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+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0186_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0187_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0187_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0188_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0188_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0193_cgh": {
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+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0194_cgh": {
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+          "eligible_non_null_count": 2994658,
+          "outputs": [
+            "expressed_cancel_1min_0194_cgh__raw",
+            "expressed_cancel_1min_0194_cgh__missing"
+          ]
+        },
+        "expressed_cancel_1min_0205_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0205_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0227_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0227_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0228_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0230_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0232_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0270_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0290_cgh": {
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+          "outputs": [
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+          ]
+        },
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0304_cgh": {
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0305_cgh": {
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0308_cgh": {
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+          "outputs": [
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+          ]
+        },
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0316_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0317_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0321_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0323_cgh": {
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0325_cgh": {
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+          "outputs": [
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+          ]
+        },
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+          "outputs": [
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+          ]
+        },
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+          "outputs": [
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+          ]
+        },
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0375_cgh": {
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+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0401_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0406_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0407_cgh": {
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0410_cgh": {
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0463_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0464_cgh": {
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0465_cgh": {
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+          "outputs": [
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+          ]
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0467_cgh": {
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+          "outputs": [
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+          ]
+        },
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+          "outputs": [
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+          ]
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+          "outputs": [
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+          ]
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+          "outputs": [
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+          ]
+        },
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0478_cgh": {
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0480_cgh": {
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+          "outputs": [
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+          ]
+        },
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0485_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0486_cgh": {
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+          "outputs": [
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+          ]
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0489_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0490_cgh": {
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0491_cgh": {
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+          "raw_infinite_count": 0,
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+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0493_cgh": {
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+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0495_cgh": {
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+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0498_cgh": {
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+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0500_cgh": {
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+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0502_cgh": {
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+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0503_cgh": {
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+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0505_cgh": {
