "* Can process hundreds of TBs an hour\n",
        "* Example inputs are:  \n",
        " - logs\n",
        " - financial transactions\n",
        " * Streaming Data"
      ]
    },
    {
      "metadata": {
        "id": "Tnye93h6h0jn",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "!pip install -q sensible"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "gCR4VAgV75DC",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "import boto3\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "dQVPZr-c799V",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "import asyncio\n",
        "import time\n",
        "import datetime\n",
        "import uuid\n",
        "import boto3\n",
        "import json\n",
        "from sensible.loginit import logger\n",
        "\n",
        "LOG = logger(__name__)\n",
        "\n",
        "def firehose_client(region_name=\"us-east-1\"):\n",
        "    \"\"\"Kinesis Firehose client\"\"\"\n",
        "\n",
        "    firehose_conn = boto3.client(\"firehose\", region_name=region_name)\n",
        "    extra_msg = {\"region_name\": region_name, \"aws_service\": \"firehose\"}\n",
        "    LOG.info(\"firehose connection initiated\", extra=extra_msg)\n",
        "    return firehose_conn\n",
        "\n",
        "async def put_record(data,\n",
        "            client,\n",
        "            delivery_stream_name=\"aws-ml-cert\"):\n",
        "    \"\"\"\n",
        "    See this:\n",
        "        http://boto3.readthedocs.io/en/latest/reference/services/\n",
        "        firehose.html#Firehose.Client.put_record\n",
        "    \"\"\"\n",
        "    extra_msg = {\"aws_service\": \"firehose\"}\n",
        "    LOG.info(f\"Pushing record to firehose: {data}\", extra=extra_msg)\n",
        "    response = client.put_record(\n",
        "        DeliveryStreamName=delivery_stream_name,\n",
        "        Record={\n",
        "            'Data': data\n",
        "        }\n",
        "    )\n",
        "    return response\n",
        "\n",
        "\n",
        "def gen_uuid_events():\n",
        "    \"\"\"Creates a time stamped UUID based event\"\"\"\n",
        "\n",
        "    current_time = 'test-{date:%Y-%m-%d %H:%M:%S}'.format(date=datetime.datetime.now())\n",
        "    event_id = str(uuid.uuid4())\n",
        "    event = {event_id:current_time}\n",
        "    return json.dumps(event)\n",
        "\n",
        "def send_async_firehose_events(count=100):\n",
        "    \"\"\"Async sends events to firehose\"\"\"\n",
        "\n",
        "    start = time.time() \n",
        "    client = firehose_client()\n",
        "    extra_msg = {\"aws_service\": \"firehose\"}\n",
        "    loop = asyncio.get_event_loop()\n",
        "    tasks = []\n",
        "    LOG.info(f\"sending aysnc events TOTAL {count}\",extra=extra_msg)\n",
        "    num = 0\n",
        "    for _ in range(count):\n",
        "        tasks.append(asyncio.ensure_future(put_record(gen_uuid_events(), client)))\n",
        "        LOG.info(f\"sending aysnc events: COUNT {num}/{count}\")\n",
        "        num +=1\n",
        "    loop.run_until_complete(asyncio.wait(tasks))\n",
        "    loop.close()\n",
        "    end = time.time()  \n",
        "    LOG.info(\"Total time: {}\".format(end - start))\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "nhWXJvwc8hNp",
        "colab_type": "code",
        "outputId": "6f5cd3d1-bb57-4381-812e-bd9dfad79071",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        }
      },
      "cell_type": "code",
      "source": [
        "send_async_firehose_events(10)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2018-12-14 18:49:58,211 - __main__ - INFO - firehose connection initiated\n",
            "2018-12-14 18:49:58,213 - __main__ - INFO - sending aysnc events TOTAL 10\n",
            "2018-12-14 18:49:58,214 - __main__ - INFO - sending aysnc events: COUNT 0/10\n",
            "2018-12-14 18:49:58,216 - __main__ - INFO - sending aysnc events: COUNT 1/10\n",
            "2018-12-14 18:49:58,220 - __main__ - INFO - sending aysnc events: COUNT 2/10\n",
            "2018-12-14 18:49:58,221 - __main__ - INFO - sending aysnc events: COUNT 3/10\n",
            "2018-12-14 18:49:58,225 - __main__ - INFO - sending aysnc events: COUNT 4/10\n",
            "2018-12-14 18:49:58,228 - __main__ - INFO - sending aysnc events: COUNT 5/10\n",
            "2018-12-14 18:49:58,231 - __main__ - INFO - sending aysnc events: COUNT 6/10\n",
            "2018-12-14 18:49:58,233 - __main__ - INFO - sending aysnc events: COUNT 7/10\n",
            "2018-12-14 18:49:58,236 - __main__ - INFO - sending aysnc events: COUNT 8/10\n",
            "2018-12-14 18:49:58,237 - __main__ - INFO - sending aysnc events: COUNT 9/10\n",
            "2018-12-14 18:49:58,242 - __main__ - INFO - Pushing record to firehose: {\"23bacac0-6eff-410f-b655-a7faa122b68f\": \"test-2018-12-14 18:49:58\"}\n",
            "2018-12-14 18:49:58,364 - __main__ - INFO - Pushing record to firehose: {\"03b15c89-e0a2-46b8-b8d3-cdd71e2ab140\": \"test-2018-12-14 18:49:58\"}\n",
            "2018-12-14 18:49:58,404 - __main__ - INFO - Pushing record to firehose: {\"5ff296d3-f43a-4e69-b61b-624603a354b4\": \"test-2018-12-14 18:49:58\"}\n",
            "2018-12-14 18:49:58,448 - __main__ - INFO - Pushing record to firehose: {\"7ca78179-7ff7-49d1-bd6c-08ca5569737c\": \"test-2018-12-14 18:49:58\"}\n",
            "2018-12-14 18:49:58,486 - __main__ - INFO - Pushing record to firehose: {\"554e587b-2d59-4e4f-95a3-75e4fb129c60\": \"test-2018-12-14 18:49:58\"}\n",
            "2018-12-14 18:49:58,511 - __main__ - INFO - Pushing record to firehose: {\"30532d9e-6f3a-4366-b6ab-3bf9291c4e0b\": \"test-2018-12-14 18:49:58\"}\n",
            "2018-12-14 18:49:58,548 - __main__ - INFO - Pushing record to firehose: {\"99cdff7d-32d1-424b-886e-9e93bb5e5a03\": \"test-2018-12-14 18:49:58\"}\n",
            "2018-12-14 18:49:58,575 - __main__ - INFO - Pushing record to firehose: {\"8ea0c709-a8a5-4bde-9454-c6dd5691d58a\": \"test-2018-12-14 18:49:58\"}\n",
            "2018-12-14 18:49:58,610 - __main__ - INFO - Pushing record to firehose: {\"99ce9671-7971-415c-9c64-ac2c82f9f478\": \"test-2018-12-14 18:49:58\"}\n",
            "2018-12-14 18:49:58,643 - __main__ - INFO - Pushing record to firehose: {\"dc515833-8474-4377-9514-0f6d6fcfa403\": \"test-2018-12-14 18:49:58\"}\n",
            "2018-12-14 18:49:58,677 - __main__ - INFO - Total time: 0.5094583034515381\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "metadata": {
        "id": "D6zp_J2K-iVn",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## 7.4 AWS Flavored Python"
      ]
    },
    {
      "metadata": {
        "id": "PG-xBi-u-27q",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Boto3"
      ]
    },
    {
      "metadata": {
        "id": "o9NCTCQe5yC_",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "* Main Interface for working with AWS\n",
        "\n",
        "*   Any Service in AWS can be communicated with Boto\n",
        "*  If Amazon is a country this is the language\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "JjEX_5Xbe4BM",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#### Communicate with S3"
      ]
    },
    {
      "metadata": {
        "id": "T8SwLHP7iZ4z",
        "colab_type": "code",
        "outputId": "5c79f31c-9f3c-4a8b-f0bf-8bce2233a332",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 5511
        }
      },
      "cell_type": "code",
      "source": [
        "import boto3\n",
        "resource = boto3.resource(\"s3\")\n",
        "resource.meta.client.download_file('testntest', 'nba_2017_endorsement_full_stats.csv',\n",
        "'/tmp/nba_2017_endorsement_full_stats.csv')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{\"message\": \"Loading JSON file: /usr/local/lib/python3.6/dist-packages/boto3/data/s3/2006-03-01/resources-1.json\"}\n",
            "{\"message\": \"Loading JSON file: /usr/local/lib/python3.6/dist-packages/boto3/data/s3/2006-03-01/resources-1.json\"}\n",
            "{\"message\": \"Event choose-service-name: calling handler <function handle_service_name_alias at 0x7f8fb5845950>\"}\n",
            "{\"message\": \"Event choose-service-name: calling handler <function handle_service_name_alias at 0x7f8fb5845950>\"}\n",
            "{\"message\": \"Loading JSON file: /usr/local/lib/python3.6/dist-packages/botocore/data/s3/2006-03-01/service-2.json\"}\n",
            "{\"message\": \"Loading JSON file: /usr/local/lib/python3.6/dist-packages/botocore/data/s3/2006-03-01/service-2.json\"}\n",
            "{\"message\": \"Event creating-client-class.s3: calling handler <function add_generate_presigned_post at 0x7f8fb588f598>\"}\n",
            "{\"message\": \"Event creating-client-class.s3: calling handler <function add_generate_presigned_post at 0x7f8fb588f598>\"}\n",
            "{\"message\": \"Event creating-client-class.s3: calling handler <function lazy_call.<locals>._handler at 0x7f8fb54f9730>\"}\n",
            "{\"message\": \"Event creating-client-class.s3: calling handler <function lazy_call.<locals>._handler at 0x7f8fb54f9730>\"}\n",
            "{\"message\": \"Event creating-client-class.s3: calling handler <function add_generate_presigned_url at 0x7f8fb588f378>\"}\n",
            "{\"message\": \"Event creating-client-class.s3: calling handler <function add_generate_presigned_url at 0x7f8fb588f378>\"}\n",
            "{\"message\": \"The s3 config key is not a dictionary type, ignoring its value of: None\"}\n",
            "{\"message\": \"The s3 config key is not a dictionary type, ignoring its value of: None\"}\n",
            "{\"message\": \"Setting s3 timeout as (60, 60)\"}\n",
            "{\"message\": \"Setting s3 timeout as (60, 60)\"}\n",
            "{\"message\": \"Registering retry handlers for service: s3\"}\n",
            "{\"message\": \"Registering retry handlers for service: s3\"}\n",
            "{\"message\": \"Defaulting to S3 virtual host style addressing with path style addressing fallback.\"}\n",
            "{\"message\": \"Defaulting to S3 virtual host style addressing with path style addressing fallback.\"}\n",
            "{\"message\": \"Loading s3:s3\"}\n",
            "{\"message\": \"Loading s3:s3\"}\n",
            "{\"message\": \"Acquiring 0\"}\n",
            "{\"message\": \"Acquiring 0\"}\n",
            "{\"message\": \"DownloadSubmissionTask(transfer_id=0, {'transfer_future': <s3transfer.futures.TransferFuture object at 0x7f8fb4a63dd8>}) about to wait for the following futures []\"}\n",
            "{\"message\": \"DownloadSubmissionTask(transfer_id=0, {'transfer_future': <s3transfer.futures.TransferFuture object at 0x7f8fb4a63dd8>}) about to wait for the following futures []\"}\n",
            "{\"message\": \"DownloadSubmissionTask(transfer_id=0, {'transfer_future': <s3transfer.futures.TransferFuture object at 0x7f8fb4a63dd8>}) done waiting for dependent futures\"}\n",
            "{\"message\": \"DownloadSubmissionTask(transfer_id=0, {'transfer_future': <s3transfer.futures.TransferFuture object at 0x7f8fb4a63dd8>}) done waiting for dependent futures\"}\n",
            "{\"message\": \"Executing task DownloadSubmissionTask(transfer_id=0, {'transfer_future': <s3transfer.futures.TransferFuture object at 0x7f8fb4a63dd8>}) with kwargs {'client': <botocore.client.S3 object at 0x7f8fb4b36978>, 'config': <boto3.s3.transfer.TransferConfig object at 0x7f8fb4a63400>, 'osutil': <s3transfer.utils.OSUtils object at 0x7f8fb4a63470>, 'request_executor': <s3transfer.futures.BoundedExecutor object at 0x7f8fb4a63668>, 'transfer_future': <s3transfer.futures.TransferFuture object at 0x7f8fb4a63dd8>, 'io_executor': <s3transfer.futures.BoundedExecutor object at 0x7f8fb4a63ac8>}\"}\n",
            "{\"message\": \"Executing task DownloadSubmissionTask(transfer_id=0, {'transfer_future': <s3transfer.futures.TransferFuture object at 0x7f8fb4a63dd8>}) with kwargs {'client': <botocore.client.S3 object at 0x7f8fb4b36978>, 'config': <boto3.s3.transfer.TransferConfig object at 0x7f8fb4a63400>, 'osutil': <s3transfer.utils.OSUtils object at 0x7f8fb4a63470>, 'request_executor': <s3transfer.futures.BoundedExecutor object at 0x7f8fb4a63668>, 'transfer_future': <s3transfer.futures.TransferFuture object at 0x7f8fb4a63dd8>, 'io_executor': <s3transfer.futures.BoundedExecutor object at 0x7f8fb4a63ac8>}\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadObject: calling handler <function sse_md5 at 0x7f8fb5860400>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadObject: calling handler <function sse_md5 at 0x7f8fb5860400>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadObject: calling handler <function validate_bucket_name at 0x7f8fb5860378>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadObject: calling handler <function validate_bucket_name at 0x7f8fb5860378>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadObject: calling handler <bound method S3RegionRedirector.redirect_from_cache of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadObject: calling handler <bound method S3RegionRedirector.redirect_from_cache of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadObject: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadObject: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Event before-call.s3.HeadObject: calling handler <function add_expect_header at 0x7f8fb5860840>\"}\n",
