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Files changed (4) hide show
  1. app.py +111 -52
  2. combined_duplicates_removed.csv +33 -0
  3. test.ipynb +1977 -0
  4. updated_dataset.csv +67 -0
app.py CHANGED
@@ -1,52 +1,111 @@
1
- import streamlit as st
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- import pandas as pd
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- from datetime import datetime
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-
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- # Initialize the state for the excel file name
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- if 'excel_file_name' not in st.session_state:
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- st.session_state.excel_file_name = 'combined_duplicates_removed.csv'
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-
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- # Streamlit title
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- st.title("Automated Road Accident Monitoring System")
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-
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- # Button to update the dataset
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- if st.button("Update Dataset"):
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- st.session_state.excel_file_name = 'updated.csv'
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-
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- # Get the current excel file name from session state
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- excel_file_name = st.session_state.excel_file_name
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-
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- # Display a note to the user
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- st.write("Please Note, First Date must be smaller than Last date. Example: First Date = 25-08-2024 and Last Date = 28-08-2024")
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-
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- # Get today's date
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- today = datetime.strptime(datetime.today().strftime('%d-%m-%Y'), '%d-%m-%Y')
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-
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- # Input fields for date range
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- start = st.date_input("Enter first date", max_value=today, format="DD-MM-YYYY")
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- start_string = start.strftime('%d-%m-%Y')
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- end = st.date_input("Enter last date", max_value=today, format="DD-MM-YYYY")
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- end_string = end.strftime('%d-%m-%Y')
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-
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- # Button to generate dataset based on date range
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- if st.button("Generate Dataset"):
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- # Read the selected excel file
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- df3 = pd.read_csv(excel_file_name)
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-
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- # Convert 'Publish Date' column to datetime with 'day-month-year' format
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- df3['Publish Date'] = pd.to_datetime(df3['Publish Date'], format='%d-%m-%Y')
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-
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- # Convert user input dates to datetime
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- start_date = pd.to_datetime(start_string, format='%d-%m-%Y')
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- end_date = pd.to_datetime(end_string, format='%d-%m-%Y')
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-
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- # Filter rows based on the specified date range
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- filtered_entries = df3[(df3['Publish Date'] >= start_date) & (df3['Publish Date'] <= end_date)]
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- filtered_entries.reset_index(inplace=True, drop=True)
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-
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- # Display the filtered data
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- st.dataframe(filtered_entries)
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-
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- # Display selected start and end dates
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- st.write("Start date is:", start)
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- st.write("End date is:", end)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import streamlit as st
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+ import pandas as pd
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+ import plotly.express as px
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+ from datetime import datetime
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+
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+ excel_file_name = 'updated_dataset.csv'
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+ # Streamlit title
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+ st.title("Bangladesh Accident Monitoring System (BAMS)")
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+
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+
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+ # Display a note to the user
12
+ st.write("Please Note, First Date must be smaller than Last date. Example: First Date = 25-08-2024 and Last Date = 28-08-2024")
13
+
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+ # Get today's date
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+ today = datetime.strptime(datetime.today().strftime('%d-%m-%Y'), '%d-%m-%Y')
16
+
