{
  "workflow": {
    "id": 9771,
    "name": "Predict next 5-day stock trends with Twelve Data API & Google Sheets",
    "views": 407,
    "recentViews": 1,
    "totalViews": 407,
    "createdAt": "2025-10-16T10:01:18.035Z",
    "description": "This automated n8n workflow fetches stock data from the Twelve Data API after market close, predicts 5-day trends using AI analysis, updates Google Sheets with the results, and sends an email summary report. This process helps users stay informed about stock movements and make data-driven decisions efficiently.\n\n## Good to Know\n- AI prediction accuracy improves with more historical stock data.\n- Market conditions and external factors can influence prediction outcomes.\n- Google Sheets access must be authorized to ensure smooth data updates.\n- Email notifications ensure timely delivery of summary reports.\n- The system relies on the Twelve Data API as the primary data source.\n\n## How It Works\n- **Daily Market Close Trigger** - Initiates the workflow daily at 9:00 PM (after market close), Monday to Friday.\n- **Read Stock Symbols** - Reads stock symbols from a Google Sheet to determine which stocks to analyze.\n- **Set Configuration Variables** - Configures API keys and other necessary variables manually.\n- **Fetch 5-Day Stock Data** - Retrieves 5-day stock data from the Twelve Data API.\n- **Analyze Stock Trends** - Uses AI to predict 5-day stock price movements based on the fetched data.\n- **Update Google Sheet** - Appends the analysis results to a Google Sheet for tracking.\n- **Format Email Report** - Creates a concise, human-friendly summary of the stock predictions.\n- **Send Email Report** - Delivers the summary report via email to designated recipients.\n\n## Data Sources\nThe workflow utilizes one Google Sheet:\n\n- **Stock Data Sheet** - Contains stock analysis data with columns:\n  - Date (date)\n  - Stock Symbol (text)\n  - Current Price (number)\n  - Predicted 5-Day Trend (text)\n  - Confidence Level (number)\n  - Notes (text)\n\n## How to Use\n- Import the workflow into n8n.\n- Configure Google Sheets API access and authorize the application.\n- Set up email credentials for report delivery.\n- Create the required Google Sheet with the specified column structure.\n- Configure the Twelve Data API key.\n- Test with sample stock data to verify predictions and email delivery.\n- Adjust analysis parameters based on your specific stock monitoring needs.\n- Monitor and refine the system based on actual vs. predicted trends.\n\n## Requirements\n- Google Sheets API access.\n- Email service credentials (Gmail, SMTP, etc.).\n- Twelve Data API key.\n- Initial stock data for analysis.\n\n## Customizing This Workflow\nModify the Stock Trend Predictor parameters to focus on specific stock sectors or adjust prediction horizons. Customize the email report format to match your preferences and integrate additional data sources like news feeds or financial indicators if needed.",
    "workflow": {
      "id": "50mjsFfAXxLpbQ3w",
      "meta": {
        "instanceId": "dd69efaf8212c74ad206700d104739d3329588a6f3f8381a46a481f34c9cc281",
        "templateCredsSetupCompleted": true
      },
      "name": "Predict Next 5-Day Stock Trends with Twelve Data API",
      "tags": [],
      "nodes": [
        {
          "id": "6c2c2e16-b520-4af8-864a-3081f53dc594",
          "name": "Daily Market Close Trigger\t",
          "type": "n8n-nodes-base.cron",
          "position": [
            16,
            144
          ],
          "parameters": {
            "triggerTimes": {
              "item": [
                {
                  "hour": 21
                }
              ]
            }
          },
          "typeVersion": 1
        },
        {
          "id": "6dc56381-e0a4-498d-a98c-abf7545e862f",
          "name": "Read Stock Symbols\t",
          "type": "n8n-nodes-base.googleSheets",
          "position": [
            240,
            144
          ],
          "parameters": {
            "options": {},
            "sheetName": {
              "__rl": true,
              "mode": "id",
              "value": "=1649252791"
            },
            "documentId": {
              "__rl": true,
              "mode": "id",
              "value": "=1eO0pcfO3SFEofhUXjRy8Ps_XqfNpVnu5W8fwVSAy4Ds"
            },
            "authentication": "serviceAccount"
          },
          "credentials": {
