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make
string
model
string
variant
string
battery_capacity_kWh
float64
battery_capacity_kWh_new
float64
motor_power_kW
int64
vehicle_weight_kg
int64
drag_coefficient_Cd
float64
frontal_area_m2
float64
rolling_resistance_Cr
float64
motor_efficiency_pct
int64
ARAI_certified_range_km
int64
avg_driving_speed_kmh
float64
ambient_temperature_C
float64
ac_usage
int64
terrain_type
int64
traffic_condition
int64
driving_style
int64
passengers
int64
battery_age_years
float64
tyre_pressure_deviation_psi
int64
city_road_type
string
energy_consumption_kWh_per_km
float64
real_world_range_km
float64
price_lakh_INR
float64
Tata
Nexon EV
Long Range
35.3
40.5
105
1,610
0.34
2.4
0.0122
91
465
27
45.2
1
0
2
0
1
4.3
-2
Delhi
0.2504
141
17.5
Tata
Nexon EV
Long Range
40.5
40.5
105
1,610
0.34
2.4
0.012
91
465
15
36.7
0
0
2
1
3
0
0
Delhi
0.1198
338
17.5
Tata
Nexon EV
Long Range
39.3
40.5
105
1,610
0.34
2.4
0.0122
91
465
20.8
32.6
1
0
1
1
3
1
-2
Delhi
0.1254
313.4
17.5
Tata
Nexon EV
Long Range
39
40.5
105
1,610
0.34
2.4
0.012
91
465
33.8
26.7
0
0
0
1
1
1.2
0
Delhi
0.0883
441.75
17.5
Tata
Nexon EV
Long Range
37.9
40.5
105
1,610
0.34
2.4
0.012
91
465
18.5
32.6
1
0
2
0
3
2.1
0
Delhi
0.196
193.4
17.5
Tata
Nexon EV
Long Range
38.8
40.5
105
1,610
0.34
2.4
0.0126
91
465
18.9
44.1
1
0
0
1
2
1.4
-5
Delhi
0.1384
280.4
17.5
Tata
Nexon EV
Long Range
37.9
40.5
105
1,610
0.34
2.4
0.012
91
465
20.5
45.7
1
0
2
0
1
2.1
0
Delhi
0.2658
142.6
17.5
Tata
Nexon EV
Long Range
38.4
40.5
105
1,610
0.34
2.4
0.012
91
465
22.2
38.5
1
0
0
2
3
1.7
0
Delhi
0.1164
329.8
17.5
Tata
Nexon EV
Long Range
34.5
40.5
105
1,610
0.34
2.4
0.0126
91
465
26.8
34.7
1
0
2
1
2
4.9
-5
Delhi
0.1774
194.5
17.5
Tata
Nexon EV
Long Range
36.6
40.5
105
1,610
0.34
2.4
0.012
91
465
23.6
28.3
1
0
2
0
1
3.2
0
Delhi
0.1426
256.7
17.5
Tata
Nexon EV
Long Range
36.9
40.5
105
1,610
0.34
2.4
0.0126
91
465
27.1
35.7
0
0
1
0
4
3
-5
Delhi
0.0835
441.75
17.5
Tata
Nexon EV
Long Range
35
40.5
105
1,610
0.34
2.4
0.012
91
465
27.9
22.4
0
0
2
0
2
4.5
0
Mumbai
0.1036
337.7
17.5
Tata
Nexon EV
Long Range
39.2
40.5
105
1,610
0.34
2.4
0.012
91
465
27.5
26.5
1
0
2
1
2
1.1
0
Mumbai
0.166
236.2
17.5
Tata
Nexon EV
Long Range
36.2
40.5
105
1,610
0.34
2.4
0.0126
91
465
19.3
22.4
1
0
2
1
1
3.5
-5
Mumbai
0.1423
254.4
17.5
Tata
Nexon EV
Long Range
35
40.5
105
1,610
0.34
2.4
0.012
91
465
23
23.7
0
0
0
0
1
4.5
0
Mumbai
0.0792
441.75
17.5
Tata
Nexon EV
Long Range
37.6
40.5
105
1,610
0.34
2.4
0.0122
91
465
13.5
29.1
0
0
2
0
4
2.4
2
Mumbai
0.1073
350.5
17.5
Tata
