{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.12.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[],"dockerImageVersionId":28755,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Code starts here","metadata":{}},{"cell_type":"code","source":"!pip install shap","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T08:49:44.523077Z","iopub.execute_input":"2026-07-17T08:49:44.523374Z","iopub.status.idle":"2026-07-17T08:49:50.833190Z","shell.execute_reply.started":"2026-07-17T08:49:44.523346Z","shell.execute_reply":"2026-07-17T08:49:50.831796Z"}},"outputs":[{"name":"stdout","text":"Requirement already satisfied: shap in /usr/local/lib/python3.12/dist-packages (0.51.0)\nRequirement already satisfied: numpy>=2 in /usr/local/lib/python3.12/dist-packages (from shap) (2.0.2)\nRequirement already satisfied: scipy in /usr/local/lib/python3.12/dist-packages (from shap) (1.16.3)\nRequirement already satisfied: scikit-learn in /usr/local/lib/python3.12/dist-packages (from shap) (1.6.1)\nRequirement already satisfied: pandas in /usr/local/lib/python3.12/dist-packages (from shap) (2.3.3)\nRequirement already satisfied: tqdm>=4.27.0 in /usr/local/lib/python3.12/dist-packages (from shap) (4.67.3)\nRequirement already satisfied: packaging>20.9 in /usr/local/lib/python3.12/dist-packages (from shap) (26.1)\nRequirement already satisfied: slicer==0.0.8 in /usr/local/lib/python3.12/dist-packages (from shap) (0.0.8)\nRequirement already satisfied: numba in /usr/local/lib/python3.12/dist-packages (from shap) (0.60.0)\nRequirement already satisfied: llvmlite in /usr/local/lib/python3.12/dist-packages (from shap) (0.43.0)\nRequirement already satisfied: cloudpickle in /usr/local/lib/python3.12/dist-packages (from shap) (3.1.2)\nRequirement already satisfied: typing-extensions in /usr/local/lib/python3.12/dist-packages (from shap) (4.15.0)\nRequirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.12/dist-packages (from pandas->shap) (2.9.0.post0)\nRequirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.12/dist-packages (from pandas->shap) (2025.2)\nRequirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.12/dist-packages (from pandas->shap) (2026.1)\nRequirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn->shap) (1.5.3)\nRequirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn->shap) (3.6.0)\nRequirement already satisfied: six>=1.5 in /usr/local/lib/python3.12/dist-packages (from python-dateutil>=2.8.2->pandas->shap) (1.17.0)\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"import torch\nimport torch.nn as nn\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T08:54:10.736633Z","iopub.execute_input":"2026-07-17T08:54:10.737029Z","iopub.status.idle":"2026-07-17T08:54:15.526190Z","shell.execute_reply.started":"2026-07-17T08:54:10.736979Z","shell.execute_reply":"2026-07-17T08:54:15.524991Z"}},"outputs":[],"execution_count":2},{"cell_type":"code","source":"class OptionPricingLSTM(nn.Module):\n    def __init__(self,input_size,hidden_size=128, num_layers=2,dropout=0.3):\n        super().__init__()\n        self.lstm=nn.LSTM(input_size=input_size,\n                         hidden_size=hidden_size,\n                         num_layers=num_layers,\n                         batch_first=True,\n                         dropout=dropout if num_layers>1 else 0.0)\n\n        self.head=nn.Sequential(nn.Dropout(dropout),\n                               nn.Linear(hidden_size,64),\n                               nn.ReLU(),\n                               nn.Dropout(0.2),\n                               nn.Linear(64,1))\n\n    def forward(self,x):\n        lstm_out,_=self.lstm(x)\n        last_step = lstm_out[:, -1, :]\n        return self.head(last_step).squeeze(-1)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T08:54:15.527867Z","iopub.execute_input":"2026-07-17T08:54:15.528352Z","iopub.status.idle":"2026-07-17T08:54:15.536983Z","shell.execute_reply.started":"2026-07-17T08:54:15.528320Z","shell.execute_reply":"2026-07-17T08:54:15.535665Z"}},"outputs":[],"execution_count":3},{"cell_type":"code","source":"FEATURES = [\n    \"implied_volatility\", \"delta\", \"gamma\", \"theta\",\n    \"vega\", \"rho\", \"tte_days\", \"log_moneyness\",\n    \"strike\", \"type_enc\", \"volume\", \"open_interest\",\n    \"regime\"\n]\nTARGET  = \"mark\"\nSEQ_LEN = 6\n\ndevice = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\nprint(f\"Using device: {device}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T08:54:19.441299Z","iopub.execute_input":"2026-07-17T08:54:19.441659Z","iopub.status.idle":"2026-07-17T08:54:19.448030Z","shell.execute_reply.started":"2026-07-17T08:54:19.441626Z","shell.execute_reply":"2026-07-17T08:54:19.447094Z"}},"outputs":[{"name":"stdout","text":"Using device: cpu\n","output_type":"stream"}],"execution_count":4},{"cell_type":"code","source":"model=torch.load('/kaggle/input/models/pranavahuja2005/regime-option-lstm/pytorch/default/1/model_with_regime.pt',map_location=device,weights_only=False)\nmodel.to(device)\nmodel.eval()\nmodel","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T08:54:21.346465Z","iopub.execute_input":"2026-07-17T08:54:21.346817Z","iopub.status.idle":"2026-07-17T08:54:21.399530Z","shell.execute_reply.started":"2026-07-17T08:54:21.346786Z","shell.execute_reply":"2026-07-17T08:54:21.398552Z"}},"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"OptionPricingLSTM(\n  (lstm): LSTM(13, 128, num_layers=2, batch_first=True, dropout=0.3)\n  (head): Sequential(\n    (0): Dropout(p=0.3, inplace=False)\n    (1): Linear(in_features=128, out_features=64, bias=True)\n    (2): ReLU()\n    (3): Dropout(p=0.2, inplace=False)\n    (4): Linear(in_features=64, out_features=1, bias=True)\n  )\n)"},"metadata":{}}],"execution_count":5},{"cell_type":"code","source":"df_full = pd.read_csv(\"hf://datasets/major-year-project/dataset_with_regimes/datasets_with_regimes.csv\")\ndf_full['regime_name'] = ['expansion' if r == 0 else 'transition' if r == 1 else 'contraction' for r in df_full['regime']]\ndf_full['date']          = pd.to_datetime(df_full['date'])\ndf_full['expiration']    = pd.to_datetime(df_full['expiration'])\ndf_full['tte_days']      = (df_full['expiration'] - df_full['date']).dt.days\ndf_full[\"log_moneyness\"] = np.log(df_full[\"strike\"] / df_full[\"strike\"].median()).fillna(0)\ndf_full[\"type_enc\"]      = (df_full[\"type\"].str.lower() == \"call\").astype(int)\ndf_full = df_full[df_full[\"mark\"] > 0].copy()\ndf_full = df_full.dropna(subset=[\"mark\", \"implied_volatility\", \"delta\", \"gamma\", \"theta\", \"vega\", \"rho\"])\ndf_full = df_full[FEATURES + [TARGET, \"date\", \"contractID\", \"regime_name\"]].dropna()\ndf_full = df_full.sort_values(\"date\").reset_index(drop=True)\nprint(f\"Full dataset shape: {df_full.shape}\")\nprint(df_full[\"regime_name\"].value_counts())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T08:54:24.687314Z","iopub.execute_input":"2026-07-17T08:54:24.687707Z","iopub.status.idle":"2026-07-17T08:54:46.479663Z","shell.execute_reply.started":"2026-07-17T08:54:24.687677Z","shell.execute_reply":"2026-07-17T08:54:46.478639Z"}},"outputs":[{"name":"stdout","text":"Full dataset shape: (2292798, 17)\nregime_name\ncontraction    1014420\nexpansion       738808\ntransition      539570\nName: count, dtype: int64\n","output_type":"stream"}],"execution_count":6},{"cell_type":"code","source":"df_full.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T08:55:01.181528Z","iopub.execute_input":"2026-07-17T08:55:01.182187Z","iopub.status.idle":"2026-07-17T08:55:01.230554Z","shell.execute_reply.started":"2026-07-17T08:55:01.182138Z","shell.execute_reply":"2026-07-17T08:55:01.228844Z"}},"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"   implied_volatility    delta    gamma    theta     vega      rho  tte_days  \\\n0             1.24983  0.99396  0.00055 -0.32269  0.00423  0.01093         0   \n1             0.16556  0.83374  0.00466 -0.08910  0.80702  1.60530       171   \n2             0.18370 -0.18316  0.00446 -0.03254  0.85820 -0.43508       171   \n3             0.16647  0.83756  0.00456 -0.08887  0.79497  1.60972       171   \n4             0.18461 -0.17939  0.00438 -0.03244  0.84708 -0.42610       171   \n\n   log_moneyness  strike  type_enc  volume  open_interest  regime   mark  \\\n0      -0.218156   402.0         1     130              1       0  70.77   \n1      -0.134675   437.0         1       0           1002       0  51.41   \n2      -0.136966   436.0         0       1            721       0   6.30   \n3      -0.136966   436.0         1       2           1140       0  52.27   \n4      -0.139262   435.0         0      40          26055       0   6.17   \n\n        date          contractID regime_name  \n0 2024-01-02  SPY240102C00402000   expansion  \n1 2024-01-02  SPY240621C00437000   expansion  \n2 2024-01-02  SPY240621P00436000   expansion  \n3 2024-01-02  SPY240621C00436000   expansion  \n4 2024-01-02  SPY240621P00435000   expansion  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>implied_volatility</th>\n      <th>delta</th>\n      <th>gamma</th>\n      <th>theta</th>\n      <th>vega</th>\n      <th>rho</th>\n      <th>tte_days</th>\n      <th>log_moneyness</th>\n      <th>strike</th>\n      <th>type_enc</th>\n      <th>volume</th>\n      <th>open_interest</th>\n      <th>regime</th>\n      <th>mark</th>\n      <th>date</th>\n      <th>contractID</th>\n      <th>regime_name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1.24983</td>\n      <td>0.99396</td>\n      <td>0.00055</td>\n      <td>-0.32269</td>\n      <td>0.00423</td>\n      <td>0.01093</td>\n      <td>0</td>\n      <td>-0.218156</td>\n      <td>402.0</td>\n      <td>1</td>\n      <td>130</td>\n      <td>1</td>\n      <td>0</td>\n      <td>70.77</td>\n      <td>2024-01-02</td>\n      <td>SPY240102C00402000</td>\n      <td>expansion</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0.16556</td>\n      <td>0.83374</td>\n      <td>0.00466</td>\n      <td>-0.08910</td>\n      <td>0.80702</td>\n      <td>1.60530</td>\n      <td>171</td>\n      <td>-0.134675</td>\n      <td>437.0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1002</td>\n      <td>0</td>\n      <td>51.41</td>\n      <td>2024-01-02</td>\n      <td>SPY240621C00437000</td>\n      <td>expansion</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0.18370</td>\n      <td>-0.18316</td>\n      <td>0.00446</td>\n      <td>-0.03254</td>\n      <td>0.85820</td>\n      <td>-0.43508</td>\n      <td>171</td>\n      <td>-0.136966</td>\n      <td>436.0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>721</td>\n      <td>0</td>\n      <td>6.30</td>\n      <td>2024-01-02</td>\n      <td>SPY240621P00436000</td>\n      <td>expansion</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0.16647</td>\n      <td>0.83756</td>\n      <td>0.00456</td>\n      <td>-0.08887</td>\n      <td>0.79497</td>\n      <td>1.60972</td>\n      <td>171</td>\n      <td>-0.136966</td>\n      <td>436.0</td>\n      <td>1</td>\n      <td>2</td>\n      <td>1140</td>\n      <td>0</td>\n      <td>52.27</td>\n      <td>2024-01-02</td>\n      <td>SPY240621C00436000</td>\n      <td>expansion</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0.18461</td>\n      <td>-0.17939</td>\n      <td>0.00438</td>\n      <td>-0.03244</td>\n      <td>0.84708</td>\n      <td>-0.42610</td>\n      <td>171</td>\n      <td>-0.139262</td>\n      <td>435.0</td>\n      <td>0</td>\n      <td>40</td>\n      <td>26055</td>\n      <td>0</td>\n      <td>6.17</td>\n      <td>2024-01-02</td>\n      <td>SPY240621P00435000</td>\n      <td>expansion</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}],"execution_count":7},{"cell_type":"code","source":"unique_dates=df_full['date'].unique()\nsplit_date=unique_dates[int(len(unique_dates)*0.8)]\ntrain_mask=df_full['date']<split_date\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T08:55:45.257318Z","iopub.execute_input":"2026-07-17T08:55:45.257711Z","iopub.status.idle":"2026-07-17T08:55:45.292347Z","shell.execute_reply.started":"2026-07-17T08:55:45.257680Z","shell.execute_reply":"2026-07-17T08:55:45.291316Z"}},"outputs":[],"execution_count":10},{"cell_type":"code","source":"feat_scaler=StandardScaler()\ntarget_scaler=StandardScaler()\n\nfeat_scaler.fit(df_full.loc[train_mask,FEATURES].values)\ntarget_scaler.fit(df_full.loc[train_mask,[TARGET]].values)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T09:24:52.841670Z","iopub.execute_input":"2026-07-17T09:24:52.842347Z","iopub.status.idle":"2026-07-17T09:24:53.346748Z","shell.execute_reply.started":"2026-07-17T09:24:52.842311Z","shell.execute_reply":"2026-07-17T09:24:53.345685Z"}},"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"StandardScaler()","text/html":"<style>#sk-container-id-3 {\n  /* Definition of color scheme common for light and dark mode */\n  --sklearn-color-text: #000;\n  --sklearn-color-text-muted: #666;\n  --sklearn-color-line: gray;\n  /* Definition of color scheme for unfitted estimators */\n  --sklearn-color-unfitted-level-0: #fff5e6;\n  --sklearn-color-unfitted-level-1: #f6e4d2;\n  --sklearn-color-unfitted-level-2: #ffe0b3;\n  --sklearn-color-unfitted-level-3: chocolate;\n  /* Definition of color scheme for fitted estimators */\n  --sklearn-color-fitted-level-0: #f0f8ff;\n  --sklearn-color-fitted-level-1: #d4ebff;\n  --sklearn-color-fitted-level-2: #b3dbfd;\n  --sklearn-color-fitted-level-3: cornflowerblue;\n\n  /* Specific color for light theme */\n  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n  --sklearn-color-icon: #696969;\n\n  @media (prefers-color-scheme: dark) {\n    /* Redefinition of color scheme for dark theme */\n    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n    --sklearn-color-icon: #878787;\n  }\n}\n\n#sk-container-id-3 {\n  color: var(--sklearn-color-text);\n}\n\n#sk-container-id-3 pre {\n  padding: 0;\n}\n\n#sk-container-id-3 input.sk-hidden--visually {\n  border: 0;\n  clip: rect(1px 1px 1px 1px);\n  clip: rect(1px, 1px, 1px, 1px);\n  height: 1px;\n  margin: -1px;\n  overflow: hidden;\n  padding: 0;\n  position: absolute;\n  width: 1px;\n}\n\n#sk-container-id-3 div.sk-dashed-wrapped {\n  border: 1px dashed var(--sklearn-color-line);\n  margin: 0 0.4em 0.5em 0.4em;\n  box-sizing: border-box;\n  padding-bottom: 0.4em;\n  background-color: var(--sklearn-color-background);\n}\n\n#sk-container-id-3 div.sk-container {\n  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n     but bootstrap.min.css set `[hidden] { display: none !important; }`\n     so we also need the `!important` here to be able to override the\n     default hidden behavior on the sphinx rendered scikit-learn.org.\n     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n  display: inline-block !important;\n  position: relative;\n}\n\n#sk-container-id-3 div.sk-text-repr-fallback {\n  display: none;\n}\n\ndiv.sk-parallel-item,\ndiv.sk-serial,\ndiv.sk-item {\n  /* draw centered vertical line to link estimators */\n  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n  background-size: 2px 100%;\n  background-repeat: no-repeat;\n  background-position: center center;\n}\n\n/* Parallel-specific style estimator block */\n\n#sk-container-id-3 div.sk-parallel-item::after {\n  content: \"\";\n  width: 100%;\n  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n  flex-grow: 1;\n}\n\n#sk-container-id-3 div.sk-parallel {\n  display: flex;\n  align-items: stretch;\n  justify-content: center;\n  background-color: var(--sklearn-color-background);\n  position: relative;\n}\n\n#sk-container-id-3 div.sk-parallel-item {\n  display: flex;\n  flex-direction: column;\n}\n\n#sk-container-id-3 div.sk-parallel-item:first-child::after {\n  align-self: flex-end;\n  width: 50%;\n}\n\n#sk-container-id-3 div.sk-parallel-item:last-child::after {\n  align-self: flex-start;\n  width: 50%;\n}\n\n#sk-container-id-3 div.sk-parallel-item:only-child::after {\n  width: 0;\n}\n\n/* Serial-specific style estimator block */\n\n#sk-container-id-3 div.sk-serial {\n  display: flex;\n  flex-direction: column;\n  align-items: center;\n  background-color: var(--sklearn-color-background);\n  padding-right: 1em;\n  padding-left: 1em;\n}\n\n\n/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\nclickable and can be expanded/collapsed.\n- Pipeline and ColumnTransformer use this feature and define the default style\n- Estimators will overwrite some part of the style using the `sk-estimator` class\n*/\n\n/* Pipeline and ColumnTransformer style (default) */\n\n#sk-container-id-3 div.sk-toggleable {\n  /* Default theme specific background. It is overwritten whether we have a\n  specific estimator or a Pipeline/ColumnTransformer */\n  background-color: var(--sklearn-color-background);\n}\n\n/* Toggleable label */\n#sk-container-id-3 label.sk-toggleable__label {\n  cursor: pointer;\n  display: flex;\n  width: 100%;\n  margin-bottom: 0;\n  padding: 0.5em;\n  box-sizing: border-box;\n  text-align: center;\n  align-items: start;\n  justify-content: space-between;\n  gap: 0.5em;\n}\n\n#sk-container-id-3 label.sk-toggleable__label .caption {\n  font-size: 0.6rem;\n  font-weight: lighter;\n  color: var(--sklearn-color-text-muted);\n}\n\n#sk-container-id-3 label.sk-toggleable__label-arrow:before {\n  /* Arrow on the left of the label */\n  content: \"▸\";\n  float: left;\n  margin-right: 0.25em;\n  color: var(--sklearn-color-icon);\n}\n\n#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {\n  