Multimodal Location-aware Taxi Demand Prediction

A Short video of the project is present on the below link https://youtu.be/zE3hiu3pPFc

You can share this video with other students and the report is on this github and is named as Multimodal_Taxi_Demand_Prediction.pdf

Project Requirements

wget==3.2
pandas==0.23.4+0.g0409521.dirty
nltk==3.3
Keras==2.2.4
tensorflow==1.12.0
numpy==1.15.4
tabulate==0.8.2
matplotlib==2.2.3
beautifulsoup4==4.6.3
selenium==3.141.0
scikit_learn==0.20.1

Location-aware LSTM (lags + event info)

	mae	rmse
97	11.645	14.6072
25	10.0594	12.5433
181	11.8526	15.0872
189	1.67727	2.26616

Location-aware MLP (lags + event info)

	mae	rmse
97	11.7706	14.7235
25	10.1951	12.6717
181	11.9744	15.1028
189	1.69314	2.27517

LSTM Location-aware (only lags)

	mae	rmse
97	12.014	15.0118
25	10.2896	12.936
181	12.1111	15.4005
189	1.75808	2.30187

LSTM only lags

	mae	rmse
97	12.0416	15.0563
25	10.3543	12.9647
181	12.2302	15.541
189	1.75734	2.32166

Location-aware MLP model only lags

	mae	rmse
97	12.0378	15.025
25	10.4146	13.0308
181	12.1352	15.3548
189	1.82246	2.47262

MLP model only lags

	mae	rmse
97	13.8542	17.2312
25	10.8611	13.5539
181	13.1142	16.5431
189	1.8749	2.46243

Baseline model

	mae	rmse
97	13.0931	16.2276
25	10.3735	12.7546
181	14.158	18.1432
189	2.39364	3.30199

Data summary for pickup zone: 97

	year	month	day	hour	minute	weekday	pickup_no
count	26208	26208	26208	26208	26208	26208	26208
mean	2017.33	5.52564	15.6813	11.5	0.5	4	19.3771
std	0.470762	3.30677	8.77644	6.92232	0.50001	2.00004	15.3033
min	2017	1	1	0	0	1	0
25%	2017	3	8	5.75	0	2	6
50%	2017	5	16	11.5	0.5	4	17
75%	2018	8	23	17.25	1	6	29
max	2018	12	31	23	1	7	105

Data summary for pickup zone: 25

	year	month	day	hour	minute	weekday	pickup_no
count	26208	26208	26208	26208	26208	26208	26208
mean	2017.33	5.52564	15.6813	11.5	0.5	4	16.0918
std	0.470762	3.30677	8.77644	6.92232	0.50001	2.00004	12.1896
min	2017	1	1	0	0	1	0
25%	2017	3	8	5.75	0	2	6
50%	2017	5	16	11.5	0.5	4	14
75%	2018	8	23	17.25	1	6	24
max	2018	12	31	23	1	7	87

Data summary for pickup zone: 181

	year	month	day	hour	minute	weekday	pickup_no
count	26208	26208	26208	26208	26208	26208	26208
mean	2017.33	5.52564	15.6813	11.5	0.5	4	20.2954
std	0.470762	3.30677	8.77644	6.92232	0.50001	2.00004	16.9635
min	2017	1	1	0	0	1	0
25%	2017	3	8	5.75	0	2	7
50%	2017	5	16	11.5	0.5	4	17
75%	2018	8	23	17.25	1	6	29
max	2018	12	31	23	1	7	154

Data summary for pickup zone: 189

	year	month	day	hour	minute	weekday	pickup_no
count	26208	26208	26208	26208	26208	26208	26208
mean	2017.33	5.52564	15.6813	11.5	0.5	4	2.73077
std	0.470762	3.30677	8.77644	6.92232	0.50001	2.00004	3.03585
min	2017	1	1	0	0	1	0
25%	2017	3	8	5.75	0	2	1
50%	2017	5	16	11.5	0.5	4	2
75%	2018	8	23	17.25	1	6	4
max	2018	12	31	23	1	7	40