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+ # Input fields for date range
18
+ start = st.date_input("Enter first date", max_value=today, format="DD-MM-YYYY")
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+ start_string = start.strftime('%d-%m-%Y')
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+ end = st.date_input("Enter last date", max_value=today, format="DD-MM-YYYY")
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+ end_string = end.strftime('%d-%m-%Y')
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+
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+ # Button to generate dataset based on date range
24
+ if st.button("Generate Dataset"):
25
+ # Read the selected excel file
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+ df3 = pd.read_csv(excel_file_name)
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+
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+ # Convert 'Publish Date' column to datetime with 'day-month-year' format
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+ df3['Publish Date'] = pd.to_datetime(df3['Publish Date'], format='%d-%m-%Y')
30
+
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+ # Convert user input dates to datetime
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+ start_date = pd.to_datetime(start_string, format='%d-%m-%Y')
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+ end_date = pd.to_datetime(end_string, format='%d-%m-%Y')
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+
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+ # Filter rows based on the specified date range
36
+ filtered_entries = df3[(df3['Publish Date'] >= start_date) & (df3['Publish Date'] <= end_date)]
37
+ filtered_entries.reset_index(inplace=True, drop=True)
38
+
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+ # Display the filtered data
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+ st.dataframe(filtered_entries)
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+
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+ # Create a bar chart for accident count over days
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+ if not filtered_entries.empty:
44
+ # Accident count over days
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+ accident_counts = filtered_entries['Accident Date'].value_counts().sort_index()
46
+ accident_counts = accident_counts.reset_index()
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+ accident_counts.columns = ['Accident Date', 'Accident Count']
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+
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+ fig1 = px.bar(accident_counts,
50
+ x='Accident Date',
51
+ y='Accident Count',
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+ title="Accident Count Over Days",
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+ labels={'Accident Date': 'Date', 'Accident Count': 'Number of Accidents'})
54
+ st.plotly_chart(fig1)
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+
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+ # Bar chart showing number of people killed each day
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+ # Grouping by 'Publish Date' and summing 'Killed' column
58
+ killed_per_day = filtered_entries.groupby('Accident Date')['Killed'].sum().reset_index()
59
+ killed_per_day.columns = ['Accident Date', 'Total Killed']
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+
61
+ fig2 = px.bar(killed_per_day,
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+ x='Accident Date',
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+ y='Total Killed',
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+ title="Number of People Killed Each Day",
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+ labels={'Accident Date': 'Date', 'Total Killed': 'Number of People Killed'},
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+ color='Total Killed',
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+ color_continuous_scale='Reds')
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+ st.plotly_chart(fig2)
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+
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+ # Bar chart showing the number of accidents in each district
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+ district_accidents = filtered_entries['District'].value_counts().reset_index()
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+ district_accidents.columns = ['District', 'Number of Accidents']
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+ fig3 = px.bar(district_accidents,
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+ x='District',
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+ y='Number of Accidents',
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+ title="Accidents in Each District",
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+ labels={'Number of Accidents': 'Number of Accidents', 'District': 'District'},
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+ color='Number of Accidents',
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+ color_continuous_scale='Blues')
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+ st.plotly_chart(fig3)
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+
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+ ### Pie Chart Code ###
83
+ yes_count=0
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+ no_count=0
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+ not_available_count=0
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+ for i in range(len(filtered_entries)):
87
+ if ('Yes' in filtered_entries['Pedestrian_Involved'][i] or 'yes' in filtered_entries['Pedestrian_Involved'][i]): yes_count+=1
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+ if ('No' in filtered_entries['Pedestrian_Involved'][i] or 'no' in filtered_entries['Pedestrian_Involved'][i]): no_count+=1
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+ if ('Not Available' in filtered_entries['Pedestrian_Involved'][i]): not_available_count+=1