color: var(--sklearn-color-text);\n}\n\n/* Toggleable content - dropdown */\n\n#sk-container-id-3 div.sk-toggleable__content {\n  max-height: 0;\n  max-width: 0;\n  overflow: hidden;\n  text-align: left;\n  /* unfitted */\n  background-color: var(--sklearn-color-unfitted-level-0);\n}\n\n#sk-container-id-3 div.sk-toggleable__content.fitted {\n  /* fitted */\n  background-color: var(--sklearn-color-fitted-level-0);\n}\n\n#sk-container-id-3 div.sk-toggleable__content pre {\n  margin: 0.2em;\n  border-radius: 0.25em;\n  color: var(--sklearn-color-text);\n  /* unfitted */\n  background-color: var(--sklearn-color-unfitted-level-0);\n}\n\n#sk-container-id-3 div.sk-toggleable__content.fitted pre {\n  /* unfitted */\n  background-color: var(--sklearn-color-fitted-level-0);\n}\n\n#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n  /* Expand drop-down */\n  max-height: 200px;\n  max-width: 100%;\n  overflow: auto;\n}\n\n#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n  content: \"▾\";\n}\n\n/* Pipeline/ColumnTransformer-specific style */\n\n#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n  color: var(--sklearn-color-text);\n  background-color: var(--sklearn-color-unfitted-level-2);\n}\n\n#sk-container-id-3 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n  background-color: var(--sklearn-color-fitted-level-2);\n}\n\n/* Estimator-specific style */\n\n/* Colorize estimator box */\n#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n  /* unfitted */\n  background-color: var(--sklearn-color-unfitted-level-2);\n}\n\n#sk-container-id-3 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n  /* fitted */\n  background-color: var(--sklearn-color-fitted-level-2);\n}\n\n#sk-container-id-3 div.sk-label label.sk-toggleable__label,\n#sk-container-id-3 div.sk-label label {\n  /* The background is the default theme color */\n  color: var(--sklearn-color-text-on-default-background);\n}\n\n/* On hover, darken the color of the background */\n#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {\n  color: var(--sklearn-color-text);\n  background-color: var(--sklearn-color-unfitted-level-2);\n}\n\n/* Label box, darken color on hover, fitted */\n#sk-container-id-3 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n  color: var(--sklearn-color-text);\n  background-color: var(--sklearn-color-fitted-level-2);\n}\n\n/* Estimator label */\n\n#sk-container-id-3 div.sk-label label {\n  font-family: monospace;\n  font-weight: bold;\n  display: inline-block;\n  line-height: 1.2em;\n}\n\n#sk-container-id-3 div.sk-label-container {\n  text-align: center;\n}\n\n/* Estimator-specific */\n#sk-container-id-3 div.sk-estimator {\n  font-family: monospace;\n  border: 1px dotted var(--sklearn-color-border-box);\n  border-radius: 0.25em;\n  box-sizing: border-box;\n  margin-bottom: 0.5em;\n  /* unfitted */\n  background-color: var(--sklearn-color-unfitted-level-0);\n}\n\n#sk-container-id-3 div.sk-estimator.fitted {\n  /* fitted */\n  background-color: var(--sklearn-color-fitted-level-0);\n}\n\n/* on hover */\n#sk-container-id-3 div.sk-estimator:hover {\n  /* unfitted */\n  background-color: var(--sklearn-color-unfitted-level-2);\n}\n\n#sk-container-id-3 div.sk-estimator.fitted:hover {\n  /* fitted */\n  background-color: var(--sklearn-color-fitted-level-2);\n}\n\n/* Specification for estimator info (e.g. \"i\" and \"?\") */\n\n/* Common style for \"i\" and \"?\" */\n\n.sk-estimator-doc-link,\na:link.sk-estimator-doc-link,\na:visited.sk-estimator-doc-link {\n  float: right;\n  font-size: smaller;\n  line-height: 1em;\n  font-family: monospace;\n  background-color: var(--sklearn-color-background);\n  border-radius: 1em;\n  height: 1em;\n  width: 1em;\n  text-decoration: none !important;\n  margin-left: 0.5em;\n  text-align: center;\n  /* unfitted */\n  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n  color: var(--sklearn-color-unfitted-level-1);\n}\n\n.sk-estimator-doc-link.fitted,\na:link.sk-estimator-doc-link.fitted,\na:visited.sk-estimator-doc-link.fitted {\n  /* fitted */\n  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n  color: var(--sklearn-color-fitted-level-1);\n}\n\n/* On hover */\ndiv.sk-estimator:hover .sk-estimator-doc-link:hover,\n.sk-estimator-doc-link:hover,\ndiv.sk-label-container:hover .sk-estimator-doc-link:hover,\n.sk-estimator-doc-link:hover {\n  /* unfitted */\n  background-color: var(--sklearn-color-unfitted-level-3);\n  color: var(--sklearn-color-background);\n  text-decoration: none;\n}\n\ndiv.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n.sk-estimator-doc-link.fitted:hover,\ndiv.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n.sk-estimator-doc-link.fitted:hover {\n  /* fitted */\n  background-color: var(--sklearn-color-fitted-level-3);\n  color: var(--sklearn-color-background);\n  text-decoration: none;\n}\n\n/* Span, style for the box shown on hovering the info icon */\n.sk-estimator-doc-link span {\n  display: none;\n  z-index: 9999;\n  position: relative;\n  font-weight: normal;\n  right: .2ex;\n  padding: .5ex;\n  margin: .5ex;\n  width: min-content;\n  min-width: 20ex;\n  max-width: 50ex;\n  color: var(--sklearn-color-text);\n  box-shadow: 2pt 2pt 4pt #999;\n  /* unfitted */\n  background: var(--sklearn-color-unfitted-level-0);\n  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n}\n\n.sk-estimator-doc-link.fitted span {\n  /* fitted */\n  background: var(--sklearn-color-fitted-level-0);\n  border: var(--sklearn-color-fitted-level-3);\n}\n\n.sk-estimator-doc-link:hover span {\n  display: block;\n}\n\n/* \"?