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+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0513_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0518_cgh": {
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+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0518_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0521_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0523_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0523_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0531_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0552_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0555_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0557_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          ]
+        },
+        "expressed_cancel_1min_0562_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0562_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0613_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0613_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0616_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0616_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0617_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0617_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0618_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0618_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0621_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0621_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0621_cgh2": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0621_cgh2__raw"
+          ]
+        },
+        "expressed_cancel_1min_0622_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0622_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0623_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0623_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0631_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0631_cgh__raw"
+          ]
+        },
+        "expressed_cancel_1min_0640_cgh": {
+          "raw_missing_rate": 0.00019300297711146878,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079732,
+          "outputs": [
+            "expressed_cancel_1min_0640_cgh__raw"
+          ]
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+          "outputs": [
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+          "outputs": [
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+          ]
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+          "outputs": [
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+          "outputs": [
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+          ]
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+          ]
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+            "expressed_orders_1min_0113_cgh2__missing"
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+            "expressed_orders_1min_0317_cgh__missing"
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+            "expressed_orders_1min_0416_cgh__missing"
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+          "outputs": [
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+          "outputs": [
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+          "outputs": [
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+          "outputs": [
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+          "outputs": [
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+          "outputs": [
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+          ]
+        },
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+          "eligible_non_null_count": 3079732,
+          "outputs": [
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+          "raw_missing_rate": 0.00028739602978279216,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080060,
+          "outputs": [
+            "factor_resvol__raw"
+          ]
+        },
+        "factor_growth": {
+          "raw_missing_rate": 0.00028739602978279216,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080060,
+          "outputs": [
+            "factor_growth__raw"
+          ]
+        },
+        "factor_btop": {
+          "raw_missing_rate": 0.00028739602978279216,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080060,
+          "outputs": [
+            "factor_btop__raw"
+          ]
+        },
+        "factor_leverage": {
+          "raw_missing_rate": 0.00028739602978279216,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080060,
+          "outputs": [
+            "factor_leverage__raw"
+          ]
+        },
+        "factor_liquidty": {
+          "raw_missing_rate": 0.00028739602978279216,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080060,
+          "outputs": [
+            "factor_liquidty__raw"
+          ]
+        },
+        "factor_midcap": {
+          "raw_missing_rate": 0.00028739602978279216,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080060,
+          "outputs": [
+            "factor_midcap__raw"
+          ]
+        },
+        "factor_price_1": {
+          "raw_missing_rate": 0.00020078797114621711,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080060,
+          "outputs": [
+            "factor_price_1__raw"
+          ]
+        },
+        "factor_price_2": {
+          "raw_missing_rate": 0.00020078797114621711,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080060,
+          "outputs": [
+            "factor_price_2__raw"
