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146 KiB

[
{
"input": [
{"timestamp": 1737806400, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1737806460, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737806700, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737807000, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1737807300, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737807600, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1737807660, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1737808200, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1737808500, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737808800, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737810000, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737811200, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737811800, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737811860, "room": "hall", "nodeId": 1, "occupancy": 0},
{"timestamp": 1737828000, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737828060, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737828120, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1737828180, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1737829200, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1737831600, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737831660, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737835200, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737838800, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737838860, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1737839400, "room": "bedroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737849600, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1737849660, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1737850800, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1737852000, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737852060, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737855600, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737859200, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737859260, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1737859800, "room": "bedroom", "nodeId": 2, "onOff": false}
],
"result": "normal",
"reason": "The data reflects a consistent daily routine, including medication times, meal preparation, and relaxation periods. No unusual activity is detected."
},
{
"input": [
{"timestamp": 1737892800, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1737892860, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737893100, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737893400, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1737893700, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737894000, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1737894060, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1737894600, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1737894900, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737895200, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737896400, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737897600, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737898200, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737898260, "room": "hall", "nodeId": 1, "occupancy": 0},
{"timestamp": 1737914400, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737914460, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737914520, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1737914580, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1737915600, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1737918000, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737918060, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737921600, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737925200, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737925260, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1737925800, "room": "bedroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737936000, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1737936060, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1737937200, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1737938400, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737938460, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737942000, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737945600, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737945660, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1737946200, "room": "bedroom", "nodeId": 2, "onOff": false}
],
"result": "normal",
"reason": "The data shows a consistent routine similar to Day 1, with no deviations. All activities align with expected behavior."
},
{
"input": [
{"timestamp": 1737979200, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1737979260, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737979500, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737979800, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1737980100, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737980400, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1737980460, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1737981000, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1737981300, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1737981600, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737982800, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1737984000, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737984600, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1737984660, "room": "hall", "nodeId": 1, "occupancy": 0},
{"timestamp": 1738000800, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738000860, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738000920, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738000980, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738002000, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738004400, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738004460, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738008000, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738011600, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738011660, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738012200, "room": "bedroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738022400, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738022460, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738023600, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738024800, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738024860, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738028400, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738032000, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738032060, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738032600, "room": "bedroom", "nodeId": 2, "onOff": false}
],
"result": "normal",
"reason": "The data shows a typical day with all expected activities occurring at regular times."
},
{
"input": [
{"timestamp": 1738065600, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738065660, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738065900, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738066200, "room": "bathroom", "nodeId": 3, "humidity": 7500},
{"timestamp": 1738066500, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738066800, "room": "bathroom", "nodeId": 3, "humidity": 7500},
{"timestamp": 1738067100, "room": "bathroom", "nodeId": 3, "humidity": 7500},
{"timestamp": 1738067400, "room": "bathroom", "nodeId": 3, "humidity": 7500},
{"timestamp": 1738067700, "room": "bathroom", "nodeId": 3, "humidity": 7500},
{"timestamp": 1738068000, "room": "bathroom", "nodeId": 3, "humidity": 7500},
{"timestamp": 1738068300, "room": "bathroom", "nodeId": 3, "humidity": 7500},
{"timestamp": 1738068600, "room": "bathroom", "nodeId": 3, "humidity": 7500},
{"timestamp": 1738068900, "room": "bathroom", "nodeId": 3, "humidity": 7500},
{"timestamp": 1738069200, "room": "bathroom", "nodeId": 3, "humidity": 7500},
{"timestamp": 1738069500, "room": "bathroom", "nodeId": 3, "humidity": 7500}
],
"result": "anomalous",
"reason": "High humidity persists in the bathroom with no movement or room transitions for over 45 minutes, suggesting a potential fall during shower."
},
{
"input": [
{"timestamp": 1738152000, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738152060, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738152300, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738152600, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1738152900, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738153200, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738153260, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738153800, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738154100, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738154400, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738155600, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738156800, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738157400, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738157460, "room": "hall", "nodeId": 1, "occupancy": 0},
{"timestamp": 1738173600, "room": "porch", "nodeId": 1, "occupancy": 0},
{"timestamp": 1738184400, "room": "porch", "nodeId": 1, "occupancy": 0},
{"timestamp": 1738195200, "room": "porch", "nodeId": 1, "occupancy": 0},
{"timestamp": 1738206000, "room": "porch", "nodeId": 1, "occupancy": 0}
],
"result": "anomalous",
"reason": "Person left home in the morning but did not return, missing all subsequent daily activities including medications and meals."