\"-specific style due to the `<a>` HTML tag */\n\n#sk-container-id-3 a.estimator_doc_link {\n  float: right;\n  font-size: 1rem;\n  line-height: 1em;\n  font-family: monospace;\n  background-color: var(--sklearn-color-background);\n  border-radius: 1rem;\n  height: 1rem;\n  width: 1rem;\n  text-decoration: none;\n  /* unfitted */\n  color: var(--sklearn-color-unfitted-level-1);\n  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n}\n\n#sk-container-id-3 a.estimator_doc_link.fitted {\n  /* fitted */\n  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n  color: var(--sklearn-color-fitted-level-1);\n}\n\n/* On hover */\n#sk-container-id-3 a.estimator_doc_link:hover {\n  /* unfitted */\n  background-color: var(--sklearn-color-unfitted-level-3);\n  color: var(--sklearn-color-background);\n  text-decoration: none;\n}\n\n#sk-container-id-3 a.estimator_doc_link.fitted:hover {\n  /* fitted */\n  background-color: var(--sklearn-color-fitted-level-3);\n}\n</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>StandardScaler()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>StandardScaler</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.preprocessing.StandardScaler.html\">?<span>Documentation for StandardScaler</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>StandardScaler()</pre></div> </div></div></div></div>"},"metadata":{}}],"execution_count":15},{"cell_type":"code","source":"df_full_scaled=df_full.copy()\ndf_full_scaled[FEATURES]=feat_scaler.transform(df_full_scaled[FEATURES].values)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T09:24:54.916986Z","iopub.execute_input":"2026-07-17T09:24:54.917323Z","iopub.status.idle":"2026-07-17T09:24:55.327391Z","shell.execute_reply.started":"2026-07-17T09:24:54.917294Z","shell.execute_reply":"2026-07-17T09:24:55.326502Z"}},"outputs":[],"execution_count":16},{"cell_type":"code","source":"N_PER_REGIME = 300\nnp.random.seed(42)\n\nregime_keys  = [\"contraction\", \"transition\", \"expansion\"]\nreservoirs   = {r: [] for r in regime_keys}\ncounts_seen  = {r: 0 for r in regime_keys}\n\nfor contract_id, group in df_full_scaled.groupby(\"contractID\"):\n    group = group.sort_values(\"date\").reset_index(drop=True)\n    if len(group) < SEQ_LEN + 1:\n        continue\n\n    X            = group[FEATURES].values.astype(np.float32)\n    regime_names = group[\"regime_name\"].values\n\n    for start in range(len(X) - SEQ_LEN):\n        regime = regime_names[start + SEQ_LEN]\n        if regime not in reservoirs:\n            continue\n        seq = X[start : start + SEQ_LEN]\n\n        counts_seen[regime] += 1\n        res = reservoirs[regime]\n        if len(res) < N_PER_REGIME:\n            res.append(seq)\n        else:\n            j = np.random.randint(0, counts_seen[regime])\n            if j < N_PER_REGIME:\n                res[j] = seq\n\nfor r in regime_keys:\n    print(f\"{r}: sampled {len(reservoirs[r])} / seen {counts_seen[r]}\")\n\nX_shap = np.concatenate([np.array(reservoirs[r]) for r in regime_keys], axis=0)\nsampled_regimes = np.array(\n    sum([[r] * len(reservoirs[r]) for r in regime_keys], [])\n)\nprint(f\"\\nFinal SHAP input shape: {X_shap.shape}\")\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T09:28:12.756754Z","iopub.execute_input":"2026-07-17T09:28:12.757767Z","iopub.status.idle":"2026-07-17T09:29:37.013505Z","shell.execute_reply.started":"2026-07-17T09:28:12.757725Z","shell.execute_reply":"2026-07-17T09:29:37.012317Z"}},"outputs":[{"name":"stdout","text":"contraction: sampled 300 / seen 836184\ntransition: sampled 300 / seen 444752\nexpansion: sampled 300 / seen 579642\n\nFinal SHAP input shape: (900, 6, 13)\n","output_type":"stream"}],"execution_count":17},{"cell_type":"code","source":"X_shap","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T09:29:37.014912Z","iopub.execute_input":"2026-07-17T09:29:37.015260Z","iopub.status.idle":"2026-07-17T09:29:37.024595Z","shell.execute_reply.started":"2026-07-17T09:29:37.015230Z","shell.execute_reply":"2026-07-17T09:29:37.023741Z"}},"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"array([[[-2.16566265e-01,  1.07599390e+00,  1.19834550e-01, ...,\n         -7.67256394e-02, -2.33091518e-01,  1.23184013e+00],\n        [-2.34003365e-01,  1.13297284e+00,  7.76234344e-02, ...,\n         -7.68132508e-02, -2.32879966e-01,  1.23184013e+00],\n        [-1.50890991e-01,  1.11819434e+00,  5.61931767e-02, ...,\n         -7.69008622e-02, -2.32985735e-01,  1.23184013e+00],\n        [-1.47794053e-01,  1.12601233e+00,  5.29461689e-02, ...,\n         -7.69008622e-02, -2.32985735e-01,  1.23184013e+00],\n        [-1.58061072e-01,  1.16945684e+00,  3.44624335e-04, ...,\n         -7.69008622e-02, -2.32985735e-01,  1.23184013e+00],\n        [-1.79100052e-01,  1.20269597e+00, -3.92688848e-02, ...,\n         -7.68132508e-02, -2.32985735e-01,  1.23184013e+00]],\n\n       [[-2.37066641e-01, -1.70235574e+00,  5.16473651e-02, ...,\n         -7.69008622e-02, -2.33303070e-01,  1.23184013e+00],\n        [-2.54537404e-01, -1.71607506e+00,  5.55437766e-02, ...,\n         -7.69008622e-02, -2.33303070e-01,  1.23184013e+00],\n        [-2.22726479e-01, -1.71022415e+00,  4.45039459e-02, ...,\n         -7.69008622e-02, -2.33303070e-01,  1.23184013e+00],\n        [-2.68372625e-01, -1.68986368e+00,  8.93126652e-02, ...,\n         -7.69008622e-02, -2.33303070e-01,  1.23184013e+00],\n        [-2.20673069e-01, -1.72806263e+00,  4.38545421e-02, ...,\n         -7.69008622e-02, -2.33303070e-01,  1.23184013e+00],\n        [-2.60159016e-01, -1.70149827e+00,  9.06114727e-02, ...,\n         -7.69008622e-02, -2.33303070e-01,  1.23184013e+00]],\n\n       [[-2.66319245e-01, -7.90810347e-01, -9.83644500e-02, ...,\n         -7.63752088e-02, -8.94437805e-02,  1.23184013e+00],\n        [-2.66857833e-01, -7.99317718e-01, -9.38186347e-02, ...,\n         -7.67256394e-02, -8.94437805e-02,  1.23184013e+00],\n        [-2.72479445e-01, -7.91819155e-01, -9.31692347e-02, ...,\n         -7.69008622e-02, -8.94437805e-02,  1.23184013e+00],\n        [-2.60697603e-01, -8.18417132e-01, -8.86234194e-02, ...,\n         -7.69008622e-02, -8.94437805e-02,  1.23184013e+00],\n        [-2.77629793e-01, -8.11338902e-01, -8.27788040e-02, ...,\n         -7.69008622e-02, -8.94437805e-02,  1.23184013e+00],\n        [-2.72479445e-01, -7.77729928e-01, -9.64162424e-02, ...,\n         -7.67256394e-02, -8.94437805e-02,  1.23184013e+00]],\n\n       ...,\n\n       [[-1.28808483e-01, -5.51226437e-01, -2.20451981e-01, ...,\n         -7.69008622e-02, -2.32668400e-01, -1.15871072e+00],\n        [-1.39075503e-01, -5.44736683e-01, -2.21101388e-01, ...,\n         -7.69008622e-02, -2.32668400e-01, -1.15871072e+00],\n        [-1.41633838e-01, -5.41256368e-01, -2.22400188e-01, ...,\n         -7.69008622e-02, -2.32668400e-01, -1.15871072e+00],\n        [-1.37527034e-01, -5.60406268e-01, -2.12659165e-01, ...,\n         -7.69008622e-02, -2.32668400e-01, -1.15871072e+00],\n        [-1.41128913e-01, -5.45123339e-01, -2.19802573e-01, ...,\n         -7.69008622e-02, -2.32668400e-01, -1.15871072e+00],\n        [-1.29852012e-01, -5.74865401e-01, -2.06165150e-01, ...,\n         -7.69008622e-02, -2.32668400e-01, -1.15871072e+00]],\n\n       [[-2.67362773e-01, -7.17270732e-01, -1.20444104e-01, ...,\n         -7.42725879e-02,  1.62098423e-01, -1.15871072e+00],\n        [-2.68911242e-01, -7.24836528e-01, -1.15248896e-01, ...,\n         -6.27081767e-02,  1.61463752e-01, -1.15871072e+00],\n        [-2.75576383e-01, -7.27375269e-01, -1.11352481e-01, ...,\n         -7.31336698e-02,  1.53530329e-01, -1.15871072e+00],\n        [-2.73522973e-01, -7.02071846e-01, -1.22392312e-01, ...,\n         -6.97169080e-02,  1.53636113e-01, -1.15871072e+00],\n        [-2.67867714e-01, -7.05350339e-01, -1.23041712e-01, ...,\n         -7.55867213e-02,  1.50251180e-01, -1.15871072e+00],\n        [-2.64804423e-01, -7.11688817e-01, -1.19794704e-01, ...,\n         -4.19448018e-02,  1.76695913e-01, -1.15871072e+00]],\n\n       [[-8.75473320e-01,  1.33254206e+00, -3.49033535e-01, ...,\n         -7.69008622e-02, -2.28014126e-01, -1.15871072e+00],\n        [-8.75473320e-01,  1.33254206e+00, -3.49033535e-01, ...,\n         -7.69008622e-02, -2.28014126e-01, -1.15871072e+00],\n        [-8.75473320e-01,  1.33254206e+00, -3.49033535e-01, ...,\n         -7.69008622e-02, -2.28014126e-01, -1.15871072e+00],\n        [-8.75675321e-01,  1.33254206e+00, -3.49033535e-01, ...,\n         -7.68132508e-02, -2.28014126e-01, -1.15871072e+00],\n        [-8.75607967e-01,  1.33254206e+00, -3.49033535e-01, ...,\n         -7.69008622e-02, -2.28119910e-01, -1.15871072e+00],\n        [-8.76045585e-01,  1.33254206e+00, -3.49033535e-01, ...,\n         -7.69008622e-02, -2.28119910e-01, -1.15871072e+00]]],\n      dtype=float32)"},"metadata":{}}],"execution_count":18},{"cell_type":"code","source":"model_shap=model.cpu()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T09:30:15.737321Z","iopub.execute_input":"2026-07-17T09:30:15.737772Z","iopub.status.idle":"2026-07-17T09:30:15.744734Z","shell.execute_reply.started":"2026-07-17T09:30:15.737737Z","shell.execute_reply":"2026-07-17T09:30:15.743691Z"}},"outputs":[],"execution_count":19},{"cell_type":"code","source":"model_shap.eval()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T09:30:39.022932Z","iopub.execute_input":"2026-07-17T09:30:39.023321Z","iopub.status.idle":"2026-07-17T09:30:39.030264Z","shell.execute_reply.started":"2026-07-17T09:30:39.023291Z","shell.execute_reply":"2026-07-17T09:30:39.029337Z"}},"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/plain":"OptionPricingLSTM(\n  (lstm): LSTM(13, 128, num_layers=2, batch_first=True, dropout=0.3)\n  (head): Sequential(\n    (0): Dropout(p=0.3, inplace=False)\n    (1): Linear(in_features=128, out_features=64, bias=True)\n    (2): ReLU()\n    (3): Dropout(p=0.2, inplace=False)\n    (4): Linear(in_features=64, out_features=1, bias=True)\n  )\n)"},"metadata":{}}],"execution_count":22},{"cell_type":"code","source":"class SHAPWrapper(nn.Module):\n    def __init__(self, m):\n        super().__init__()\n        self.model = m\n    def forward(self, x):\n        out = self.model(x)\n        return out.unsqueeze(-1) if out.dim() == 1 else out\nmodel_wrapped = SHAPWrapper(model_shap)\nmodel_wrapped.eval()\nprint(\"Model ready for SHAP\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T09:30:51.285222Z","iopub.execute_input":"2026-07-17T09:30:51.285586Z","iopub.status.idle":"2026-07-17T09:30:51.292934Z","shell.execute_reply.started":"2026-07-17T09:30:51.285552Z","shell.execute_reply":"2026-07-17T09:30:51.291833Z"}},"outputs":[{"name":"stdout","text":"Model ready for SHAP\n","output_type":"stream"}],"execution_count":24},{"cell_type":"code","source":"regime_keys","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T10:06:28.115066Z","iopub.execute_input":"2026-07-17T10:06:28.115410Z","iopub.status.idle":"2026-07-17T10:06:28.122138Z","shell.execute_reply.started":"2026-07-17T10:06:28.115381Z","shell.execute_reply":"2026-07-17T10:06:28.120719Z"}},"outputs":[{"execution_count":26,"output_type":"execute_result","data":{"text/plain":"['contraction', 'transition', 'expansion']"},"metadata":{}}],"execution_count":26},{"cell_type":"code","source":"import shap","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T10:27:00.750527Z","iopub.execute_input":"2026-07-17T10:27:00.750849Z","iopub.status.idle":"2026-07-17T10:27:05.033249Z","shell.execute_reply.started":"2026-07-17T10:27:00.750821Z","shell.execute_reply":"2026-07-17T10:27:05.032140Z"}},"outputs":[],"execution_count":28},{"cell_type":"code","source":"np.random.seed(42)\nbg_idx    = np.random.choice(len(X_shap), size=100, replace=False)\nX_bg      = torch.tensor(X_shap[bg_idx], dtype=torch.float32)\nX_explain = torch.tensor(X_shap,          dtype=torch.float32)\n\nprint(f\"Background shape : {X_bg.shape}\")\nprint(f\"Explain shape    : {X_explain.shape}\")\n\nprint(\"Computing SHAP values...