App Link : https://numberofvehiclesprediction.herokuapp.com
Traffic Data : https://data.ibb.gov.tr/dataset/saatlik-trafik-yogunluk-veri-seti (2020.01.01 - 2020.12.27)
Weather Data : https://www.worldweatheronline.com
It is a little project that aims to predict the number of vehicles in different places of Besiktas,Istanbul.
No | Latitude | Longitute |
---|---|---|
1 | 41.0421752929688 | 29.0093994140625 |
2 | 41.0476684570312 | 29.0093994140625 |
3 | 41.0366821289062 | 28.9984130859375 |
4 | 41.0531616210938 | 29.0093994140625 |
5 | 41.0586547851562 | 29.0093994140625 |
6 | 41.0476684570312 | 28.9874267578125 |
7 | 41.0421752929688 | 28.9874267578125 |
8 | 41.0366821289062 | 28.9874267578125 |
9 | 41.0311889648438 | 28.9874267578125 |
10 | 41.0586547851562 | 28.9984130859375 |
11 | 41.0641479492188 | 29.0093994140625 |
12 | 41.0476684570312 | 29.0203857421875 |
13 | 41.0421752929688 | 28.9984130859375 |
14 | 41.0476684570312 | 28.9984130859375 |
15 | 41.0531616210938 | 28.9984130859375 |
16 | 41.0641479492188 | 28.9984130859375 |
streamlit
tensorflow-cpu
keras
folium
pandas
numpy
sklearn
matplotlib
seaborn
plotly
streamlit-folium
wwo-hist
Slug size was more than 500 MB so I used tensorflow-cpu to decrease it. Maybe I can deploy the project with Docker later.
runtime.txt
python-3.7.10
License MIT