},
{
"input": [
{"timestamp": 1738238400, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738238460, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738238700, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738239000, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1738239300, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738239600, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738239660, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738240200, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738240500, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738240800, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738242000, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738243200, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738243800, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738243860, "room": "hall", "nodeId": 1, "occupancy": 0},
{"timestamp": 1738260000, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738260060, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738260120, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738260180, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738261200, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738263600, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738263660, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738267200, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738270800, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738270860, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738271400, "room": "bedroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738281600, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738281660, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738282800, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738284000, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738284060, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738287600, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738291200, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738291260, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738291800, "room": "bedroom", "nodeId": 2, "onOff": false}
],
"result": "normal",
"reason": "All activities follow the expected pattern with normal timing and sequence."
},
{
"input": [
{"timestamp": 1738324800, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738324860, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738325100, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738325400, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1738325700, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738326000, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738326600, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738326900, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738327200, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738328400, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738329600, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738330200, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738330260, "room": "hall", "nodeId": 1, "occupancy": 0},
{"timestamp": 1738346400, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738346460, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738346520, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738347600, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738350000, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738350060, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738353600, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738357200, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738357260, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738357800, "room": "bedroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738368000, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738369200, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738370400, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738370460, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738374000, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738377600, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738377660, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738378200, "room": "bedroom", "nodeId": 2, "onOff": false}
],
"result": "anomalous",
"reason": "No fridge activity detected throughout the entire day despite multiple kitchen visits, suggesting potential eating issues or forgetfulness."
},
{
"input": [
{"timestamp": 1738411200, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738411260, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738411500, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738411800, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1738412100, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738412400, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738412460, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738413000, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738413300, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738413600, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738417200, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738420800, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738424400, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738428000, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738431600, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738435200, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738438800, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738442400, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738446000, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738449600, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738453200, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738456800, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738460400, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738464000, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738467600, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738471200, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738474800, "room": "bedroom", "nodeId": 1, "occupancy": 1}
],
"result": "anomalous",
"reason": "Person remains in bedroom all day after breakfast, missing meals, medications, and normal daily activities. This could indicate illness or other health issues."
},
{
"input": [
{"timestamp": 1738497600, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738497660, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738497900, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738498200, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1738498500, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738498800, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738498860, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738499400, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738499700, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738500000, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738501200, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738502400, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738503000, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738503060, "room": "hall", "nodeId": 1, "occupancy": 0},
{"timestamp": 1738519200, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738519260, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738519320, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738519380, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738520400, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738522800, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738522860, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738526400, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738530000, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738530060, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738530600, "room": "bedroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738540800, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738540860, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738542000, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738543200, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738543260, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738546800, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738550400, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738550460, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738551000, "room": "bedroom", "nodeId": 2, "onOff": false}
],
"result": "normal",
"reason": "All activities follow the expected daily routine with normal timing and sequence."
},
{
"input": [
{"timestamp": 1738584000, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738584300, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738584600, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1738584900, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738585200, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738585260, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738585800, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738586100, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738586400, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738587600, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738588800, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738589400, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738589460, "room": "hall", "nodeId": 1, "occupancy": 0},
{"timestamp": 1738605600, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738605660, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738605720, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738605780, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738606800, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738609200, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738609260, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738612800, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738616400, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738617000, "room": "bedroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738627200, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738627260, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738628400, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738629600, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738629660, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738633200, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738636800, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738637400, "room": "bedroom", "nodeId": 2, "onOff": false}
],
"result": "anomalous",
"reason": "All three daily medications were missed (morning, afternoon, and evening), while other activities remained normal. This suggests a serious deviation in medication adherence."
},
{
"input": [
{"timestamp": 1738670400, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738670460, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738670700, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738671000, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1738671300, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738671600, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738671660, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738672200, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738672500, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738672800, "room": "livingroom", "nodeId": 1, "occupancy": 0},
{"timestamp": 1738672860, "room": "kitchen", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738672920, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738672980, "room": "bathroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738673040, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738673100, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738673160, "room": "kitchen", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738673220, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738673280, "room": "bathroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738673340, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738673400, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738673460, "room": "kitchen", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738673520, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738673580, "room": "bathroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738673640, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738673700, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738674000, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738677600, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738681200, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738684800, "room": "bedroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738688400, "room": "bedroom", "nodeId": 1, "occupancy": 1}
],
"result": "anomalous",
"reason": "Unusual rapid transitions between rooms followed by extended bedroom stay suggests potential confusion or disorientation. Missing subsequent daily activities and medications adds to the concern."