            "{\"message\": \"Event before-call.s3.HeadObject: calling handler <function add_expect_header at 0x7f8fb5860840>\"}\n",
            "{\"message\": \"Event before-call.s3.HeadObject: calling handler <bound method S3RegionRedirector.set_request_url of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event before-call.s3.HeadObject: calling handler <bound method S3RegionRedirector.set_request_url of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Making request for OperationModel(name=HeadObject) with params: {'url_path': '/testntest/nba_2017_endorsement_full_stats.csv', 'query_string': {}, 'method': 'HEAD', 'headers': {'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource'}, 'body': b'', 'url': 'https://s3.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb4b36c18>, 'has_streaming_input': False, 'auth_type': None, 'signing': {'bucket': 'testntest'}}}\"}\n",
            "{\"message\": \"Making request for OperationModel(name=HeadObject) with params: {'url_path': '/testntest/nba_2017_endorsement_full_stats.csv', 'query_string': {}, 'method': 'HEAD', 'headers': {'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource'}, 'body': b'', 'url': 'https://s3.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb4b36c18>, 'has_streaming_input': False, 'auth_type': None, 'signing': {'bucket': 'testntest'}}}\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <function signal_not_transferring at 0x7f8fb4aea268>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <function signal_not_transferring at 0x7f8fb4aea268>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb4b49320>>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb4b49320>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadObject: calling handler <bound method ClientCreator._default_s3_presign_to_sigv2 of <botocore.client.ClientCreator object at 0x7f8fb4ca77f0>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadObject: calling handler <bound method ClientCreator._default_s3_presign_to_sigv2 of <botocore.client.ClientCreator object at 0x7f8fb4ca77f0>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadObject: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadObject: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event before-sign.s3.HeadObject: calling handler <function fix_s3_host at 0x7f8fb598b488>\"}\n",
            "{\"message\": \"Event before-sign.s3.HeadObject: calling handler <function fix_s3_host at 0x7f8fb598b488>\"}\n",
            "{\"message\": \"Checking for DNS compatible bucket for: https://s3.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"Checking for DNS compatible bucket for: https://s3.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"URI updated to: https://testntest.s3.amazonaws.com/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"URI updated to: https://testntest.s3.amazonaws.com/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"CanonicalRequest:\\nHEAD\\n/nba_2017_endorsement_full_stats.csv\\n\\nhost:testntest.s3.amazonaws.com\\nx-amz-content-sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\nx-amz-date:20181214T190639Z\\n\\nhost;x-amz-content-sha256;x-amz-date\\ne3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"}\n",
            "{\"message\": \"CanonicalRequest:\\nHEAD\\n/nba_2017_endorsement_full_stats.csv\\n\\nhost:testntest.s3.amazonaws.com\\nx-amz-content-sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\nx-amz-date:20181214T190639Z\\n\\nhost;x-amz-content-sha256;x-amz-date\\ne3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T190639Z\\n20181214/us-east-1/s3/aws4_request\\ndc464718e66f61dbbd6306f072011e817a11700464a81c78e77bac008daaa11b\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T190639Z\\n20181214/us-east-1/s3/aws4_request\\ndc464718e66f61dbbd6306f072011e817a11700464a81c78e77bac008daaa11b\"}\n",
            "{\"message\": \"Signature:\\ndccf5cd1ba1f8ffd257e709de85d54d05de887bf6c7a0539fb74f037e3c727de\"}\n",
            "{\"message\": \"Signature:\\ndccf5cd1ba1f8ffd257e709de85d54d05de887bf6c7a0539fb74f037e3c727de\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <function signal_transferring at 0x7f8fb4aea2f0>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <function signal_transferring at 0x7f8fb4aea2f0>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=HEAD, url=https://testntest.s3.amazonaws.com/nba_2017_endorsement_full_stats.csv, headers={'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource', 'X-Amz-Date': b'20181214T190639Z', 'X-Amz-Content-SHA256': b'e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-1/s3/aws4_request, SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature=dccf5cd1ba1f8ffd257e709de85d54d05de887bf6c7a0539fb74f037e3c727de'}>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=HEAD, url=https://testntest.s3.amazonaws.com/nba_2017_endorsement_full_stats.csv, headers={'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource', 'X-Amz-Date': b'20181214T190639Z', 'X-Amz-Content-SHA256': b'e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-1/s3/aws4_request, SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature=dccf5cd1ba1f8ffd257e709de85d54d05de887bf6c7a0539fb74f037e3c727de'}>\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Starting new HTTPS connection (1): testntest.s3.amazonaws.com\"}\n",
            "{\"message\": \"Starting new HTTPS connection (1): testntest.s3.amazonaws.com\"}\n",
            "{\"message\": \"https://testntest.s3.amazonaws.com:443 \\\"HEAD /nba_2017_endorsement_full_stats.csv HTTP/1.1\\\" 400 0\"}\n",
            "{\"message\": \"https://testntest.s3.amazonaws.com:443 \\\"HEAD /nba_2017_endorsement_full_stats.csv HTTP/1.1\\\" 400 0\"}\n",
            "{\"message\": \"Response headers: {'x-amz-request-id': '22146DB0C1CFB102', 'x-amz-id-2': 'L5unIiNB7+FTulP8F6l1f4Blmuo6WKNSZ5oKnNlJI4QMN/lL6amNBiEKIyFg7MgUmogD/X4FA2o=', 'Content-Type': 'application/xml', 'Transfer-Encoding': 'chunked', 'Date': 'Fri, 14 Dec 2018 19:06:39 GMT', 'Connection': 'close', 'Server': 'AmazonS3'}\"}\n",
            "{\"message\": \"Response headers: {'x-amz-request-id': '22146DB0C1CFB102', 'x-amz-id-2': 'L5unIiNB7+FTulP8F6l1f4Blmuo6WKNSZ5oKnNlJI4QMN/lL6amNBiEKIyFg7MgUmogD/X4FA2o=', 'Content-Type': 'application/xml', 'Transfer-Encoding': 'chunked', 'Date': 'Fri, 14 Dec 2018 19:06:39 GMT', 'Connection': 'close', 'Server': 'AmazonS3'}\"}\n",
            "{\"message\": \"Response body:\\nb''\"}\n",
            "{\"message\": \"Response body:\\nb''\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadObject: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4ab6470>\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadObject: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4ab6470>\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadObject: calling handler <bound method S3RegionRedirector.redirect_from_error of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadObject: calling handler <bound method S3RegionRedirector.redirect_from_error of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadBucket: calling handler <function validate_bucket_name at 0x7f8fb5860378>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadBucket: calling handler <function validate_bucket_name at 0x7f8fb5860378>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadBucket: calling handler <bound method S3RegionRedirector.redirect_from_cache of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadBucket: calling handler <bound method S3RegionRedirector.redirect_from_cache of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadBucket: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.HeadBucket: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Event before-call.s3.HeadBucket: calling handler <function add_expect_header at 0x7f8fb5860840>\"}\n",
            "{\"message\": \"Event before-call.s3.HeadBucket: calling handler <function add_expect_header at 0x7f8fb5860840>\"}\n",
            "{\"message\": \"Event before-call.s3.HeadBucket: calling handler <bound method S3RegionRedirector.set_request_url of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event before-call.s3.HeadBucket: calling handler <bound method S3RegionRedirector.set_request_url of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Making request for OperationModel(name=HeadBucket) with params: {'url_path': '/testntest', 'query_string': {}, 'method': 'HEAD', 'headers': {'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource'}, 'body': b'', 'url': 'https://s3.amazonaws.com/testntest', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb4b36c18>, 'has_streaming_input': False, 'auth_type': None, 'signing': {'bucket': 'testntest'}}}\"}\n",
            "{\"message\": \"Making request for OperationModel(name=HeadBucket) with params: {'url_path': '/testntest', 'query_string': {}, 'method': 'HEAD', 'headers': {'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource'}, 'body': b'', 'url': 'https://s3.amazonaws.com/testntest', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb4b36c18>, 'has_streaming_input': False, 'auth_type': None, 'signing': {'bucket': 'testntest'}}}\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <function signal_not_transferring at 0x7f8fb4aea268>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <function signal_not_transferring at 0x7f8fb4aea268>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb4b49320>>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb4b49320>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadBucket: calling handler <bound method ClientCreator._default_s3_presign_to_sigv2 of <botocore.client.ClientCreator object at 0x7f8fb4ca77f0>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadBucket: calling handler <bound method ClientCreator._default_s3_presign_to_sigv2 of <botocore.client.ClientCreator object at 0x7f8fb4ca77f0>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadBucket: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadBucket: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event before-sign.s3.HeadBucket: calling handler <function fix_s3_host at 0x7f8fb598b488>\"}\n",
            "{\"message\": \"Event before-sign.s3.HeadBucket: calling handler <function fix_s3_host at 0x7f8fb598b488>\"}\n",
            "{\"message\": \"Checking for DNS compatible bucket for: https://s3.amazonaws.com/testntest\"}\n",
            "{\"message\": \"Checking for DNS compatible bucket for: https://s3.amazonaws.com/testntest\"}\n",
            "{\"message\": \"URI updated to: https://testntest.s3.amazonaws.com/\"}\n",
            "{\"message\": \"URI updated to: https://testntest.s3.amazonaws.com/\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"CanonicalRequest:\\nHEAD\\n/\\n\\nhost:testntest.s3.amazonaws.com\\nx-amz-content-sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\nx-amz-date:20181214T190639Z\\n\\nhost;x-amz-content-sha256;x-amz-date\\ne3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"}\n",
            "{\"message\": \"CanonicalRequest:\\nHEAD\\n/\\n\\nhost:testntest.s3.amazonaws.com\\nx-amz-content-sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\nx-amz-date:20181214T190639Z\\n\\nhost;x-amz-content-sha256;x-amz-date\\ne3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T190639Z\\n20181214/us-east-1/s3/aws4_request\\n799fcd8c0621e283d6b947f1e3d95eef142741deedd165dd48ee8811d5f9d852\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T190639Z\\n20181214/us-east-1/s3/aws4_request\\n799fcd8c0621e283d6b947f1e3d95eef142741deedd165dd48ee8811d5f9d852\"}\n",
            "{\"message\": \"Signature:\\n662dcd262b4b95999730c002394be231cf02ad3b1d8cc90da9399bfd585bc1e7\"}\n",
            "{\"message\": \"Signature:\\n662dcd262b4b95999730c002394be231cf02ad3b1d8cc90da9399bfd585bc1e7\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <function signal_transferring at 0x7f8fb4aea2f0>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <function signal_transferring at 0x7f8fb4aea2f0>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=HEAD, url=https://testntest.s3.amazonaws.com/, headers={'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource', 'X-Amz-Date': b'20181214T190639Z', 'X-Amz-Content-SHA256': b'e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-1/s3/aws4_request, SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature=662dcd262b4b95999730c002394be231cf02ad3b1d8cc90da9399bfd585bc1e7'}>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=HEAD, url=https://testntest.s3.amazonaws.com/, headers={'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource', 'X-Amz-Date': b'20181214T190639Z', 'X-Amz-Content-SHA256': b'e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-1/s3/aws4_request, SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature=662dcd262b4b95999730c002394be231cf02ad3b1d8cc90da9399bfd585bc1e7'}>\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Starting new HTTPS connection (2): testntest.s3.amazonaws.com\"}\n",
            "{\"message\": \"Starting new HTTPS connection (2): testntest.s3.amazonaws.com\"}\n",
            "{\"message\": \"https://testntest.s3.amazonaws.com:443 \\\"HEAD / HTTP/1.1\\\" 400 0\"}\n",