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+ Pedestrian_Involved_list = ['Yes', 'No', 'Not Available']
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+ Count_list = [yes_count, no_count, not_available_count]
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+ # dictionary of lists
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+ dict = {'Pedestrian Involved': Pedestrian_Involved_list, 'Count':Count_list}
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+ pedestrian_involvement = pd.DataFrame(dict)
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+ # Pie chart showing the percentage of accidents involving pedestrians vs. those that don't
96
+ # pedestrian_involvement = filtered_entries['Pedestrian_Involved'].value_counts().reset_index()
97
+ # pedestrian_involvement.columns = ['Pedestrian Involved', 'Count']
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+
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+ fig4 = px.pie(pedestrian_involvement,
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+ names='Pedestrian Involved',
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+ values='Count',
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+ title="Accidents Involving Pedestrians",
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+ labels={'Pedestrian Involved': 'Pedestrian Involved'})
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+ st.plotly_chart(fig4)
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+
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+ else:
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+ st.write("No data available for the selected date range.")
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+
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+ # Display selected start and end dates
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+ st.write("Start date is:", start)
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+ st.write("End date is:", end)
combined_duplicates_removed.csv ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ News Title,News Link,Publish Date,Accident Date,Time,Killed,Injured,Location,Road_Characteristic,Pedestrian_Involved,Vehicles_involved,District
2
+ Hafez was killed in a collision between a motorcycle and a pickup in Kishoreganj,https://www.prothomalo.com/bangladesh/district/u93u1oom76,12-09-2024,11-09-2024, 10 am,1, 0, Akhrabazar area of Kishoreganj, Not Available, No,Motorcycle-Pickup van,Kishoreganj
3
+ "Mother's death while trying to save her son, madrasa teacher returned home as a dead body",https://www.prothomalo.com/bangladesh/district/mctzh3e58s,12-09-2024,11-09-2024, Evening,2, 0, Sadar Bazar area of Fulgazi Upazila, Highway, Yes,Truck-Motorcycle-Covered van,Feni
4
+ "Bus hits covered van in Comilla, body of bus driver's assistant is dismembered",https://www.prothomalo.com/bangladesh/district/r0rhz36tbg,11-09-2024,13-09-2024, 11:30 am,1, 14, Kamalapur area of ​​Sadar Dakshin Upazila on the Dhaka-Chittagong highway, Highway, Not Available,Bus-Covered Van,Chandpur
5
+ "Two motorcycles collided in Natore, 2 including the principal were killed",https://www.prothomalo.com/bangladesh/district/%E0%A6%A8%E0%A6%BE%E0%A6%9F%E0%A7%8B%E0%A6%B0%E0%A7%87-%E0%A6%A6%E0%A7%81%E0%A6%87-%E0%A6%AE%E0%A7%8B%E0%A6%9F%E0%A6%B0%E0%A6%B8%E0%A6%BE%E0%A6%87%E0%A6%95%E0%A7%87%E0%A6%B2%E0%A7%87%E0%A6%B0-%E0%A6%B8%E0%A6%82%E0%A6%98%E0%A6%B0%E0%A7%8D%E0%A6%B7-%E0%A6%85%E0%A6%A7%E0%A7%8D%E0%A6%AF%E0%A6%95%E0%A7%8D%E0%A6%B7%E0%A6%B8%E0%A6%B9-%E0%A6%A8%E0%A6%BF%E0%A6%B9%E0%A6%A4-%E0%A7%A8,11-09-2024,10-09-2024, 8 o'clock,3, 1, Dalsak intersection of Sadar upazila, Natore-Bogra highway, No,Motorcycle-Motorcycle,Rajshahi
6
+ 4 easybike riders killed in Bagerhat highway collision with pickup,https://www.prothomalo.com/bangladesh/district/actgi42zcn,09-09-2024,09-09-2024, 9 am,4, 2, Khulna-Bagerhat highway, Highway, Not Available,Battery-powered easy bike-Pickup van,Khulna
7
+ "Bus hits the back of a truck on Bangabandhu Bridge, 3 killed",https://www.prothomalo.com/bangladesh/district/501ral82u8,07-09-2024,06-09-2024, 5:30 a.m.,3, 11, Bangabandhu Bridge, Highway, Not Available,Bus-Truck,Sirajganj
8
+ "Another truck hit the back of the truck standing on the road, the driver's assistant died",https://www.prothomalo.com/bangladesh/district/r08hi8rgvq,06-09-2024,05-09-2024, 6:00 am,1, 1, Dinajpur-Gobindganj regional highway in the Kanagari Bazar area of Ghoraghat upazila, Highway, No,Truck-Truck,Dinajpur
9
+ "Bus hits behind microbus in Comilla, 4 killed",https://www.prothomalo.com/bangladesh/district/ktqnu1f700,06-09-2024,04-09-2024, 6:00 am,4, 5, Batisa Nankara area of Dhaka-Chittagong highway, Highway, Not Available,Microbus-Bus-Truck,Feni
10
+ Seventy-year-old woman killed in Jurain bus accident,https://www.prothomalo.com/bangladesh/capital/fw33c6xf1g,05-09-2024,02-09-2024, Afternoon,1, 0, Jurain area of ​​the capital, Not Available, Yes,Bus,Dhaka
11
+ One person was killed after being hit by a truck in the capital's Uttara,https://www.prothomalo.com/bangladesh/capital/mbr4fzonnp,05-09-2024,02-09-2024, Wednesday morning,1, 1, Azampur area of ​​the capital's Uttara, Not Available, Yes,Truck-Bicycle,Uttara
12
+ Chittagong University student Fahim did not go to the flood victims with relief,https://www.prothomalo.com/bangladesh/phde3rfaug,04-09-2024,26-08-2024, 3 o'clock,1, 3, Baryarhat area of ​​Mirsarai, Not Available, Not Available,Truck-Covered Van,Chattogram
13
+ 11 students-parents killed by school bus in China,https://www.prothomalo.com/world/asia/h0b1jvhefi,03-09-2024,01-09-2024, 7 am,11, 13, Tai'an city in eastern China's Shandong province, Not Available, Yes,School bus,Foreign
14
+ "Doctors returned to work after 12 hours, suffering all day",https://www.prothomalo.com/bangladesh/8vyl1xuo6g,02-09-2024,31-08-2024, 10 pm,0, 1, On the way back to Mirpur, Not Available, Not Available,Motorcycle,Dhaka
15
+ "Kishore Sadman, a US citizen, was killed by a truck, not murder",https://www.prothomalo.com/bangladesh/district/qlt7w1pwzs,01-09-2024,31-08-2024, 3:30 pm,1, 0, Polytechnic Institute area of ​​Khulshi police station, Not Available, Yes,Auto-rickshaw-Car-Truck,Chattogram
