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Create AWS Electric Emission CSV #2

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db9ef1e
Create AWS Electric Emission CSV
aimtyaem Feb 11, 2025
161b0e9
AWS electricity usage csv
aimtyaem Feb 11, 2025
67ed818
AWS cost Reduction Recommendations
aimtyaem Feb 11, 2025
02ceb6f
Raster and Grid sensor images
aimtyaem Feb 14, 2025
bf8c709
AWS groundstation data to report
aimtyaem Feb 19, 2025
408424a
Update README.md
aimtyaem Feb 23, 2025
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Update README.md
aimtyaem Feb 23, 2025
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Delete CFPwireframe.md
aimtyaem Feb 23, 2025
9c0d3a4
Edge Impulse
aimtyaem Oct 10, 2025
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63 changes: 0 additions & 63 deletions CFPwireframe.md
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12 changes: 12 additions & 0 deletions CO2_emissions_per_capita,_2017_(Our_World_in_Data).svg
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127 changes: 6 additions & 121 deletions README.md
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Expand Up @@ -4,124 +4,9 @@

The AI Onboarding webApp aims to address the pressing issue of carbon footprint reduction through innovative technology. By leveraging autonomous small satellites (smallsats) for earth observation, this webApp provides users with personalized insights and recommendations to help them reduce their carbon footprint. The goal is to empower individuals and organizations to take actionable steps towards a more sustainable future.

## Project Structure

This project includes the following components:
1. **Wireframe Design**
2. **Prototype**
3. **Mockup Design**

## Wireframe Design

### Homepage
```
+-----------------------------+
| Homepage |
|-----------------------------|
| Headline |
| Introduction |
| [CTA Button] |
+-----------------------------+
```

### Onboarding Flow
```
+-----------------------------+
| Onboarding Flow |
|-----------------------------|
| Step 1: Introduction |
| Step 2: Features Overview |
| Step 3: Set Up Profile |
| [Start Using the App] |
+-----------------------------+
```

### Dashboard
```
+-----------------------------+
| Dashboard |
|-----------------------------|
| Carbon Footprint Overview |
| [Charts & Graphs] |
| Recommendations |
+-----------------------------+
```

### User Profile
```
+-----------------------------+
| User Profile |
|-----------------------------|
| Profile Info |
| Settings & Preferences |
| Social Media Connections |
+-----------------------------+
```

### Resource Center
```
+-----------------------------+
| Resource Center |
|-----------------------------|
| Articles & Videos |
| [Search & Filter] |
+-----------------------------+
```

### Community
```
+-----------------------------+
| Community |
|-----------------------------|
| Forums & Discussions |
| User Groups & Challenges |
+-----------------------------+
```

## Prototype

The interactive prototype can be found [here](https://aton4st.blogspot.com). It includes detailed mockups and user flows to illustrate the user experience and interactions.

## Mockup Design

### Homepage Mockup
![Homepage Mockup](https://github.com/aimtyaem/EOInfo/blob/ea27746647fb4cf297cf11372eb35207329a6180/1739718419%20(1).jpg)

### Onboarding Flow Mockup
![Onboarding Flow Mockup](#)

### Dashboard Mockup
![Dashboard Mockup](#)

### User Profile Mockup
![User Profile Mockup](#)

### Resource Center Mockup
![Resource Center Mockup](#)

### Community Mockup
![Community Mockup](#)

## Team Members

- **Project Manager**: Oversees project timelines, coordinates tasks, ensures communication, manages resources.
- **Frontend Developer**: Designs user interface, implements interactive elements, ensures responsive design.
- **Backend Developer**: Manages server-side logic, databases, API integration, ensures security.
- **AI Specialist**: Develops machine learning models, trains AI systems, integrates AI with the web app.
- **Data Scientist**: Collects and processes data, performs data analysis, ensures data accuracy.
- **UX/UI Designer**: Designs user-friendly interfaces, creates visual designs, conducts user testing.
- **Sustainability Expert**: Provides sustainability insights, suggests carbon reduction strategies, validates data.
- **Marketing Specialist**: Promotes the web app, engages with users, gathers feedback, manages social media.

## Getting Started

To get started with the development of this project, follow the steps below:
1. Clone the repository.
2. Install necessary dependencies.
3. Follow the wireframe and mockup designs to develop the frontend and backend components.
4. Integrate AI models and data processing modules.
5. Conduct user testing and gather feedback for improvements.

We hope this project inspires and empowers users to contribute to a sustainable future by reducing their carbon footprints with the help of advanced technology.

For more information, please contact [email protected].
## Datasets
1. CSV files.
2. Raster Images.
3. Manual input.
4. Cloud carbon report.
5. Electricity expenses incurred from grid power.
59 changes: 59 additions & 0 deletions cloud_carbon_report (1).md
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# Carbon Footprint Report for CloudTech Solutions

## Energy Cost Analysis
| Energy Source | Cost per Unit |
|---------------|-------------|
| electricity | $85.00 |
| natural_gas | $12.00 |
| fuel_oil | $0.75 |

