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Add news sentiment pipeline (C28) and macro factor experiments C24-C27
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{
"experiment": "C24",
"description": "DJIA + VIX macro features",
"new_features": [
"djia_ret_1d",
"djia_ret_5d",
"djia_ma20_ratio",
"vix_level",
"vix_change_5d"
],
"stocks": [
"2330",
"0050",
"2317",
"2454",
"2881"
],
"aggregate": {
"baseline": {
"dir_accuracy": 43.7,
"up_precision": 50.8
},
"c24": {
"dir_accuracy": 45.4,
"up_precision": 52.5
}
},
"passed": false,
"pass_gate": {
"dir_accuracy": 43.5,
"up_precision": 54.0
},
"per_stock": {
"2330": {
"baseline": {
"accuracy": 43.7,
"dir_accuracy": 49.2,
"up_precision": 62.0,
"dn_precision": 31.2,
"n_signals": 185,
"n_predictions": 231
},
"c24": {
"accuracy": 44.6,
"dir_accuracy": 50.3,
"up_precision": 61.2,
"dn_precision": 37.2,
"n_signals": 189,
"n_predictions": 231
}
},
"0050": {
"baseline": {
"accuracy": 42.9,
"dir_accuracy": 52.6,
"up_precision": 59.5,
"dn_precision": 37.0,
"n_signals": 175,
"n_predictions": 231
},
"c24": {
"accuracy": 44.6,
"dir_accuracy": 52.4,
"up_precision": 59.8,
"dn_precision": 34.0,
"n_signals": 185,
"n_predictions": 231
}
},
"2317": {
"baseline": {
"accuracy": 35.1,
"dir_accuracy": 39.9,
"up_precision": 45.2,
"dn_precision": 34.0,
"n_signals": 198,
"n_predictions": 231
},
"c24": {
"accuracy": 38.5,
"dir_accuracy": 44.8,
"up_precision": 50.0,
"dn_precision": 38.6,
"n_signals": 192,
"n_predictions": 231
}
},
"2454": {
"baseline": {
"accuracy": 31.6,
"dir_accuracy": 36.4,
"up_precision": 33.7,
"dn_precision": 39.3,
"n_signals": 176,
"n_predictions": 231
},
"c24": {
"accuracy": 32.5,
"dir_accuracy": 37.2,
"up_precision": 38.0,
"dn_precision": 36.1,
"n_signals": 180,
"n_predictions": 231
}
},
"2881": {
"baseline": {
"accuracy": 38.1,
"dir_accuracy": 40.4,
"up_precision": 53.8,
"dn_precision": 30.7,
"n_signals": 218,
"n_predictions": 231
},
"c24": {
"accuracy": 40.3,
"dir_accuracy": 42.4,
"up_precision": 53.6,
"dn_precision": 33.3,
"n_signals": 217,
"n_predictions": 231
}
}
}
}