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d0f4ba1
Create project workspace for Traffic Accident Prediction
khalidatdeakin Mar 9, 2026
c8db687
Add project README
khalidatdeakin Mar 14, 2026
1767af1
Week 1: Crash data import and exploration completed
khalidatdeakin Mar 20, 2026
46da4c8
updated notebook
khalidatdeakin Mar 21, 2026
47fcc48
Updated folder structures
khalidatdeakin Mar 21, 2026
97c01b6
Minor updates to notebook
khalidatdeakin Mar 21, 2026
d828f9b
Imported Pedestrian and Bicycle dataset from MOP API and notebook cre…
suba-t24 Mar 24, 2026
e154a2c
Merge pull request #1686 from Chameleon-company/Suba_TARP
suba-t24 Mar 24, 2026
dfafe7e
created outputs folder
khalidatdeakin Mar 25, 2026
b4691c1
data cleaning performed
khalidatdeakin Mar 25, 2026
d0584ea
Raw datasets added
suba-t24 Mar 29, 2026
c6d054b
Cleaned Pedestrian and Bicycle Dataset
suba-t24 Apr 3, 2026
d27db2a
Merge pull request #1724 from Chameleon-company/Suba_TARP
suba-t24 Apr 3, 2026
582c171
Performed EDA on cleaned dataset
khalidatdeakin Apr 3, 2026
aa79001
Made few changes in Data collection & cleaning and EDA completed
suba-t24 Apr 7, 2026
b1389f0
Merge pull request #1761 from Chameleon-company/Suba_TARP
suba-t24 Apr 7, 2026
8545e6b
Feature engineering for crash dataset (Week 4)
khalidatdeakin Apr 10, 2026
f6e0e3e
Week 4: Added feature engineering and saved processed dataset
khalidatdeakin Apr 13, 2026
f7f07b5
Feature Engineering - mobility features
suba-t24 Apr 13, 2026
9130bef
Merge branch 'Khalid_TARP' of https://github.com/Chameleon-company/MO…
suba-t24 Apr 13, 2026
f5b399c
Merge pull request #1774 from Chameleon-company/Suba_TARP
suba-t24 Apr 13, 2026
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472 changes: 472 additions & 0 deletions Playground/KhalidT12026/Traffic_Accident_Prediction/README.md

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column_name,description
ACCIDENT_DATE,Date on which the accident occurred
ACCIDENT_TIME,Time at which the accident occurred
DAY_OF_WEEK,Day of the week of the accident
ACCIDENT_TYPE,"Type of accident (e.g., collision, pedestrian)"
DCA_CODE_DESCRIPTION,Detailed description of crash classification
SEVERITY,Severity level of the accident
LIGHT_CONDITION,Lighting condition at the time of accident
SPEED_ZONE,Speed limit at accident location
ROAD_GEOMETRY,"Road layout type (intersection, curve, etc.)"
ROAD_TYPE,Type/category of road
LGA_NAME,Local Government Area of accident
LATITUDE,Latitude coordinate of accident location
LONGITUDE,Longitude coordinate of accident location
NO_OF_VEHICLES,Number of vehicles involved in the accident
TOTAL_PERSONS,Total number of persons involved
FATALITY,Number of fatalities
SERIOUSINJURY,Number of serious injuries
OTHERINJURY,Number of other (minor) injuries
PEDESTRIAN,Number of pedestrians involved
BICYCLIST,Number of cyclists involved
MOTORCYCLIST,Number of motorcyclists involved

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Original file line number Diff line number Diff line change
@@ -0,0 +1,250 @@
date,bike
2015-01-03,9.0
2015-01-06,6.0
2015-01-09,90.0
2015-01-12,32.0
2015-02-03,17.0
2015-02-06,2.0
2015-02-09,106.0
2015-02-12,69.0
2015-02-24,28.0
2015-02-25,19.0
2015-02-26,13.0
2015-02-27,30.0
2015-02-28,11.0
2015-03-06,8.0
2015-03-09,240.0
2015-03-12,0.0
2015-04-09,184.0
2015-04-18,2.0
2015-04-19,0.0
2015-04-20,2.0
2015-04-21,0.0
2015-04-24,2.0
2015-04-25,0.0
2015-04-26,2.0
2015-05-08,9.0
2015-05-09,100.0
2015-05-10,0.0
2015-05-11,5.0
2015-05-20,17.0
2015-05-21,32.0
2015-05-22,37.0
2015-05-23,21.0
2015-05-24,17.0
2015-05-25,30.0
2015-05-26,45.0
2015-05-28,9.0
2015-05-30,9.0
2015-05-31,2.0
2015-06-09,85.0
2015-06-10,0.0
2015-06-11,7.0
2015-07-08,9.0
2015-07-09,185.0