16
+ "8 passengers, including a child, died when a bus overturned in the United States",https://www.prothomalo.com/world/usa/nephzj2b5m,01-09-2024,31-08-2024, Not Available,8, 30+, Warren County, Not Available, No,Bus,Foreign
17
+ Three people died in separate road accidents in Godagari,https://www.prothomalo.com/bangladesh/district/nhy65ev9d7,28-08-2024,27-08-2024, 05:00 and 08:30,3, 0, Rajshahi-Chapainawabganj highway, Highway, Yes,Autorickshaw-Pickup-Bus,Chapainawabganj
18
+ "Bus hits passenger van in Gaibandha, 2 killed",https://www.prothomalo.com/bangladesh/district/wbndau15rz,28-08-2024,27-08-2024, 10:30 am,2, 1, Palashbari, Gaibandha-Palashbari road, No,Bus-Rickshaw,Gaibandha
19
+ Two motorcycle riders were killed in a collision with an autorickshaw,https://www.prothomalo.com/bangladesh/district/fut1wqny4q,25-08-2024,24-08-2024, 10:30 am,2, 5, Kodda area of ​​Sadar upazila on Akhaura-Agartala road, Highway, No,Motorcycle-CNG-powered auto-rickshaw,Brahmanbaria
20
+ Mother and son killed by bus in Gournadi,https://www.prothomalo.com/bangladesh/district/mi8g0t4yzm,25-08-2024,24-08-2024, 1:30 pm,2, 9, Mahilara area of ​​the Dhaka-Barisal highway, Highway, Not Available,Bus-Mahindra,Barisal
21
+ Two workers were killed when a cement-laden truck overturned in a pond in Chapainawabganj,https://www.prothomalo.com/bangladesh/district/if2u6ksb2r,23-08-2024,22-08-2024, 10:30 am,2, 4, Sonapur area of ​​Shahbazpur Union of Shibganj upazila, Not Available, Not Available,Truck,Chapainawabganj
22
+ Journalist killed in late night motorcycle accident in Sylhet,https://www.prothomalo.com/bangladesh/district/m95lo3kg5q,23-08-2024,22-08-2024, 3 am,1, 0, Madina Market area of Sylhet city, Sylhet-Sunamganj road, No,Motorcycle,Sylhet
23
+ Three killed after being hit by truck in Narail,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/three-killed-after-being-hit-truck-narail-3700166,11-09-2024,11-09-2024, 12:00am,3, 1, Lohagara upazila of Narail district, highway, Yes,Truck,Narail
24
+ Two RMG workers killed in Dhaka-Tangail highway accident,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/two-rmg-workers-killed-dhaka-tangail-highway-accident-3699366,10-09-2024,10-09-2024, Not Available,2, 3, Gazipur's Kaliakair, Highway, Yes,Cargo truck,Gazipur
25
+ Woman dies after being hit by battery-run rickshaw at Shahbag,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/woman-dies-after-being-hit-battery-run-rickshaw-shahbag-3698891,10-09-2024,10-09-2024, 3:00pm,1, 1, Shahbagh area, Not Available, Yes,Battery-run rickshaw,Dhaka
26
+ 4 dead in pickup-autorickshaw collision in Bagerhat,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/4-dead-pickup-autorickshaw-collision-bagerhat-3698246,09-09-2024,09-09-2024, 9:30am,4, 1, Bagerhat-Khulna highway in Bagerhat's Nawapara town, Highway, Not Available,Pickup truck-CNG-run auto-rickshaw,Bagerhat
27
+ Microbus driver killed in Gazipur accident,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/microbus-driver-killed-gazipur-accident-3697286,08-09-2024,08-09-2024, 5:00am,1, 0, Gazipur's Kapasia upazila, Highway, Not Available,Microbus-Truck,Gazipur
28
+ Three die as bus hits truck,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/three-die-bus-hits-truck-3696446,08-09-2024,08-09-2024, 5:30am,3, 10, Bangabandhu Bridge in Sirajganj, Bridge, Not Available,Bus-Truck,Sirajganj
29
+ Road accidents kill two in Rajshahi,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/road-accidents-kill-two-rajshahi-3696286,07-09-2024,07-09-2024, This noon,1, Not Available, Naogaon, Highway, No,Tractor-Motorbike - Drum truck-Motorbike,Naogaon
30
+ 4 killed as bus hits microbus in Cumilla,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/4-killed-bus-hits-microbus-cumilla-3695881,07-09-2024,07-09-2024, 6:00am,4, Not Available, Dhaka-Chattogram highway, Highway, No,"Bus-Microbus, Truck-Truck, Motorbike",Narayanganj
31
+ "6 killed as bus, truck collide in Gopalganj",https://www.thedailystar.net/news/bangladesh/accidents-fires/news/6-killed-bus-truck-collide-gopalganj-3691641,01-09-2024,01-09-2024, 7:45am,6, 24, Kashiani upazila of Gopalganj, Dhaka-Khulna highway, Not Available,Bus-Truck,Gopalganj
32
+ Four of a family die in Narsingdi road accident,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/four-family-die-narsingdi-road-accident-3691456,1-09-2024,01-09-2024, 9:30pm,4, 4, Dhaka-Sylhet Highway in Narsingdi, Highway, Not Available,Covered van-Microbus,Narsingdi
33
+ 4 of a family die in road crash,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/4-family-die-road-crash-3691551,01-09-2024,01-09-2024, 9:30pm,4, 4, Dhaka-Sylhet highway in Narsingdi's Basail area, Highway, Not Available,Microbus-Lorry,Narsingdi
test.ipynb ADDED
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import pandas as pd\n",
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+ "import plotly.express as px\n",
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+ "from datetime import datetime"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 5,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "filtered_entries=pd.read_csv('test_set.csv')"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 6,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "if 'Yes' in filtered_entries['Pedestrian_Involved'][3]: print('Available')"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 7,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "yes_count=0\n",
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+ "no_count=0\n",
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+ "not_available_count=0\n",
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+ "for i in range(len(filtered_entries)):\n",
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+ " if ('Yes' in filtered_entries['Pedestrian_Involved'][i] or 'yes' in filtered_entries['Pedestrian_Involved'][i]): yes_count+=1\n",
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+ " if ('No' in filtered_entries['Pedestrian_Involved'][i] or 'no' in filtered_entries['Pedestrian_Involved'][i]): no_count+=1\n",
