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pick green rice chip bag from bottom drawer and place on counter
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pick green rice chip bag from bottom drawer and place on counter
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pick green rice chip bag from bottom drawer and place on counter
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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1
3
0
3
0
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0
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0
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0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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1.333333
4
0
4
0
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0
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0
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0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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1.666667
5
0
5
0
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[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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0
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0
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0
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0
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[ 0.10431870818138123, 0.08139408379793167, 0.48525986075401306, 0.11243889480829239, -0.6419028043746948, 0.7563989758491516, 0.05638108029961586 ]
[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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[ 0.19292521476745605, 3.6837265491485596, 4.836127758026123, 0.7177680134773254, -2.492795705795288, 2.4806735515594482, 0 ]
[ 0.10434296727180481, 0.08145086467266083, 0.4852394759654999, 0.11210928112268448, -0.6418493986129761, 0.7565322518348694, 0.05585500970482826 ]
[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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pick green rice chip bag from bottom drawer and place on counter
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[ -0.26563453674316406, 0.09959984570741653, 0.4276117980480194, 1.5347741842269897, 0.17489682137966156, 1.3834761381149292, -1.2712293863296509, 0 ]
[ 0.40432116389274597, -0.21860754489898682, 0.7852608561515808, 0.11242887377738953, -0.6418841481208801, 0.7564181089401245, 0.056356847286224365 ]
2
6
0
6
0
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[ 0.09318302571773529, 0.08473437279462814, 0.4205433428287506, 0.10846729576587677, -0.6222653985023499, 0.7665966153144836, 0.11554308980703354 ]
[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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0
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pick green rice chip bag from bottom drawer and place on counter
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2.333333
7
0
7
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pick green rice chip bag from bottom drawer and place on counter
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2.666667
8
0
8
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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3
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0
9
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0
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0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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[ 0.3873586654663086, -0.2030278742313385, 0.5577555894851685, 0.11421675235033035, -0.5927192568778992, 0.7776549458503723, 0.17575886845588684 ]
3.333333
10
0
10
0
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[ 0.08730114996433258, 0.09803754091262817, 0.25435060262680054, 0.11145001649856567, -0.5926452279090881, 0.7776585817337036, 0.17775720357894897 ]
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0
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pick green rice chip bag from bottom drawer and place on counter
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3.666667
11
0
11
0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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4
12
0
12
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0
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0
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0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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4.333333
13
0
13
0
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0
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0
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0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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4.666667
14
0
14
0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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5
15
0
15
0
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0
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0
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0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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5.333333
16
0
16
0
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0
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0
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0
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0
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0
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[ 0.12166371941566467, 0.11898929625749588, 0.036351729184389114, 0.1760508269071579, -0.5292616486549377, 0.7777291536331177, 0.2898717522621155 ]
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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5.666667
17
0
17
0
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0
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0
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0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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6
18
0
18
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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6.333333
19
0
19
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0
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0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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6.666667
20
0
20
0
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0
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0
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0
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0
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0
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[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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0
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pick green rice chip bag from bottom drawer and place on counter
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7
21
0
21
0
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0
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0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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7.333333
22
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pick green rice chip bag from bottom drawer and place on counter
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7.666667
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0
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pick green rice chip bag from bottom drawer and place on counter
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8
24
0
24
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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8.333333
25
0
25
0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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8.666667
26
0
26
0
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0
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0
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0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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9
27
0
27
0
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0
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0
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[ -0.125, 0.375, -0.125 ]
0
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0
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0
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[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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0
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pick green rice chip bag from bottom drawer and place on counter
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9.333333
28
0
28
0
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[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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0
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[ 0.3882852792739868, 0.30120059847831726, 0.014781508594751358, 0.3057023584842682, -0.5915290713310242, 0.7054267525672913, 0.24292491376399994 ]
[ -0.125, 0.375, -0.125 ]
0
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0
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[ 0.5124077200889587, 0.5269049406051636, -0.16086448729038239, 0.3203013241291046, -0.5895653367042542, 0.7092042565345764, 0.21644648909568787 ]
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0
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[ 0.21241861581802368, 0.22690574824810028, -0.1608603149652481, 0.32013562321662903, -0.5894840955734253, 0.7092716097831726, 0.21669219434261322 ]
[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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[ -0.6173956394195557, 1.3786673545837402, 5.583228588104248, -1.9413057565689087, -2.13019061088562, 4.556882381439209, 0.6417391300201416 ]
[ 0.21243692934513092, 0.22691918909549713, -0.16087184846401215, 0.31984126567840576, -0.5895498394966125, 0.7093466520309448, 0.2167023867368698 ]
[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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pick green rice chip bag from bottom drawer and place on counter
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9.666667
29
0
29
0
[ 2.028209924697876, -3.787264585494995, -1.678214430809021, 1.5694478750228882, -1.5716021060943604, 0.961307942867279, -0.9269904494285583, 0.8746584057807922 ]
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[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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0
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pick green rice chip bag from bottom drawer and place on counter
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10
30
0
30
0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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10.333333
31
0
31
0
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0
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0
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0
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0
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0
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0
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0
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pick green rice chip bag from bottom drawer and place on counter
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10.666667
32
0
32
0
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[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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0
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0
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0
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0
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[ 0.19745653867721558, 0.2235342562198639, -0.10590121895074844, 0.3323573172092438, -0.6159036755561829, 0.6672401428222656, 0.254935085773468 ]
[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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[ 0.19748012721538544, 0.22354315221309662, -0.10591353476047516, 0.3320693373680115, -0.6159900426864624, 0.6672458648681641, 0.2550866901874542 ]
[ -0.30000001192092896, 0.30000001192092896, -0.30000001192092896 ]
0
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pick green rice chip bag from bottom drawer and place on counter
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[ 0.497446209192276, -0.07645925134420395, 0.19409070909023285, 0.33247262239456177, -0.6158914566040039, 0.6673253178596497, 0.2545909285545349 ]
11
33
0
33
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pick green rice chip bag from bottom drawer and place on counter
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pick green rice chip bag from bottom drawer and place on counter
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End of preview. Expand in Data Studio