+          ]
+        },
+        "factor_liquidty_2": {
+          "raw_missing_rate": 0.00020078797114621711,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080060,
+          "outputs": [
+            "factor_liquidty_2__raw"
+          ]
+        },
+        "factor_resvol_2": {
+          "raw_missing_rate": 0.00020078797114621711,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080060,
+          "outputs": [
+            "factor_resvol_2__raw"
+          ]
+        },
+        "factor_amtvol_2": {
+          "raw_missing_rate": 0.0002208992057359836,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3079998,
+          "outputs": [
+            "factor_amtvol_2__raw"
+          ]
+        },
+        "capital_flow_buy_value": {
+          "raw_missing_rate": 8.660805863657507e-05,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080059,
+          "outputs": [
+            "capital_flow_buy_value__rank"
+          ]
+        },
+        "capital_flow_sell_value": {
+          "raw_missing_rate": 8.660805863657507e-05,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080059,
+          "outputs": [
+            "capital_flow_sell_value__rank"
+          ]
+        },
+        "turn": {
+          "raw_missing_rate": 0.0,
+          "raw_infinite_count": 0,
+          "eligible_non_null_count": 3080060,
+          "outputs": [
+            "turn__rank"
+          ]
+        }
+      }
+    },
+    "status": "passed",
+    "feature_manifest": {
+      "raw_feature_count": 340,
+      "output_feature_count": 346,
+      "passthrough_features": [
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+        "expressed_cancel_1min_0500_cgh",
+        "expressed_cancel_1min_0502_cgh",
+        "expressed_cancel_1min_0503_cgh",
+        "expressed_cancel_1min_0505_cgh",
+        "expressed_cancel_1min_0513_cgh",
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+        "expressed_cancel_1min_0521_cgh",
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+        "expressed_cancel_1min_0642_cgh",
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+        "expressed_cancel_1min_0712_cgh",
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+        "expressed_cancel_1min_0714_cgh",
+        "expressed_cancel_1min_0718_cgh",
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+        "expressed_cancel_1min_0849_cgh",
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+        "expressed_cancel_1min_0859_cgh2",
+        "expressed_cancel_1min_0860_cgh",
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+        "expressed_cancel_1min_0864_cgh",
+        "expressed_cancel_1min_0876_cgh",
+        "expressed_cancel_1min_0879_cgh",
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+        "expressed_cancel_1min_0883_cgh",
+        "expressed_cancel_1min_0886_cgh",
+        "expressed_cancel_1min_0891_cgh",
+        "expressed_cancel_1min_0894_cgh",
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+        "expressed_cancel_1min_0897_cgh",
+        "expressed_cancel_1min_0898_cgh",
+        "expressed_cancel_1min_0899_cgh",
+        "expressed_cancel_1min_0900_cgh",
+        "expressed_cancel_1min_0901_cgh",
+        "expressed_cancel_1min_0922_cgh",
+        "expressed_cancel_1min_0924_cgh",
+        "expressed_cancel_1min_0968_cgh",
+        "expressed_cancel_1min_0969_cgh",
+        "expressed_cancel_1min_0986_cgh",
+        "expressed_cancel_1min_1016_cgh",
+        "expressed_cancel_1min_1016_cgh2",
+        "expressed_cancel_1min_1017_cgh",
+        "expressed_cancel_1min_1024_cgh",
+        "expressed_cancel_1min_1027_cgh",
+        "expressed_cancel_1min_1031_cgh",
+        "expressed_cancel_1min_1039_cgh",
+        "expressed_cancel_1min_1072_cgh",
+        "expressed_cancel_1min_1084_cgh",
+        "expressed_cancel_1min_1085_cgh",
+        "expressed_cancel_1min_1089_cgh",
+        "expressed_cancel_1min_1093_cgh",
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+        "expressed_cancel_1min_1098_cgh",
+        "expressed_cancel_1min_1157_cgh",
+        "expressed_cancel_1min_1239_cgh",
+        "expressed_cancel_1min_1262_cgh",
+        "expressed_cancel_1min_1263_cgh",
+        "expressed_cancel_1min_1286_cgh",
+        "expressed_cancel_1min_1361_cgh",
+        "expressed_cancel_1min_1369_cgh",
+        "expressed_cancel_1min_1372_cgh",
+        "expressed_cancel_1min_1378_cgh",
+        "expressed_cancel_1min_1380_cgh",
+        "expressed_cancel_1min_1381_cgh",
+        "expressed_cancel_1min_1394_cgh",
+        "expressed_cancel_1min_1396_cgh",
+        "expressed_orders_1min_0021_cgh",
+        "expressed_orders_1min_0022_cgh",
+        "expressed_orders_1min_0029_cgh",
+        "expressed_orders_1min_0034_cgh",
+        "expressed_orders_1min_0068_cgh",
+        "expressed_orders_1min_0069_cgh",
+        "expressed_orders_1min_0083_cgh",
+        "expressed_orders_1min_0086_cgh",
+        "expressed_orders_1min_0087_cgh",
+        "expressed_orders_1min_0097_cgh",
+        "expressed_orders_1min_0101_cgh",
+        "expressed_orders_1min_0102_cgh",
+        "expressed_orders_1min_0108_cgh",
+        "expressed_orders_1min_0110_cgh",
+        "expressed_orders_1min_0113_cgh2",
+        "expressed_orders_1min_0186_cgh",
+        "expressed_orders_1min_0189_cgh2",
+        "expressed_orders_1min_0195_cgh",
+        "expressed_orders_1min_0200_cgh",
+        "expressed_orders_1min_0200_cgh2",
+        "expressed_orders_1min_0204_cgh",
+        "expressed_orders_1min_0248_cgh",
+        "expressed_orders_1min_0317_cgh",