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+ " if ('Not Available' in filtered_entries['Pedestrian_Involved'][i]): not_available_count+=1\n"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 8,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "Pedestrian_Involved_list = ['Yes', 'No', 'Not Available']\n",
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+ "Count_list = [yes_count, no_count, not_available_count]"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 9,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "8"
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+ ]
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+ },
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+ "execution_count": 9,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "yes_count"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 10,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "# dictionary of lists \n",
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+ "dict = {'Pedestrian Involved': Pedestrian_Involved_list, 'Count':Count_list} \n",
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+ "pedestrian_involvement = pd.DataFrame(dict)"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 11,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/html": [
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+ "<div>\n",
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+ "<style scoped>\n",
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+ " .dataframe tbody tr th:only-of-type {\n",
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+ " vertical-align: middle;\n",
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+ " }\n",
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+ "\n",
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+ " .dataframe tbody tr th {\n",
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+ " vertical-align: top;\n",
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+ " }\n",
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+ "\n",
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+ " .dataframe thead th {\n",
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+ " text-align: right;\n",
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+ " }\n",
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+ "</style>\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
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+ " <thead>\n",
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+ " <tr style=\"text-align: right;\">\n",
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+ " <th></th>\n",
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+ " <th>Pedestrian Involved</th>\n",
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+ " <th>Count</th>\n",
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+ " </tr>\n",
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+ " </thead>\n",
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+ " <tbody>\n",
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+ " <tr>\n",
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+ " <th>0</th>\n",
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+ " <td>Yes</td>\n",
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+ " <td>8</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>1</th>\n",
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+ " <td>No</td>\n",
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+ " <td>18</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>2</th>\n",
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+ " <td>Not Available</td>\n",
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+ " <td>12</td>\n",
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+ " </tr>\n",
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+ " </tbody>\n",
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+ "</table>\n",
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+ "</div>"
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+ ],
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+ "text/plain": [
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+ " Pedestrian Involved Count\n",
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+ "0 Yes 8\n",
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+ "1 No 18\n",
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+ "2 Not Available 12"
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+ ]
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+ },
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+ "execution_count": 11,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "pedestrian_involvement"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 12,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "# Pie chart showing the percentage of accidents involving pedestrians vs. those that don't\n",
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+ "# pedestrian_involvement = df['Pedestrian_Involved'].value_counts().reset_index()\n",
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+ "# pedestrian_involvement.columns = ['Pedestrian Involved', 'Count']\n",
163
+ "\n",
164
+ "fig4 = px.pie(pedestrian_involvement, \n",
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+ " names='Pedestrian Involved', \n",
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+ " values='Count', \n",
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+ " title=\"Accidents Involving Pedestrians\",\n",
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+ " labels={'Pedestrian Involved': 'Pedestrian Involved'})\n"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 13,
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+ "metadata": {},
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+ {
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+ "data": {
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+ "application/vnd.plotly.v1+json": {
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+ "config": {
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+ "plotlyServerURL": "https://plot.ly"