},
{
"input": [
{"timestamp": 1738756800, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738756860, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738757100, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738757400, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1738757700, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738758000, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738758060, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738758600, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738758900, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738759200, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738760400, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738761600, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738762200, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738762260, "room": "hall", "nodeId": 1, "occupancy": 0},
{"timestamp": 1738778400, "room": "porch", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738778460, "room": "hall", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738778520, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738778580, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738779600, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738782000, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738782060, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738785600, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738789200, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738789260, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738789800, "room": "bedroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738800000, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738800060, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738801200, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738802400, "room": "livingroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738802460, "room": "livingroom", "nodeId": 1, "occupancy": 1},
{"timestamp": 1738806000, "room": "livingroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738809600, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738809660, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738810200, "room": "bedroom", "nodeId": 2, "onOff": false}
],
"result": "normal",
"reason": "All activities follow the expected daily routine with normal timing and sequence."
},
{
"input": [
{"timestamp": 1738843200, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738843260, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738843500, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738843800, "room": "bathroom", "nodeId": 3, "humidity": 6500},
{"timestamp": 1738844100, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738844400, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738844460, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738844520, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738844580, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738844640, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738844700, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738844760, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738844820, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738844880, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738844940, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738845000, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738845060, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738866400, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738866460, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738866520, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738866580, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738866640, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738866700, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738875600, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738875660, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738876200, "room": "bedroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738888400, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738888460, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738888520, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738888580, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738888640, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738888700, "room": "kitchen", "nodeId": 2, "onOff": false}
],
"result": "anomalous",
"reason": "Unusually frequent kitchen visits and fridge openings throughout the day suggest potential memory issues or compulsive behavior. While other activities remain normal, the repeated kitchen pattern is concerning."
},
{
"input": [
{"timestamp": 1738929600, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738929660, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738929900, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738930200, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738930260, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738930320, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738930380, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738930440, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738930500, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738930560, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738944000, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738944060, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738944120, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738944180, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738952400, "room": "kitchen", "nodeId": 2, "onOff": true},
{"timestamp": 1738952460, "room": "kitchen", "event": "fridge_opened"},
{"timestamp": 1738953000, "room": "kitchen", "nodeId": 2, "onOff": false},
{"timestamp": 1738957600, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738957660, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738957720, "room": "bathroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738957780, "room": "bathroom", "nodeId": 2, "onOff": false},
{"timestamp": 1738962000, "room": "bedroom", "nodeId": 2, "onOff": true},
{"timestamp": 1738962060, "room": "pillbox", "nodeId": 1, "onOff": true},
{"timestamp": 1738962600, "room": "bedroom", "nodeId": 2, "onOff": false}
],
"result": "anomalous",
"reason": "Unusually frequent bathroom visits throughout the day, with multiple entries and exits in short succession. While other activities remain normal, this pattern suggests potential health issues requiring attention."
},
{
"input": [
{
"timestamp": 1737806400,
"room": "pillbox",
"nodeId": 1,
"onOff": true
},
{
"timestamp": 1737806460,
"room": "bedroom",
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"onOff": true
},
{
"timestamp": 1737806700,
"room": "bathroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737807000,
"room": "bathroom",
"nodeId": 3,
"humidity": 6500
},
{
"timestamp": 1737807300,
"room": "bathroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737807600,
"room": "kitchen",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737807660,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1737808200,
"room": "kitchen",
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"onOff": false
},
{
"timestamp": 1737808500,
"room": "livingroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737808800,
"room": "livingroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737810000,
"room": "livingroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737811200,
"room": "hall",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737811800,
"room": "porch",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737811860,
"room": "hall",
"nodeId": 1,
"occupancy": 0
},
{
"timestamp": 1737828000,
"room": "porch",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737828060,
"room": "hall",
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"occupancy": 1
},
{
"timestamp": 1737828120,
"room": "kitchen",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737828180,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1737829200,
"room": "kitchen",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737831600,
"room": "livingroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737831660,
"room": "livingroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737835200,
"room": "livingroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737838800,
"room": "bedroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737838860,
"room": "pillbox",
"nodeId": 1,
"onOff": true
},
{
"timestamp": 1737839400,
"room": "bedroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737849600,
"room": "kitchen",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737849660,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1737850800,
"room": "kitchen",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737852000,
"room": "livingroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737852060,
"room": "livingroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737855600,
"room": "livingroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737859200,
"room": "bedroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737859260,
"room": "pillbox",
"nodeId": 1,
"onOff": true
},
{
"timestamp": 1737859800,
"room": "bedroom",
"nodeId": 2,
"onOff": false
}
],
"result": "normal",
"reason": "The data reflects a consistent daily routine, including medication times, meal preparation, and relaxation periods. No unusual activity is detected."