Nexon EV
Long Range
36.9
40.5
105
1,610
0.34
2.4
0.0126
91
465
27
28.7
0
0
0
0
1
3
-5
Mumbai
0.0835
441.75
17.5
Tata
Nexon EV
Long Range
36.4
40.5
105
1,610
0.34
2.4
0.0126
91
465
28.9
25
0
0
0
1
4
3.4
-5
Mumbai
0.0824
441.75
17.5
Tata
Nexon EV
Long Range
37.3
40.5
105
1,610
0.34
2.4
0.012
91
465
16.6
36.5
0
0
2
2
2
2.6
0
Mumbai
0.1339
278.5
17.5
Tata
Nexon EV
Long Range
38.1
40.5
105
1,610
0.34
2.4
0.013
91
465
17
35.7
0
0
1
2
4
2
-8
Mumbai
0.0891
427.5
17.5
Tata
Nexon EV
Long Range
34.5
40.5
105
1,610
0.34
2.4
0.012
91
465
24
36.7
0
0
2
1
4
4.9
0
Mumbai
0.1136
303.8
17.5
Tata
Nexon EV
Long Range
36.6
40.5
105
1,610
0.34
2.4
0.0126
91
465
24.8
31
1
0
1
1
3
3.2
-5
Mumbai
0.1188
308
17.5
Tata
Nexon EV
Long Range
37.6
40.5
105
1,610
0.34
2.4
0.013
91
465
27.7
27.5
0
1
2
1
5
2.4
-8
Bangalore
0.3672
102.4
17.5
Tata
Nexon EV
Long Range
36.6
40.5
105
1,610
0.34
2.4
0.012
91
465
18.9
28.3
0
1
1
1
1
3.2
0
Bangalore
0.1738
210.6
17.5
Tata
Nexon EV
Long Range
37.1
40.5
105
1,610
0.34
2.4
0.0122
91
465
32.7
25.8
0
1
1
2
2
2.8
-2
Bangalore
0.2313
160.4
17.5
Tata
Nexon EV
Long Range
34.8
40.5
105
1,610
0.34
2.4
0.012
91
465
24.7
19.4
0
1
1
1
4
4.7
0
Bangalore
0.217
160.4
17.5
Tata
Nexon EV
Long Range
36.2
40.5
105
1,610
0.34
2.4
0.0126
91
465
17.8
29.1
0
1
2
2
3
3.5
-5
Bangalore
0.4294
84.3
17.5
Tata
Nexon EV
Long Range
39.3
40.5
105
1,610
0.34
2.4
0.012
91
465
27.2
24.7
1
1
1
0
3
1
0
Bangalore
0.1884
208.6
17.5
Tata
Nexon EV
Long Range
40.3
40.5
105
1,610
0.34
2.4
0.0122
91
465
21.8
33.3
1
1
2
0
2
0.2
-2
Bangalore
0.3745
107.6
17.5
Tata
Nexon EV
Long Range
39.2
40.5
105
1,610
0.34
2.4
0.0122
91
465
22.2
15.9
0
1
2
1
3
1.1
-2
Bangalore
0.3289
119.2
17.5
Tata
Nexon EV
Long Range
36.1
40.5
105
1,610
0.34
2.4
0.012
91
465
29
25.9
1
0
2
0
5
3.6
0
Chennai
0.1587
227.5
17.5
Tata
Nexon EV
Long Range
39.5
40.5
105
1,610
0.34
2.4
0.012
91
465
31.7
22.5
0
0
2
1
1
0.8
0
Chennai
0.1175
336.2
17.5
Tata
Nexon EV
Long Range
36
40.5
105
1,610
0.34
2.4
0.012
91
465
27.8
25.7
0
0
2
1
2
3.7
0
Chennai
0.1101
326.9
17.5
Tata
Nexon EV
Long Range
37.6
40.5
105
1,610
0.34
2.4
0.012
91
465
15.9
22.3
1
0
1
2
3
2.4
0
Chennai
0.1077
349
17.5
Tata
Nexon EV
Long Range
35.2
40.5
105
1,610
0.34
2.4
0.012
91
465
24.3
38.1
0
0
1
0
4
4.4
0
Chennai
0.0797
441.75
17.5
Tata
Nexon EV
Long Range
37
40.5
105
1,610
0.34
2.4
0.013
91
465
18.3
39.1
1
0
2
1
1
2.9
-8
Chennai
0.2345
157.8
17.5
Tata
Nexon EV
Long Range
35.5
40.5
105
1,610
0.34
2.4
0.0126
91
465
17.6
35.5
0
0
2
2
3
4.1
-5
Chennai
0.1419
250.2
17.5
Tata
Nexon EV
Long Range
39.8
40.5
105