+        "expressed_orders_1min_0323_cgh",
+        "expressed_orders_1min_0337_cgh",
+        "expressed_orders_1min_0341_cgh",
+        "expressed_orders_1min_0345_cgh",
+        "expressed_orders_1min_0368_cgh",
+        "expressed_orders_1min_0368_cgh2",
+        "expressed_orders_1min_0383_cgh",
+        "expressed_orders_1min_0383_cgh2",
+        "expressed_orders_1min_0416_cgh",
+        "expressed_orders_1min_0420_cgh2",
+        "expressed_orders_1min_0421_cgh",
+        "expressed_orders_1min_0424_cgh",
+        "expressed_orders_1min_0433_cgh",
+        "expressed_orders_1min_0435_cgh",
+        "expressed_orders_1min_0437_cgh2",
+        "expressed_orders_1min_0442_cgh",
+        "expressed_orders_1min_0450_cgh",
+        "expressed_orders_1min_0453_cgh",
+        "expressed_orders_1min_0472_cgh",
+        "expressed_orders_1min_0473_cgh",
+        "expressed_orders_1min_0478_cgh",
+        "expressed_orders_1min_0479_cgh",
+        "expressed_orders_1min_0480_cgh",
+        "expressed_orders_1min_0490_cgh2",
+        "expressed_orders_1min_0492_cgh",
+        "expressed_orders_1min_0498_cgh",
+        "expressed_orders_1min_0501_cgh",
+        "expressed_orders_1min_0502_cgh",
+        "expressed_orders_1min_0512_cgh",
+        "expressed_orders_1min_0525_cgh",
+        "expressed_orders_1min_0542_cgh",
+        "expressed_orders_1min_0544_cgh",
+        "expressed_orders_1min_0552_cgh",
+        "expressed_orders_1min_0559_cgh",
+        "expressed_orders_1min_0560_cgh",
+        "expressed_orders_1min_0560_cgh2",
+        "expressed_orders_1min_0561_cgh2",
+        "expressed_orders_1min_0590_cgh",
+        "expressed_orders_1min_0597_cgh",
+        "expressed_orders_1min_0605_cgh",
+        "expressed_orders_1min_0610_cgh",
+        "expressed_orders_1min_0623_cgh",
+        "expressed_orders_1min_0624_cgh",
+        "expressed_orders_1min_0626_cgh",
+        "expressed_orders_1min_0628_cgh",
+        "expressed_orders_1min_0639_cgh",
+        "expressed_orders_1min_0654_cgh",
+        "expressed_orders_1min_0675_cgh",
+        "expressed_orders_1min_0677_cgh",
+        "expressed_orders_1min_0689_cgh",
+        "expressed_orders_1min_0690_cgh",
+        "expressed_orders_1min_0698_cgh",
+        "expressed_orders_1min_0770_cgh",
+        "expressed_orders_1min_0771_cgh",
+        "expressed_orders_1min_0776_cgh",
+        "expressed_orders_1min_0780_cgh",
+        "expressed_orders_1min_0782_cgh",
+        "expressed_orders_1min_0803_cgh2",
+        "expressed_orders_1min_0811_cgh",
+        "expressed_orders_1min_0813_cgh",
+        "expressed_orders_1min_0819_cgh",
+        "expressed_orders_1min_0822_cgh",
+        "expressed_orders_1min_0841_cgh",
+        "expressed_orders_1min_0875_cgh",
+        "expressed_orders_1min_0879_cgh",
+        "expressed_orders_1min_0881_cgh",
+        "expressed_orders_1min_0909_cgh",
+        "expressed_orders_1min_0910_cgh",
+        "expressed_orders_1min_0976_cgh",
+        "expressed_orders_1min_1002_cgh",
+        "expressed_orders_1min_1018_cgh",
+        "expressed_orders_1min_1022_cgh",
+        "expressed_orders_1min_1022_cgh2",
+        "expressed_orders_1min_1023_cgh",
+        "expressed_orders_1min_1028_cgh",
+        "expressed_orders_1min_1076_cgh",
+        "expressed_orders_1min_1080_cgh",
+        "expressed_orders_1min_1095_cgh",
+        "expressed_orders_1min_1121_cgh2",
+        "expressed_orders_1min_1129_cgh2",
+        "expressed_orders_1min_1183_cgh",
+        "expressed_orders_1min_1205_cgh",
+        "expressed_orders_1min_1212_cgh",
+        "expressed_orders_1min_1243_cgh",
+        "expressed_trades_1min_1406_cgh2",
+        "expressed_trades_1min_1444_cgh",
+        "expressed_trades_1min_1618_cgh2",
+        "manual_orders_1min_004_cghi2",
+        "manual_orders_1min_006_cghi",
+        "manual_orders_1min_007_cghi",
+        "manual_orders_1min_007_cghi2",
+        "manual_orders_1min_012_cghi",
+        "manual_orders_1min_013_cghi",
+        "manual_orders_1min_014_cghi",
+        "manual_orders_1min_014_cghi2",
+        "manual_orders_1min_015_cghi",
+        "manual_orders_1min_016_cghi",
+        "factor_beta",
+        "factor_momentum",
+        "factor_size",
+        "factor_earnyild",
+        "factor_resvol",
+        "factor_growth",
+        "factor_btop",
+        "factor_leverage",
+        "factor_liquidty",
+        "factor_midcap",
+        "factor_price_1",
+        "factor_price_2",
+        "factor_liquidty_2",
+        "factor_resvol_2",
+        "factor_amtvol_2"
+      ],
+      "rank_features": [
+        "capital_flow_buy_value",
+        "capital_flow_sell_value",
+        "turn"
+      ],
+      "missing_indicator_features": [
+        "expressed_cancel_1min_0194_cgh",
+        "expressed_cancel_1min_0750_cgh",
+        "expressed_orders_1min_0113_cgh2",
+        "expressed_orders_1min_0317_cgh",
+        "expressed_orders_1min_0416_cgh",
+        "expressed_trades_1min_1618_cgh2"
+      ],
+      "excluded_features": {
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+        "expressed_cancel_1min_0774_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+        "expressed_cancel_1min_0775_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+        "expressed_cancel_1min_0776_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+        "expressed_cancel_1min_0778_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+        "ev": "rank correlation about 0.987 with the selected factor_size exposure"
+      }
+    },
+    "feature_columns": [