            "{\"message\": \"https://testntest.s3.amazonaws.com:443 \\\"HEAD / HTTP/1.1\\\" 400 0\"}\n",
            "{\"message\": \"Response headers: {'x-amz-bucket-region': 'us-east-2', 'x-amz-request-id': '269DCC355D0E8FC5', 'x-amz-id-2': 'zDCOaU9LZsqhOzJNjRUBAl/pNuU9j05NC1GAxcfrjdhft16LSuDDk2Ay3Hu8j6kk2kmUx55SZSo=', 'Content-Type': 'application/xml', 'Transfer-Encoding': 'chunked', 'Date': 'Fri, 14 Dec 2018 19:06:39 GMT', 'Connection': 'close', 'Server': 'AmazonS3'}\"}\n",
            "{\"message\": \"Response headers: {'x-amz-bucket-region': 'us-east-2', 'x-amz-request-id': '269DCC355D0E8FC5', 'x-amz-id-2': 'zDCOaU9LZsqhOzJNjRUBAl/pNuU9j05NC1GAxcfrjdhft16LSuDDk2Ay3Hu8j6kk2kmUx55SZSo=', 'Content-Type': 'application/xml', 'Transfer-Encoding': 'chunked', 'Date': 'Fri, 14 Dec 2018 19:06:39 GMT', 'Connection': 'close', 'Server': 'AmazonS3'}\"}\n",
            "{\"message\": \"Response body:\\nb''\"}\n",
            "{\"message\": \"Response body:\\nb''\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadBucket: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4ab6470>\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadBucket: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4ab6470>\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadBucket: calling handler <bound method S3RegionRedirector.redirect_from_error of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadBucket: calling handler <bound method S3RegionRedirector.redirect_from_error of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"S3 client configured for region us-east-1 but the bucket testntest is in region us-east-2; Please configure the proper region to avoid multiple unnecessary redirects and signing attempts.\"}\n",
            "{\"message\": \"S3 client configured for region us-east-1 but the bucket testntest is in region us-east-2; Please configure the proper region to avoid multiple unnecessary redirects and signing attempts.\"}\n",
            "{\"message\": \"Updating URI from https://s3.amazonaws.com/testntest to https://s3.us-east-2.amazonaws.com/testntest\"}\n",
            "{\"message\": \"Updating URI from https://s3.amazonaws.com/testntest to https://s3.us-east-2.amazonaws.com/testntest\"}\n",
            "{\"message\": \"Response received to retry, sleeping for 0 seconds\"}\n",
            "{\"message\": \"Response received to retry, sleeping for 0 seconds\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <function signal_not_transferring at 0x7f8fb4aea268>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <function signal_not_transferring at 0x7f8fb4aea268>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb4b49320>>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb4b49320>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadBucket: calling handler <bound method ClientCreator._default_s3_presign_to_sigv2 of <botocore.client.ClientCreator object at 0x7f8fb4ca77f0>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadBucket: calling handler <bound method ClientCreator._default_s3_presign_to_sigv2 of <botocore.client.ClientCreator object at 0x7f8fb4ca77f0>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadBucket: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadBucket: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event before-sign.s3.HeadBucket: calling handler <function fix_s3_host at 0x7f8fb598b488>\"}\n",
            "{\"message\": \"Event before-sign.s3.HeadBucket: calling handler <function fix_s3_host at 0x7f8fb598b488>\"}\n",
            "{\"message\": \"Checking for DNS compatible bucket for: https://s3.us-east-2.amazonaws.com/testntest\"}\n",
            "{\"message\": \"Checking for DNS compatible bucket for: https://s3.us-east-2.amazonaws.com/testntest\"}\n",
            "{\"message\": \"URI updated to: https://testntest.s3.us-east-2.amazonaws.com/\"}\n",
            "{\"message\": \"URI updated to: https://testntest.s3.us-east-2.amazonaws.com/\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"CanonicalRequest:\\nHEAD\\n/\\n\\nhost:testntest.s3.us-east-2.amazonaws.com\\nx-amz-content-sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\nx-amz-date:20181214T190639Z\\n\\nhost;x-amz-content-sha256;x-amz-date\\ne3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"}\n",
            "{\"message\": \"CanonicalRequest:\\nHEAD\\n/\\n\\nhost:testntest.s3.us-east-2.amazonaws.com\\nx-amz-content-sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\nx-amz-date:20181214T190639Z\\n\\nhost;x-amz-content-sha256;x-amz-date\\ne3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T190639Z\\n20181214/us-east-2/s3/aws4_request\\n871d114aad45e44f48590659e690e4bf80e931590de143cb6d43315e11738099\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T190639Z\\n20181214/us-east-2/s3/aws4_request\\n871d114aad45e44f48590659e690e4bf80e931590de143cb6d43315e11738099\"}\n",
            "{\"message\": \"Signature:\\ncf9f8ade13bca861c824070d31f9e931bce82e0339dffac638ead2c7a6d3a932\"}\n",
            "{\"message\": \"Signature:\\ncf9f8ade13bca861c824070d31f9e931bce82e0339dffac638ead2c7a6d3a932\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <function signal_transferring at 0x7f8fb4aea2f0>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadBucket: calling handler <function signal_transferring at 0x7f8fb4aea2f0>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=HEAD, url=https://testntest.s3.us-east-2.amazonaws.com/, headers={'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource', 'X-Amz-Date': b'20181214T190639Z', 'X-Amz-Content-SHA256': b'e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-2/s3/aws4_request, SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature=cf9f8ade13bca861c824070d31f9e931bce82e0339dffac638ead2c7a6d3a932'}>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=HEAD, url=https://testntest.s3.us-east-2.amazonaws.com/, headers={'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource', 'X-Amz-Date': b'20181214T190639Z', 'X-Amz-Content-SHA256': b'e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-2/s3/aws4_request, SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature=cf9f8ade13bca861c824070d31f9e931bce82e0339dffac638ead2c7a6d3a932'}>\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Starting new HTTPS connection (1): testntest.s3.us-east-2.amazonaws.com\"}\n",
            "{\"message\": \"Starting new HTTPS connection (1): testntest.s3.us-east-2.amazonaws.com\"}\n",
            "{\"message\": \"https://testntest.s3.us-east-2.amazonaws.com:443 \\\"HEAD / HTTP/1.1\\\" 200 0\"}\n",
            "{\"message\": \"https://testntest.s3.us-east-2.amazonaws.com:443 \\\"HEAD / HTTP/1.1\\\" 200 0\"}\n",
            "{\"message\": \"Response headers: {'x-amz-id-2': 'TrkXI9rge0KJy+wVICwUfQAA5KlU5u8B98N8FegMqGYacUpn+4NnGpAkkpUgGdr9pbyruUjvcUQ=', 'x-amz-request-id': 'D5556B95E431CCA8', 'Date': 'Fri, 14 Dec 2018 19:06:40 GMT', 'x-amz-bucket-region': 'us-east-2', 'Content-Type': 'application/xml', 'Transfer-Encoding': 'chunked', 'Server': 'AmazonS3'}\"}\n",
            "{\"message\": \"Response headers: {'x-amz-id-2': 'TrkXI9rge0KJy+wVICwUfQAA5KlU5u8B98N8FegMqGYacUpn+4NnGpAkkpUgGdr9pbyruUjvcUQ=', 'x-amz-request-id': 'D5556B95E431CCA8', 'Date': 'Fri, 14 Dec 2018 19:06:40 GMT', 'x-amz-bucket-region': 'us-east-2', 'Content-Type': 'application/xml', 'Transfer-Encoding': 'chunked', 'Server': 'AmazonS3'}\"}\n",
            "{\"message\": \"Response body:\\nb''\"}\n",
            "{\"message\": \"Response body:\\nb''\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadBucket: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4ab6470>\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadBucket: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4ab6470>\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadBucket: calling handler <bound method S3RegionRedirector.redirect_from_error of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadBucket: calling handler <bound method S3RegionRedirector.redirect_from_error of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"S3 request was previously redirected, not redirecting.\"}\n",
            "{\"message\": \"S3 request was previously redirected, not redirecting.\"}\n",
            "{\"message\": \"S3 client configured for region us-east-1 but the bucket testntest is in region us-east-2; Please configure the proper region to avoid multiple unnecessary redirects and signing attempts.\"}\n",
            "{\"message\": \"S3 client configured for region us-east-1 but the bucket testntest is in region us-east-2; Please configure the proper region to avoid multiple unnecessary redirects and signing attempts.\"}\n",
            "{\"message\": \"Updating URI from https://s3.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv to https://s3.us-east-2.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"Updating URI from https://s3.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv to https://s3.us-east-2.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"Response received to retry, sleeping for 0 seconds\"}\n",
            "{\"message\": \"Response received to retry, sleeping for 0 seconds\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <function signal_not_transferring at 0x7f8fb4aea268>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <function signal_not_transferring at 0x7f8fb4aea268>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb4b49320>>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb4b49320>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadObject: calling handler <bound method ClientCreator._default_s3_presign_to_sigv2 of <botocore.client.ClientCreator object at 0x7f8fb4ca77f0>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadObject: calling handler <bound method ClientCreator._default_s3_presign_to_sigv2 of <botocore.client.ClientCreator object at 0x7f8fb4ca77f0>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadObject: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event choose-signer.s3.HeadObject: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event before-sign.s3.HeadObject: calling handler <function fix_s3_host at 0x7f8fb598b488>\"}\n",
            "{\"message\": \"Event before-sign.s3.HeadObject: calling handler <function fix_s3_host at 0x7f8fb598b488>\"}\n",
            "{\"message\": \"Checking for DNS compatible bucket for: https://s3.us-east-2.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"Checking for DNS compatible bucket for: https://s3.us-east-2.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"URI updated to: https://testntest.s3.us-east-2.amazonaws.com/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"URI updated to: https://testntest.s3.us-east-2.amazonaws.com/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"CanonicalRequest:\\nHEAD\\n/nba_2017_endorsement_full_stats.csv\\n\\nhost:testntest.s3.us-east-2.amazonaws.com\\nx-amz-content-sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\nx-amz-date:20181214T190639Z\\n\\nhost;x-amz-content-sha256;x-amz-date\\ne3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"}\n",
            "{\"message\": \"CanonicalRequest:\\nHEAD\\n/nba_2017_endorsement_full_stats.csv\\n\\nhost:testntest.s3.us-east-2.amazonaws.com\\nx-amz-content-sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\nx-amz-date:20181214T190639Z\\n\\nhost;x-amz-content-sha256;x-amz-date\\ne3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T190639Z\\n20181214/us-east-2/s3/aws4_request\\neb0c92849dfd44b981e88b39e8c9a0902c387dba4f88c7df0487a9cb9c53c456\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T190639Z\\n20181214/us-east-2/s3/aws4_request\\neb0c92849dfd44b981e88b39e8c9a0902c387dba4f88c7df0487a9cb9c53c456\"}\n",
            "{\"message\": \"Signature:\\n69c32ba74cc83cb2e6ebca4e2d7f48fa012a70988c578d8ea3112117cc81f56d\"}\n",
            "{\"message\": \"Signature:\\n69c32ba74cc83cb2e6ebca4e2d7f48fa012a70988c578d8ea3112117cc81f56d\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <function signal_transferring at 0x7f8fb4aea2f0>\"}\n",
            "{\"message\": \"Event request-created.s3.HeadObject: calling handler <function signal_transferring at 0x7f8fb4aea2f0>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=HEAD, url=https://testntest.s3.us-east-2.amazonaws.com/nba_2017_endorsement_full_stats.csv, headers={'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource', 'X-Amz-Date': b'20181214T190639Z', 'X-Amz-Content-SHA256': b'e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-2/s3/aws4_request, SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature=69c32ba74cc83cb2e6ebca4e2d7f48fa012a70988c578d8ea3112117cc81f56d'}>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=HEAD, url=https://testntest.s3.us-east-2.amazonaws.com/nba_2017_endorsement_full_stats.csv, headers={'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource', 'X-Amz-Date': b'20181214T190639Z', 'X-Amz-Content-SHA256': b'e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-2/s3/aws4_request, SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature=69c32ba74cc83cb2e6ebca4e2d7f48fa012a70988c578d8ea3112117cc81f56d'}>\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Starting new HTTPS connection (2): testntest.s3.us-east-2.amazonaws.com\"}\n",