fractal20220817_data_train_65000_70000_augmented

Overview

  • Codebase version: v3.0
  • Robots: images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e, xarm7
  • FPS: 3
  • Episodes: 5,000
  • Frames: 216,614
  • Splits:
    • train: 0:5000

Data Layout

data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4

Features

Feature dtype shape description
observation.images.image video 256×320×3 Source robot's image from original dataset
observation.images.jaco video 256×320×3 Augmented image for jaco robot
observation.images.kinova3 video 256×320×3 Augmented image for kinova3 robot
observation.images.kuka_iiwa video 256×320×3 Augmented image for kuka_iiwa robot
observation.images.panda video 256×320×3 Augmented image for panda robot
observation.images.sawyer video 256×320×3 Augmented image for sawyer robot
observation.images.ur5e video 256×320×3 Augmented image for ur5e robot
observation.images.xarm7 video 256×320×3 Augmented image for xarm7 robot
episode_index int64 1 Index of the current episode within the dataset.
frame_index int64 1 Index of the current frame within its episode.
index int64 1 Global frame index across the whole dataset.
natural_language_instruction string 1 Natural language command describing the task
observation.ee_pose float32 7 Source robot's eef position
observation.jaco.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.jaco.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.jaco.ee_error float32 7 The eef difference between the augmented jaco robot and the original robot
observation.jaco.ee_pose float32 7 The eef position of jaco robot
observation.jaco.joints float32 7 The joint position of jaco robot
observation.joints float32 8 Joint angle of source robot
observation.kinova3.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.kinova3.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.kinova3.ee_error float32 7 The eef difference between the augmented kinova3 robot and the original robot
observation.kinova3.ee_pose float32 7 The eef position of kinova3 robot
observation.kinova3.joints float32 8 The joint position of kinova3 robot
observation.kuka_iiwa.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.kuka_iiwa.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.kuka_iiwa.ee_error float32 7 The eef difference between the augmented kuka_iiwa robot and the original robot
observation.kuka_iiwa.ee_pose float32 7 The eef position of kuka_iiwa robot
observation.kuka_iiwa.joints float32 8 The joint position of kuka_iiwa robot
observation.panda.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.panda.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.panda.ee_error float32 7 The eef difference between the augmented panda robot and the original robot
observation.panda.ee_pose float32 7 The eef position of panda robot
observation.panda.joints float32 8 The joint position of panda robot
observation.sawyer.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.sawyer.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.sawyer.ee_error float32 7 The eef difference between the augmented sawyer robot and the original robot
observation.sawyer.ee_pose float32 7 The eef position of sawyer robot
observation.sawyer.joints float32 8 The joint position of sawyer robot
observation.state float32 7 Copy of the state field in source robot's RLDS dataset
observation.ur5e.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.ur5e.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.ur5e.ee_error float32 7 The eef difference between the augmented ur5e robot and the original robot
observation.ur5e.ee_pose float32 7 The eef position of ur5e robot
observation.ur5e.joints float32 7 The joint position of ur5e robot
observation.xarm7.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.xarm7.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.xarm7.ee_error float32 7 The eef difference between the augmented xarm7 robot and the original robot
observation.xarm7.ee_pose float32 7 The eef position of xarm7 robot
observation.xarm7.joints float32 8 The joint position of xarm7 robot
task_index int64 1 Integer ID of the high-level task this episode/frame belongs to.
timestamp float32 1 Time stamp of the current frame within the episode (in second).

Website

Paper

Citation Policy

If you use OXE-AugE datasets, please cite both our dataset and the upstream datasets.

Upstream Dataset Citation (original dataset)

@misc{googleblog_rt1_2022,
  author       = {Keerthana Gopalakrishnan and Kanishka Rao},
  title        = {RT-1: Robotics Transformer for real-world control at scale},
  howpublished = {Google Research Blog},
  year         = {2022},
  month        = {December},
  url          = {https://research.google/blog/rt-1-robotics-transformer-for-real-world-control-at-scale/}
}

OXE-AugE Dataset Citation (ours)

@misc{
  ji2025oxeaug,
  title  = {OXE-AugE: A Large-Scale Robot Augmentation of OXE for Scaling Cross-Embodiment Policy Learning},
  author = {Ji, Guanhua and Polavaram, Harsha and Chen, Lawrence Yunliang and Bajamahal, Sandeep and Ma, Zehan and Adebola, Simeon and Xu, Chenfeng and Goldberg, Ken},
  year   = {2025},
  note   = {Manuscript}
}
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