003. DynamoDB create and populate table.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8bcf39ea",
   "metadata": {},
   "source": [
    "# DynamoDB create and populate table"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38f114b5",
   "metadata": {},
   "source": [
    "## Import modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "48a7e376",
   "metadata": {},
   "outputs": [],
   "source": [
    "import boto3\n",
    "import yaml\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f8b01a4",
   "metadata": {},
   "source": [
    "## Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "01c3462d",
   "metadata": {},
   "outputs": [],
   "source": [
    "PATH_FILE_READ='02.Clean data/dataset_DDB.json'\n",
    "TABLENAME='simpsonsEpisodes'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "492f9596",
   "metadata": {},
   "source": [
    "## Get credentials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6d092082",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load credentials from YAML file\n",
    "with open(\"credentials.yml\", \"r\") as keyholder:\n",
    "    try:\n",
    "        credentials=yaml.safe_load(keyholder)\n",
    "    except yaml.YAMLError as exc:\n",
    "        print(exc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "93a84554",
   "metadata": {},
   "outputs": [],
   "source": [
    "AWS_SERVER_PUBLIC_KEY=credentials['dynamodb']['AWS_SERVER_PUBLIC_KEY']\n",
    "AWS_SERVER_SECRET_KEY=credentials['dynamodb']['AWS_SERVER_SECRET_KEY']\n",
    "REGION_NAME=credentials['dynamodb']['REGION_NAME']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c696577",
   "metadata": {},
   "source": [
    "## DynamoDB client and resource"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a07f6ba",
   "metadata": {},
   "source": [
    "### Create boto3 client for DynamoDb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7fbd8045",
   "metadata": {},
   "outputs": [],
   "source": [
    "dynamodbClient = boto3.client(\n",
    "    \"dynamodb\",\n",
    "    region_name=REGION_NAME,\n",
    "    aws_access_key_id=AWS_SERVER_PUBLIC_KEY,\n",
    "    aws_secret_access_key=AWS_SERVER_SECRET_KEY,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "eafb4448",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<botocore.client.DynamoDB at 0x7f869028f1c0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dynamodbClient"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e30027ba",
   "metadata": {},
   "source": [
    "### Create boto3 resource for DynamoDb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "207aa3de",
   "metadata": {},
   "outputs": [],
   "source": [
    "dynamodbRes = boto3.resource(\n",
    "    \"dynamodb\",\n",
    "    region_name=REGION_NAME,\n",
    "    aws_access_key_id=AWS_SERVER_PUBLIC_KEY,\n",
    "    aws_secret_access_key=AWS_SERVER_SECRET_KEY,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "54c67eb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dynamodb.ServiceResource()"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dynamodbRes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96fc3b31",
   "metadata": {},
   "source": [
    "## Create table"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f368ad70",
   "metadata": {},
   "source": [
    "### Data types in DynamoDB"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d7a803f",
   "metadata": {},
   "source": [
    "| ID       | Description                                                                |\n",
    "|----------|----------------------------------------------------------------------------|\n",