},
{
"input": [
{
"timestamp": 1737892800,
"room": "pillbox",
"nodeId": 1,
"onOff": true
},
{
"timestamp": 1737892860,
"room": "bedroom",
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"onOff": true
},
{
"timestamp": 1737893100,
"room": "bathroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737893400,
"room": "bathroom",
"nodeId": 3,
"humidity": 6500
},
{
"timestamp": 1737893700,
"room": "bathroom",
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"onOff": false
},
{
"timestamp": 1737894000,
"room": "kitchen",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737894060,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1737894600,
"room": "kitchen",
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"onOff": false
},
{
"timestamp": 1737894900,
"room": "livingroom",
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"onOff": true
},
{
"timestamp": 1737895200,
"room": "livingroom",
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"occupancy": 1
},
{
"timestamp": 1737896400,
"room": "livingroom",
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"onOff": false
},
{
"timestamp": 1737897600,
"room": "hall",
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"occupancy": 1
},
{
"timestamp": 1737898200,
"room": "porch",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737898260,
"room": "hall",
"nodeId": 1,
"occupancy": 0
},
{
"timestamp": 1737914400,
"room": "porch",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737914460,
"room": "hall",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737914520,
"room": "kitchen",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737914580,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1737915600,
"room": "kitchen",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737918000,
"room": "livingroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737918060,
"room": "livingroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737921600,
"room": "livingroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737925200,
"room": "bedroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737925260,
"room": "pillbox",
"nodeId": 1,
"onOff": true
},
{
"timestamp": 1737925800,
"room": "bedroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737936000,
"room": "kitchen",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737936060,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1737937200,
"room": "kitchen",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737938400,
"room": "livingroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737938460,
"room": "livingroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737942000,
"room": "livingroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737945600,
"room": "bedroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737945660,
"room": "pillbox",
"nodeId": 1,
"onOff": true
},
{
"timestamp": 1737946200,
"room": "bedroom",
"nodeId": 2,
"onOff": false
}
],
"result": "normal",
"reason": "The data shows a consistent routine similar to Day 1, with no deviations. All activities align with expected behavior."
},
{
"input": [
{
"timestamp": 1737979200,
"room": "pillbox",
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"onOff": true
},
{
"timestamp": 1737979260,
"room": "bedroom",
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"onOff": true
},
{
"timestamp": 1737979500,
"room": "bathroom",
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"onOff": true
},
{
"timestamp": 1737979800,
"room": "bathroom",
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},
{
"timestamp": 1737980100,
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},
{
"timestamp": 1737980400,
"room": "kitchen",
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"onOff": true
},
{
"timestamp": 1737980460,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1737981000,
"room": "kitchen",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737981300,
"room": "livingroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1737981600,
"room": "livingroom",
"nodeId": 1,
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},
{
"timestamp": 1737982800,
"room": "livingroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1737984000,
"room": "hall",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1737984600,
"room": "porch",
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},
{
"timestamp": 1737984660,
"room": "hall",
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"occupancy": 0
},
{
"timestamp": 1738000800,
"room": "porch",
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},
{
"timestamp": 1738000860,
"room": "hall",
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},
{
"timestamp": 1738000920,
"room": "kitchen",
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},
{
"timestamp": 1738000980,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738002000,
"room": "kitchen",
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"onOff": false
},
{
"timestamp": 1738004400,
"room": "livingroom",
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},
{
"timestamp": 1738004460,
"room": "livingroom",
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},
{
"timestamp": 1738008000,
"room": "livingroom",
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"onOff": false
},
{
"timestamp": 1738011600,
"room": "bedroom",
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"onOff": true
},
{
"timestamp": 1738011660,
"room": "pillbox",
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},
{
"timestamp": 1738012200,
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"onOff": false
},
{
"timestamp": 1738022400,
"room": "kitchen",
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"onOff": true
},
{
"timestamp": 1738022460,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738023600,
"room": "kitchen",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738024800,
"room": "livingroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738024860,
"room": "livingroom",
"nodeId": 1,
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},
{
"timestamp": 1738028400,
"room": "livingroom",
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"onOff": false
},
{
"timestamp": 1738032000,
"room": "bedroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738032060,
"room": "pillbox",
"nodeId": 1,
"onOff": true
},
{
"timestamp": 1738032600,
"room": "bedroom",
"nodeId": 2,
"onOff": false
}
],
"result": "normal",
"reason": "The data shows a typical day with all expected activities occurring at regular times."