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+ },
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+ "data": [
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+ "hovertemplate": "Pedestrian Involved=%{label}<br>Count=%{value}<extra></extra>",
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+ "labels": [
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+ "Not Available"
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+ "yes_count=0\n",
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+ "for i in range(len(filtered_entries)):\n",
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updated_dataset.csv ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ News Title,News Link,Publish Date,Accident Date,Time,Killed,Injured,Location,Road_Characteristic,Pedestrian_Involved,Vehicles_involved,District
2
+ "Bus hits covered van in Comilla, body of bus driver's assistant is dismembered",https://www.prothomalo.com/bangladesh/district/r0rhz36tbg,11-09-2024,13-09-2024, 11:30 am,1, 14, Kamalapur area of ​​Sadar Dakshin Upazila on the Dhaka-Chittagong highway, Highway, Not Available,Bus-Covered Van,Chandpur
3
+ "Two motorcycles collided in Natore, 2 including the principal were killed",https://www.prothomalo.com/bangladesh/district/%E0%A6%A8%E0%A6%BE%E0%A6%9F%E0%A7%8B%E0%A6%B0%E0%A7%87-%E0%A6%A6%E0%A7%81%E0%A6%87-%E0%A6%AE%E0%A7%8B%E0%A6%9F%E0%A6%B0%E0%A6%B8%E0%A6%BE%E0%A6%87%E0%A6%95%E0%A7%87%E0%A6%B2%E0%A7%87%E0%A6%B0-%E0%A6%B8%E0%A6%82%E0%A6%98%E0%A6%B0%E0%A7%8D%E0%A6%B7-%E0%A6%85%E0%A6%A7%E0%A7%8D%E0%A6%AF%E0%A6%95%E0%A7%8D%E0%A6%B7%E0%A6%B8%E0%A6%B9-%E0%A6%A8%E0%A6%BF%E0%A6%B9%E0%A6%A4-%E0%A7%A8,11-09-2024,10-09-2024, 8 o'clock,3, 1, Dalsak intersection of Sadar upazila, Natore-Bogra highway, No,Motorcycle-Motorcycle,Rajshahi
4
+ "Bus hits behind microbus in Comilla, 4 killed",https://www.prothomalo.com/bangladesh/district/ktqnu1f700,06-09-2024,04-09-2024, 6:00 am,4, 5, Batisa Nankara area of Dhaka-Chittagong highway, Highway, Not Available,Microbus-Bus-Truck,Feni
5
+ One person was killed after being hit by a truck in the capital's Uttara,https://www.prothomalo.com/bangladesh/capital/mbr4fzonnp,05-09-2024,02-09-2024, Wednesday morning,1, 1, Azampur area of ​​the capital's Uttara, Not Available, Yes,Truck-Bicycle,Uttara
6
+ Chittagong University student Fahim did not go to the flood victims with relief,https://www.prothomalo.com/bangladesh/phde3rfaug,04-09-2024,26-08-2024, 3 o'clock,1, 3, Baryarhat area of ​​Mirsarai, Not Available, Not Available,Truck-Covered Van,Chattogram
7
+ 11 students-parents killed by school bus in China,https://www.prothomalo.com/world/asia/h0b1jvhefi,03-09-2024,01-09-2024, 7 am,11, 13, Tai'an city in eastern China's Shandong province, Not Available, Yes,School bus,Foreign
8
+ "Doctors returned to work after 12 hours, suffering all day",https://www.prothomalo.com/bangladesh/8vyl1xuo6g,02-09-2024,31-08-2024, 10 pm,0, 1, On the way back to Mirpur, Not Available, Not Available,Motorcycle,Dhaka
9
+ "Kishore Sadman, a US citizen, was killed by a truck, not murder",https://www.prothomalo.com/bangladesh/district/qlt7w1pwzs,01-09-2024,31-08-2024, 3:30 pm,1, 0, Polytechnic Institute area of ​​Khulshi police station, Not Available, Yes,Auto-rickshaw-Car-Truck,Chattogram
10
+ "8 passengers, including a child, died when a bus overturned in the United States",https://www.prothomalo.com/world/usa/nephzj2b5m,01-09-2024,31-08-2024, Not Available,8, 30+, Warren County, Not Available, No,Bus,Foreign
11
+ Three people died in separate road accidents in Godagari,https://www.prothomalo.com/bangladesh/district/nhy65ev9d7,28-08-2024,27-08-2024, 05:00 and 08:30,3, 0, Rajshahi-Chapainawabganj highway, Highway, Yes,Autorickshaw-Pickup-Bus,Chapainawabganj
12
+ "Bus hits passenger van in Gaibandha, 2 killed",https://www.prothomalo.com/bangladesh/district/wbndau15rz,28-08-2024,27-08-2024, 10:30 am,2, 1, Palashbari, Gaibandha-Palashbari road, No,Bus-Rickshaw,Gaibandha
13
+ Two motorcycle riders were killed in a collision with an autorickshaw,https://www.prothomalo.com/bangladesh/district/fut1wqny4q,25-08-2024,24-08-2024, 10:30 am,2, 5, Kodda area of ​​Sadar upazila on Akhaura-Agartala road, Highway, No,Motorcycle-CNG-powered auto-rickshaw,Brahmanbaria
14
+ Mother and son killed by bus in Gournadi,https://www.prothomalo.com/bangladesh/district/mi8g0t4yzm,25-08-2024,24-08-2024, 1:30 pm,2, 9, Mahilara area of ​​the Dhaka-Barisal highway, Highway, Not Available,Bus-Mahindra,Barisal
15
+ Two workers were killed when a cement-laden truck overturned in a pond in Chapainawabganj,https://www.prothomalo.com/bangladesh/district/if2u6ksb2r,23-08-2024,22-08-2024, 10:30 am,2, 4, Sonapur area of ​​Shahbazpur Union of Shibganj upazila, Not Available, Not Available,Truck,Chapainawabganj
16
+ Journalist killed in late night motorcycle accident in Sylhet,https://www.prothomalo.com/bangladesh/district/m95lo3kg5q,23-08-2024,22-08-2024, 3 am,1, 0, Madina Market area of Sylhet city, Sylhet-Sunamganj road, No,Motorcycle,Sylhet
17
+ Microbus driver killed in Gazipur accident,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/microbus-driver-killed-gazipur-accident-3697286,08-09-2024,08-09-2024, 5:00am,1, 0, Gazipur's Kapasia upazila, Highway, Not Available,Microbus-Truck,Gazipur
18
+ Three die as bus hits truck,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/three-die-bus-hits-truck-3696446,08-09-2024,08-09-2024, 5:30am,3, 10, Bangabandhu Bridge in Sirajganj, Bridge, Not Available,Bus-Truck,Sirajganj
19
+ Road accidents kill two in Rajshahi,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/road-accidents-kill-two-rajshahi-3696286,07-09-2024,07-09-2024, This noon,1, Not Available, Naogaon, Highway, No,Tractor-Motorbike - Drum truck-Motorbike,Naogaon
20
+ 4 killed as bus hits microbus in Cumilla,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/4-killed-bus-hits-microbus-cumilla-3695881,07-09-2024,07-09-2024, 6:00am,4, Not Available, Dhaka-Chattogram highway, Highway, No,"Bus-Microbus, Truck-Truck, Motorbike",Narayanganj
21