2015-07-10,0.0
2015-07-11,6.0
2015-07-21,40.0
2015-07-22,103.0
2015-07-23,34.0
2015-07-24,57.0
2015-07-25,28.0
2015-07-26,13.0
2015-07-27,65.0
2015-07-28,3.0
2015-07-29,3.0
2015-08-09,171.0
2015-08-10,0.0
2015-08-11,5.0
2015-08-12,318.0
2015-08-13,51.0
2015-08-14,30.0
2015-08-15,14.0
2015-08-16,17.0
2015-08-17,19.0
2015-08-21,5.0
2015-08-22,2.0
2015-08-23,0.0
2015-08-24,0.0
2015-08-25,1.0
2015-08-26,4.0
2015-08-27,6.0
2015-08-29,15.0
2015-08-30,0.0
2015-08-31,253.0
2015-09-08,7.0
2015-09-09,155.0
2015-09-10,0.0
2015-09-11,14.0
2015-09-12,306.0
2015-09-13,2.0
2015-09-15,29.0
2015-09-17,27.0
2015-09-18,38.0
2015-09-19,3.0
2015-09-20,7.0
2015-10-08,9.0
2015-10-09,1.0
2015-10-10,0.0
2015-10-11,7.0
2015-10-12,137.0
2015-10-19,3.0
2015-10-20,11.0
2015-10-21,42.0
2015-10-22,7.0
2015-10-23,5.0
2015-10-24,1.0
2015-10-25,6.0
2015-10-26,6.0
2015-10-27,11.0
2015-10-28,8.0
2015-10-29,4.0
2015-10-30,8.0
2015-11-08,40.0
2015-11-11,8.0
2015-11-12,128.0
2015-11-24,75.0
2015-11-25,123.0
2015-11-26,194.0
2015-11-27,125.0
2015-11-28,85.0
2015-11-29,43.0
2015-11-30,52.0
2015-12-08,80.0
2015-12-09,1.0
2015-12-12,82.0
2015-12-13,68.0
2015-12-14,192.0
2015-12-15,29.0
2015-12-16,64.0
2015-12-17,18.0
2015-12-18,39.0
2015-12-19,15.0
2015-12-20,2.0
2015-12-21,11.0
2015-12-22,46.0
2016-01-03,2.0
2016-01-05,1.0
2016-01-08,6.0
2016-02-03,10.0
2016-02-05,10.0
2016-02-08,0.0
2016-02-11,0.0
2016-02-18,6.0
2016-02-19,7.0
2016-02-20,4.0
2016-02-21,2.0
2016-02-22,1.0
2016-02-23,7.0
2016-02-24,9.0
2016-02-26,12.0
2016-02-27,1.0
2016-02-28,36.0
2016-02-29,10.0
2016-03-03,51.0
2016-03-05,27.0
2016-03-08,3.0
2016-03-11,18.0
2016-04-03,2.0
2016-04-05,19.0
2016-04-08,3.0
2016-04-11,11.0
2016-04-14,8.0
2016-04-15,11.0
2016-04-16,15.0
2016-04-17,20.0
2016-04-18,3.0
2016-04-19,21.0
2016-04-20,13.0
2016-04-26,0.0
2016-04-27,0.0
2016-04-28,21.0
2016-04-29,5.0
2016-04-30,3.0
2016-05-03,2.0
2016-05-05,8.0
2016-05-08,1.0
2016-05-11,62.0
2016-06-03,3.0
2016-06-05,8.0
2016-06-08,1.0
2016-06-11,23.0
2016-07-03,7.0
2016-07-05,2.0
2016-07-08,3.0
2016-07-11,19.0
2016-07-14,2.0
2016-07-15,0.0
2016-07-16,0.0
2016-07-17,0.0
2016-07-30,0.0
2016-07-31,0.0
2016-08-03,6.0
2016-08-05,1.0
2016-08-08,8.0
2016-08-11,77.0
2016-08-13,2.0
2016-08-14,4.0
2016-08-15,6.0
2016-08-16,7.0
2016-09-05,7.0
2016-09-08,4.0
2016-09-11,0.0
2016-10-08,15.0
2016-10-11,1.0
2016-10-13,9.0
2016-10-14,45.0
2016-10-15,35.0
2016-10-16,12.0
2016-10-17,5.0
2016-10-18,0.0
2016-11-07,1.0
2016-11-08,6.0
2016-12-07,2.0
2016-12-08,11.0
2016-12-10,6.0
2016-12-15,1.0
2016-12-16,56.0
2016-12-17,1.0
2016-12-18,13.0
2016-12-19,5.0
2016-12-20,7.0
2016-12-21,8.0
2017-01-03,52.0
2017-01-05,0.0
2017-02-03,54.0
2017-02-14,7.0
2017-02-15,6.0
2017-02-16,19.0
2017-02-17,6.0
2017-02-18,7.0
2017-02-19,1.0
2017-02-20,2.0
2017-02-28,40.0
2017-03-14,4.0
2017-03-15,9.0
2017-03-16,0.0
2017-03-17,15.0
2017-03-18,15.0
2017-03-19,3.0
2017-03-20,11.0
2017-03-25,0.0
2017-03-26,0.0
2017-03-28,0.0
2017-03-30,0.0
2017-03-31,0.0
2017-04-02,4.0
2017-04-25,0.0
2017-04-26,0.0
2017-04-27,1.0
2017-04-28,2.0
2017-04-29,1.0
2017-04-30,3.0
2017-05-02,10.0
2017-05-03,59.0
2017-06-02,15.0
2017-06-03,16.0
2017-07-02,29.0
2017-08-02,35.0
2017-09-02,15.0
2017-10-02,19.0
Original file line number Diff line number Diff line change
@@ -0,0 +1,25 @@
hour,bike
0,47.0
1,57.0
2,22.0
3,47.0
4,37.0
5,55.0
6,458.0
7,511.0
8,922.0
9,464.0
10,284.0
11,337.0
12,227.0
13,209.0
14,309.0
15,262.0
16,360.0
17,467.0
18,511.0
19,294.0
20,243.0
21,160.0
22,96.0
23,89.0
Original file line number Diff line number Diff line change
@@ -0,0 +1,8 @@
day_of_week,bike
Monday,1261.0
Tuesday,707.0
Wednesday,1094.0
Thursday,1195.0
Friday,772.0
Saturday,895.0
Sunday,544.0
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