},
{
"input": [
{
"timestamp": 1738065600,
"room": "pillbox",
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},
{
"timestamp": 1738065660,
"room": "bedroom",
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},
{
"timestamp": 1738065900,
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},
{
"timestamp": 1738066200,
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},
{
"timestamp": 1738066500,
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},
{
"timestamp": 1738066800,
"room": "bathroom",
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},
{
"timestamp": 1738067100,
"room": "bathroom",
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},
{
"timestamp": 1738067400,
"room": "bathroom",
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},
{
"timestamp": 1738067700,
"room": "bathroom",
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},
{
"timestamp": 1738068000,
"room": "bathroom",
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},
{
"timestamp": 1738068300,
"room": "bathroom",
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},
{
"timestamp": 1738068600,
"room": "bathroom",
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},
{
"timestamp": 1738068900,
"room": "bathroom",
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},
{
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"room": "bathroom",
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},
{
"timestamp": 1738069500,
"room": "bathroom",
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}
],
"result": "anomalous",
"reason": "High humidity persists in the bathroom with no movement or room transitions for over 45 minutes, suggesting a potential fall during shower."
},
{
"input": [
{
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},
{
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},
{
"timestamp": 1738152300,
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},
{
"timestamp": 1738152600,
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},
{
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},
{
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},
{
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},
{
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},
{
"timestamp": 1738154100,
"room": "livingroom",
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},
{
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},
{
"timestamp": 1738155600,
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},
{
"timestamp": 1738156800,
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},
{
"timestamp": 1738157400,
"room": "porch",
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},
{
"timestamp": 1738157460,
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},
{
"timestamp": 1738173600,
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},
{
"timestamp": 1738184400,
"room": "porch",
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},
{
"timestamp": 1738195200,
"room": "porch",
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},
{
"timestamp": 1738206000,
"room": "porch",
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}
],
"result": "anomalous",
"reason": "Person left home in the morning but did not return, missing all subsequent daily activities including medications and meals."
},
{
"input": [
{
"timestamp": 1738238400,
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},
{
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},
{
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},
{
"timestamp": 1738239000,
"room": "bathroom",
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},
{
"timestamp": 1738239300,
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},
{
"timestamp": 1738239600,
"room": "kitchen",
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},
{
"timestamp": 1738239660,
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},
{
"timestamp": 1738240200,
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},
{
"timestamp": 1738240500,
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},
{
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},
{
"timestamp": 1738242000,
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},
{
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},
{
"timestamp": 1738243800,
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},
{
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},
{
"timestamp": 1738260000,
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},
{
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},
{
"timestamp": 1738260120,
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},
{
"timestamp": 1738260180,
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},
{
"timestamp": 1738261200,
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},
{
"timestamp": 1738263600,
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},
{
"timestamp": 1738263660,
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},
{
"timestamp": 1738267200,
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},
{
"timestamp": 1738270800,
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},
{
"timestamp": 1738270860,
"room": "pillbox",
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},
{
"timestamp": 1738271400,
"room": "bedroom",
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},
{
"timestamp": 1738281600,
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},
{
"timestamp": 1738281660,
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},
{
"timestamp": 1738282800,
"room": "kitchen",
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},
{
"timestamp": 1738284000,
"room": "livingroom",
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},
{
"timestamp": 1738284060,
"room": "livingroom",
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},
{
"timestamp": 1738287600,
"room": "livingroom",
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},
{
"timestamp": 1738291200,
"room": "bedroom",
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},
{
"timestamp": 1738291260,
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"onOff": true
},
{
"timestamp": 1738291800,
"room": "bedroom",
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}
],
"result": "normal",
"reason": "All activities follow the expected pattern with normal timing and sequence."
