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60 changes: 29 additions & 31 deletions presentations/3-culinaryfacilities.md
Original file line number Diff line number Diff line change
Expand Up @@ -22,8 +22,15 @@ Hefni Rae R. A.

* Intern at **Kartoza**
* Bachelor of Engineering, majored in Geodetic Engineering
* Currently exploring GIS with a growing interest in open-source GIS. Passionate about GIS and map styling.

* Exploring (open source) GIS

---

## ❓ Analysis Problem

* Which places can be reached within 1 to 10 mins?
* Which ones have low price, high rating, Wi-Fi, indoor seating, are Cafes/Bakeries, reachable within 8 mins?

---

## ⚙️ Tools Used
Expand All @@ -32,7 +39,7 @@ Hefni Rae R. A.
|-------------------|---------------------|
| QGIS | pgAdmin |
| QFieldCloud | VS Code |
| PostgreSQL/PostGIS| Marp |
| PostgreSQL/PostGIS (SQL)| Marp (Markdown) |
| | Git and GitHub |

---
Expand All @@ -41,7 +48,7 @@ Hefni Rae R. A.

---

![bg](../img/culinaryfacilities-erd.png)
![bg contain](../img/culinaryfacilities-erd.png)

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Expand All @@ -59,29 +66,21 @@ Hefni Rae R. A.

## 🏞️ Field Collection

> Data collected in the field using mobile GIS apps and GPS-enabled devices.
> Collected using QField on a Samsung phone with GPS.

![bg left](../img/culinaryfacilities-field.png)

---

## 🗺️ Collection Results

* **Total features collected:**
* Points: 80
* **Features collected:** 80 points
* **Area covered:** 15 km²

![bg right](../img/culinaryfacilities-collection.png)

---

## ❓ Analysis Problem

* How can we determine culinary facilities that are reachable within a specific travel time from a starting point?
* Which culinary facilities that can be reached within 8 minutes and offer the best combination of **low price**, **high ratings**, specific **facilities** like Wi-Fi and indoor seating, and specific **category** like Cafe/Bakery?

---

## ⚙️ Methodology

---
Expand All @@ -98,19 +97,19 @@ Hefni Rae R. A.

![bg left](../img/culinaryfacilities-results1.png)

Isochrones showing location of culinary spots relative to travel time from the center.
Isochrones show culinary spots that can be reached within 1 to 10 minutes from the starting point.

---

![bg right](../img/culinaryfacilities-results2.png)

## 📊 Results - 2

* **Price Range:** 1.000–50.000
* **Price Range:** 1.000–60.000
* **Rating:** above 4.5
* **Facilities:** Indoor Seating, Wi-Fi
* **Category:** Cafe/Bakery
* **Travel Time:** 8 minutes
* **Travel Time:** 8 mins

---

Expand All @@ -124,11 +123,11 @@ Isochrones showing location of culinary spots relative to travel time from the c

* Top categories with high ratings

| fid | category name | average rating |
|-----|-------------------------|-------------------|
| 1 | Desserts/Sweets | 4.61 / 5 |
| 2 | International Cuisine | 4.58 / 5 |
| 3 | Buffet | 4.55 / 5 |
| Category Name | Avg. Rating |
|-------------------------|-----------------|
| Desserts/Sweets | ★★★★☆ (4.6) |
| International Cuisine | ★★★★☆ (4.6) |
| Buffet | ★★★★☆ (4.5) |

* Most common facility: Parking Area (69)
* Most common category: Traditional (27)
Expand All @@ -139,21 +138,20 @@ Isochrones showing location of culinary spots relative to travel time from the c

If I had more time, I would:

* Develop a specific travel mode for motorcycles to better represent real conditions, possibly using custom routing technology.
* Improve the model so users can select facilities and categories using dropdowns connected to the lookup table, ensuring updates are reflected automatically.
* Increase the study area and collect more data to improve the analysis.
* Develop a specific travel mode for motorcycles
* Improve the QGIS processing model
* Increase the study area and collect more data

---

## 🧳 My Internship Experience

### Highlights

* ✅ Mastered QGIS and explored various GIS tools and workflows
* 🔍 Contributed to impactful projects
* 🌟 Improved problem-solving, adaptability, and critical thinking
* ⏰ Enhanced time management while balancing multiple tasks and responsibilities
* 🌍 Improved English communication skills through professional and collaborative engagements
* ✅ Learned QGIS and GIS tools
* 🔍 Impactful projects
* 🌟 Problem-solving, adaptability, and critical thinking
* ⏰ Time management

---

Expand All @@ -162,4 +160,4 @@ If I had more time, I would:
| | |
|--------|----------------------------------|
| 👤 Hefni Rae R. A. | 💼 [github.com/hefniraera](https://github.com/hefniraera) |
| 📧 [hefniraera17@gmail.com](mailto:hefniraera17@gmail.com) | 🔗 LinkedIn [linkedin.com/in/hefniraera](https://www.linkedin.com/in/hefniraera/) |
| 📧 [hefniraera17@gmail.com](mailto:hefniraera17@gmail.com) | 🔗 [linkedin.com/in/hefniraera](https://www.linkedin.com/in/hefniraera/)|
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