            "googleApi": {
              "id": "credential-id",
              "name": "googleApi Credential"
            }
          },
          "typeVersion": 4.3
        },
        {
          "id": "7cd655b6-edbf-4afd-84af-5465868ce748",
          "name": "Set Configuration Variables\t",
          "type": "n8n-nodes-base.set",
          "position": [
            464,
            144
          ],
          "parameters": {
            "options": {},
            "assignments": {
              "assignments": [
                {
                  "id": "api-key-assignment",
                  "name": "twelvedata_api_key",
                  "type": "string",
                  "value": "=YOUR_ACTUAL_API_KEY"
                },
                {
                  "id": "symbols-assignment",
                  "name": "stock_symbols",
                  "type": "string",
                  "value": "={{ $json.symbol }}"
                },
                {
                  "id": "email-recipient",
                  "name": "email_recipient",
                  "type": "string",
                  "value": "{{ YOUR_ACTUAL_EMAIL_ADDRESS }}"
                },
                {
                  "id": "a5906884-6805-4e0a-bcad-21fe4ff7864c",
                  "name": "",
                  "type": "string",
                  "value": ""
                }
              ]
            }
          },
          "typeVersion": 3.4
        },
        {
          "id": "c0ced112-9d1d-4714-88f6-c08e2b5be76d",
          "name": "Fetch 5-Day Stock Data\t",
          "type": "n8n-nodes-base.httpRequest",
          "position": [
            688,
            144
          ],
          "parameters": {
            "url": "=https://api.twelvedata.com/time_series?symbol={{ $json.stock_symbols }}&interval=1day&outputsize=5&apikey={{ $json.twelvedata_api_key }}",
            "options": {
              "timeout": 30000
            }
          },
          "typeVersion": 4.2
        },
        {
          "id": "ce8941d6-5974-49c2-8b83-2442ba9e7ee3",
          "name": "Analyze Stock Trends\t",
          "type": "n8n-nodes-base.code",
          "position": [
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            144
          ],
          "parameters": {
            "jsCode": "// Process 5-day stock data and predict trends\nconst stockData = $input.first().json;\nlet processedStocks = [];\n\n// Check for API error\nif (stockData.error) {\n  throw new Error(`Twelve Data API Error: ${stockData.error.message}`);\n}\n\n// Handle multiple stock responses (array of stock objects)\nconst quotes = Array.isArray(stockData) ? stockData : [stockData];\n\nfor (let stock of quotes) {\n  if (stock && stock.meta && stock.values && Array.isArray(stock.values)) {\n    const symbol = stock.meta.symbol;\n    const currency = stock.meta.currency || stock.meta.currency_quote || 'USD';\n    const prices = stock.values.map(v => parseFloat(v.close)).filter(p => !isNaN(p));\n    \n    // Calculate 5-day trend (simple moving average slope)\n    const trendSlope = prices.length >= 2 ? (prices[0] - prices[prices.length - 1]) / prices.length : 0;\n    const avgPrice = prices.length > 0 ? prices.reduce((sum, p) => sum + p, 0) / prices.length : 0;\n    const predictedChange = trendSlope * 5; // Extrapolate for next 5 days\n    const prediction = predictedChange > 0 ? 'Up' : predictedChange < 0 ? 'Down' : 'Neutral';\n    const absPredictedChange = Math.abs(predictedChange);\n    \n    processedStocks.push({\n      symbol: symbol,\n      name: stock.meta.currency_base || stock.meta.symbol,\n      currency: currency,\n      five_day_data: stock.values.map(v => ({\n        date: v.datetime,\n        close: parseFloat(v.close) || null,\n        high: parseFloat(v.high) || null,\n        low: parseFloat(v.low) || null,\n        volume: parseInt(v.volume) || null\n      })),\n      avg_price: avgPrice.toFixed(2),\n      predicted_trend: prediction,\n      predicted_change: absPredictedChange.toFixed(2),\n      percent_change: prices.length >= 2 ? ((prices[0] - prices[prices.length - 1]) / prices[prices.length - 1] * 100).toFixed(2) : '0.00'\n    });\n  }\n}\n\nconst currentDate = new Date().toLocaleDateString('en-US', { year: 'numeric', month: 'long', day: 'numeric' });\n\nreturn [{\n  json: {\n    date: currentDate,\n    total_stocks: processedStocks.length,\n    stock_analysis: processedStocks\n  }\n}];"