    "| N        | Number type                                                                |\n",
    "| S        | String type                                                                |\n",
    "| BOOL     | Boolean type, 0 or 1.                                                      |\n",
    "| B        | Binary type                                                                |\n",
    "| S        | S (string type). The Date values are stored as ISO-8601 formatted strings. |\n",
    "| SS,NS,BS | SS (string set) type, NS (number set) type, or BS (binary set) type        |"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bb7078d",
   "metadata": {},
   "source": [
    "### Create table simpsonsEpisodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "922b3172",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'TableDescription': {'AttributeDefinitions': [{'AttributeName': 'No_Inseason', 'AttributeType': 'N'}, {'AttributeName': 'No_Season', 'AttributeType': 'N'}], 'TableName': 'simpsonsEpisodes', 'KeySchema': [{'AttributeName': 'No_Season', 'KeyType': 'HASH'}, {'AttributeName': 'No_Inseason', 'KeyType': 'RANGE'}], 'TableStatus': 'CREATING', 'CreationDateTime': datetime.datetime(2022, 12, 7, 17, 16, 43, 861000, tzinfo=tzlocal()), 'ProvisionedThroughput': {'NumberOfDecreasesToday': 0, 'ReadCapacityUnits': 1, 'WriteCapacityUnits': 1}, 'TableSizeBytes': 0, 'ItemCount': 0, 'TableArn': 'arn:aws:dynamodb:us-east-1:526274010548:table/simpsonsEpisodes', 'TableId': '68a43e23-8341-4de6-ba2c-d89e650166b8'}, 'ResponseMetadata': {'RequestId': '4SRRKHU0ELP75D8N4MQ05S79GBVV4KQNSO5AEMVJF66Q9ASUAAJG', 'HTTPStatusCode': 200, 'HTTPHeaders': {'server': 'Server', 'date': 'Wed, 07 Dec 2022 16:16:43 GMT', 'content-type': 'application/x-amz-json-1.0', 'content-length': '608', 'connection': 'keep-alive', 'x-amzn-requestid': '4SRRKHU0ELP75D8N4MQ05S79GBVV4KQNSO5AEMVJF66Q9ASUAAJG', 'x-amz-crc32': '1365729830'}, 'RetryAttempts': 0}}\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    response = dynamodbClient.create_table(\n",
    "        TableName=TABLENAME,\n",
    "        AttributeDefinitions=[\n",
    "        {\n",
    "          \"AttributeName\": \"No_Season\",\n",
    "          \"AttributeType\": \"N\"\n",
    "        },\n",
    "        {\n",
    "          \"AttributeName\": \"No_Inseason\",\n",
    "          \"AttributeType\": \"N\"\n",
    "        }\n",
    "      ],\n",
    "      KeySchema=[\n",
    "        {\n",
    "          \"AttributeName\": \"No_Season\",\n",
    "          \"KeyType\": \"HASH\"\n",
    "        },\n",
    "        {\n",
    "          \"AttributeName\": \"No_Inseason\",\n",
    "          \"KeyType\": \"RANGE\"\n",
    "        }\n",
    "      ],\n",
    "      ProvisionedThroughput={\n",
    "        \"ReadCapacityUnits\": 1,\n",
    "        \"WriteCapacityUnits\": 1\n",
    "      }\n",
    "    )\n",
    "    print(response)\n",
    "except Exception as e:\n",
    "    print(\"Error creating table %s:\" % (TABLENAME))\n",
    "    print(e)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6645082e",
   "metadata": {},
   "source": [
    "## Adding a Global Secondary Index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "342cdad3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AirDateIndex added!\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    resp = dynamodbClient.update_table(\n",
    "        TableName=TABLENAME,\n",
    "        AttributeDefinitions=[\n",
    "            {\n",
    "                \"AttributeName\": \"OriginalAirDate\",\n",
    "                \"AttributeType\": \"S\"\n",
    "            },\n",
    "        ],\n",
    "        GlobalSecondaryIndexUpdates=[\n",