},
{
"input": [
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
"timestamp": 1738326900,
"room": "livingroom",
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},
{
"timestamp": 1738327200,
"room": "livingroom",
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},
{
"timestamp": 1738328400,
"room": "livingroom",
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},
{
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"room": "hall",
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},
{
"timestamp": 1738330200,
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},
{
"timestamp": 1738330260,
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},
{
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},
{
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},
{
"timestamp": 1738346520,
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},
{
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},
{
"timestamp": 1738350000,
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},
{
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},
{
"timestamp": 1738353600,
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},
{
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},
{
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},
{
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},
{
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},
{
"timestamp": 1738369200,
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"onOff": false
},
{
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"room": "livingroom",
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"onOff": true
},
{
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},
{
"timestamp": 1738374000,
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},
{
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},
{
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},
{
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}
],
"result": "anomalous",
"reason": "No fridge activity detected throughout the entire day despite multiple kitchen visits, suggesting potential eating issues or forgetfulness."
},
{
"input": [
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
"timestamp": 1738420800,
"room": "bedroom",
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},
{
"timestamp": 1738424400,
"room": "bedroom",
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},
{
"timestamp": 1738428000,
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},
{
"timestamp": 1738431600,
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},
{
"timestamp": 1738435200,
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},
{
"timestamp": 1738438800,
"room": "bedroom",
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},
{
"timestamp": 1738442400,
"room": "bedroom",
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},
{
"timestamp": 1738446000,
"room": "bedroom",
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},
{
"timestamp": 1738449600,
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},
{
"timestamp": 1738453200,
"room": "bedroom",
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},
{
"timestamp": 1738456800,
"room": "bedroom",
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},
{
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},
{
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},
{
"timestamp": 1738467600,
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},
{
"timestamp": 1738471200,
"room": "bedroom",
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},
{
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}
],
"result": "anomalous",
"reason": "Person remains in bedroom all day after breakfast, missing meals, medications, and normal daily activities. This could indicate illness or other health issues."
},
{
"input": [
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},
{
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},
{
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{
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{
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{
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{
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{
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{
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},
{
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{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
"timestamp": 1738522800,
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},
{
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},
{
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},
{
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},
{
"timestamp": 1738530060,
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},
{
"timestamp": 1738530600,
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},
{
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},
{
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},
{
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},
{
"timestamp": 1738543200,
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},
{
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},
{
"timestamp": 1738546800,
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},
{
"timestamp": 1738550400,
"room": "bedroom",
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"onOff": true
},
{
"timestamp": 1738550460,
"room": "pillbox",
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"onOff": true
},
{
"timestamp": 1738551000,
"room": "bedroom",
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}
],
"result": "normal",
"reason": "All activities follow the expected daily routine with normal timing and sequence."
},
{
"input": [
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},
{
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},
{
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{
"timestamp": 1738584900,
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},
{
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},
{
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{
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},
{
"timestamp": 1738586100,
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"onOff": true
},
{
"timestamp": 1738586400,
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},
{
"timestamp": 1738587600,
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},
{
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},
{
"timestamp": 1738589400,
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},
{
"timestamp": 1738589460,
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},
{
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},
{
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},
{
"timestamp": 1738605720,
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},
{
"timestamp": 1738605780,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738606800,
"room": "kitchen",
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"onOff": false
},
{
"timestamp": 1738609200,
"room": "livingroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738609260,
"room": "livingroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1738612800,
"room": "livingroom",
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"onOff": false
},
{
"timestamp": 1738616400,
"room": "bedroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738617000,
"room": "bedroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738627200,
"room": "kitchen",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738627260,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738628400,
"room": "kitchen",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738629600,
"room": "livingroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738629660,
"room": "livingroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1738633200,
"room": "livingroom",
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"onOff": false
},
{
"timestamp": 1738636800,
"room": "bedroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738637400,
"room": "bedroom",
"nodeId": 2,
"onOff": false
}
],
"result": "anomalous",
"reason": "All three daily medications were missed (morning, afternoon, and evening), while other activities remained normal. This suggests a serious deviation in medication adherence."
