It starts with data!
Step 1: Collecting and Cleaning Raw Data
-
Source Identification: Gather relevant data from structured (databases, spreadsheets) and unstructured (text, images, videos) sources.
-
Data Cleaning: Remove inconsistencies, missing values, and duplicate entries to ensure data integrity.
-
Normalization & Formatting: Standardize data for seamless integration and processing.
{ Â Â "SWELL_DIR": "270", Â Â "DATE": "2025-01-01T00:00:00", Â Â "SWELL_PERIOD": "12", Â Â "STATION": "4600224", Â Â "LONGITUDE": "-117.50", Â Â "SWELL_HGT": "1", Â Â "SEA_SURF_TEMP": "15.5", Â Â "LATITUDE": "33.20" Â }, Â { Â Â "SWELL_DIR": "260", Â Â "DATE": "2025-01-01T00:00:00", Â Â "SWELL_PERIOD": "14", Â Â "STATION": "######", Â Â "LONGITUDE": "-117.40", Â Â "SWELL_HGT": "2", Â Â "SEA_SURF_TEMP": "15.6", Â Â "LATITUDE": "32.90" Â }, Â { Â Â "SWELL_DIR": "270", Â Â "DATE": "2025-01-01T00:00:00", Â Â "SWELL_PERIOD": "13", Â Â "STATION": "######", Â Â "LONGITUDE": "-117.20", Â Â "SWELL_HGT": "2", Â Â "SEA_SURF_TEMP": "13.6", Â Â "LATITUDE": "32.60" Â },
​Step 2: Curating and Organizing Data
-
Tagging & Categorization: Organize data into meaningful categories based on predefined parameters.
-
Filtering & Validation: Ensure data relevance and accuracy through validation techniques.
-
Metadata Enrichment: Add contextual information to improve data usability.
01/01/2025 05:00,267,1.4,13,6,14.25,True 01/01/2025 06:00,265,1.4,13,5,14.25,True 01/01/2025 07:00,265,1.4,13,3,14.12,True 01/01/2025 08:00,272,1.4,12,6,14.25,True 01/01/2025 09:00,269,1.4,13,6,14.25,True
Step 3: Training an AI Model
-
Feature Engineering: Extract meaningful features that contribute to better model performance.
-
Model Selection: Choose suitable machine learning models (e.g., classification, regression, deep learning) based on the data type and objective.
-
Training & Testing: Train the model using a dataset split into training and testing sets to evaluate performance.
-
Optimization: Fine-tune hyperparameters and improve accuracy through iterative learning.
This is where the magic
starts!
Reach out for a demo!
Time for insights ->
​​​​​​
Step 4: Delivering Insights through Various Mediums
-
Blogs & Articles: Publish research-driven content explaining trends and findings.
-
AI Assistants: Implement interactive AI chat solutions to provide real-time insights.
-
Visualizations & Infographics: Use images, graphs, and dashboards for better data comprehension.
-
Polls & Surveys: Engage audiences by collecting feedback and improving data-driven decisions.
-
Trivia & Interactive Learning: Enhance knowledge retention through gamified content.
-
Performance Metrics: Display key indicators and predictive analytics for informed decision-making.
​
Explore our insights!
Compose a request to AI hmm.. like chatgpt!
Compose an insight for January 2025 Tamarack beach surf report using this dataset.
wave_direction,swell_height,swell_period,wind_speed,water_temp,valid
267,1.4,13,6,14.25,TRUE
265,1.4,13,5,14.25,TRUE
AI - insight results!!!
Tamarack Beach Surf Report Analysis - January 1-2, 2025
Looking at the hourly surf data for Tamarack Beach on January 1-2, 2025, I've identified some key insights that help explain the excellent predictive performance of your random forest model.
Hourly Conditions (January 1, 2025)
Heading 6
Time | Wave Direction | Swell Height | Swell Period | Wind Speed | Water Temperature | Surf Conditions |
|---|---|---|---|---|---|---|
06:00 AM | West-South West | 4.6 | 13 | 5 | 57 | Good Waves |
07:00 AM | West-South West | 4.6 | 13 | 3 | 57 | Good Waves |
08:00 AM | West | 4.6 | 13 | 6 | 57 | Good Waves |
5:00 AM | West-South West | 4.6 | 13 | 6 | 57 | Good Waves |
Reach out for a demo!
​Key Observations
-
Consistent Wave Direction: Throughout January 1, wave direction remained within a narrow range of 257-272 degrees (west to west-southwest), with only slight variations hour-to-hour.
-
Stable Swell Heights: Swell heights were remarkably consistent, primarily at 4.6 feet (1.4m) with occasional decreases to 3.6-3.9 feet (1.1-1.2m) in the afternoon and evening.
-
Excellent Swell Quality: The swell periods remained consistently between 12-13 seconds throughout the dataset, indicating high-quality, well-formed waves with good energy.
-
Light Wind Conditions: Wind speeds ranged from very light (2 knots) to gentle (8 knots), generally staying within ideal surfing conditions. The peak wind of 8 knots at 10:00 AM on January 1 still falls within acceptable limits.
-
Stable Water Temperatures: Water temperatures showed minimal variation, ranging from 57.2°F to 57.7°F (14.0°C to 14.25°C), providing comfortable conditions for winter surfing with appropriate wetsuit protection.
The random forest model achieved perfect precision and recall scores because the patterns were so consistent that valid surfing days could be predicted with exceptional accuracy. There were no edge cases or anomalous conditions to challenge the model.
For surfers, this data indicates that January 1, 2025 provided remarkably reliable west-southwest swells with medium height and excellent quality. The best conditions likely occurred during the early morning hours (5-7 AM) when winds were lighter, creating clean, well-formed waves ideal for surfing at Tamarack Beach.