    "            {\n",
    "                \"Create\": {\n",
    "                    \"IndexName\": \"AirDateIndex\",\n",
    "                    \"KeySchema\": [\n",
    "                        {\n",
    "                            \"AttributeName\": \"OriginalAirDate\",\n",
    "                            \"KeyType\": \"HASH\"\n",
    "                        }\n",
    "                    ],\n",
    "                    \"Projection\": {\n",
    "                        \"ProjectionType\": \"ALL\"\n",
    "                    },\n",
    "                    \"ProvisionedThroughput\": {\n",
    "                        \"ReadCapacityUnits\": 1,\n",
    "                        \"WriteCapacityUnits\": 1,\n",
    "                    }\n",
    "                }\n",
    "            }\n",
    "        ],\n",
    "    )\n",
    "    print(\"AirDateIndex added!\")\n",
    "except Exception as e:\n",
    "    print(\"Error adding AirDateIndex:\")\n",
    "    print(e)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24416811",
   "metadata": {},
   "source": [
    "## Populate table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "37402e9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def upload():\n",
    "    with open(PATH_FILE_READ, 'r') as datafile:\n",
    "        records = json.load(datafile)\n",
    "    for row in records:\n",
    "        print(row)\n",
    "        item = {\n",
    "            'No_Season':{'N':str(row['No. Season'])},\n",
    "            'No_Inseason':{'N':str(row['No. inseason'])},\n",
    "            'No_Overall':{'N': str(row['No.overall'])},\n",
    "            'Title':{'S': row['Title']},\n",
    "            'DirectedBy':{'SS': [x.strip() for x in row['Directed by'].replace(', ','&').split('&')]},\n",
    "            'WrittenBy':{'SS': [x.strip() for x in row['Written by'].replace(', ','&').split('&')]},\n",
    "            'OriginalAirDate':{'S': row['Original air date']},\n",
    "            'ProdCode':{'S': row['Prod.code']},\n",
    "            'USViewers(millions)':{'N': str(row['U.S. viewers(millions)'])},\n",
    "            'No_Overall':{'N': str(row['No.overall'])}\n",
    "        }\n",
    "        print(item)\n",
    "        response = dynamodbClient.put_item(\n",
    "            TableName=TABLENAME, \n",
    "            Item=item\n",
    "        )\n",
    "        print(\"UPLOADING ITEM\")\n",
    "        print(response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1220f00d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'No.overall': 204, 'No. inseason': 1, 'Title': 'Lard of the Dance', 'Directed by': 'Dominic Polcino', 'Written by': \"Jane O'Brien\", 'Original air date': '1998-08-23', 'Prod.code': '5F20', 'U.S. viewers(millions)': 7.0, 'No. Season': 10}\n",
      "{'No_Season': {'N': '10'}, 'No_Inseason': {'N': '1'}, 'No_Overall': {'N': '204'}, 'Title': {'S': 'Lard of the Dance'}, 'DirectedBy': {'SS': ['Dominic Polcino']}, 'WrittenBy': {'SS': [\"Jane O'Brien\"]}, 'OriginalAirDate': {'S': '1998-08-23'}, 'ProdCode': {'S': '5F20'}, 'USViewers(millions)': {'N': '7.0'}}\n",
      "UPLOADING ITEM\n",
      "{'ResponseMetadata': {'RequestId': 'GUDG2H19G81HU8QGOT9KKOVM5FVV4KQNSO5AEMVJF66Q9ASUAAJG', 'HTTPStatusCode': 200, 'HTTPHeaders': {'server': 'Server', 'date': 'Wed, 07 Dec 2022 16:20:15 GMT', 'content-type': 'application/x-amz-json-1.0', 'content-length': '2', 'connection': 'keep-alive', 'x-amzn-requestid': 'GUDG2H19G81HU8QGOT9KKOVM5FVV4KQNSO5AEMVJF66Q9ASUAAJG', 'x-amz-crc32': '2745614147'}, 'RetryAttempts': 0}}\n",