          },
          "typeVersion": 2
        },
        {
          "id": "a1c27b1a-ccb7-46c6-8cc3-6c7d043db17f",
          "name": "Update Google Sheet\t",
          "type": "n8n-nodes-base.googleSheets",
          "position": [
            1136,
            64
          ],
          "parameters": {
            "columns": {
              "value": {},
              "schema": [],
              "mappingMode": "autoMapInputData",
              "matchingColumns": [],
              "attemptToConvertTypes": false,
              "convertFieldsToString": false
            },
            "options": {},
            "operation": "append",
            "sheetName": {
              "__rl": true,
              "mode": "id",
              "value": "=juy6t543wsadv"
            },
            "documentId": {
              "__rl": true,
              "mode": "id",
              "value": "=asdfvsdfcdsasdfv"
            },
            "authentication": "serviceAccount"
          },
          "credentials": {
            "googleApi": {
              "id": "credential-id",
              "name": "googleApi Credential"
            }
          },
          "typeVersion": 4.3
        },
        {
          "id": "d7bc71d1-d405-4ef2-8ac3-ebb12697d705",
          "name": "Format Email Report\t",
          "type": "n8n-nodes-base.code",
          "position": [
            1136,
            224
          ],
          "parameters": {
            "jsCode": "// Generate HTML Email content\nconst data = $input.first().json;\nlet htmlContent = `<!DOCTYPE html><html><head><style>body { font-family: Arial, sans-serif; margin: 20px; background-color: #f5f5f5; }.container { max-width: 600px; margin: 0 auto; background: white; padding: 20px; border-radius: 10px; }.header { text-align: center; border-bottom: 2px solid #007bff; padding-bottom: 10px; }.section { margin-bottom: 20px; }.stock-table { width: 100%; border-collapse: collapse; }.stock-table th, .stock-table td { padding: 10px; text-align: left; border-bottom: 1px solid #ddd; }.stock-table th { background-color: #f8f9fa; }.gain { color: #28a745; }.loss { color: #dc3545; }.symbol { font-weight: bold; color: #007bff; }</style></head><body><div class=\"container\"><div class=\"header\"><h2>📈 Stock Trend Analysis Report</h2><p><strong>Date:</strong> ${data.date}</p></div><div class=\"section\"><h3>Stock Analysis (Last 5 Days & Predictions)</h3><table class=\"stock-table\"><thead><tr><th>Symbol</th><th>Avg Price</th><th>5-Day % Change</th><th>Predicted Trend</th><th>Predicted Change ($)</th></tr></thead><tbody>`;\ndata.stock_analysis.forEach(stock => {\n  htmlContent += `<tr><td class=\"symbol\">${stock.symbol}</td><td>$${stock.avg_price}</td><td class=\"${stock.percent_change > 0 ? 'gain' : 'loss'}\">${stock.percent_change}%</td><td>${stock.predicted_trend}</td><td>$${stock.predicted_change}</td></tr>`;\n});\nhtmlContent += `</tbody></table></div><div style=\"text-align: center; margin-top: 20px; color: #666;\"><p>⚡ Generated by Stock Trend Predictor</p><p><small>Data provided by Twelve Data API</small></p></div></body></html>`;\nconst plainText = `STOCK TREND ANALYSIS REPORT\\nDate: ${data.date}\\nStocks Analyzed: ${data.total_stocks}\\n\\nSTOCK ANALYSIS:\\n${data.stock_analysis.map((stock, i) => `${i+1}. ${stock.symbol}: Avg $${stock.avg_price}, 5-Day Change: ${stock.percent_change}%, Predicted Trend: ${stock.predicted_trend} ($${stock.predicted_change})`).join('\\n')}\\n\\nGenerated by Stock Trend Predictor`;\nreturn [{ json: { email_html: htmlContent, email_text: plainText, email_subject: `Stock Trend Report - ${data.date}` } }];"
          },
          "typeVersion": 2
        },
        {
          "id": "c57230f1-5204-4d8c-9d79-e46d3f4c7663",
          "name": "Send Email Report\t",
          "type": "n8n-nodes-base.emailSend",
          "position": [
            1360,
            224
          ],
          "webhookId": "16a6ac85-a685-4449-855e-c9eb8f79814c",
          "parameters": {
            "html": "={{ $json.email_html }}",
            "options": {},
            "subject": "={{ $json.email_subject }}",
            "toEmail": "=abc@gmail.com",
            "fromEmail": "user@example.com",
            "emailFormat": "html"
          },
          "credentials": {
            "smtp": {
              "id": "credential-id",
              "name": "smtp Credential"
            }