\")\nexplainer   = shap.GradientExplainer(model_wrapped, X_bg)\nshap_values = explainer.shap_values(X_explain)\n\nif isinstance(shap_values, list):\n    shap_values = shap_values[0]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T10:27:05.034678Z","iopub.execute_input":"2026-07-17T10:27:05.035220Z","iopub.status.idle":"2026-07-17T10:28:01.986734Z","shell.execute_reply.started":"2026-07-17T10:27:05.035188Z","shell.execute_reply":"2026-07-17T10:28:01.985864Z"}},"outputs":[{"name":"stdout","text":"Background shape : torch.Size([100, 6, 13])\nExplain shape    : torch.Size([900, 6, 13])\nComputing SHAP values...\n","output_type":"stream"}],"execution_count":29},{"cell_type":"code","source":"print(f\"Raw SHAP shape: {shap_values.shape}\")\n\nshap_abs    = np.mean(np.abs(shap_values), axis=1).squeeze(-1)\nshap_signed = np.mean(shap_values,         axis=1).squeeze(-1)\nX_last      = X_explain[:, -1, :].numpy()\n\nprint(f\"Aggregated SHAP shape: {shap_abs.shape}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T10:31:33.888776Z","iopub.execute_input":"2026-07-17T10:31:33.889165Z","iopub.status.idle":"2026-07-17T10:31:33.897370Z","shell.execute_reply.started":"2026-07-17T10:31:33.889134Z","shell.execute_reply":"2026-07-17T10:31:33.896448Z"}},"outputs":[{"name":"stdout","text":"Raw SHAP shape: (900, 6, 13, 1)\nAggregated SHAP shape: (900, 13)\n","output_type":"stream"}],"execution_count":30},{"cell_type":"code","source":"n_con = (sampled_regimes == \"contraction\").sum()\nn_tra = (sampled_regimes == \"transition\").sum()\n\nshap_by_regime = {\n    \"Contraction\" : shap_abs[:n_con],\n    \"Transition\"  : shap_abs[n_con:n_con+n_tra],\n    \"Expansion\"   : shap_abs[n_con+n_tra:]\n}\nshap_signed_by_regime = {\n    \"Contraction\" : shap_signed[:n_con],\n    \"Transition\"  : shap_signed[n_con:n_con+n_tra],\n    \"Expansion\"   : shap_signed[n_con+n_tra:]\n}\nX_by_regime = {\n    \"Contraction\" : X_last[:n_con],\n    \"Transition\"  : X_last[n_con:n_con+n_tra],\n    \"Expansion\"   : X_last[n_con+n_tra:]\n}\n\nfor k, v in shap_by_regime.items():\n    print(f\"{k}: {v.shape}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T10:31:45.488861Z","iopub.execute_input":"2026-07-17T10:31:45.489272Z","iopub.status.idle":"2026-07-17T10:31:45.498532Z","shell.execute_reply.started":"2026-07-17T10:31:45.489238Z","shell.execute_reply":"2026-07-17T10:31:45.497365Z"}},"outputs":[{"name":"stdout","text":"Contraction: (300, 13)\nTransition: (300, 13)\nExpansion: (300, 13)\n","output_type":"stream"}],"execution_count":31},{"cell_type":"code","source":"regimes = [\"Contraction\", \"Transition\", \"Expansion\"]\n\nexplanations = {}\nfor regime in regimes:\n    explanations[regime] = shap.Explanation(\n        values=shap_signed_by_regime[regime],\n        base_values=np.zeros(len(shap_signed_by_regime[regime])),\n        data=X_by_regime[regime],\n        feature_names=FEATURES\n    )\n\noverall_explanation = shap.Explanation(\n    values=shap_signed,\n    base_values=np.zeros(len(shap_signed)),\n    data=X_last,\n    feature_names=FEATURES\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T10:32:00.940536Z","iopub.execute_input":"2026-07-17T10:32:00.940877Z","iopub.status.idle":"2026-07-17T10:32:00.949821Z","shell.execute_reply.started":"2026-07-17T10:32:00.940845Z","shell.execute_reply":"2026-07-17T10:32:00.948492Z"}},"outputs":[],"execution_count":32},{"cell_type":"code","source":"for regime in regimes:\n    shap.plots.bar(explanations[regime], show=False, max_display=13)\n    plt.title(f\"Feature Importance — {regime} Regime\", fontsize=13, fontweight=\"bold\")\n    plt.tight_layout()\n    plt.savefig(f\"shap_bar_{regime.lower()}.png\", dpi=150, bbox_inches=\"tight\")\n    plt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T10:33:20.407902Z","iopub.execute_input":"2026-07-17T10:33:20.408275Z","iopub.status.idle":"2026-07-17T10:33:22.478193Z","shell.execute_reply.started":"2026-07-17T10:33:20.408244Z","shell.execute_reply":"2026-07-17T10:33:22.477061Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x800 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 800x800 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 800x800 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":33},{"cell_type":"code","source":"shap.plots.bar(overall_explanation, show=False, max_display=13)\nplt.title(\"Overall LSTM Feature Importance — SHAP\", fontsize=14, fontweight=\"bold\")\nplt.tight_layout()\nplt.savefig(\"shap_overall.png\", dpi=150, bbox_inches=\"tight\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T10:34:08.734124Z","iopub.execute_input":"2026-07-17T10:34:08.734508Z","iopub.status.idle":"2026-07-17T10:34:09.397065Z","shell.execute_reply.started":"2026-07-17T10:34:08.734476Z","shell.execute_reply":"2026-07-17T10:34:09.396143Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x800 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":34},{"cell_type":"code","source":"plt.figure(figsize=(8, 6))\nshap.plots.beeswarm(overall_explanation, show=False, max_display=13)\nplt.title(\"Overall LSTM SHAP Beeswarm Plot\", fontsize=14, fontweight=\"bold\")\nplt.tight_layout()\nplt.savefig(\"shap_overall_beeswarm.png\", dpi=150, bbox_inches=\"tight\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T10:37:09.979495Z","iopub.execute_input":"2026-07-17T10:37:09.979854Z","iopub.status.idle":"2026-07-17T10:37:11.192867Z","shell.execute_reply.started":"2026-07-17T10:37:09.979820Z","shell.execute_reply":"2026-07-17T10:37:11.191853Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x670 with 2 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":37},{"cell_type":"code","source":"imp_con = np.mean(shap_by_regime[\"Contraction\"], axis=0)\nimp_tra = np.mean(shap_by_regime[\"Transition\"],  axis=0)\nimp_exp = np.mean(shap_by_regime[\"Expansion\"],   axis=0)\n\nrank_con = pd.Series(imp_con, index=FEATURES).rank(ascending=False)\nrank_tra = pd.Series(imp_tra, index=FEATURES).rank(ascending=False)\nrank_exp = pd.Series(imp_exp, index=FEATURES).rank(ascending=False)\n\nrank_df = pd.DataFrame({\n    \"Contraction Rank\": rank_con.astype(int),\n    \"Transition Rank\" : rank_tra.astype(int),\n    \"Expansion Rank\"  : rank_exp.astype(int),\n}).sort_values(\"Contraction Rank\")\n\nprint(rank_df.to_string())\n\nx_positions = [0, 1, 2]\nx_labels    = [\"Contraction\", \"Transition\", \"Expansion\"]\n\nfig, ax = plt.subplots(figsize=(12, 8))\nfor feature in rank_df.index:\n    ranks = [\n        rank_df.loc[feature, \"Contraction Rank\"],\n        rank_df.loc[feature, \"Transition Rank\"],\n        rank_df.loc[feature, \"Expansion Rank\"],\n    ]\n    # color by overall direction: rank falling (more important) = green,\n    # rank rising (less important) = red, across the full Contraction->Expansion move\n    overall_delta = ranks[-1] - ranks[0]\n    color = \"red\" if overall_delta < 0 else \"green\" if overall_delta > 0 else \"gray\"\n\n    ax.plot(x_positions, ranks, color=color, alpha=0.7, linewidth=2, marker=\"o\", markersize=4)\n    ax.text(x_positions[0] - 0.08, ranks[0], feature, ha=\"right\", va=\"center\", fontsize=9)\n    ax.text(x_positions[-1] + 0.08, ranks[-1], feature, ha=\"left\", va=\"center\", fontsize=9)\n\nax.set_xlim(-0.6, 2.6)\nax.set_xticks(x_positions)\nax.set_xticklabels(x_labels, fontsize=13, fontweight=\"bold\")\nax.set_ylabel(\"Rank (1 = most important)\", fontsize=11)\nax.set_title(\"Feature Importance Rank Shift Across Market Regimes\",\n             fontsize=14, fontweight=\"bold\")\nax.invert_yaxis()\nfor spine in ax.spines.values():\n    spine.set_visible(False)\nplt.tight_layout()\nplt.savefig(\"shap_rank_shift_all_regimes.png\", dpi=150, bbox_inches=\"tight\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T10:34:52.360112Z","iopub.execute_input":"2026-07-17T10:34:52.360489Z","iopub.status.idle":"2026-07-17T10:34:52.938561Z","shell.execute_reply.started":"2026-07-17T10:34:52.360430Z","shell.execute_reply":"2026-07-17T10:34:52.937646Z"}},"outputs":[{"name":"stdout","text":"                    Contraction Rank  Transition Rank  Expansion Rank\ndelta                              1                1               1\nimplied_volatility                 2                2               2\nrho                                3                4               3\nvega                               4                3               4\ntheta                              5                6               6\ngamma                              6                5               5\ntype_enc                           7                9               7\nlog_moneyness                      8                7               8\nstrike                             9                8              10\ntte_days                          10               10               9\nregime                            11               11              11\nopen_interest                     12               12              12\nvolume                            13               13              13\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x800 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":35},{"cell_type":"code","source":"summary_df = pd.DataFrame({\n    \"Feature\"           : FEATURES,\n    \"Contraction |SHAP|\": np.mean(shap_by_regime[\"Contraction\"], axis=0).round(4),\n    \"Transition |SHAP|\" : np.mean(shap_by_regime[\"Transition\"],  axis=0).round(4),\n    \"Expansion |SHAP|\"  : np.mean(shap_by_regime[\"Expansion\"],   axis=0).round(4),\n}).sort_values(\"Expansion |SHAP|\", ascending=False).reset_index(drop=True)\n\nprint(\"\\n\" + \"=\"*65)\nprint(\"Regime-Stratified SHAP Summary Table\")\nprint(\"=\"*65)\nprint(summary_df.to_string(index=False))\n\n# %% [code]\nmodel = model.to(device)\nprint(f\"Model moved back to {device}\")\nprint(\"Phase 5 complete\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-07-17T10:35:37.895457Z","iopub.execute_input":"2026-07-17T10:35:37.895820Z","iopub.status.idle":"2026-07-17T10:35:37.909660Z","shell.execute_reply.started":"2026-07-17T10:35:37.895783Z","shell.execute_reply":"2026-07-17T10:35:37.908598Z"}},"outputs":[{"name":"stdout","text":"\n=================================================================\nRegime-Stratified SHAP Summary Table\n=================================================================\n           Feature  Contraction |SHAP|  Transition |SHAP|  Expansion |SHAP|\n             delta              0.0526             0.0529            0.0507\nimplied_volatility              0.0447             0.0412            0.0394\n               rho              0.0429             0.0377            0.0387\n              vega              0.0323             0.0401            0.0340\n             gamma              0.0174             0.0207            0.0204\n             theta              0.0193             0.0204            0.0193\n          type_enc              0.0174             0.0138            0.0150\n     log_moneyness              0.0155             0.0159            0.0144\n          tte_days              0.0121             0.0122            0.0126\n            strike              0.0138             0.0139            0.0119\n            regime              0.0098             0.0050            0.0068\n     open_interest              0.0015             0.0014            0.0013\n            volume              0.0001             0.0001            0.0001\nModel moved back to cpu\nPhase 5 complete\n","output_type":"stream"}],"execution_count":36},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}