      "{'No.overall': 205, 'No. inseason': 2, 'Title': 'The Wizard of Evergreen Terrace', 'Directed by': 'Mark Kirkland', 'Written by': 'John Swartzwelder', 'Original air date': '1998-09-20', 'Prod.code': '5F21', 'U.S. viewers(millions)': 7.95, 'No. Season': 10}\n",
      "{'No_Season': {'N': '10'}, 'No_Inseason': {'N': '2'}, 'No_Overall': {'N': '205'}, 'Title': {'S': 'The Wizard of Evergreen Terrace'}, 'DirectedBy': {'SS': ['Mark Kirkland']}, 'WrittenBy': {'SS': ['John Swartzwelder']}, 'OriginalAirDate': {'S': '1998-09-20'}, 'ProdCode': {'S': '5F21'}, 'USViewers(millions)': {'N': '7.95'}}\n",
      "UPLOADING ITEM\n",
      "{'ResponseMetadata': {'RequestId': '8NQUNNJDT1G1CM27RH6G555MAVVV4KQNSO5AEMVJF66Q9ASUAAJG', 'HTTPStatusCode': 200, 'HTTPHeaders': {'server': 'Server', 'date': 'Wed, 07 Dec 2022 16:20:16 GMT', 'content-type': 'application/x-amz-json-1.0', 'content-length': '2', 'connection': 'keep-alive', 'x-amzn-requestid': '8NQUNNJDT1G1CM27RH6G555MAVVV4KQNSO5AEMVJF66Q9ASUAAJG', 'x-amz-crc32': '2745614147'}, 'RetryAttempts': 0}}\n",
      "{'No.overall': 206, 'No. inseason': 3, 'Title': 'Bart the Mother', 'Directed by': 'Steven Dean Moore', 'Written by': 'David X. Cohen', 'Original air date': '1998-09-27', 'Prod.code': '5F22', 'U.S. viewers(millions)': 7.35, 'No. Season': 10}\n",
      "{'No_Season': {'N': '10'}, 'No_Inseason': {'N': '3'}, 'No_Overall': {'N': '206'}, 'Title': {'S': 'Bart the Mother'}, 'DirectedBy': {'SS': ['Steven Dean Moore']}, 'WrittenBy': {'SS': ['David X. Cohen']}, 'OriginalAirDate': {'S': '1998-09-27'}, 'ProdCode': {'S': '5F22'}, 'USViewers(millions)': {'N': '7.35'}}\n",
      "UPLOADING ITEM\n",
      "{'ResponseMetadata': {'RequestId': 'H3ADS7I2EQS4DBP9ASG5CMI2NRVV4KQNSO5AEMVJF66Q9ASUAAJG', 'HTTPStatusCode': 200, 'HTTPHeaders': {'server': 'Server', 'date': 'Wed, 07 Dec 2022 16:20:16 GMT', 'content-type': 'application/x-amz-json-1.0', 'content-length': '2', 'connection': 'keep-alive', 'x-amzn-requestid': 'H3ADS7I2EQS4DBP9ASG5CMI2NRVV4KQNSO5AEMVJF66Q9ASUAAJG', 'x-amz-crc32': '2745614147'}, 'RetryAttempts': 0}}\n",
      "{'No.overall': 207, 'No. inseason': 4, 'Title': 'Treehouse of Horror IX', 'Directed by': 'Steven Dean Moore', 'Written by': 'Donick CaryLarry DoyleDavid X. Cohen', 'Original air date': '1998-10-25', 'Prod.code': 'AABF01', 'U.S. viewers(millions)': 8.5, 'No. Season': 10}\n",
      "{'No_Season': {'N': '10'}, 'No_Inseason': {'N': '4'}, 'No_Overall': {'N': '207'}, 'Title': {'S': 'Treehouse of Horror IX'}, 'DirectedBy': {'SS': ['Steven Dean Moore']}, 'WrittenBy': {'SS': ['Donick CaryLarry DoyleDavid X. Cohen']}, 'OriginalAirDate': {'S': '1998-10-25'}, 'ProdCode': {'S': 'AABF01'}, 'USViewers(millions)': {'N': '8.5'}}\n",
      "UPLOADING ITEM\n",
      "{'ResponseMetadata': {'RequestId': 'A0T9RQJED74V8KNC43QA1HETEBVV4KQNSO5AEMVJF66Q9ASUAAJG', 'HTTPStatusCode': 200, 'HTTPHeaders': {'server': 'Server', 'date': 'Wed, 07 Dec 2022 16:20:16 GMT', 'content-type': 'application/x-amz-json-1.0', 'content-length': '2', 'connection': 'keep-alive', 'x-amzn-requestid': 'A0T9RQJED74V8KNC43QA1HETEBVV4KQNSO5AEMVJF66Q9ASUAAJG', 'x-amz-crc32': '2745614147'}, 'RetryAttempts': 0}}\n",
      "{'No.overall': 208, 'No. inseason': 5, 'Title': 'When You Dish Upon a Star', 'Directed by': 'Pete Michels', 'Written by': 'Richard Appel', 'Original air date': '1998-11-08', 'Prod.code': '5F19', 'U.S. viewers(millions)': 9.0, 'No. Season': 10}\n",
      "{'No_Season': {'N': '10'}, 'No_Inseason': {'N': '5'}, 'No_Overall': {'N': '208'}, 'Title': {'S': 'When You Dish Upon a Star'}, 'DirectedBy': {'SS': ['Pete Michels']}, 'WrittenBy': {'SS': ['Richard Appel']}, 'OriginalAirDate': {'S': '1998-11-08'}, 'ProdCode': {'S': '5F19'}, 'USViewers(millions)': {'N': '9.0'}}\n",
      "UPLOADING ITEM\n",