            "{\"message\": \"Starting new HTTPS connection (2): testntest.s3.us-east-2.amazonaws.com\"}\n",
            "{\"message\": \"https://testntest.s3.us-east-2.amazonaws.com:443 \\\"HEAD /nba_2017_endorsement_full_stats.csv HTTP/1.1\\\" 200 0\"}\n",
            "{\"message\": \"https://testntest.s3.us-east-2.amazonaws.com:443 \\\"HEAD /nba_2017_endorsement_full_stats.csv HTTP/1.1\\\" 200 0\"}\n",
            "{\"message\": \"Response headers: {'x-amz-id-2': 'O2LxC3y1e7b9U6TdAD21AtaVybEiTaqedFKWg0/Lfn7V2PYA0sD0PjGfIosDZFv9DHEXg9KGL/0=', 'x-amz-request-id': 'AFB111AF0C49CA92', 'Date': 'Fri, 14 Dec 2018 19:06:41 GMT', 'Last-Modified': 'Wed, 29 Nov 2017 18:48:35 GMT', 'ETag': '\\\"60ea033c62d2b044f596333cd464baa3\\\"', 'Accept-Ranges': 'bytes', 'Content-Type': 'text/csv', 'Content-Length': '1447', 'Server': 'AmazonS3'}\"}\n",
            "{\"message\": \"Response headers: {'x-amz-id-2': 'O2LxC3y1e7b9U6TdAD21AtaVybEiTaqedFKWg0/Lfn7V2PYA0sD0PjGfIosDZFv9DHEXg9KGL/0=', 'x-amz-request-id': 'AFB111AF0C49CA92', 'Date': 'Fri, 14 Dec 2018 19:06:41 GMT', 'Last-Modified': 'Wed, 29 Nov 2017 18:48:35 GMT', 'ETag': '\\\"60ea033c62d2b044f596333cd464baa3\\\"', 'Accept-Ranges': 'bytes', 'Content-Type': 'text/csv', 'Content-Length': '1447', 'Server': 'AmazonS3'}\"}\n",
            "{\"message\": \"Response body:\\nb''\"}\n",
            "{\"message\": \"Response body:\\nb''\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadObject: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4ab6470>\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadObject: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4ab6470>\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadObject: calling handler <bound method S3RegionRedirector.redirect_from_error of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event needs-retry.s3.HeadObject: calling handler <bound method S3RegionRedirector.redirect_from_error of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"S3 request was previously redirected, not redirecting.\"}\n",
            "{\"message\": \"S3 request was previously redirected, not redirecting.\"}\n",
            "{\"message\": \"Submitting task ImmediatelyWriteIOGetObjectTask(transfer_id=0, {'bucket': 'testntest', 'key': 'nba_2017_endorsement_full_stats.csv', 'extra_args': {}}) to executor <s3transfer.futures.BoundedExecutor object at 0x7f8fb4a63668> for transfer request: 0.\"}\n",
            "{\"message\": \"Submitting task ImmediatelyWriteIOGetObjectTask(transfer_id=0, {'bucket': 'testntest', 'key': 'nba_2017_endorsement_full_stats.csv', 'extra_args': {}}) to executor <s3transfer.futures.BoundedExecutor object at 0x7f8fb4a63668> for transfer request: 0.\"}\n",
            "{\"message\": \"Acquiring 0\"}\n",
            "{\"message\": \"Acquiring 0\"}\n",
            "{\"message\": \"ImmediatelyWriteIOGetObjectTask(transfer_id=0, {'bucket': 'testntest', 'key': 'nba_2017_endorsement_full_stats.csv', 'extra_args': {}}) about to wait for the following futures []\"}\n",
            "{\"message\": \"Releasing acquire 0/None\"}\n",
            "{\"message\": \"ImmediatelyWriteIOGetObjectTask(transfer_id=0, {'bucket': 'testntest', 'key': 'nba_2017_endorsement_full_stats.csv', 'extra_args': {}}) about to wait for the following futures []\"}\n",
            "{\"message\": \"Releasing acquire 0/None\"}\n",
            "{\"message\": \"ImmediatelyWriteIOGetObjectTask(transfer_id=0, {'bucket': 'testntest', 'key': 'nba_2017_endorsement_full_stats.csv', 'extra_args': {}}) done waiting for dependent futures\"}\n",
            "{\"message\": \"ImmediatelyWriteIOGetObjectTask(transfer_id=0, {'bucket': 'testntest', 'key': 'nba_2017_endorsement_full_stats.csv', 'extra_args': {}}) done waiting for dependent futures\"}\n",
            "{\"message\": \"Executing task ImmediatelyWriteIOGetObjectTask(transfer_id=0, {'bucket': 'testntest', 'key': 'nba_2017_endorsement_full_stats.csv', 'extra_args': {}}) with kwargs {'client': <botocore.client.S3 object at 0x7f8fb4b36978>, 'bucket': 'testntest', 'key': 'nba_2017_endorsement_full_stats.csv', 'fileobj': <s3transfer.utils.DeferredOpenFile object at 0x7f8fb4a74c88>, 'extra_args': {}, 'callbacks': [], 'max_attempts': 5, 'download_output_manager': <s3transfer.download.DownloadFilenameOutputManager object at 0x7f8fb4a74b70>, 'io_chunksize': 262144, 'bandwidth_limiter': None}\"}\n",
            "{\"message\": \"Executing task ImmediatelyWriteIOGetObjectTask(transfer_id=0, {'bucket': 'testntest', 'key': 'nba_2017_endorsement_full_stats.csv', 'extra_args': {}}) with kwargs {'client': <botocore.client.S3 object at 0x7f8fb4b36978>, 'bucket': 'testntest', 'key': 'nba_2017_endorsement_full_stats.csv', 'fileobj': <s3transfer.utils.DeferredOpenFile object at 0x7f8fb4a74c88>, 'extra_args': {}, 'callbacks': [], 'max_attempts': 5, 'download_output_manager': <s3transfer.download.DownloadFilenameOutputManager object at 0x7f8fb4a74b70>, 'io_chunksize': 262144, 'bandwidth_limiter': None}\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.GetObject: calling handler <function sse_md5 at 0x7f8fb5860400>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.GetObject: calling handler <function sse_md5 at 0x7f8fb5860400>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.GetObject: calling handler <function validate_bucket_name at 0x7f8fb5860378>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.GetObject: calling handler <function validate_bucket_name at 0x7f8fb5860378>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.GetObject: calling handler <bound method S3RegionRedirector.redirect_from_cache of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.GetObject: calling handler <bound method S3RegionRedirector.redirect_from_cache of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.GetObject: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Event before-parameter-build.s3.GetObject: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Event before-call.s3.GetObject: calling handler <function add_expect_header at 0x7f8fb5860840>\"}\n",
            "{\"message\": \"Event before-call.s3.GetObject: calling handler <function add_expect_header at 0x7f8fb5860840>\"}\n",
            "{\"message\": \"Event before-call.s3.GetObject: calling handler <bound method S3RegionRedirector.set_request_url of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event before-call.s3.GetObject: calling handler <bound method S3RegionRedirector.set_request_url of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Updating URI from https://s3.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv to https://s3.us-east-2.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"Updating URI from https://s3.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv to https://s3.us-east-2.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"Making request for OperationModel(name=GetObject) with params: {'url_path': '/testntest/nba_2017_endorsement_full_stats.csv', 'query_string': {}, 'method': 'GET', 'headers': {'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource'}, 'body': b'', 'url': 'https://s3.us-east-2.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb4b36c18>, 'has_streaming_input': False, 'auth_type': None, 'signing': {'region': 'us-east-2', 'bucket': 'testntest', 'endpoint': 'https://s3.us-east-2.amazonaws.com'}}}\"}\n",
            "{\"message\": \"Making request for OperationModel(name=GetObject) with params: {'url_path': '/testntest/nba_2017_endorsement_full_stats.csv', 'query_string': {}, 'method': 'GET', 'headers': {'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource'}, 'body': b'', 'url': 'https://s3.us-east-2.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb4b36c18>, 'has_streaming_input': False, 'auth_type': None, 'signing': {'region': 'us-east-2', 'bucket': 'testntest', 'endpoint': 'https://s3.us-east-2.amazonaws.com'}}}\"}\n",
            "{\"message\": \"Event request-created.s3.GetObject: calling handler <function signal_not_transferring at 0x7f8fb4aea268>\"}\n",
            "{\"message\": \"Event request-created.s3.GetObject: calling handler <function signal_not_transferring at 0x7f8fb4aea268>\"}\n",
            "{\"message\": \"Event request-created.s3.GetObject: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb4b49320>>\"}\n",
            "{\"message\": \"Event request-created.s3.GetObject: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb4b49320>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.GetObject: calling handler <bound method ClientCreator._default_s3_presign_to_sigv2 of <botocore.client.ClientCreator object at 0x7f8fb4ca77f0>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.GetObject: calling handler <bound method ClientCreator._default_s3_presign_to_sigv2 of <botocore.client.ClientCreator object at 0x7f8fb4ca77f0>>\"}\n",
            "{\"message\": \"Event choose-signer.s3.GetObject: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event choose-signer.s3.GetObject: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event before-sign.s3.GetObject: calling handler <function fix_s3_host at 0x7f8fb598b488>\"}\n",
            "{\"message\": \"Event before-sign.s3.GetObject: calling handler <function fix_s3_host at 0x7f8fb598b488>\"}\n",
            "{\"message\": \"Checking for DNS compatible bucket for: https://s3.us-east-2.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"Checking for DNS compatible bucket for: https://s3.us-east-2.amazonaws.com/testntest/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"URI updated to: https://testntest.s3.us-east-2.amazonaws.com/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"URI updated to: https://testntest.s3.us-east-2.amazonaws.com/nba_2017_endorsement_full_stats.csv\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"CanonicalRequest:\\nGET\\n/nba_2017_endorsement_full_stats.csv\\n\\nhost:testntest.s3.us-east-2.amazonaws.com\\nx-amz-content-sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\nx-amz-date:20181214T190640Z\\n\\nhost;x-amz-content-sha256;x-amz-date\\ne3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"}\n",
            "{\"message\": \"CanonicalRequest:\\nGET\\n/nba_2017_endorsement_full_stats.csv\\n\\nhost:testntest.s3.us-east-2.amazonaws.com\\nx-amz-content-sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\\nx-amz-date:20181214T190640Z\\n\\nhost;x-amz-content-sha256;x-amz-date\\ne3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T190640Z\\n20181214/us-east-2/s3/aws4_request\\n2e243a8c95b06e393be0f7c32cee241b83423b3231c92471266e365180a3de6b\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T190640Z\\n20181214/us-east-2/s3/aws4_request\\n2e243a8c95b06e393be0f7c32cee241b83423b3231c92471266e365180a3de6b\"}\n",
            "{\"message\": \"Signature:\\n7c748447a0a1a146d02b3995e18ef7f34c3aa47150d51253f043c6161992ca7e\"}\n",
            "{\"message\": \"Signature:\\n7c748447a0a1a146d02b3995e18ef7f34c3aa47150d51253f043c6161992ca7e\"}\n",
            "{\"message\": \"Event request-created.s3.GetObject: calling handler <function signal_transferring at 0x7f8fb4aea2f0>\"}\n",
            "{\"message\": \"Event request-created.s3.GetObject: calling handler <function signal_transferring at 0x7f8fb4aea2f0>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=True, method=GET, url=https://testntest.s3.us-east-2.amazonaws.com/nba_2017_endorsement_full_stats.csv, headers={'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource', 'X-Amz-Date': b'20181214T190640Z', 'X-Amz-Content-SHA256': b'e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-2/s3/aws4_request, SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature=7c748447a0a1a146d02b3995e18ef7f34c3aa47150d51253f043c6161992ca7e'}>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=True, method=GET, url=https://testntest.s3.us-east-2.amazonaws.com/nba_2017_endorsement_full_stats.csv, headers={'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62 Resource', 'X-Amz-Date': b'20181214T190640Z', 'X-Amz-Content-SHA256': b'e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-2/s3/aws4_request, SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature=7c748447a0a1a146d02b3995e18ef7f34c3aa47150d51253f043c6161992ca7e'}>\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"https://testntest.s3.us-east-2.amazonaws.com:443 \\\"GET /nba_2017_endorsement_full_stats.csv HTTP/1.1\\\" 200 1447\"}\n",
            "{\"message\": \"https://testntest.s3.us-east-2.amazonaws.com:443 \\\"GET /nba_2017_endorsement_full_stats.csv HTTP/1.1\\\" 200 1447\"}\n",
            "{\"message\": \"Response headers: {'x-amz-id-2': 'OzI+sE1ZbetaaRTj+pWA6nPuNi0e1yrAUi1vKcvSShsXqP+LxiQTI5c3pV5y1pT6B4RR06dRBrg=', 'x-amz-request-id': '9763AE9849C42E10', 'Date': 'Fri, 14 Dec 2018 19:06:41 GMT', 'Last-Modified': 'Wed, 29 Nov 2017 18:48:35 GMT', 'ETag': '\\\"60ea033c62d2b044f596333cd464baa3\\\"', 'Accept-Ranges': 'bytes', 'Content-Type': 'text/csv', 'Content-Length': '1447', 'Server': 'AmazonS3'}\"}\n",
            "{\"message\": \"Response headers: {'x-amz-id-2': 'OzI+sE1ZbetaaRTj+pWA6nPuNi0e1yrAUi1vKcvSShsXqP+LxiQTI5c3pV5y1pT6B4RR06dRBrg=', 'x-amz-request-id': '9763AE9849C42E10', 'Date': 'Fri, 14 Dec 2018 19:06:41 GMT', 'Last-Modified': 'Wed, 29 Nov 2017 18:48:35 GMT', 'ETag': '\\\"60ea033c62d2b044f596333cd464baa3\\\"', 'Accept-Ranges': 'bytes', 'Content-Type': 'text/csv', 'Content-Length': '1447', 'Server': 'AmazonS3'}\"}\n",