},
{
"input": [
{
"timestamp": 1738670400,
"room": "pillbox",
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"onOff": true
},
{
"timestamp": 1738670460,
"room": "bedroom",
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},
{
"timestamp": 1738670700,
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},
{
"timestamp": 1738671000,
"room": "bathroom",
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},
{
"timestamp": 1738671300,
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},
{
"timestamp": 1738671600,
"room": "kitchen",
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},
{
"timestamp": 1738671660,
"room": "kitchen",
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},
{
"timestamp": 1738672200,
"room": "kitchen",
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},
{
"timestamp": 1738672500,
"room": "livingroom",
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},
{
"timestamp": 1738672800,
"room": "livingroom",
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},
{
"timestamp": 1738672860,
"room": "kitchen",
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},
{
"timestamp": 1738672920,
"room": "hall",
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},
{
"timestamp": 1738672980,
"room": "bathroom",
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},
{
"timestamp": 1738673040,
"room": "bedroom",
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},
{
"timestamp": 1738673100,
"room": "livingroom",
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},
{
"timestamp": 1738673160,
"room": "kitchen",
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},
{
"timestamp": 1738673220,
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},
{
"timestamp": 1738673280,
"room": "bathroom",
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},
{
"timestamp": 1738673340,
"room": "bedroom",
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},
{
"timestamp": 1738673400,
"room": "livingroom",
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},
{
"timestamp": 1738673460,
"room": "kitchen",
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},
{
"timestamp": 1738673520,
"room": "hall",
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},
{
"timestamp": 1738673580,
"room": "bathroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1738673640,
"room": "bedroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738673700,
"room": "bedroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1738674000,
"room": "bedroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1738677600,
"room": "bedroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1738681200,
"room": "bedroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1738684800,
"room": "bedroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1738688400,
"room": "bedroom",
"nodeId": 1,
"occupancy": 1
}
],
"result": "anomalous",
"reason": "Unusual rapid transitions between rooms followed by extended bedroom stay suggests potential confusion or disorientation. Missing subsequent daily activities and medications adds to the concern."
},
{
"input": [
{
"timestamp": 1738756800,
"room": "pillbox",
"nodeId": 1,
"onOff": true
},
{
"timestamp": 1738756860,
"room": "bedroom",
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},
{
"timestamp": 1738757100,
"room": "bathroom",
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},
{
"timestamp": 1738757400,
"room": "bathroom",
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},
{
"timestamp": 1738757700,
"room": "bathroom",
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},
{
"timestamp": 1738758000,
"room": "kitchen",
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"onOff": true
},
{
"timestamp": 1738758060,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738758600,
"room": "kitchen",
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"onOff": false
},
{
"timestamp": 1738758900,
"room": "livingroom",
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},
{
"timestamp": 1738759200,
"room": "livingroom",
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},
{
"timestamp": 1738760400,
"room": "livingroom",
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},
{
"timestamp": 1738761600,
"room": "hall",
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},
{
"timestamp": 1738762200,
"room": "porch",
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},
{
"timestamp": 1738762260,
"room": "hall",
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},
{
"timestamp": 1738778400,
"room": "porch",
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},
{
"timestamp": 1738778460,
"room": "hall",
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},
{
"timestamp": 1738778520,
"room": "kitchen",
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"onOff": true
},
{
"timestamp": 1738778580,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738779600,
"room": "kitchen",
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"onOff": false
},
{
"timestamp": 1738782000,
"room": "livingroom",
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"onOff": true
},
{
"timestamp": 1738782060,
"room": "livingroom",
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"occupancy": 1
},
{
"timestamp": 1738785600,
"room": "livingroom",
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"onOff": false
},
{
"timestamp": 1738789200,
"room": "bedroom",
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"onOff": true
},
{
"timestamp": 1738789260,
"room": "pillbox",
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"onOff": true
},
{
"timestamp": 1738789800,
"room": "bedroom",
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"onOff": false
},
{
"timestamp": 1738800000,
"room": "kitchen",
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"onOff": true
},
{
"timestamp": 1738800060,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738801200,
"room": "kitchen",
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"onOff": false
},
{
"timestamp": 1738802400,
"room": "livingroom",
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"onOff": true
},
{
"timestamp": 1738802460,
"room": "livingroom",
"nodeId": 1,
"occupancy": 1
},
{
"timestamp": 1738806000,
"room": "livingroom",
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"onOff": false
},
{
"timestamp": 1738809600,
"room": "bedroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738809660,
"room": "pillbox",
"nodeId": 1,
"onOff": true
},
{
"timestamp": 1738810200,
"room": "bedroom",
"nodeId": 2,
"onOff": false
}
],
"result": "normal",
"reason": "All activities follow the expected daily routine with normal timing and sequence."