      "{'ResponseMetadata': {'RequestId': '60TUFEJOUUM3H08MR74Q18VK5BVV4KQNSO5AEMVJF66Q9ASUAAJG', 'HTTPStatusCode': 200, 'HTTPHeaders': {'server': 'Server', 'date': 'Wed, 07 Dec 2022 16:20:16 GMT', 'content-type': 'application/x-amz-json-1.0', 'content-length': '2', 'connection': 'keep-alive', 'x-amzn-requestid': '60TUFEJOUUM3H08MR74Q18VK5BVV4KQNSO5AEMVJF66Q9ASUAAJG', 'x-amz-crc32': '2745614147'}, 'RetryAttempts': 0}}\n",
      "{'No.overall': 209, 'No. inseason': 6, 'Title': \"D'oh-in' in the Wind\", 'Directed by': 'Mark Kirkland & Matthew Nastuk', 'Written by': 'Donick Cary', 'Original air date': '1998-11-15', 'Prod.code': 'AABF02', 'U.S. viewers(millions)': 8.3, 'No. Season': 10}\n",
      "{'No_Season': {'N': '10'}, 'No_Inseason': {'N': '6'}, 'No_Overall': {'N': '209'}, 'Title': {'S': \"D'oh-in' in the Wind\"}, 'DirectedBy': {'SS': ['Mark Kirkland', 'Matthew Nastuk']}, 'WrittenBy': {'SS': ['Donick Cary']}, 'OriginalAirDate': {'S': '1998-11-15'}, 'ProdCode': {'S': 'AABF02'}, 'USViewers(millions)': {'N': '8.3'}}\n",
      "UPLOADING ITEM\n",
      "{'ResponseMetadata': {'RequestId': 'FQPN1C86QDKTB84UMEC6G527K7VV4KQNSO5AEMVJF66Q9ASUAAJG', 'HTTPStatusCode': 200, 'HTTPHeaders': {'server': 'Server', 'date': 'Wed, 07 Dec 2022 16:20:16 GMT', 'content-type': 'application/x-amz-json-1.0', 'content-length': '2', 'connection': 'keep-alive', 'x-amzn-requestid': 'FQPN1C86QDKTB84UMEC6G527K7VV4KQNSO5AEMVJF66Q9ASUAAJG', 'x-amz-crc32': '2745614147'}, 'RetryAttempts': 0}}\n",
      "{'No.overall': 210, 'No. inseason': 7, 'Title': \"Lisa Gets an 'A'\", 'Directed by': 'Bob Anderson', 'Written by': 'Ian Maxtone-Graham', 'Original air date': '1998-11-22', 'Prod.code': 'AABF03', 'U.S. viewers(millions)': 8.0, 'No. Season': 10}\n",
      "{'No_Season': {'N': '10'}, 'No_Inseason': {'N': '7'}, 'No_Overall': {'N': '210'}, 'Title': {'S': \"Lisa Gets an 'A'\"}, 'DirectedBy': {'SS': ['Bob Anderson']}, 'WrittenBy': {'SS': ['Ian Maxtone-Graham']}, 'OriginalAirDate': {'S': '1998-11-22'}, 'ProdCode': {'S': 'AABF03'}, 'USViewers(millions)': {'N': '8.0'}}\n",
      "UPLOADING ITEM\n",
      "{'ResponseMetadata': {'RequestId': '8S3OONG6GLSUT81MF3UNM630HBVV4KQNSO5AEMVJF66Q9ASUAAJG', 'HTTPStatusCode': 200, 'HTTPHeaders': {'server': 'Server', 'date': 'Wed, 07 Dec 2022 16:20:16 GMT', 'content-type': 'application/x-amz-json-1.0', 'content-length': '2', 'connection': 'keep-alive', 'x-amzn-requestid': '8S3OONG6GLSUT81MF3UNM630HBVV4KQNSO5AEMVJF66Q9ASUAAJG', 'x-amz-crc32': '2745614147'}, 'RetryAttempts': 0}}\n",
      "{'No.overall': 211, 'No. inseason': 8, 'Title': \"Homer Simpson in: 'Kidney Trouble'\", 'Directed by': 'Mike B. Anderson', 'Written by': 'John Swartzwelder', 'Original air date': '1998-12-06', 'Prod.code': 'AABF04', 'U.S. viewers(millions)': 7.2, 'No. Season': 10}\n",
      "{'No_Season': {'N': '10'}, 'No_Inseason': {'N': '8'}, 'No_Overall': {'N': '211'}, 'Title': {'S': \"Homer Simpson in: 'Kidney Trouble'\"}, 'DirectedBy': {'SS': ['Mike B. Anderson']}, 'WrittenBy': {'SS': ['John Swartzwelder']}, 'OriginalAirDate': {'S': '1998-12-06'}, 'ProdCode': {'S': 'AABF04'}, 'USViewers(millions)': {'N': '7.2'}}\n",
      "UPLOADING ITEM\n",
      "{'ResponseMetadata': {'RequestId': 'I2NNUK6UEQ966SV9PP6TLMRDJJVV4KQNSO5AEMVJF66Q9ASUAAJG', 'HTTPStatusCode': 200, 'HTTPHeaders': {'server': 'Server', 'date': 'Wed, 07 Dec 2022 16:20:17 GMT', 'content-type': 'application/x-amz-json-1.0', 'content-length': '2', 'connection': 'keep-alive', 'x-amzn-requestid': 'I2NNUK6UEQ966SV9PP6TLMRDJJVV4KQNSO5AEMVJF66Q9ASUAAJG', 'x-amz-crc32': '2745614147'}, 'RetryAttempts': 0}}\n",