            "{\"message\": \"Response body:\\n<botocore.response.StreamingBody object at 0x7f8fb4229748>\"}\n",
            "{\"message\": \"Response body:\\n<botocore.response.StreamingBody object at 0x7f8fb4229748>\"}\n",
            "{\"message\": \"Event needs-retry.s3.GetObject: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4ab6470>\"}\n",
            "{\"message\": \"Event needs-retry.s3.GetObject: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4ab6470>\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"Event needs-retry.s3.GetObject: calling handler <bound method S3RegionRedirector.redirect_from_error of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"Event needs-retry.s3.GetObject: calling handler <bound method S3RegionRedirector.redirect_from_error of <botocore.utils.S3RegionRedirector object at 0x7f8fb4ab62e8>>\"}\n",
            "{\"message\": \"IOWriteTask(transfer_id=0, {'offset': 0}) about to wait for the following futures []\"}\n",
            "{\"message\": \"IOWriteTask(transfer_id=0, {'offset': 0}) about to wait for the following futures []\"}\n",
            "{\"message\": \"IOWriteTask(transfer_id=0, {'offset': 0}) done waiting for dependent futures\"}\n",
            "{\"message\": \"IOWriteTask(transfer_id=0, {'offset': 0}) done waiting for dependent futures\"}\n",
            "{\"message\": \"Executing task IOWriteTask(transfer_id=0, {'offset': 0}) with kwargs {'fileobj': <s3transfer.utils.DeferredOpenFile object at 0x7f8fb4a74c88>, 'offset': 0}\"}\n",
            "{\"message\": \"Executing task IOWriteTask(transfer_id=0, {'offset': 0}) with kwargs {'fileobj': <s3transfer.utils.DeferredOpenFile object at 0x7f8fb4a74c88>, 'offset': 0}\"}\n",
            "{\"message\": \"IORenameFileTask(transfer_id=0, {'final_filename': '/tmp/nba_2017_endorsement_full_stats.csv'}) about to wait for the following futures []\"}\n",
            "{\"message\": \"IORenameFileTask(transfer_id=0, {'final_filename': '/tmp/nba_2017_endorsement_full_stats.csv'}) about to wait for the following futures []\"}\n",
            "{\"message\": \"IORenameFileTask(transfer_id=0, {'final_filename': '/tmp/nba_2017_endorsement_full_stats.csv'}) done waiting for dependent futures\"}\n",
            "{\"message\": \"IORenameFileTask(transfer_id=0, {'final_filename': '/tmp/nba_2017_endorsement_full_stats.csv'}) done waiting for dependent futures\"}\n",
            "{\"message\": \"Executing task IORenameFileTask(transfer_id=0, {'final_filename': '/tmp/nba_2017_endorsement_full_stats.csv'}) with kwargs {'fileobj': <s3transfer.utils.DeferredOpenFile object at 0x7f8fb4a74c88>, 'final_filename': '/tmp/nba_2017_endorsement_full_stats.csv', 'osutil': <s3transfer.utils.OSUtils object at 0x7f8fb4a63470>}\"}\n",
            "{\"message\": \"Executing task IORenameFileTask(transfer_id=0, {'final_filename': '/tmp/nba_2017_endorsement_full_stats.csv'}) with kwargs {'fileobj': <s3transfer.utils.DeferredOpenFile object at 0x7f8fb4a74c88>, 'final_filename': '/tmp/nba_2017_endorsement_full_stats.csv', 'osutil': <s3transfer.utils.OSUtils object at 0x7f8fb4a63470>}\"}\n",
            "{\"message\": \"Releasing acquire 0/None\"}\n",
            "{\"message\": \"Releasing acquire 0/None\"}\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "metadata": {
        "id": "3lK8io8Ufp6h",
        "colab_type": "code",
        "outputId": "5fdbcb47-ab69-487d-a1f9-5eb81398b4a5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "cell_type": "code",
      "source": [
        "!ls -l /tmp"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "total 4\n",
            "srw------- 1 root root    0 Dec 14 16:11 drivefs_ipc.0\n",
            "srw------- 1 root root    0 Dec 14 16:11 drivefs_ipc.0_shell\n",
            "-rw-r--r-- 1 root root 1447 Dec 14 19:06 nba_2017_endorsement_full_stats.csv\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "zsjgykvfftym",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Pandas"
      ]
    },
    {
      "metadata": {
        "id": "rfPwZDxhfx55",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "Main Datascience library for AWS and Python\n",
        "\n",
        "\n",
        "\n",
        "*   It is assumed you know about it\n",
        "*   Many study videos will show examples using it\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "eR1y8H8ofwHP",
        "colab_type": "code",
        "outputId": "8f90bcc0-1732-4d12-c6f1-76f8c548ee20",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 182
        }
      },
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "df = pd.read_csv(\"/tmp/nba_2017_endorsement_full_stats.csv\")\n",
        "df.head(2)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>PLAYER</th>\n",
              "      <th>TEAM</th>\n",
              "      <th>SALARY_MILLIONS</th>\n",
              "      <th>ENDORSEMENT_MILLIONS</th>\n",
              "      <th>PCT_ATTENDANCE_STADIUM</th>\n",
              "      <th>ATTENDANCE_TOTAL_BY_10K</th>\n",
              "      <th>FRANCHISE_VALUE_100_MILLION</th>\n",
              "      <th>ELO_100X</th>\n",
              "      <th>CONF</th>\n",
              "      <th>POSITION</th>\n",
              "      <th>AGE</th>\n",
              "      <th>MP</th>\n",
              "      <th>GP</th>\n",
              "      <th>MPG</th>\n",
              "      <th>WINS_RPM</th>\n",
              "      <th>PLAYER_TEAM_WINS</th>\n",
              "      <th>WIKIPEDIA_PAGEVIEWS_10K</th>\n",
              "      <th>TWITTER_FAVORITE_COUNT_1K</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>LeBron James</td>\n",
              "      <td>Cleveland Cavaliers</td>\n",
              "      <td>30.96</td>\n",
              "      <td>55.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>15.45</td>\n",
              "      <td>East</td>\n",
              "      <td>SF</td>\n",
              "      <td>32</td>\n",
              "      <td>37.8</td>\n",
              "      <td>74.0</td>\n",
              "      <td>37.8</td>\n",
              "      <td>20.43</td>\n",
              "      <td>51.0</td>\n",
              "      <td>14.70</td>\n",
              "      <td>5.53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Kevin Durant</td>\n",
              "      <td>Golden State Warriors</td>\n",
              "      <td>26.50</td>\n",
              "      <td>36.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>17.70</td>\n",
              "      <td>West</td>\n",
              "      <td>SF</td>\n",
              "      <td>28</td>\n",
              "      <td>33.4</td>\n",
              "      <td>62.0</td>\n",
              "      <td>33.4</td>\n",
              "      <td>12.24</td>\n",
              "      <td>51.0</td>\n",
              "      <td>6.29</td>\n",
              "      <td>1.43</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         PLAYER                   TEAM  SALARY_MILLIONS  ENDORSEMENT_MILLIONS  \\\n",
              "0  LeBron James    Cleveland Cavaliers            30.96                  55.0   \n",
              "1  Kevin Durant  Golden State Warriors            26.50                  36.0   \n",
              "\n",
              "   PCT_ATTENDANCE_STADIUM  ATTENDANCE_TOTAL_BY_10K  \\\n",
              "0                   100.0                     84.0   \n",
              "1                   100.0                     80.0   \n",
              "\n",
              "   FRANCHISE_VALUE_100_MILLION  ELO_100X  CONF POSITION  AGE    MP    GP  \\\n",
              "0                         12.0     15.45  East       SF   32  37.8  74.0   \n",
              "1                         26.0     17.70  West       SF   28  33.4  62.0   \n",
              "\n",
              "    MPG  WINS_RPM  PLAYER_TEAM_WINS  WIKIPEDIA_PAGEVIEWS_10K  \\\n",
              "0  37.8     20.43              51.0                    14.70   \n",
              "1  33.4     12.24              51.0                     6.29   \n",
              "\n",
              "   TWITTER_FAVORITE_COUNT_1K  \n",
              "0                       5.53  \n",
              "1                       1.43  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "metadata": {
        "id": "83fos9PggDWE",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#### Descriptive Statistics with Pandas"
      ]
    },
    {
      "metadata": {
        "id": "wKYWS_Tnf_qO",
        "colab_type": "code",
        "outputId": "f7f3f47f-aedc-4b9d-9651-000f49b12a3f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        }
      },
      "cell_type": "code",
      "source": [
        "df.describe()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>SALARY_MILLIONS</th>\n",
              "      <th>ENDORSEMENT_MILLIONS</th>\n",
              "      <th>PCT_ATTENDANCE_STADIUM</th>\n",
              "      <th>ATTENDANCE_TOTAL_BY_10K</th>\n",
              "      <th>FRANCHISE_VALUE_100_MILLION</th>\n",
              "      <th>ELO_100X</th>\n",
              "      <th>AGE</th>\n",
              "      <th>MP</th>\n",
              "      <th>GP</th>\n",
              "      <th>MPG</th>\n",
              "      <th>WINS_RPM</th>\n",
              "      <th>PLAYER_TEAM_WINS</th>\n",
              "      <th>WIKIPEDIA_PAGEVIEWS_10K</th>\n",
              "      <th>TWITTER_FAVORITE_COUNT_1K</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>23.216000</td>\n",
              "      <td>21.700000</td>\n",
              "      <td>99.800000</td>\n",
              "      <td>80.200000</td>\n",
              "      <td>21.375000</td>\n",
              "      <td>15.678000</td>\n",
              "      <td>29.300000</td>\n",
              "      <td>33.890000</td>\n",
              "      <td>70.800000</td>\n",
              "      <td>33.890000</td>\n",
              "      <td>11.506000</td>\n",
              "      <td>44.100000</td>\n",
              "      <td>6.532000</td>\n",
              "      <td>2.764000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>5.294438</td>\n",
              "      <td>15.362653</td>\n",
              "      <td>2.394438</td>\n",
              "      <td>5.202563</td>\n",
              "      <td>8.507554</td>\n",
              "      <td>1.361142</td>\n",
              "      <td>3.164034</td>\n",
              "      <td>2.303837</td>\n",
              "      <td>8.390471</td>\n",
              "      <td>2.303837</td>\n",
              "      <td>6.868487</td>\n",
              "      <td>12.591443</td>\n",
              "      <td>5.204233</td>\n",
              "      <td>3.646399</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>12.110000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>94.000000</td>\n",
              "      <td>70.000000</td>\n",
              "      <td>10.250000</td>\n",
              "      <td>13.740000</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>29.900000</td>\n",
              "      <td>60.000000</td>\n",
              "      <td>29.900000</td>\n",
              "      <td>1.170000</td>\n",
              "      <td>26.000000</td>\n",
              "      <td>2.690000</td>\n",
              "      <td>0.350000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>21.707500</td>\n",
              "      <td>13.000000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>78.500000</td>\n",
              "      <td>13.125000</td>\n",
              "      <td>15.250000</td>\n",
              "      <td>28.000000</td>\n",
              "      <td>32.725000</td>\n",
              "      <td>62.500000</td>\n",
              "      <td>32.725000</td>\n",
              "      <td>6.015000</td>\n",
              "      <td>32.500000</td>\n",
              "      <td>3.402500</td>\n",
              "      <td>0.865000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>23.880000</td>\n",
              "      <td>14.500000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>80.500000</td>\n",
              "      <td>22.500000</td>\n",
              "      <td>15.450000</td>\n",
              "      <td>28.000000</td>\n",
              "      <td>33.850000</td>\n",
              "      <td>73.000000</td>\n",
              "      <td>33.850000</td>\n",
              "      <td>12.860000</td>\n",
              "      <td>46.500000</td>\n",
              "      <td>4.475000</td>\n",
              "      <td>1.485000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>26.500000</td>\n",
              "      <td>31.250000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>83.250000</td>\n",
              "      <td>26.000000</td>\n",
              "      <td>16.275000</td>\n",
              "      <td>31.750000</td>\n",
              "      <td>34.975000</td>\n",
              "      <td>77.750000</td>\n",
              "      <td>34.975000</td>\n",
              "      <td>16.890000</td>\n",
              "      <td>51.000000</td>\n",
              "      <td>5.917500</td>\n",
              "      <td>2.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>30.960000</td>\n",
              "      <td>55.000000</td>\n",