          },
          "typeVersion": 2
        },
        {
          "id": "32f22649-c65d-40a0-bf3c-9855dc759090",
          "name": "Sticky Note",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            0,
            0
          ],
          "parameters": {
            "width": 160,
            "height": 300,
            "content": "Triggers daily at 9:00 PM (after market close) Monday-Friday.\n"
          },
          "typeVersion": 1
        },
        {
          "id": "4fb6d2c7-a176-4061-ab77-59f3f3cf9346",
          "name": "Sticky Note1",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            208,
            0
          ],
          "parameters": {
            "color": 3,
            "width": 170,
            "height": 300,
            "content": "Reads stock symbols from Google Sheet.\n"
          },
          "typeVersion": 1
        },
        {
          "id": "9541a2ed-f97d-4d28-8b34-98bcd51e0155",
          "name": "Sticky Note2",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            416,
            0
          ],
          "parameters": {
            "color": 4,
            "width": 170,
            "height": 300,
            "content": "Sets API key and stock symbols.\n"
          },
          "typeVersion": 1
        },
        {
          "id": "e8055a14-a549-4433-b4cb-c4424eec657b",
          "name": "Sticky Note3",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            640,
            0
          ],
          "parameters": {
            "color": 5,
            "width": 170,
            "height": 300,
            "content": "Fetches 5-day stock data from Twelve Data API.\n"
          },
          "typeVersion": 1
        },
        {
          "id": "fc86755b-d63c-4546-9147-05356ca4fc9b",
          "name": "Sticky Note4",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            864,
            0
          ],
          "parameters": {
            "color": 6,
            "width": 170,
            "height": 300,
            "content": "Analyzes trends and predicts next 5-day movement.\n"
          },
          "typeVersion": 1
        },
        {
          "id": "36bcd40b-c972-4428-86e7-7b1d05e3fe94",
          "name": "Sticky Note5",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            1104,
            0
          ],
          "parameters": {
            "color": 2,
            "width": 170,
            "height": 300,
            "content": "Updates Google Sheet and sends email report.\n"
          },
          "typeVersion": 1
        }
      ],
      "active": false,
      "pinData": {},
      "settings": {
        "executionOrder": "v1"
      },
      "versionId": "f7ed1f84-39d4-42f1-b857-bc78d3ee4454",
      "connections": {
        "Read Stock Symbols\t": {
          "main": [
            [
              {
                "node": "Set Configuration Variables\t",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Format Email Report\t": {
          "main": [
            [
              {
                "node": "Send Email Report\t",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Analyze Stock Trends\t": {
          "main": [
            [
              {
                "node": "Update Google Sheet\t",
                "type": "main",
                "index": 0
              },
              {
                "node": "Format Email Report\t",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Fetch 5-Day Stock Data\t": {
          "main": [
            [
              {
                "node": "Analyze Stock Trends\t",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Daily Market Close Trigger\t": {
          "main": [
            [
              {
                "node": "Read Stock Symbols\t",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Set Configuration Variables\t": {
          "main": [
            [
              {
                "node": "Fetch 5-Day Stock Data\t",
                "type": "main",
                "index": 0
              }
            ]
          ]
        }
      }
    },
    "lastUpdatedBy": 1,
    "workflowInfo": {
      "nodeCount": 14,
      "nodeTypes": {
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          "count": 1
        },
        "n8n-nodes-base.code": {
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        },
        "n8n-nodes-base.cron": {