      "{'No.overall': 212, 'No. inseason': 9, 'Title': 'Mayored to the Mob', 'Directed by': 'Swinton O. Scott III', 'Written by': 'Ron Hauge', 'Original air date': '1998-12-20', 'Prod.code': 'AABF05', 'U.S. viewers(millions)': 8.5, 'No. Season': 10}\n",
      "{'No_Season': {'N': '10'}, 'No_Inseason': {'N': '9'}, 'No_Overall': {'N': '212'}, 'Title': {'S': 'Mayored to the Mob'}, 'DirectedBy': {'SS': ['Swinton O. Scott III']}, 'WrittenBy': {'SS': ['Ron Hauge']}, 'OriginalAirDate': {'S': '1998-12-20'}, 'ProdCode': {'S': 'AABF05'}, 'USViewers(millions)': {'N': '8.5'}}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "UPLOADING ITEM\n",
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      "{'No_Season': {'N': '21'}, 'No_Inseason': {'N': '22'}, 'No_Overall': {'N': '463'}, 'Title': {'S': 'The Bob Next Door'}, 'DirectedBy': {'SS': ['Nancy Kruse']}, 'WrittenBy': {'SS': ['John Frink']}, 'OriginalAirDate': {'S': '2010-05-16'}, 'ProdCode': {'S': 'MABF11'}, 'USViewers(millions)': {'N': '6.26'}}\n",
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      "UPLOADING ITEM\n",
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      "{'No.overall': 735, 'No. inseason': 7, 'Title': 'From Beer to Paternity', 'Directed by': 'Rob Oliver', 'Written by': 'Christine Nangle', 'Original air date': '2022-11-13', 'Prod.code': 'OABF01', 'U.S. viewers(millions)': 4.77, 'No. Season': 34}\n",
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      "{'No.overall': 736, 'No. inseason': 8, 'Title': 'Step Brother from the Same Planet', 'Directed by': 'Matthew Faughnan', 'Written by': 'Dan Vebber', 'Original air date': '2022-11-20', 'Prod.code': 'UABF22', 'U.S. viewers(millions)': 1.21, 'No. Season': 34}\n",
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      "{'No.overall': 738, 'No. inseason': 10, 'Title': 'Game Done Changed', 'Directed by': 'Timothy Bailey', 'Written by': 'Ryan Koh', 'Original air date': '2022-12-04', 'Prod.code': 'OABF03', 'U.S. viewers(millions)': 1.16, 'No. Season': 34}\n",
      "{'No_Season': {'N': '34'}, 'No_Inseason': {'N': '10'}, 'No_Overall': {'N': '738'}, 'Title': {'S': 'Game Done Changed'}, 'DirectedBy': {'SS': ['Timothy Bailey']}, 'WrittenBy': {'SS': ['Ryan Koh']}, 'OriginalAirDate': {'S': '2022-12-04'}, 'ProdCode': {'S': 'OABF03'}, 'USViewers(millions)': {'N': '1.16'}}\n",
      "UPLOADING ITEM\n",
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      "{'No.overall': 739, 'No. inseason': 11, 'Title': 'Top Goon', 'Directed by': 'TBA', 'Written by': 'Joel H. Cohen', 'Original air date': '2022-12-11', 'Prod.code': 'OABF04', 'U.S. viewers(millions)': None, 'No. Season': 34}\n",
      "{'No_Season': {'N': '34'}, 'No_Inseason': {'N': '11'}, 'No_Overall': {'N': '739'}, 'Title': {'S': 'Top Goon'}, 'DirectedBy': {'SS': ['TBA']}, 'WrittenBy': {'SS': ['Joel H. Cohen']}, 'OriginalAirDate': {'S': '2022-12-11'}, 'ProdCode': {'S': 'OABF04'}, 'USViewers(millions)': {'N': 'None'}}\n"
     ]
    },
    {
     "ename": "ClientError",
     "evalue": "An error occurred (ValidationException) when calling the PutItem operation: The parameter cannot be converted to a numeric value: None",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mClientError\u001b[0m                               Traceback (most recent call last)",