              "      <td>104.000000</td>\n",
              "      <td>89.000000</td>\n",
              "      <td>33.000000</td>\n",
              "      <td>17.700000</td>\n",
              "      <td>35.000000</td>\n",
              "      <td>37.800000</td>\n",
              "      <td>81.000000</td>\n",
              "      <td>37.800000</td>\n",
              "      <td>20.430000</td>\n",
              "      <td>65.000000</td>\n",
              "      <td>17.570000</td>\n",
              "      <td>12.280000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       SALARY_MILLIONS  ENDORSEMENT_MILLIONS  PCT_ATTENDANCE_STADIUM  \\\n",
              "count        10.000000             10.000000               10.000000   \n",
              "mean         23.216000             21.700000               99.800000   \n",
              "std           5.294438             15.362653                2.394438   \n",
              "min          12.110000              8.000000               94.000000   \n",
              "25%          21.707500             13.000000              100.000000   \n",
              "50%          23.880000             14.500000              100.000000   \n",
              "75%          26.500000             31.250000              100.000000   \n",
              "max          30.960000             55.000000              104.000000   \n",
              "\n",
              "       ATTENDANCE_TOTAL_BY_10K  FRANCHISE_VALUE_100_MILLION   ELO_100X  \\\n",
              "count                10.000000                    10.000000  10.000000   \n",
              "mean                 80.200000                    21.375000  15.678000   \n",
              "std                   5.202563                     8.507554   1.361142   \n",
              "min                  70.000000                    10.250000  13.740000   \n",
              "25%                  78.500000                    13.125000  15.250000   \n",
              "50%                  80.500000                    22.500000  15.450000   \n",
              "75%                  83.250000                    26.000000  16.275000   \n",
              "max                  89.000000                    33.000000  17.700000   \n",
              "\n",
              "             AGE         MP         GP        MPG   WINS_RPM  \\\n",
              "count  10.000000  10.000000  10.000000  10.000000  10.000000   \n",
              "mean   29.300000  33.890000  70.800000  33.890000  11.506000   \n",
              "std     3.164034   2.303837   8.390471   2.303837   6.868487   \n",
              "min    24.000000  29.900000  60.000000  29.900000   1.170000   \n",
              "25%    28.000000  32.725000  62.500000  32.725000   6.015000   \n",
              "50%    28.000000  33.850000  73.000000  33.850000  12.860000   \n",
              "75%    31.750000  34.975000  77.750000  34.975000  16.890000   \n",
              "max    35.000000  37.800000  81.000000  37.800000  20.430000   \n",
              "\n",
              "       PLAYER_TEAM_WINS  WIKIPEDIA_PAGEVIEWS_10K  TWITTER_FAVORITE_COUNT_1K  \n",
              "count         10.000000                10.000000                  10.000000  \n",
              "mean          44.100000                 6.532000                   2.764000  \n",
              "std           12.591443                 5.204233                   3.646399  \n",
              "min           26.000000                 2.690000                   0.350000  \n",
              "25%           32.500000                 3.402500                   0.865000  \n",
              "50%           46.500000                 4.475000                   1.485000  \n",
              "75%           51.000000                 5.917500                   2.062500  \n",
              "max           65.000000                17.570000                  12.280000  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "metadata": {
        "id": "pV2yYotdgS3g",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Plotting with Python"
      ]
    },
    {
      "metadata": {
        "id": "BHiy-PuOgN3-",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "import warnings\n",
        "import numpy as np\n",
        "warnings.simplefilter('ignore', np.RankWarning)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "E0BaAYGbgYEL",
        "colab_type": "code",
        "outputId": "c294aaf4-c7a1-4a47-caed-8388c0ce112f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 556
        }
      },
      "cell_type": "code",
      "source": [
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "fig, ax = plt.subplots()\n",
        "fig.set_size_inches(11, 8.5)\n",
        "sns.regplot(data=df, \n",
        "            x=\"SALARY_MILLIONS\", y=\"ENDORSEMENT_MILLIONS\", \n",
        "            order=2).set_title(\"NBA Salary & Endorsements\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5,1,'NBA Salary & Endorsements')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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GjRsnSbrgggt0xhlnaNOmTerTp4/y8/Nlt9s1YMAAbdiwIeL38QcNef2sQAcAAEg2MQua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\nAABJRU5ErkJggg==\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f8fb4229c18>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "0nTn6vUgnjwP",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Putting it all together (Production Style)"
      ]
    },
    {
      "metadata": {
        "id": "KBV7jNQRF7Po",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "!pip -q install python-json-logger"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "b3uQS3dMF0Kz",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "import logging\n",
        "from pythonjsonlogger import jsonlogger\n",
        "\n",
        "LOG = logging.getLogger()\n",
        "LOG.setLevel(logging.DEBUG)\n",
        "logHandler = logging.StreamHandler()\n",
        "formatter = jsonlogger.JsonFormatter()\n",
        "logHandler.setFormatter(formatter)\n",
        "LOG.addHandler(logHandler)\n",
        "\n",
        "import click\n",
        "import boto3\n",
        "import pandas as pd\n",
        "\n",
        "TEST_DF = pd.DataFrame(\n",
        "    {\"SentimentRaw\": [\"I am very Angry\",\n",
        "                    \"We are very Happy\",\n",
        "                    \"It is raining in Seattle\"]}\n",
        ")\n",
        "\n",
        "def create_sentiment(row):\n",
        "    \"\"\"Uses AWS Comprehend to Create Sentiments on a DataFrame\"\"\"\n",
        "\n",
        "    LOG.info(f\"Processing {row}\")\n",
        "    comprehend = boto3.client(service_name='comprehend', region_name=\"us-east-1\")\n",
        "    payload = comprehend.detect_sentiment(Text=row, LanguageCode='en')\n",
        "    LOG.debug(f\"Found Sentiment: {payload}\")    \n",
        "    sentiment = payload['Sentiment']\n",
        "    return sentiment\n",
        "\n",
        "def apply_sentiment(df, column=\"SentimentRaw\"):\n",
        "    \"\"\"Uses Pandas Apply to Create Sentiment Analysis\"\"\"\n",
        "\n",
        "    df['Sentiment'] = df[column].apply(create_sentiment)\n",
        "    return df"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "v-J7gjksGA7f",
        "colab_type": "code",
        "outputId": "85a3be95-afac-477b-c979-6a895019bcbe",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 2383
        }
      },
      "cell_type": "code",
      "source": [
        "df = apply_sentiment(TEST_DF)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{\"message\": \"Processing I am very Angry\"}\n",
            "{\"message\": \"Processing I am very Angry\"}\n",
            "{\"message\": \"Event choose-service-name: calling handler <function handle_service_name_alias at 0x7f8fb5845950>\"}\n",
            "{\"message\": \"Event choose-service-name: calling handler <function handle_service_name_alias at 0x7f8fb5845950>\"}\n",
            "{\"message\": \"Event creating-client-class.comprehend: calling handler <function add_generate_presigned_url at 0x7f8fb588f378>\"}\n",
            "{\"message\": \"Event creating-client-class.comprehend: calling handler <function add_generate_presigned_url at 0x7f8fb588f378>\"}\n",
            "{\"message\": \"The s3 config key is not a dictionary type, ignoring its value of: None\"}\n",
            "{\"message\": \"The s3 config key is not a dictionary type, ignoring its value of: None\"}\n",
            "{\"message\": \"Setting comprehend timeout as (60, 60)\"}\n",
            "{\"message\": \"Setting comprehend timeout as (60, 60)\"}\n",
            "{\"message\": \"Registering retry handlers for service: comprehend\"}\n",
            "{\"message\": \"Registering retry handlers for service: comprehend\"}\n",
            "{\"message\": \"Event before-parameter-build.comprehend.DetectSentiment: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Event before-parameter-build.comprehend.DetectSentiment: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Making request for OperationModel(name=DetectSentiment) with params: {'url_path': '/', 'query_string': '', 'method': 'POST', 'headers': {'X-Amz-Target': 'Comprehend_20171127.DetectSentiment', 'Content-Type': 'application/x-amz-json-1.1', 'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62'}, 'body': b'{\\\"Text\\\": \\\"I am very Angry\\\", \\\"LanguageCode\\\": \\\"en\\\"}', 'url': 'https://comprehend.us-east-1.amazonaws.com/', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb4ad7a90>, 'has_streaming_input': False, 'auth_type': None}}\"}\n",
            "{\"message\": \"Making request for OperationModel(name=DetectSentiment) with params: {'url_path': '/', 'query_string': '', 'method': 'POST', 'headers': {'X-Amz-Target': 'Comprehend_20171127.DetectSentiment', 'Content-Type': 'application/x-amz-json-1.1', 'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62'}, 'body': b'{\\\"Text\\\": \\\"I am very Angry\\\", \\\"LanguageCode\\\": \\\"en\\\"}', 'url': 'https://comprehend.us-east-1.amazonaws.com/', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb4ad7a90>, 'has_streaming_input': False, 'auth_type': None}}\"}\n",
            "{\"message\": \"Event request-created.comprehend.DetectSentiment: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fdcbcacf8>>\"}\n",
            "{\"message\": \"Event request-created.comprehend.DetectSentiment: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fdcbcacf8>>\"}\n",
            "{\"message\": \"Event choose-signer.comprehend.DetectSentiment: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event choose-signer.comprehend.DetectSentiment: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"CanonicalRequest:\\nPOST\\n/\\n\\ncontent-type:application/x-amz-json-1.1\\nhost:comprehend.us-east-1.amazonaws.com\\nx-amz-date:20181214T191117Z\\nx-amz-target:Comprehend_20171127.DetectSentiment\\n\\ncontent-type;host;x-amz-date;x-amz-target\\nb1ef9199f866771fdabb0892b573595803acef305db24bf350d5760aa6c2f6e7\"}\n",
            "{\"message\": \"CanonicalRequest:\\nPOST\\n/\\n\\ncontent-type:application/x-amz-json-1.1\\nhost:comprehend.us-east-1.amazonaws.com\\nx-amz-date:20181214T191117Z\\nx-amz-target:Comprehend_20171127.DetectSentiment\\n\\ncontent-type;host;x-amz-date;x-amz-target\\nb1ef9199f866771fdabb0892b573595803acef305db24bf350d5760aa6c2f6e7\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T191117Z\\n20181214/us-east-1/comprehend/aws4_request\\n5a70db68e9d413b021183cfd1ac3a59e787b866609bacbea09a0abc708a03680\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T191117Z\\n20181214/us-east-1/comprehend/aws4_request\\n5a70db68e9d413b021183cfd1ac3a59e787b866609bacbea09a0abc708a03680\"}\n",
            "{\"message\": \"Signature:\\n476aa1dc7e2323eb3ffa5861a6c87660c170157a4424d5bb9fd49bc2bb1db321\"}\n",
            "{\"message\": \"Signature:\\n476aa1dc7e2323eb3ffa5861a6c87660c170157a4424d5bb9fd49bc2bb1db321\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=POST, url=https://comprehend.us-east-1.amazonaws.com/, headers={'X-Amz-Target': b'Comprehend_20171127.DetectSentiment', 'Content-Type': b'application/x-amz-json-1.1', 'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62', 'X-Amz-Date': b'20181214T191117Z', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-1/comprehend/aws4_request, SignedHeaders=content-type;host;x-amz-date;x-amz-target, Signature=476aa1dc7e2323eb3ffa5861a6c87660c170157a4424d5bb9fd49bc2bb1db321', 'Content-Length': '49'}>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=POST, url=https://comprehend.us-east-1.amazonaws.com/, headers={'X-Amz-Target': b'Comprehend_20171127.DetectSentiment', 'Content-Type': b'application/x-amz-json-1.1', 'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62', 'X-Amz-Date': b'20181214T191117Z', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-1/comprehend/aws4_request, SignedHeaders=content-type;host;x-amz-date;x-amz-target, Signature=476aa1dc7e2323eb3ffa5861a6c87660c170157a4424d5bb9fd49bc2bb1db321', 'Content-Length': '49'}>\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Starting new HTTPS connection (1): comprehend.us-east-1.amazonaws.com\"}\n",
            "{\"message\": \"Starting new HTTPS connection (1): comprehend.us-east-1.amazonaws.com\"}\n",