## Cloud Infrastructure Profile
### AWS Region Emissions Factors
| Region | Emissions Factor (tCO2e) | Data Source |
|--------|--------------------------|-------------|
| us-east-1 | 0.000416 | EPA |
| us-east-2 | 0.000440 | EPA |
| us-west-1 | 0.000351 | EPA |
| us-west-2 | 0.000351 | EPA |
| us-gov-east-1 | 0.000416 | EPA |
| us-gov-west-1 | 0.000351 | EPA |
| af-south-1 | 0.000928 | carbonfootprint.com |
| ap-east-1 | 0.000810 | carbonfootprint.com |
| ap-south-1 | 0.000708 | carbonfootprint.com |
| ap-northeast-3 | 0.000506 | carbonfootprint.com |
| ap-northeast-2 | 0.000500 | carbonfootprint.com |
| ap-southeast-1 | 0.000409 | EMA Singapore |
| ap-southeast-2 | 0.000790 | carbonfootprint.com |
| ap-northeast-1 | 0.000506 | carbonfootprint.com |
| ca-central-1 | 0.000130 | carbonfootprint.com |
| cn-north-1 | 0.000555 | carbonfootprint.com |
| cn-northwest-1 | 0.000555 | carbonfootprint.com |
| eu-central-1 | 0.000338 | EEA |
| eu-west-1 | 0.000316 | EEA |
| eu-west-2 | 0.000228 | EEA |
| eu-south-1 | 0.000233 | EEA |
| eu-west-3 | 0.000052 | EEA |
| eu-north-1 | 0.000008 | EEA |
| me-south-1 | 0.000732 | carbonfootprint.com |
| sa-east-1 | 0.000074 | carbonfootprint.com |

### Server Architecture Efficiency
| Architecture | Power Consumption Range |
|--------------|--------------------------|
| Graviton | 0.47-1.69 W |
| Ivy Bridge | 3.04-8.25 W |
| Sandy Bridge | 2.17-8.58 W |
| Haswell | 1.90-6.01 W |
| Sky Lake | 0.64-4.19 W |
| Cascade Lake | 0.64-3.97 W |
| EPYC 2nd Gen | 0.47-1.69 W |
| Graviton2 | 0.47-1.69 W |
| Broadwell | 0.71-3.69 W |
| EPYC 1st Gen | 0.82-2.55 W |
| Coffee Lake | 1.14-5.42 W |

## Optimization Recommendations
1. **Region Optimization**: Consider shifting workloads to lower-emission regions like eu-north-1
2. **Architecture Upgrade**: Migrate to Graviton-based instances for better energy efficiency
3. **Renewable Energy**: Explore AWS Renewable Energy Programs for carbon offset
4. **Instance Right-Sizing**: Use compute-optimized architectures for energy-intensive workloads
12 changes: 12 additions & 0 deletions coefficients-aws-use.csv
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,Architecture,Min Watts,Max Watts,GB/Chip
0,Graviton,0.4742621527777778,1.6929615162037037,129.77777777777777
1,Ivy Bridge,3.0369270833333335,8.248611111111112,14.933333333333334
2,Sandy Bridge,2.1694411458333334,8.575357663690477,16.480916030534353
3,Haswell,1.9005681818181814,6.012910353535353,27.310344827586206
4,Sky Lake,0.6446044454253452,4.193436438541878,80.43037974683544
5,Cascade Lake,0.6389493581523519,3.9673047343937564,98.11764705882354
6,EPYC 2nd Gen,0.4742621527777778,1.6929615162037037,129.77777777777777
7,Graviton2,0.4742621527777778,1.6929615162037037,129.77777777777777
8,Broadwell,0.7128342245989304,3.6853275401069516,69.6470588235294
9,EPYC 1st Gen,0.82265625,2.553125,89.6
10,Coffee Lake,1.138425925925926,5.421759259259258,19.555555555555557
4 changes: 4 additions & 0 deletions energy_costs.csv
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energy_source,cost_per_unit
electricity,$85.00
natural_gas,$12.00
fuel_oil,$0.75
26 changes: 26 additions & 0 deletions grid-emissions-factors-aws.csv
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Region,Country,NERC Region,CO2e (metric ton/kWh),Source
us-east-1,United States,SERC,0.000415755,EPA
us-east-2,United States,RFC,0.000440187,EPA
us-west-1,United States,WECC,0.000350861,EPA
us-west-2,United States,WECC,0.000350861,EPA
us-gov-east-1,United States,SERC,0.000415755,EPA
us-gov-west-1,United States,WECC,0.000350861,EPA
af-south-1,South Africa,,0.000928,carbonfootprint.com
ap-east-1,Hong Kong,,0.00081,carbonfootprint.com
ap-south-1,India,,0.000708,carbonfootprint.com
ap-northeast-3,Japan,,0.000506,carbonfootprint.com
ap-northeast-2,South Korea,,0.0005,carbonfootprint.com
ap-southeast-1,Singapore,,0.0004085,EMA Singapore
ap-southeast-2,Australia,,0.00079,carbonfootprint.com
ap-northeast-1,Japan,,0.000506,carbonfootprint.com
ca-central-1,Canada,,0.00013,carbonfootprint.com
cn-north-1,China,,0.000555,carbonfootprint.com
cn-northwest-1,China,,0.000555,carbonfootprint.com
eu-central-1,Germany,,0.000338,EEA
eu-west-1,Ireland,,0.000316,EEA
eu-west-2,England,,0.000228,EEA
eu-south-1,Italy,,0.000233,EEA
eu-west-3,France,,0.000052,EEA
eu-north-1,Sweden,,0.000008,EEA
me-south-1,Bahrain,,0.000732,carbonfootprint.com
sa-east-1,Brazil,,0.000074,carbonfootprint.com
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