+ "6 killed as bus, truck collide in Gopalganj",https://www.thedailystar.net/news/bangladesh/accidents-fires/news/6-killed-bus-truck-collide-gopalganj-3691641,01-09-2024,01-09-2024, 7:45am,6, 24, Kashiani upazila of Gopalganj, Dhaka-Khulna highway, Not Available,Bus-Truck,Gopalganj
22
+ 4 of a family die in road crash,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/4-family-die-road-crash-3691551,01-09-2024,01-09-2024, 9:30pm,4, 4, Dhaka-Sylhet highway in Narsingdi's Basail area, Highway, Not Available,Microbus-Lorry,Narsingdi
23
+ Teacher dies in road accident while going to school in Gazipur,https://www.prothomalo.com/bangladesh/district/iqrle7n5c3,17-09-2024,17-09-2024, 9:30 am,1, 3, Gazipur's Kapasia, regional road, no,Motorcycle-Motorcycle,Gazipur
24
+ Chhatra Dal leader and 2 killed in Habiganj truck crash,https://www.prothomalo.com/bangladesh/district/prg8sosnjf,15-09-2024,15-09-2024, 10 pm,2, 0, Chunarughat, Highway, No,Motorcycle-Truck,Habiganj
25
+ "Autorickshaw lost control and hit a tree, one passenger was killed",https://www.prothomalo.com/bangladesh/ikhiavndum,14-09-2024,13-09-2024, 7 pm,1, 1, Sagaria Bazar in Burirachar Union of Hatia upazila, Road, No,Auto-rickshaw,Noakhali
26
+ Grandparents killed by bus while crossing highway in Comilla,https://www.prothomalo.com/bangladesh/district/d5j7xocwjh,14-09-2024,14-09-2024, 1:15,2, 0, Kalakchua area of ​​the highway, Highway, Yes,Bus,Dhaka
27
+ Sajedur lost his life in a road accident on his wedding day,https://www.prothomalo.com/bangladesh/district/oawvu23ld2,14-09-2024,14-09-2024, 12 noon,1, 1, Sutkigacha area of ​​Atrai-Bandhaikhara road, road, no,Motorcycle,Naogaon
28
+ "After hitting the pedestrian, he fell on the road and killed 2 including the motorcyclist",https://www.prothomalo.com/bangladesh/district/y0o8a8mnoc,14-09-2024,14-09-2024, 8,2, 2, Jairampur Kanthaltala, road, yes,Motorcycle,Rangpur
29
+ Hafez was killed in a collision between a pickup and a motorcycle in Kishoreganj,https://www.prothomalo.com/bangladesh/district/u93u1oom76,12-09-2024,12-09-2024, 10 am,1, 0, Kishoreganj, municipal office road, No,Motorcycle-Pickup van,Kishoreganj
30
+ "Mother's death while trying to save her son, madrasa teacher returned home as a dead body",https://www.prothomalo.com/bangladesh/district/mctzh3e58s,12-09-2024,12-09-2024, evening,1, 0, Fulgazi Upazila Sadar, road, yes,Truck-Motorcycle-Covered van,Feni
31
+ "Bus hits covered van in Comilla, body of bus driver's assistant is dismembered",https://www.prothomalo.com/bangladesh/district/r0rhz36tbg,11-09-2024,11-09-2024, 11:30 am,1, 14, Kamalapur area of ​​Sadar Dakshin Upazila, highway, No,Bus-Covered van, Jamalpur
32
+ "Two motorcycles collided in Natore, 2 including the principal were killed",https://www.prothomalo.com/bangladesh/district/%E0%A6%A8%E0%A6%BE%E0%A6%9F%E0%A7%8B%E0%A6%B0%E0%A7%87-%E0%A6%A6%E0%A7%81%E0%A6%87-%E0%A6%AE%E0%A7%8B%E0%A6%9F%E0%A6%B0%E0%A6%B8%E0%A6%BE%E0%A6%87%E0%A6%95%E0%A7%87%E0%A6%B2%E0%A7%87%E0%A6%B0-%E0%A6%B8%E0%A6%82%E0%A6%98%E0%A6%B0%E0%A7%8D%E0%A6%B7-%E0%A6%85%E0%A6%A7%E0%A7%8D%E0%A6%AF%E0%A6%95%E0%A7%8D%E0%A6%B7%E0%A6%B8%E0%A6%B9-%E0%A6%A8%E0%A6%BF%E0%A6%B9%E0%A6%A4-%E0%A7%A8,11-09-2024,11-09-2024, around eight o'clock,2, 2, Dalsak intersection of Sadar upazila, highway, no,Motorcycle-Motorcycle,Rajbari
33
+ 4 easybike riders killed in Bagerhat highway collision with pickup,https://www.prothomalo.com/bangladesh/district/actgi42zcn,09-09-2024,09-09-2024, 9 am,4, 2, Fakirhat upazila of Bagerhat, highway, no,Easy bike-Pickup van,Bagerhat
34
+ "Bus hits the back of a truck on Bangabandhu Bridge, 3 killed",https://www.prothomalo.com/bangladesh/district/501ral82u8,07-09-2024,07-09-2024, 5:30 a.m.,3, 8, Bangabandhu Bridge, Highway, No,Bus-Truck,Sirajganj
35
+ "Another truck hit the back of the truck standing on the road, the driver's assistant died",https://www.prothomalo.com/bangladesh/district/r08hi8rgvq,06-09-2024,06-09-2024, 6 am,1, 1, Dinajpur-Gobindganj regional highway, Highway, No,Truck-Truck,Dinajpur
36
+ Seventy-year-old woman killed in Jurain bus crash,https://www.prothomalo.com/bangladesh/capital/fw33c6xf1g,05-09-2024,05-09-2024, afternoon,1, 1, Jurain, road, yes,Bus,Dhaka
37
+ 2 die as motorcycles crash into auto-rickshaw in Gazipur,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/2-die-motorcycles-crash-auto-rickshaw-gazipur-3706046,18-09-2024,18-09-2024, 1:00pm,2, 2, Dhaka-Monohardi Road, Road, No,Motorcycles-Auto-rickshaw,Narshingdi
38
+ Five killed as lorry rams autorickshaw,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/five-killed-lorry-rams-autorickshaw-3703381,16-09-2024,16-09-2024, 11:00pm,5, 1, Kaliganj, bypass road, no,Lorry-Autorickshaw,Jhenaidah
39
+ "Two dead, seven injured as bus hits battery-run auto-rickshaw in Pabna",https://www.thedailystar.net/news/bangladesh/accidents-fires/news/two-dead-seven-injured-bus-hits-battery-run-auto-rickshaw-pabna-3703686,15-09-2024,15-09-2024, this afternoon,2, 7, Pabna-Rajshahi highway, highway, no,Bus-Auto-rickshaw,Pabna
40
+ Three killed after being hit by truck in Narail,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/three-killed-after-being-hit-truck-narail-3700166,11-09-2024,11-09-2024, 12:00am,3, 1, Dhaka-Narail highway, Highway, Yes,Truck,Narail
41
+ Two RMG workers killed in Dhaka-Tangail highway accident,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/two-rmg-workers-killed-dhaka-tangail-highway-accident-3699366,10-09-2024,10-09-2024, this afternoon,2, 3, Dhaka-Tangail highway in Gazipur's Kaliakair, highway, yes,Cargo truck,Gazipur
42
+ Woman dies after being hit by battery-run rickshaw at Shahbag,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/woman-dies-after-being-hit-battery-run-rickshaw-shahbag-3698891,10-09-2024,09-09-2024, 3:00pm,1, 1, Shahbagh area, unspecified, yes,Battery-run rickshaw,Dhaka
43
+ 9 killed as car drives into crowd near Seoul city hall,https://www.dhakatribune.com/world/asia/350767/9-killed-as-car-drives-into-crowd-near-seoul-city,01-07-2024,01-07-2024, unknown,9, 4, near Seoul city hall, crosswalk, yes,Car-car,Foreign
44