            "{\"message\": \"https://comprehend.us-east-1.amazonaws.com:443 \\\"POST / HTTP/1.1\\\" 200 166\"}\n",
            "{\"message\": \"https://comprehend.us-east-1.amazonaws.com:443 \\\"POST / HTTP/1.1\\\" 200 166\"}\n",
            "{\"message\": \"Response headers: {'Date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'Content-Type': 'application/x-amz-json-1.1', 'Content-Length': '166', 'Connection': 'keep-alive', 'x-amzn-RequestId': '0850c2a4-ffd4-11e8-9915-fbeda43b2a4c'}\"}\n",
            "{\"message\": \"Response headers: {'Date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'Content-Type': 'application/x-amz-json-1.1', 'Content-Length': '166', 'Connection': 'keep-alive', 'x-amzn-RequestId': '0850c2a4-ffd4-11e8-9915-fbeda43b2a4c'}\"}\n",
            "{\"message\": \"Response body:\\nb'{\\\"Sentiment\\\":\\\"NEGATIVE\\\",\\\"SentimentScore\\\":{\\\"Mixed\\\":0.014898190274834633,\\\"Negative\\\":0.9444955587387085,\\\"Neutral\\\":0.036787811666727066,\\\"Positive\\\":0.0038184858858585358}}'\"}\n",
            "{\"message\": \"Response body:\\nb'{\\\"Sentiment\\\":\\\"NEGATIVE\\\",\\\"SentimentScore\\\":{\\\"Mixed\\\":0.014898190274834633,\\\"Negative\\\":0.9444955587387085,\\\"Neutral\\\":0.036787811666727066,\\\"Positive\\\":0.0038184858858585358}}'\"}\n",
            "{\"message\": \"Event needs-retry.comprehend.DetectSentiment: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4a63908>\"}\n",
            "{\"message\": \"Event needs-retry.comprehend.DetectSentiment: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb4a63908>\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"Found Sentiment: {'Sentiment': 'NEGATIVE', 'SentimentScore': {'Positive': 0.0038184858858585358, 'Negative': 0.9444955587387085, 'Neutral': 0.036787811666727066, 'Mixed': 0.014898190274834633}, 'ResponseMetadata': {'RequestId': '0850c2a4-ffd4-11e8-9915-fbeda43b2a4c', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'content-type': 'application/x-amz-json-1.1', 'content-length': '166', 'connection': 'keep-alive', 'x-amzn-requestid': '0850c2a4-ffd4-11e8-9915-fbeda43b2a4c'}, 'RetryAttempts': 0}}\"}\n",
            "{\"message\": \"Found Sentiment: {'Sentiment': 'NEGATIVE', 'SentimentScore': {'Positive': 0.0038184858858585358, 'Negative': 0.9444955587387085, 'Neutral': 0.036787811666727066, 'Mixed': 0.014898190274834633}, 'ResponseMetadata': {'RequestId': '0850c2a4-ffd4-11e8-9915-fbeda43b2a4c', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'content-type': 'application/x-amz-json-1.1', 'content-length': '166', 'connection': 'keep-alive', 'x-amzn-requestid': '0850c2a4-ffd4-11e8-9915-fbeda43b2a4c'}, 'RetryAttempts': 0}}\"}\n",
            "{\"message\": \"Processing We are very Happy\"}\n",
            "{\"message\": \"Processing We are very Happy\"}\n",
            "{\"message\": \"Event choose-service-name: calling handler <function handle_service_name_alias at 0x7f8fb5845950>\"}\n",
            "{\"message\": \"Event choose-service-name: calling handler <function handle_service_name_alias at 0x7f8fb5845950>\"}\n",
            "{\"message\": \"Event creating-client-class.comprehend: calling handler <function add_generate_presigned_url at 0x7f8fb588f378>\"}\n",
            "{\"message\": \"Event creating-client-class.comprehend: calling handler <function add_generate_presigned_url at 0x7f8fb588f378>\"}\n",
            "{\"message\": \"The s3 config key is not a dictionary type, ignoring its value of: None\"}\n",
            "{\"message\": \"The s3 config key is not a dictionary type, ignoring its value of: None\"}\n",
            "{\"message\": \"Setting comprehend timeout as (60, 60)\"}\n",
            "{\"message\": \"Setting comprehend timeout as (60, 60)\"}\n",
            "{\"message\": \"Registering retry handlers for service: comprehend\"}\n",
            "{\"message\": \"Registering retry handlers for service: comprehend\"}\n",
            "{\"message\": \"Event before-parameter-build.comprehend.DetectSentiment: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Event before-parameter-build.comprehend.DetectSentiment: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Making request for OperationModel(name=DetectSentiment) with params: {'url_path': '/', 'query_string': '', 'method': 'POST', 'headers': {'X-Amz-Target': 'Comprehend_20171127.DetectSentiment', 'Content-Type': 'application/x-amz-json-1.1', 'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62'}, 'body': b'{\\\"Text\\\": \\\"We are very Happy\\\", \\\"LanguageCode\\\": \\\"en\\\"}', 'url': 'https://comprehend.us-east-1.amazonaws.com/', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb424c0f0>, 'has_streaming_input': False, 'auth_type': None}}\"}\n",
            "{\"message\": \"Making request for OperationModel(name=DetectSentiment) with params: {'url_path': '/', 'query_string': '', 'method': 'POST', 'headers': {'X-Amz-Target': 'Comprehend_20171127.DetectSentiment', 'Content-Type': 'application/x-amz-json-1.1', 'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62'}, 'body': b'{\\\"Text\\\": \\\"We are very Happy\\\", \\\"LanguageCode\\\": \\\"en\\\"}', 'url': 'https://comprehend.us-east-1.amazonaws.com/', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb424c0f0>, 'has_streaming_input': False, 'auth_type': None}}\"}\n",
            "{\"message\": \"Event request-created.comprehend.DetectSentiment: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb424c198>>\"}\n",
            "{\"message\": \"Event request-created.comprehend.DetectSentiment: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb424c198>>\"}\n",
            "{\"message\": \"Event choose-signer.comprehend.DetectSentiment: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event choose-signer.comprehend.DetectSentiment: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"CanonicalRequest:\\nPOST\\n/\\n\\ncontent-type:application/x-amz-json-1.1\\nhost:comprehend.us-east-1.amazonaws.com\\nx-amz-date:20181214T191117Z\\nx-amz-target:Comprehend_20171127.DetectSentiment\\n\\ncontent-type;host;x-amz-date;x-amz-target\\n3fcc4fd7f43751f3acd87a81645d215bb731eb0f7034f6eebd85d6181bbbf2ed\"}\n",
            "{\"message\": \"CanonicalRequest:\\nPOST\\n/\\n\\ncontent-type:application/x-amz-json-1.1\\nhost:comprehend.us-east-1.amazonaws.com\\nx-amz-date:20181214T191117Z\\nx-amz-target:Comprehend_20171127.DetectSentiment\\n\\ncontent-type;host;x-amz-date;x-amz-target\\n3fcc4fd7f43751f3acd87a81645d215bb731eb0f7034f6eebd85d6181bbbf2ed\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T191117Z\\n20181214/us-east-1/comprehend/aws4_request\\nd9092213dca760515c3447dfa2ece752b8854b6d9486fef41364bbec5e71f10d\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T191117Z\\n20181214/us-east-1/comprehend/aws4_request\\nd9092213dca760515c3447dfa2ece752b8854b6d9486fef41364bbec5e71f10d\"}\n",
            "{\"message\": \"Signature:\\n4780d896cc51a51f85ee8efc83a300cca1ec2ee4e89b7ca4ba6e5edb84acdd0a\"}\n",
            "{\"message\": \"Signature:\\n4780d896cc51a51f85ee8efc83a300cca1ec2ee4e89b7ca4ba6e5edb84acdd0a\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=POST, url=https://comprehend.us-east-1.amazonaws.com/, headers={'X-Amz-Target': b'Comprehend_20171127.DetectSentiment', 'Content-Type': b'application/x-amz-json-1.1', 'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62', 'X-Amz-Date': b'20181214T191117Z', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-1/comprehend/aws4_request, SignedHeaders=content-type;host;x-amz-date;x-amz-target, Signature=4780d896cc51a51f85ee8efc83a300cca1ec2ee4e89b7ca4ba6e5edb84acdd0a', 'Content-Length': '51'}>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=POST, url=https://comprehend.us-east-1.amazonaws.com/, headers={'X-Amz-Target': b'Comprehend_20171127.DetectSentiment', 'Content-Type': b'application/x-amz-json-1.1', 'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62', 'X-Amz-Date': b'20181214T191117Z', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-1/comprehend/aws4_request, SignedHeaders=content-type;host;x-amz-date;x-amz-target, Signature=4780d896cc51a51f85ee8efc83a300cca1ec2ee4e89b7ca4ba6e5edb84acdd0a', 'Content-Length': '51'}>\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Starting new HTTPS connection (1): comprehend.us-east-1.amazonaws.com\"}\n",
            "{\"message\": \"Starting new HTTPS connection (1): comprehend.us-east-1.amazonaws.com\"}\n",
            "{\"message\": \"https://comprehend.us-east-1.amazonaws.com:443 \\\"POST / HTTP/1.1\\\" 200 166\"}\n",
            "{\"message\": \"https://comprehend.us-east-1.amazonaws.com:443 \\\"POST / HTTP/1.1\\\" 200 166\"}\n",
            "{\"message\": \"Response headers: {'Date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'Content-Type': 'application/x-amz-json-1.1', 'Content-Length': '166', 'Connection': 'keep-alive', 'x-amzn-RequestId': '086d998c-ffd4-11e8-983f-d98c2036a672'}\"}\n",
            "{\"message\": \"Response headers: {'Date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'Content-Type': 'application/x-amz-json-1.1', 'Content-Length': '166', 'Connection': 'keep-alive', 'x-amzn-RequestId': '086d998c-ffd4-11e8-983f-d98c2036a672'}\"}\n",
            "{\"message\": \"Response body:\\nb'{\\\"Sentiment\\\":\\\"POSITIVE\\\",\\\"SentimentScore\\\":{\\\"Mixed\\\":0.0020924475975334644,\\\"Negative\\\":6.253701285459101E-4,\\\"Neutral\\\":0.011492948047816753,\\\"Positive\\\":0.9857891201972961}}'\"}\n",
            "{\"message\": \"Response body:\\nb'{\\\"Sentiment\\\":\\\"POSITIVE\\\",\\\"SentimentScore\\\":{\\\"Mixed\\\":0.0020924475975334644,\\\"Negative\\\":6.253701285459101E-4,\\\"Neutral\\\":0.011492948047816753,\\\"Positive\\\":0.9857891201972961}}'\"}\n",
            "{\"message\": \"Event needs-retry.comprehend.DetectSentiment: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb424c630>\"}\n",
            "{\"message\": \"Event needs-retry.comprehend.DetectSentiment: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb424c630>\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"Found Sentiment: {'Sentiment': 'POSITIVE', 'SentimentScore': {'Positive': 0.9857891201972961, 'Negative': 0.0006253701285459101, 'Neutral': 0.011492948047816753, 'Mixed': 0.0020924475975334644}, 'ResponseMetadata': {'RequestId': '086d998c-ffd4-11e8-983f-d98c2036a672', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'content-type': 'application/x-amz-json-1.1', 'content-length': '166', 'connection': 'keep-alive', 'x-amzn-requestid': '086d998c-ffd4-11e8-983f-d98c2036a672'}, 'RetryAttempts': 0}}\"}\n",
            "{\"message\": \"Found Sentiment: {'Sentiment': 'POSITIVE', 'SentimentScore': {'Positive': 0.9857891201972961, 'Negative': 0.0006253701285459101, 'Neutral': 0.011492948047816753, 'Mixed': 0.0020924475975334644}, 'ResponseMetadata': {'RequestId': '086d998c-ffd4-11e8-983f-d98c2036a672', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'content-type': 'application/x-amz-json-1.1', 'content-length': '166', 'connection': 'keep-alive', 'x-amzn-requestid': '086d998c-ffd4-11e8-983f-d98c2036a672'}, 'RetryAttempts': 0}}\"}\n",
            "{\"message\": \"Processing It is raining in Seattle\"}\n",
            "{\"message\": \"Processing It is raining in Seattle\"}\n",
            "{\"message\": \"Event choose-service-name: calling handler <function handle_service_name_alias at 0x7f8fb5845950>\"}\n",
            "{\"message\": \"Event choose-service-name: calling handler <function handle_service_name_alias at 0x7f8fb5845950>\"}\n",
            "{\"message\": \"Event creating-client-class.comprehend: calling handler <function add_generate_presigned_url at 0x7f8fb588f378>\"}\n",
            "{\"message\": \"Event creating-client-class.comprehend: calling handler <function add_generate_presigned_url at 0x7f8fb588f378>\"}\n",
            "{\"message\": \"The s3 config key is not a dictionary type, ignoring its value of: None\"}\n",
            "{\"message\": \"The s3 config key is not a dictionary type, ignoring its value of: None\"}\n",
            "{\"message\": \"Setting comprehend timeout as (60, 60)\"}\n",
            "{\"message\": \"Setting comprehend timeout as (60, 60)\"}\n",
            "{\"message\": \"Registering retry handlers for service: comprehend\"}\n",
            "{\"message\": \"Registering retry handlers for service: comprehend\"}\n",
            "{\"message\": \"Event before-parameter-build.comprehend.DetectSentiment: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Event before-parameter-build.comprehend.DetectSentiment: calling handler <function generate_idempotent_uuid at 0x7f8fb585ff28>\"}\n",
            "{\"message\": \"Making request for OperationModel(name=DetectSentiment) with params: {'url_path': '/', 'query_string': '', 'method': 'POST', 'headers': {'X-Amz-Target': 'Comprehend_20171127.DetectSentiment', 'Content-Type': 'application/x-amz-json-1.1', 'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62'}, 'body': b'{\\\"Text\\\": \\\"It is raining in Seattle\\\", \\\"LanguageCode\\\": \\\"en\\\"}', 'url': 'https://comprehend.us-east-1.amazonaws.com/', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb424d630>, 'has_streaming_input': False, 'auth_type': None}}\"}\n",