1,610
0.34
2.4
0.0126
91
465
31.9
23.4
1
0
1
2
1
0.6
-5
Chennai
0.0975
408.3
17.5
Tata
Nexon EV
Long Range
37.1
40.5
105
1,610
0.34
2.4
0.0122
91
465
23.4
40.7
0
0
0
1
2
2.8
-2
Chennai
0.084
441.75
17.5
Tata
Nexon EV
Long Range
35.9
40.5
105
1,610
0.34
2.4
0.012
91
465
33.6
37.5
0
0
1
1
3
3.8
0
Chennai
0.0813
441.75
17.5
Tata
Nexon EV
Long Range
34.7
40.5
105
1,610
0.34
2.4
0.0126
91
465
22.8
32.7
1
0
2
0
1
4.8
-5
Chennai
0.1754
197.8
17.5
Tata
Nexon EV
Long Range
36.4
40.5
105
1,610
0.34
2.4
0.0126
91
465
27.6
41
1
0
2
1
2
3.4
-5
Chennai
0.2661
136.8
17.5
Tata
Nexon EV
Long Range
37.2
40.5
105
1,610
0.34
2.4
0.0126
91
465
39.4
15.2
0
1
2
0
3
2.7
-5
Pune
0.3103
119.9
17.5
Tata
Nexon EV
Long Range
36.2
40.5
105
1,610
0.34
2.4
0.012
91
465
19.9
29.3
0
1
0
0
4
3.5
0
Pune
0.143
253.1
17.5
Tata
Nexon EV
Long Range
36.9
40.5
105
1,610
0.34
2.4
0.012
91
465
37
18.5
0
1
2
0
4
3
0
Pune
0.3621
101.9
17.5
Tata
Nexon EV
Long Range
37
40.5
105
1,610
0.34
2.4
0.0126
91
465
25.3
31.7
0
1
1
1
2
2.9
-5
Pune
0.1988
186.1
17.5
Tata
Nexon EV
Long Range
38.8
40.5
105
1,610
0.34
2.4
0.013
91
465
34.4
15.3
0
1
2
2
2
1.4
-8
Pune
0.3609
107.5
17.5
Tata
Nexon EV
Long Range
38.9
40.5
105
1,610
0.34
2.4
0.0126
91
465
25.1
39.4
1
1
2
2
4
1.3
-5
Pune
0.5293
73.5
17.5
Tata
Nexon EV
Long Range
36
40.5
105
1,610
0.34
2.4
0.013
91
465
24.5
16.7
0
1
1
1
2
3.7
-8
Pune
0.1775
202.8
17.5
Tata
Nexon EV
Long Range
34.5
40.5
105
1,610
0.34
2.4
0.0122
91
465
28.2
19.8
0
1
0
1
1
4.9
2
Pune
0.1439
239.7
17.5
Tata
Nexon EV
Long Range
34.8
40.5
105
1,610
0.34
2.4
0.0126
91
465
28.7
23.7
0
0
2
2
4
4.7
-5
Hyderabad
0.1505
231.3
17.5
Tata
Nexon EV
Long Range
36
40.5
105
1,610
0.34
2.4
0.012
91
465
30.6
19.6
0
0
1
2
2
3.7
0
Hyderabad
0.0815
441.75
17.5
Tata
Nexon EV
Long Range
36.2
40.5
105
1,610
0.34
2.4
0.0122
91
465
15.7
30.9
1
0
0
0
1
3.5
-2
Hyderabad
0.094
385.3
17.5
Tata
Nexon EV
Long Range
34.7
40.5
105
1,610
0.34
2.4
0.0122
91
465
32
36.5
1
0
2
1
1
4.8
-2
Hyderabad
0.1982
175.1
17.5
Tata
Nexon EV
Long Range
35.8
40.5
105
1,610
0.34
2.4
0.0122
91
465
22.2
33.8
1
0
2
1
2
3.9
-2
Hyderabad
0.2077
172.4
17.5
Tata
Nexon EV
Long Range
34.5
40.5
105
1,610
0.34
2.4
0.0122
91
465
27.8
26.8
0
0
2
2
3
4.9
-2
Hyderabad
0.1249
276.3
17.5
Tata
Nexon EV
Long Range
38.1
40.5
105
1,610
0.34
2.4
0.0122
91
465
33.1
26
0
0
1
1
3
2
-2
Hyderabad
0.0862
441.75
17.5
Tata
Nexon EV
Long Range
39
40.5
105
1,610
0.34
2.4
0.012
91
465
34.6
22.2
0
0
1
1
3
1.2
0
Hyderabad
0.0883
441.75
17.5
Tata
Nexon EV
Long Range
36.5
40.5
105
1,610
0.34
2.4
0.012
91
465
14.9
16.2
0