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      "Cell \u001b[0;32mIn[11], line 19\u001b[0m, in \u001b[0;36mupload\u001b[0;34m()\u001b[0m\n\u001b[1;32m      6\u001b[0m item \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m      7\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNo_Season\u001b[39m\u001b[38;5;124m'\u001b[39m:{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;28mstr\u001b[39m(row[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNo. Season\u001b[39m\u001b[38;5;124m'\u001b[39m])},\n\u001b[1;32m      8\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNo_Inseason\u001b[39m\u001b[38;5;124m'\u001b[39m:{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;28mstr\u001b[39m(row[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNo. inseason\u001b[39m\u001b[38;5;124m'\u001b[39m])},\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     16\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNo_Overall\u001b[39m\u001b[38;5;124m'\u001b[39m:{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;28mstr\u001b[39m(row[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNo.overall\u001b[39m\u001b[38;5;124m'\u001b[39m])}\n\u001b[1;32m     17\u001b[0m }\n\u001b[1;32m     18\u001b[0m \u001b[38;5;28mprint\u001b[39m(item)\n\u001b[0;32m---> 19\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mdynamodbClient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mput_item\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     20\u001b[0m \u001b[43m    \u001b[49m\u001b[43mTableName\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mTABLENAME\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m     21\u001b[0m \u001b[43m    \u001b[49m\u001b[43mItem\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mitem\u001b[49m\n\u001b[1;32m     22\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     23\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUPLOADING ITEM\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     24\u001b[0m \u001b[38;5;28mprint\u001b[39m(response)\n",
      "File \u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/botocore/client.py:530\u001b[0m, in \u001b[0;36mClientCreator._create_api_method.<locals>._api_call\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    526\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[1;32m    527\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpy_operation_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m() only accepts keyword arguments.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    528\u001b[0m     )\n\u001b[1;32m    529\u001b[0m \u001b[38;5;66;03m# The \"self\" in this scope is referring to the BaseClient.\u001b[39;00m\n\u001b[0;32m--> 530\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_api_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43moperation_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/botocore/client.py:960\u001b[0m, in \u001b[0;36mBaseClient._make_api_call\u001b[0;34m(self, operation_name, api_params)\u001b[0m\n\u001b[1;32m    958\u001b[0m     error_code \u001b[38;5;241m=\u001b[39m parsed_response\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError\u001b[39m\u001b[38;5;124m\"\u001b[39m, {})\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCode\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    959\u001b[0m     error_class \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mfrom_code(error_code)\n\u001b[0;32m--> 960\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m error_class(parsed_response, operation_name)\n\u001b[1;32m    961\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    962\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m parsed_response\n",
      "\u001b[0;31mClientError\u001b[0m: An error occurred (ValidationException) when calling the PutItem operation: The parameter cannot be converted to a numeric value: None"
     ]
    }
   ],
   "source": [
    "upload()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce7b3e53",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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