            "{\"message\": \"Making request for OperationModel(name=DetectSentiment) with params: {'url_path': '/', 'query_string': '', 'method': 'POST', 'headers': {'X-Amz-Target': 'Comprehend_20171127.DetectSentiment', 'Content-Type': 'application/x-amz-json-1.1', 'User-Agent': 'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62'}, 'body': b'{\\\"Text\\\": \\\"It is raining in Seattle\\\", \\\"LanguageCode\\\": \\\"en\\\"}', 'url': 'https://comprehend.us-east-1.amazonaws.com/', 'context': {'client_region': 'us-east-1', 'client_config': <botocore.config.Config object at 0x7f8fb424d630>, 'has_streaming_input': False, 'auth_type': None}}\"}\n",
            "{\"message\": \"Event request-created.comprehend.DetectSentiment: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb424d8d0>>\"}\n",
            "{\"message\": \"Event request-created.comprehend.DetectSentiment: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f8fb424d8d0>>\"}\n",
            "{\"message\": \"Event choose-signer.comprehend.DetectSentiment: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Event choose-signer.comprehend.DetectSentiment: calling handler <function set_operation_specific_signer at 0x7f8fb585fe18>\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"Calculating signature using v4 auth.\"}\n",
            "{\"message\": \"CanonicalRequest:\\nPOST\\n/\\n\\ncontent-type:application/x-amz-json-1.1\\nhost:comprehend.us-east-1.amazonaws.com\\nx-amz-date:20181214T191117Z\\nx-amz-target:Comprehend_20171127.DetectSentiment\\n\\ncontent-type;host;x-amz-date;x-amz-target\\n2b87023c28eae9359c0e0898cdc5f400f25354b7d43533ade7ab063d9110a253\"}\n",
            "{\"message\": \"CanonicalRequest:\\nPOST\\n/\\n\\ncontent-type:application/x-amz-json-1.1\\nhost:comprehend.us-east-1.amazonaws.com\\nx-amz-date:20181214T191117Z\\nx-amz-target:Comprehend_20171127.DetectSentiment\\n\\ncontent-type;host;x-amz-date;x-amz-target\\n2b87023c28eae9359c0e0898cdc5f400f25354b7d43533ade7ab063d9110a253\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T191117Z\\n20181214/us-east-1/comprehend/aws4_request\\ne7120918a65113acdea424ee61f651eb8bc5a9172b394d58f02220f0e49d46b0\"}\n",
            "{\"message\": \"StringToSign:\\nAWS4-HMAC-SHA256\\n20181214T191117Z\\n20181214/us-east-1/comprehend/aws4_request\\ne7120918a65113acdea424ee61f651eb8bc5a9172b394d58f02220f0e49d46b0\"}\n",
            "{\"message\": \"Signature:\\n1e40aa6cd8e8d37ba360a6005e2f63260264012f42435c7b115dcedf5c9516ea\"}\n",
            "{\"message\": \"Signature:\\n1e40aa6cd8e8d37ba360a6005e2f63260264012f42435c7b115dcedf5c9516ea\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=POST, url=https://comprehend.us-east-1.amazonaws.com/, headers={'X-Amz-Target': b'Comprehend_20171127.DetectSentiment', 'Content-Type': b'application/x-amz-json-1.1', 'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62', 'X-Amz-Date': b'20181214T191117Z', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-1/comprehend/aws4_request, SignedHeaders=content-type;host;x-amz-date;x-amz-target, Signature=1e40aa6cd8e8d37ba360a6005e2f63260264012f42435c7b115dcedf5c9516ea', 'Content-Length': '58'}>\"}\n",
            "{\"message\": \"Sending http request: <AWSPreparedRequest stream_output=False, method=POST, url=https://comprehend.us-east-1.amazonaws.com/, headers={'X-Amz-Target': b'Comprehend_20171127.DetectSentiment', 'Content-Type': b'application/x-amz-json-1.1', 'User-Agent': b'Boto3/1.9.62 Python/3.6.7 Linux/4.14.65+ Botocore/1.12.62', 'X-Amz-Date': b'20181214T191117Z', 'Authorization': b'AWS4-HMAC-SHA256 Credential=AKIAICCEUL6RCL57RQGQ/20181214/us-east-1/comprehend/aws4_request, SignedHeaders=content-type;host;x-amz-date;x-amz-target, Signature=1e40aa6cd8e8d37ba360a6005e2f63260264012f42435c7b115dcedf5c9516ea', 'Content-Length': '58'}>\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Converted retries value: False -> Retry(total=False, connect=None, read=None, redirect=0, status=None)\"}\n",
            "{\"message\": \"Starting new HTTPS connection (1): comprehend.us-east-1.amazonaws.com\"}\n",
            "{\"message\": \"Starting new HTTPS connection (1): comprehend.us-east-1.amazonaws.com\"}\n",
            "{\"message\": \"https://comprehend.us-east-1.amazonaws.com:443 \\\"POST / HTTP/1.1\\\" 200 161\"}\n",
            "{\"message\": \"https://comprehend.us-east-1.amazonaws.com:443 \\\"POST / HTTP/1.1\\\" 200 161\"}\n",
            "{\"message\": \"Response headers: {'Date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'Content-Type': 'application/x-amz-json-1.1', 'Content-Length': '161', 'Connection': 'keep-alive', 'x-amzn-RequestId': '08884ccb-ffd4-11e8-85ab-85a3217ced42'}\"}\n",
            "{\"message\": \"Response headers: {'Date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'Content-Type': 'application/x-amz-json-1.1', 'Content-Length': '161', 'Connection': 'keep-alive', 'x-amzn-RequestId': '08884ccb-ffd4-11e8-85ab-85a3217ced42'}\"}\n",
            "{\"message\": \"Response body:\\nb'{\\\"Sentiment\\\":\\\"NEUTRAL\\\",\\\"SentimentScore\\\":{\\\"Mixed\\\":0.01440255343914032,\\\"Negative\\\":0.044540803879499435,\\\"Neutral\\\":0.5939325094223022,\\\"Positive\\\":0.3471241593360901}}'\"}\n",
            "{\"message\": \"Response body:\\nb'{\\\"Sentiment\\\":\\\"NEUTRAL\\\",\\\"SentimentScore\\\":{\\\"Mixed\\\":0.01440255343914032,\\\"Negative\\\":0.044540803879499435,\\\"Neutral\\\":0.5939325094223022,\\\"Positive\\\":0.3471241593360901}}'\"}\n",
            "{\"message\": \"Event needs-retry.comprehend.DetectSentiment: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb424d9e8>\"}\n",
            "{\"message\": \"Event needs-retry.comprehend.DetectSentiment: calling handler <botocore.retryhandler.RetryHandler object at 0x7f8fb424d9e8>\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"No retry needed.\"}\n",
            "{\"message\": \"Found Sentiment: {'Sentiment': 'NEUTRAL', 'SentimentScore': {'Positive': 0.3471241593360901, 'Negative': 0.044540803879499435, 'Neutral': 0.5939325094223022, 'Mixed': 0.01440255343914032}, 'ResponseMetadata': {'RequestId': '08884ccb-ffd4-11e8-85ab-85a3217ced42', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'content-type': 'application/x-amz-json-1.1', 'content-length': '161', 'connection': 'keep-alive', 'x-amzn-requestid': '08884ccb-ffd4-11e8-85ab-85a3217ced42'}, 'RetryAttempts': 0}}\"}\n",
            "{\"message\": \"Found Sentiment: {'Sentiment': 'NEUTRAL', 'SentimentScore': {'Positive': 0.3471241593360901, 'Negative': 0.044540803879499435, 'Neutral': 0.5939325094223022, 'Mixed': 0.01440255343914032}, 'ResponseMetadata': {'RequestId': '08884ccb-ffd4-11e8-85ab-85a3217ced42', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Fri, 14 Dec 2018 19:11:17 GMT', 'content-type': 'application/x-amz-json-1.1', 'content-length': '161', 'connection': 'keep-alive', 'x-amzn-requestid': '08884ccb-ffd4-11e8-85ab-85a3217ced42'}, 'RetryAttempts': 0}}\"}\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "metadata": {
        "id": "W18fmPVeGVaT",
        "colab_type": "code",
        "outputId": "f10550cb-7d44-4a58-a565-0a6bf0c9b8c9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 142
        }
      },
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>SentimentRaw</th>\n",
              "      <th>Sentiment</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>I am very Angry</td>\n",
              "      <td>NEGATIVE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>We are very Happy</td>\n",
              "      <td>POSITIVE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>It is raining in Seattle</td>\n",
              "      <td>NEUTRAL</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "               SentimentRaw Sentiment\n",
              "0           I am very Angry  NEGATIVE\n",
              "1         We are very Happy  POSITIVE\n",
              "2  It is raining in Seattle   NEUTRAL"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "metadata": {
        "id": "4xg5horKE0g0",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        ""
      ]
    },
    {
      "metadata": {
        "id": "o3j8pTFwixkQ",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## 7.5 Cloud9"
      ]
    },
    {
      "metadata": {
        "id": "Z4lhXRaIkXzV",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "\n",
        "\n",
        "*   Web based [development environment](https://docs.aws.amazon.com/cloud9/latest/user-guide/sample-python.html)\n",
        "\n",
        "\n",
        "![Cloud9](https://user-images.githubusercontent.com/58792/50033517-afe14000-ffad-11e8-894a-f70389a046d7.png)\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "5ys3FRxujR3t",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### [Demo]Cloud9"
      ]
    },
    {
      "metadata": {
        "id": "Awy-eESUle1I",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "\n",
        "\n",
        "*   Create a cloud9 environment\n",
        "*   Install Python 3.6\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "\n",
        "```bash\n",
        "sudo yum -y update\n",
        "sudo yum -y install python36\n",
        "\n",
        "```\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "-ZAEzZfO962A",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "\n",
        "**Python Lambda Function**\n",
        "\n",
        "```python\n",
        "import json\n",
        "import decimal\n",
        "\n",
        "\n",
        "def lambda_handler(event, context):\n",
        "\n",
        "  print(event)\n",
        "  if 'body' in event:\n",
        "    event = json.loads(event[\"body\"])\n",
        "  \n",
        "  amount = float(event[\"amount\"])\n",
        "  res = []\n",
        "  coins = [1,5,10,25]\n",
        "  coin_lookup = {25: \"quarters\", 10: \"dimes\", 5: \"nickels\", 1: \"pennies\"}\n",
        "  coin = coins.pop()\n",
        "  num, rem  = divmod(int(amount*100), coin)\n",
        "  res.append({num:coin_lookup[coin]})\n",
        "  while rem > 0:\n",
        "    coin = coins.pop()\n",
        "    num, rem = divmod(rem, coin)\n",
        "    if num:\n",
        "      if coin in coin_lookup:\n",
        "        res.append({num:coin_lookup[coin]})\n",
        "\n",
        "  response = {\n",
        "    \"statusCode\": \"200\",\n",
        "    \"headers\": { \"Content-type\": \"application/json\" },\n",
        "    \"body\": json.dumps({\"res\": res})\n",
        "  }\n",
        "\n",
        "  return response\n",
        "```\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "urYzIcPG-GMo",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "**payload**\n",
        "\n",
        "\n",
        "\n",
        "```javascript\n",
        "{\"amount\": \".71\"}\n",
        "```\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "5Z1rghBc-NKi",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "**response**\n",
        "\n",
        "\n",
        "\n",
        "```javascript\n",
        "Response\n",
        "{\n",
        "    \"statusCode\": \"200\",\n",
        "    \"headers\": {\n",
        "        \"Content-type\": \"application/json\"\n",
        "    },\n",
        "    \"body\": \"{\\\"res\\\": [{\\\"2\\\": \\\"quarters\\\"}, {\\\"2\\\": \\\"dimes\\\"}, {\\\"1\\\": \\\"pennies\\\"}]}\"\n",
        "}\n",
        "\n",
        "Function Logs\n",
        "{'amount': '.71'}\n",
        "\n",
        "Request ID\n",
        "d7ec2cad-8da0-4394-957e-41f07bad23ae\n",
        "```\n",
        "\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "Gy-_OksSjU8Q",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "MUp-WrPOmJVu",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## 7.6 Key Terminology"
      ]
    },
    {
      "metadata": {
        "id": "yc--CN_Kolxo",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Sagemaker Built-in Algorithms\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "QOi-EXNUoz4O",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#### BlazingText\n",
        "\n",
        "\n",
        "* unsupervised learning algorithm for generating **Word2Vec embeddings.**\n",
        "* aws blog post [BlazingText](https://aws.amazon.com/blogs/machine-learning/amazon-sagemaker-blazingtext-parallelizing-word2vec-on-multiple-cpus-or-gpus/)\n",
        "\n",
        "\n",
        "\n",
        "![BlazingText](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2018/01/18/sagemaker-word2vec-3-1.gif)"
      ]
    },
    {
      "metadata": {
        "id": "003YCm16q702",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        ""
      ]
    },
    {
      "metadata": {
        "id": "zCtotY8NpxfW",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#### DeepAR Forecasting\n",
        "\n",
        "* supervised learning algorithm for forecasting scalar (that is, one-dimensional) time series using recurrent neural networks (RNN)\n",
        "* [DeepAR Documentation](https://docs.aws.amazon.com/sagemaker/latest/dg/deepar.html)\n",
        "\n",
        "![DeepAR](https://docs.aws.amazon.com/sagemaker/latest/dg/images/deepar-2.png)"
      ]
    },
    {
      "metadata": {
        "id": "M_mqM0pEq1bN",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "YwuDnUj5q_qT",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        ""
      ]
    }
  ]
}