},
{
"input": [
{
"timestamp": 1738843200,
"room": "pillbox",
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"onOff": true
},
{
"timestamp": 1738843260,
"room": "bedroom",
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},
{
"timestamp": 1738843500,
"room": "bathroom",
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},
{
"timestamp": 1738843800,
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"humidity": 6500
},
{
"timestamp": 1738844100,
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},
{
"timestamp": 1738844400,
"room": "kitchen",
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},
{
"timestamp": 1738844460,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738844520,
"room": "kitchen",
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},
{
"timestamp": 1738844580,
"room": "kitchen",
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"onOff": true
},
{
"timestamp": 1738844640,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738844700,
"room": "kitchen",
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"onOff": false
},
{
"timestamp": 1738844760,
"room": "kitchen",
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"onOff": true
},
{
"timestamp": 1738844820,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738844880,
"room": "kitchen",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738844940,
"room": "kitchen",
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"onOff": true
},
{
"timestamp": 1738845000,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738845060,
"room": "kitchen",
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"onOff": false
},
{
"timestamp": 1738866400,
"room": "kitchen",
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"onOff": true
},
{
"timestamp": 1738866460,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738866520,
"room": "kitchen",
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"onOff": false
},
{
"timestamp": 1738866580,
"room": "kitchen",
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"onOff": true
},
{
"timestamp": 1738866640,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738866700,
"room": "kitchen",
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"onOff": false
},
{
"timestamp": 1738875600,
"room": "bedroom",
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"onOff": true
},
{
"timestamp": 1738875660,
"room": "pillbox",
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"onOff": true
},
{
"timestamp": 1738876200,
"room": "bedroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738888400,
"room": "kitchen",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738888460,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738888520,
"room": "kitchen",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738888580,
"room": "kitchen",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738888640,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738888700,
"room": "kitchen",
"nodeId": 2,
"onOff": false
}
],
"result": "anomalous",
"reason": "Unusually frequent kitchen visits and fridge openings throughout the day suggest potential memory issues or compulsive behavior. While other activities remain normal, the repeated kitchen pattern is concerning."
},
{
"input": [
{
"timestamp": 1738929600,
"room": "pillbox",
"nodeId": 1,
"onOff": true
},
{
"timestamp": 1738929660,
"room": "bedroom",
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"onOff": true
},
{
"timestamp": 1738929900,
"room": "bathroom",
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},
{
"timestamp": 1738930200,
"room": "bathroom",
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"onOff": false
},
{
"timestamp": 1738930260,
"room": "bathroom",
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},
{
"timestamp": 1738930320,
"room": "bathroom",
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"onOff": false
},
{
"timestamp": 1738930380,
"room": "bathroom",
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"onOff": true
},
{
"timestamp": 1738930440,
"room": "bathroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738930500,
"room": "bathroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738930560,
"room": "bathroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738944000,
"room": "bathroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738944060,
"room": "bathroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738944120,
"room": "bathroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738944180,
"room": "bathroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738952400,
"room": "kitchen",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738952460,
"room": "kitchen",
"event": "fridge_opened"
},
{
"timestamp": 1738953000,
"room": "kitchen",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738957600,
"room": "bathroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738957660,
"room": "bathroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738957720,
"room": "bathroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738957780,
"room": "bathroom",
"nodeId": 2,
"onOff": false
},
{
"timestamp": 1738962000,
"room": "bedroom",
"nodeId": 2,
"onOff": true
},
{
"timestamp": 1738962060,
"room": "pillbox",
"nodeId": 1,
"onOff": true
},
{
"timestamp": 1738962600,
"room": "bedroom",
"nodeId": 2,
"onOff": false
}
],
"result": "anomalous",
"reason": "Unusually frequent bathroom visits throughout the day, with multiple entries and exits in short succession. While other activities remain normal, this pattern suggests potential health issues requiring attention."
}
]