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        },
        "n8n-nodes-base.emailSend": {
          "count": 1
        },
        "n8n-nodes-base.stickyNote": {
          "count": 6
        },
        "n8n-nodes-base.httpRequest": {
          "count": 1
        },
        "n8n-nodes-base.googleSheets": {
          "count": 2
        }
      }
    },
    "status": "published",
    "user": {
      "name": "Oneclick AI Squad",
      "username": "oneclick-ai",
      "bio": "The AI Squad Initiative is a pioneering effort to build, automate and scale AI-powered workflows using n8n.io. Our mission is to help individuals and businesses integrate AI agents seamlessly into their daily operations  from automating tasks and enhancing productivity to creating innovative, intelligent solutions. We design modular, reusable AI workflow templates that empower creators, developers and teams to supercharge their automation with minimal effort and maximum impact.",
      "verified": true,
      "links": [
        "https://www.oneclickitsolution.com/"
      ],
      "avatar": "https://gravatar.com/avatar/848fca91367142f65f9e5c55d64e5c9952b160d7b060d103b52aa343c6bc7b3d?r=pg&d=retro&size=200"
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              "Scheduler",
              "Polling",
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              "Interval"
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                  "icon": "❤️",
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                  "label": "2021: The Year to Automate the New You with n8n"
                },
                {
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                  "icon": "🧬",
                  "label": "Why business process automation with n8n can change your daily life"
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                {
                  "url": "https://n8n.io/blog/why-i-chose-n8n-over-zapier-in-2020/",
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                },
                {
                  "url": "https://n8n.io/blog/how-to-host-virtual-coffee-breaks-with-n8n/",
                  "icon": "☕️",
                  "label": "How to host virtual coffee breaks with n8n"
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                  "icon": "🏬",
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                  "label": "Creating scheduled text affirmations with n8n"
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                  "label": "How Goomer automated their operations with over 200 n8n workflows"
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                {
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                },
                {
                  "url": "https://n8n.io/blog/no-code-ecommerce-workflow-automations/",
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                },
                {
                  "url": "https://n8n.io/blog/migrating-community-metrics-to-orbit-using-n8n/",
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                {
                  "url": "https://n8n.io/blog/how-honest-burgers-use-automation-to-save-100k-per-year/",
                  "icon": "🍔",
                  "label": "How Honest Burgers Use Automation to Save $100k per year"
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                {
                  "url": "https://n8n.io/blog/how-a-digital-strategist-uses-n8n-for-online-marketing/",
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                },
                {
                  "url": "https://n8n.io/blog/sending-automated-congratulations-with-google-sheets-twilio-and-n8n/",
                  "icon": "🙌",
                  "label": "Sending Automated Congratulations with Google Sheets, Twilio, and n8n "
                },
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                  "url": "https://n8n.io/blog/how-a-membership-development-manager-automates-his-work-and-investments/",
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                {
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                },
                {
                  "url": "https://n8n.io/blog/aws-workflow-automation/",
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                }
              ],
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}