0
2
2
2
3.3
0
Kolkata
0.1375
265.4
17.5
Tata
Nexon EV
Long Range
39.8
40.5
105
1,610
0.34
2.4
0.012
91
465
20.8
22.4
0
0
0
1
4
0.6
0
Kolkata
0.0901
441.75
17.5
Tata
Nexon EV
Long Range
40.1
40.5
105
1,610
0.34
2.4
0.012
91
465
22
13.2
1
0
2
2
4
0.3
0
Kolkata
0.175
229.1
17.5
Tata
Nexon EV
Long Range
36.1
40.5
105
1,610
0.34
2.4
0.012
91
465
26.8
41.6
1
0
2
1
2
3.6
0
Kolkata
0.272
132.7
17.5
Tata
Nexon EV
Long Range
38.1
40.5
105
1,610
0.34
2.4
0.012
91
465
24
32.6
1
0
2
2
2
2
0
Kolkata
0.2216
171.9
17.5
Tata
Nexon EV
Long Range
38.3
40.5
105
1,610
0.34
2.4
0.0122
91
465
20.6
37.2
1
0
0
1
2
1.8
-2
Kolkata
0.1165
328.7
17.5
Tata
Nexon EV
Long Range
38.8
40.5
105
1,610
0.34
2.4
0.012
91
465
21.4
14.6
0
0
2
1
1
1.4
0
Kolkata
0.1299
298.8
17.5
Tata
Nexon EV
Long Range
37.6
40.5
105
1,610
0.34
2.4
0.013
91
465
26.9
26.9
1
0
1
0
2
2.4
-8
Kolkata
0.089
422.4
17.5
Tata
Nexon EV
Long Range
39.8
40.5
105
1,610
0.34
2.4
0.012
91
465
13.3
17.2
0
0
2
1
5
0.6
0
Kolkata
0.1305
304.9
17.5
Tata
Nexon EV
Long Range
39.3
40.5
105
1,610
0.34
2.4
0.0122
91
465
23.5
33.7
0
0
2
1
4
1
2
Kolkata
0.1213
323.9
17.5
Tata
Nexon EV
Long Range
37.5
40.5
105
1,610
0.34
2.4
0.013
91
465
85.9
21
0
0
1
1
1
2.5
-8
Highway_NH
0.1405
266.9
17.5
Tata
Nexon EV
Long Range
38.9
40.5
105
1,610
0.34
2.4
0.0126
91
465
71.9
25.1
0
0
0
1
4
1.3
-5
Highway_NH
0.0881
441.75
17.5
Tata
Nexon EV
Long Range
36
40.5
105
1,610
0.34
2.4
0.0122
91
465
88.2
18.5
0
0
0
0
4
3.7
-2
Highway_NH
0.0949
379.4
17.5
Tata
Nexon EV
Long Range
39.5
40.5
105
1,610
0.34
2.4
0.0126
91
465
74.2
32.2
0
0
1
0
1
0.8
-5
Highway_NH
0.1046
377.8
17.5
Tata
Nexon EV
Long Range
38.2
40.5
105
1,610
0.34
2.4
0.0122
91
465
96.3
30.7
0
0
0
2
2
1.9
-2
Highway_NH
0.1485
257.3
17.5
Tata
Nexon EV
Long Range
37.2
40.5
105
1,610
0.34
2.4
0.0122
91
465
81.7
32.3
0
0
0
0
1
2.7
-2
Highway_NH
0.0842
441.75
17.5
Tata
Nexon EV
Long Range
35
40.5
105
1,610
0.34
2.4
0.0126
91
465
74.2
33.8
0
0
0
1
2
4.5
-5
Highway_NH
0.0839
417.3
17.5
Tata
Nexon EV
Long Range
39.9
40.5
105
1,610
0.34
2.4
0.0122
91
465
76.1
38.4
0
0
0
1
3
0.5
-2
Highway_NH
0.0903
441.75
17.5
Tata
Nexon EV
Long Range
36.1
40.5
105
1,610
0.34
2.4
0.0126
91
465
81.9
40.4
0
0
0
0
1
3.6
-5
Highway_NH
0.0864
417.8
17.5
Tata
Nexon EV
Long Range
37.9
40.5
105
1,610
0.34
2.4
0.012
91
465
94.8
36.5
0
0
1
1
1
2.1
0
Highway_NH
0.1349
280.9
17.5
Tata
Nexon EV
Long Range
39.9
40.5
105
1,610
0.34
2.4
0.013
91
465
84
42.4
1
0
0
1
2
0.5
-8
Expressway
0.126
316.7
17.5
Tata
Nexon EV
Long Range
34.9
40.5
105
1,610
0.34
2.4
0.0122
91
465
104.3
19.6
0