+ Two brothers killed as truck rams motorcycle in Dhaka,https://www.dhakatribune.com/bangladesh/dhaka/350447/one-dead-two-injured-in-khilkhet-pickup-truck,28-06-2024,28-06-2024, around midnight,2, 0, Kalshi Road, , yes,Truck-Motorcycle,Rajshahi
45
+ Four killed as private car hits tree in Pabna,https://www.dhakatribune.com/bangladesh/nation/351116/four-killed-as-private-car-hits-tree-in-pabna,05-07-2024,05-07-2024, 9pm,4, 3, Pabna-Ishwardi highway, Highway, No,Car,Pabna
46
+ Barguna bridge collapse: 6-member probe body formed,https://www.dhakatribune.com/bangladesh/nation/350004/probe-committee-formed-to-investigate-as-bridge,23-06-2024,23-06-2024, 1:30pm,9, 0," Amtali, Barguna", Bridge, No,Microbus-Auto-rickshaw,Barguna
47
+ 9 of a wedding party killed in Barguna bridge collapse,https://www.dhakatribune.com/bangladesh/nation/349937/7-killed-as-microbus-carrying-wedding-party-falls,22-06-2024,22-06-2024, 2pm,9, 0," Amtali, Barguna", Bridge, No,Microbus-Auto-rickshaw,Barguna
48
+ Private car-human hauler collision leaves 2 dead in Tangail,https://www.dhakatribune.com/bangladesh/nation/349857/private-car-human-hauler-collision-leaves-2-dead,21-06-2024,21-06-2024, 9:30,2, 9," Malauri area, Tangail", opposite direction, no,Human hauler-Car,Tangail
49
+ "Two killed, 3 injured in Dhaka road crash",https://www.dhakatribune.com/bangladesh/349637/two-killed-3-injured-in-dhaka-road-crash,18-06-2024,18-06-2024, 1:30,2, 3," Bangabandhu International Conference Center, Dhaka", unknown, no,Car,Dhaka
50
+ "Truck driver killed in road accident in Banani, Dhaka",https://www.prothomalo.com/bangladesh/capital/3v26g4lhju,20-09-2024,19-09-2024,2 o'clock,1,1,Kakali area,side of the road,no,Truck,Sylhet
51
+ "Two passenger buses collide in Chittagong, 12 injured",https://www.prothomalo.com/bangladesh/district/yihg0a0vfh,20-09-2024,20-09-2024, 9 am,0, 2, C&B area of ​​Chittagong city, road, No,Bus-Bus,Chittagong
52
+ "Road accidents in 4 districts: 8 killed, 4 injured in a day",https://www.thedailystar.net/news/bangladesh/accidents-fires/news/road-accidents-4-districts-8-killed-4-injured-day-3707981,21-09-2024,21-09-2024, morning,2, 1, Dhanbari upazila, road, yes,Truck-Easy bike-CNG-run auto-rickshaw-Motorcycle-Tractor-Microbus,Tangail
53
+ 5 killed as pickup hits autorickshaw in Bagerhat,https://www.dhakatribune.com/bangladesh/nation/357791/4-killed-as-pickup-hits-autorickshaw-in-bagerhat,09-09-2024,09-09-2024, Monday morning,5, 0, Khulna-Bagerhat highway, Highway, No,Autorickshaw-Pickup van,Khulna
54
+ 18 killed as bus collides with milk tanker in India,https://www.dhakatribune.com/world/south-asia/351639/18-killed-as-bus-collides-with-milk-tanker-in,10-07-2024,10-07-2024, early on Wednesday,18, 19, Unnao district of Uttar Pradesh state, expressway, no,Bus-Milk Tanker,Foreign
55
+ Bus-covered van collision leaves 4 dead in Bogra,https://www.dhakatribune.com/bangladesh/nation/351483/bus-covered-van-collision-leaves-4-dead-in-bogra,09-07-2024,07-07-2024, 3:40am,4, 7, Bogra, filling station, no,Bus-Covered Van,Bogura
56
+ 8 killed in 2 accidents in Dinajpur,https://www.dhakatribune.com/bangladesh/nation/351127/5-including-child-killed-in-dinajpur-bus-truck,05-07-2024,05-07-2024, Friday morning,6, dozens," Panchbari, Dinajpur Sadar upazila", Regional Highway, No,Truck-Bus-Nasimon-Motorcycle,Dinajpur
57
+ "The driver pushed the pedestrian and dragged him for a kilometer, setting fire to the bus",https://www.prothomalo.com/bangladesh/district/kmiix37dyi,24-09-2024,24-09-2024, 21:00, 1, 1, Dhaka-Mymensingh highway, Highway, Yes,Bus,Gazipur
58
+ 2 killed in separate road accidents in the capital,https://www.prothomalo.com/bangladesh/capital/ejojakvowt,22-09-2024,22-09-2024, 12:15, 1, 1, Kajla in Jatrabari, road, yes,Truck-Truck,Dhaka
59
+ "Truck driver killed in road accident in Banani, Dhaka",https://www.prothomalo.com/bangladesh/capital/3v26g4lhju,20-09-2024,19-09-2024,2 o'clock,1,1,Banani,side of the road,no,Truck,Dhaka
60
+ The imam who was celebrated for 4 decades of imam died in a road accident while going to Makkah to perform Umrah.,https://www.prothomalo.com/bangladesh/district/e8qyyq6qat,20-09-2024,15-09-2024, 9:30 a.m., 1, 0," Makkah, Saudi Arabia", road, yes,Car,Foreign
61
+ Two traders killed in Jhenaidah road accident,https://www.thedailystar.net/news/bangladesh/accidents-fires/news/two-traders-killed-jhenaidah-road-accident-3711171,24-09-2024,24-09-2024, 4:50am, 2, 1, Jhenaidah's Sadar upazila, highway, no,Mini truck-Truck,Jhenaidah
62
+ "1 killed, 8 hurt as truck falls on 2 auto-rickshaws in Karnaphuli bridge area",https://www.thedailystar.net/news/bangladesh/accidents-fires/news/1-killed-8-hurt-truck-falls-2-auto-rickshaws-karnaphuli-bridge-area-3710716,24-09-2024,24-09-2024, 23:00, 1, 8, Karnaphuli Shah Amanat Bridge area, Bridge, No,Truck-CNG-run auto-rickshaws,Chattogram
63
+ "2 killed, 5 injured in bus-tractor collision in Rangpur",https://www.thedailystar.net/news/bangladesh/accidents-fires/news/2-killed-5-injured-bus-tractor-collision-rangpur-3709296,22-09-2024,22-09-2024, 8:30 PM, 2, 5," Mithapukur upazila, Rangpur", Highway, No,Bus-Tractor trolley,Rangpur
64
+ 5 killed as pickup hits autorickshaw in Bagerhat,https://www.dhakatribune.com/bangladesh/nation/357791/4-killed-as-pickup-hits-autorickshaw-in-bagerhat,09-09-2024,09-09-2024, Monday morning, 5, 0, Khulna-Bagerhat highway, Highway, No,Autorickshaw-Pickup van,Jessore
65
+ Four killed in Comilla crash,https://www.dhakatribune.com/bangladesh/nation/357461/four-killed-in-microbus-bus-collision-in-comilla,06-09-2024,06-09-2024, 7am, 4, 2, Dhaka-Chittagong highway, Highway, No,Microbus-Bus,Narayanganj
66
+ Four of a family killed in Sirajganj road accident,https://www.dhakatribune.com/bangladesh/nation/355248/four-of-a-family-killed-in-sirajganj-road-accident,19-08-2024,19-08-2024, 3:30, 4, 1, Hatikumrul-Banpara highway, Highway, No,Truck-Car,Sirajganj
67
+ 3 killed in Narail road accident,https://www.dhakatribune.com/bangladesh/nation/358046/3-dead-1-injured-in-narial-road-accident,11-09-2024,11-09-2024, midnight, 3, 1, Lohagara, highway, yes,Truck,Chattogram