0
0
1
4
4.6
-2
Expressway
0.127
274.8
17.5
Tata
Nexon EV
Long Range
39.2
40.5
105
1,610
0.34
2.4
0.0122
91
465
87.5
22.1
0
0
0
1
2
1.1
-2
Expressway
0.1032
379.9
17.5
Tata
Nexon EV
Long Range
38.4
40.5
105
1,610
0.34
2.4
0.012
91
465
93.3
39.1
1
0
0
1
4
1.7
0
Expressway
0.1277
300.7
17.5
Tata
Nexon EV
Long Range
39.5
40.5
105
1,610
0.34
2.4
0.012
91
465
81.3
42.6
0
0
0
0
2
0.8
0
Expressway
0.0894
441.75
17.5
Tata
Nexon EV
Long Range
37.9
40.5
105
1,610
0.34
2.4
0.012
91
465
106.5
34
1
0
0
2
1
2.1
0
Expressway
0.1707
222
17.5
Tata
Nexon EV
Long Range
39.3
40.5
105
1,610
0.34
2.4
0.012
91
465
82.7
30.1
0
0
0
0
4
1
0
Expressway
0.089
441.75
17.5
Tata
Nexon EV
Long Range
37.5
40.5
105
1,610
0.34
2.4
0.0126
91
465
108.6
32.6
0
0
0
1
2
2.5
-5
Expressway
0.1361
275.5
17.5
Tata
Nexon EV
Long Range
38.1
40.5
105
1,610
0.34
2.4
0.012
91
465
117.8
20.5
0
0
1
1
3
2
0
Expressway
0.191
199.5
17.5
Tata
Nexon EV
Long Range
35.2
40.5
105
1,610
0.34
2.4
0.0122
91
465
100.2
22.6
0
0
0
1
2
4.4
-2
Expressway
0.1338
263.1
17.5
Tata
Nexon EV
Long Range
36.5
40.5
105
1,610
0.34
2.4
0.012
91
465
108.9
18
0
0
0
2
2
3.3
0
Expressway
0.1569
232.6
17.5
Tata
Nexon EV
Long Range
35
40.5
105
1,610
0.34
2.4
0.0126
91
465
20.5
7.1
0
2
0
1
2
4.5
-5
Hill_Station
0.3518
99.5
17.5
Tata
Nexon EV
Long Range
35.8
40.5
105
1,610
0.34
2.4
0.012
91
465
27.3
13.4
1
2
2
2
2
3.9
0
Hill_Station
0.7699
46.5
17.5
Tata
Nexon EV
Long Range
36
40.5
105
1,610
0.34
2.4
0.0126
91
465
29.4
19.1
0
2
2
1
2
3.7
-5
Hill_Station
0.6569
54.8
17.5
Tata
Nexon EV
Long Range
38.8
40.5
105
1,610
0.34
2.4
0.012
91
465
36.7
11.4
0
2
0
1
1
1.4
0
Hill_Station
0.2906
133.5
17.5
Tata
Nexon EV
Long Range
39.6
40.5
105
1,610
0.34
2.4
0.012
91
465
28.1
17.5
0
2
0
1
1
0.7
0
Hill_Station
0.2823
140.3
17.5
Tata
Nexon EV
Long Range
37.9
40.5
105
1,610
0.34
2.4
0.012
91
465
32
26.8
0
2
1
0
4
2.1
0
Hill_Station
0.4023
94.2
17.5
Tata
Nexon EV
Long Range
38.7
40.5
105
1,610
0.34
2.4
0.0122
91
465
27.8
20.1
0
2
0
1
3
1.5
-2
Hill_Station
0.3069
126.1
17.5
Tata
Nexon EV
Long Range
39.5
40.5
105
1,610
0.34
2.4
0.0126
91
465
22.7
14.9
0
2
2
1
2
0.8
-5
Hill_Station
0.6361
62.1
17.5
Tata
Nexon EV
Long Range
36.4
40.5
105
1,610
0.34
2.4
0.0122
91
465
22.1
13.4
1
2
2
1
2
3.4
-2
Hill_Station
0.749
48.6
17.5
Tata
Nexon EV
Long Range
39.9
40.5
105
1,610
0.34
2.4
0.013
91
465
50.8
38.7
1
0
1
1
2
0.5
-8
Rural_Road
0.1228
325
17.5
Tata
Nexon EV
Long Range
36.2
40.5
105
1,610
0.34
2.4
0.0126
91
465
56.2
16.5
0
0
0
2
3
3.5
-5
Rural_Road
0.0819
441.75
17.5
End of preview. Expand in Data Studio

🔋 India EV Real-World Range Dataset

A comprehensive dataset of 7,291 data points covering 61 Indian 4-wheeler EV variants from 18 manufacturers across 12 Indian driving scenarios.

Dataset Description

This dataset was built to predict the real-world driving range of Electric Vehicles under Indian conditions. It combines:

  1. Real EV specifications from all major EVs sold in India (Tata, Mahindra, Hyundai, MG, Kia, BYD, BMW, Mercedes, etc.)
  2. Physics-based energy modeling using vehicle dynamics equations
  3. India-specific driving scenarios (Delhi summer, Mumbai traffic, Ghat roads, Expressways, etc.)

Features (25 columns)

Vehicle Specifications

Column Description Range
battery_capacity_kWh Usable battery capacity (accounting for age) 14-108 kWh
motor_power_kW Motor peak power 30-440 kW
vehicle_weight_kg Kerb weight 840-2975 kg
drag_coefficient_Cd Aerodynamic drag 0.20-0.35
frontal_area_m2 Vehicle frontal area 1.8-2.85 m²
rolling_resistance_Cr Tyre rolling resistance 0.009-0.013
motor_efficiency_pct Motor+drivetrain efficiency 88-95%
ARAI_certified_range_km Official ARAI range 230-857 km

Driving Conditions

Column Description Values
avg_driving_speed_kmh Average speed 10-130 km/h
ambient_temperature_C Temperature 5-50°C
ac_usage Air conditioning 0=Off, 1=On
terrain_type Road terrain 0=Flat, 1=Mild Hills, 2=Hilly
traffic_condition Traffic 0=Free, 1=Moderate, 2=Heavy
driving_style Driver behavior 0=Eco, 1=Normal, 2=Sport
passengers Number of passengers 1-5
battery_age_years Battery age 0-5 years
tyre_pressure_deviation_psi Tyre pressure from optimal -8 to +2 PSI

Target

Column Description
real_world_range_km Predicted real-world range

Indian Driving Scenarios

Delhi, Mumbai, Bangalore, Chennai, Pune, Hyderabad, Kolkata, National Highway, Expressway, Hill Station, Rural Road, Ghat Road

Vehicle Makes (18)

Tata, Mahindra, MG, Hyundai, Kia, BYD, BMW, Mercedes, Audi, Volvo, Porsche, Jaguar, Citroen, Maruti Suzuki, Toyota, Rolls-Royce, Mini, Smart

Usage

from datasets import load_dataset
ds = load_dataset("SohamThakkar-07/india-ev-range-dataset")

License

MIT

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