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+      "expressed_cancel_1min_0012_cgh__raw",
+      "expressed_cancel_1min_0014_cgh__raw",
+      "expressed_cancel_1min_0017_cgh__raw",
+      "expressed_cancel_1min_0018_cgh__raw",
+      "expressed_cancel_1min_0022_cgh__raw",
+      "expressed_cancel_1min_0027_cgh__raw",
+      "expressed_cancel_1min_0030_cgh__raw",
+      "expressed_cancel_1min_0032_cgh__raw",
+      "expressed_cancel_1min_0054_cgh__raw",
+      "expressed_cancel_1min_0054_cgh2__raw",
+      "expressed_cancel_1min_0064_cgh__raw",
+      "expressed_cancel_1min_0079_cgh__raw",
+      "expressed_cancel_1min_0080_cgh__raw",
+      "expressed_cancel_1min_0086_cgh__raw",
+      "expressed_cancel_1min_0087_cgh__raw",
+      "expressed_cancel_1min_0098_cgh__raw",
+      "expressed_cancel_1min_0113_cgh__raw",
+      "expressed_cancel_1min_0114_cgh__raw",
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+      "expressed_orders_1min_1121_cgh2__raw",
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+      "expressed_orders_1min_1212_cgh__raw",
+      "expressed_orders_1min_1243_cgh__raw",
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+      "expressed_trades_1min_1444_cgh__raw",
+      "expressed_trades_1min_1618_cgh2__raw",
+      "expressed_trades_1min_1618_cgh2__missing",
+      "manual_orders_1min_004_cghi2__raw",
+      "manual_orders_1min_006_cghi__raw",
+      "manual_orders_1min_007_cghi__raw",
+      "manual_orders_1min_007_cghi2__raw",
+      "manual_orders_1min_012_cghi__raw",
+      "manual_orders_1min_013_cghi__raw",
+      "manual_orders_1min_014_cghi__raw",
+      "manual_orders_1min_014_cghi2__raw",
+      "manual_orders_1min_015_cghi__raw",
+      "manual_orders_1min_016_cghi__raw",
+      "factor_beta__raw",
+      "factor_momentum__raw",
+      "factor_size__raw",
+      "factor_earnyild__raw",
+      "factor_resvol__raw",
+      "factor_growth__raw",
+      "factor_btop__raw",
+      "factor_leverage__raw",
+      "factor_liquidty__raw",
+      "factor_midcap__raw",
+      "factor_price_1__raw",
+      "factor_price_2__raw",
+      "factor_liquidty_2__raw",
+      "factor_resvol_2__raw",
+      "factor_amtvol_2__raw",
+      "capital_flow_buy_value__rank",
+      "capital_flow_sell_value__rank",
+      "turn__rank"
+    ],
+    "outputs": {
+      "features_ready": "/home/sunc/data/model2_model3/model2_features_ready.parquet",
+      "targets_ready": "/home/sunc/data/model2_model3/model2_targets_ready.parquet",
+      "research_panel": "/home/sunc/data/model2_model3/model2_research_panel.parquet",
+      "feature_manifest": "/home/sunc/data/model2_model3/model2_feature_manifest.json",
+      "quality_report": "/home/sunc/data/model2_model3/model2_quality_report.json"
+    }
+  },
+  "model3": {
+    "status": "passed",
+    "calendar": {
+      "source": "/home/sunc/data/intermediate/daily_indicator",
+      "date_count": 1116,
+      "start_date": "2022-01-04",
+      "end_date": "2026-08-12"
+    },
+    "benchmark": {
+      "benchmark_code": "000985.SH",
+      "definition": "CSI All Share price index close",
+      "source_priority": [
+        "tonglian",
+        "combined",
+        "wind"
+      ],
+      "same_day_only": true,
+      "finite_observations_by_source": {
+        "tonglian": 1116,
+        "combined": 612,
+        "wind": 186
+      },
+      "selected_observations_by_source": {
+        "tonglian": 1116,
+        "combined": 0,
+        "wind": 0
+      },
+      "multi_source_compared_date_count": 631,
+      "source_disagreement_count": 0
+    },
+    "breadth": {
+      "definition": "fraction of SH/SZ stocks whose point-in-time adjusted price is above its 20-session moving average",
+      "adjustment": "daily close/pre_close gross returns; no future factor",
+      "exchanges": [
+        "SH",
+        "SZ"
+      ],
+      "window": 20,
+      "first_valid_date": "2022-02-07",
+      "universe_count": {
+        "min": 4602,
+        "median": 5104.0,
+        "max": 5207
+      },
+      "history_coverage": {
+        "min_after_ready": 0.9910154617634768,
+        "median_after_ready": 0.9982380579483163
+      },
+      "breadth_quantiles": {
+        "min": 0.0420102080879466,
+        "median": 0.4615833495428905,
+        "max": 0.99528672427337
+      }
+    },
+    "volatility": {
+      "definition": "20-session sample standard deviation of benchmark simple returns, annualized by sqrt(252)",
+      "window": 20,
+      "annualization_days": 252,
+      "first_valid_date": "2022-02-08",
+      "quantiles": {
+        "min": 0.07334926338940893,
+        "median": 0.16542906982867406,
+        "max": 0.5950022104778676
+      }
+    },
+    "output": {
+      "row_count": 1116,
+      "column_count": 8,
+      "required_ready_row_count": 1096
+    },
+    "model2_feature_scope": {
+      "feature_date_count": 632,
+      "feature_start_date": "2024-01-02",
+      "feature_end_date": "2026-08-12",
+      "required_input_missing_count": 0,
+      "first_snapshot": {
+        "signal_date": "2024-01-02",
+        "previous_trading_date": "2023-12-29",
+        "benchmark_close": 4390.8325,
+        "benchmark_ma": 4488.126708333334,
+        "breadth": 0.5584415584415584,
+        "market_volatility": 0.14651604278194533,
+        "stress_threshold": 0.14251254271887212,
+        "trend_ok": false,
+        "breadth_ok": true,
+        "stress": true
+      },
+      "last_snapshot": {
+        "signal_date": "2026-08-12",
+        "previous_trading_date": "2026-08-11",
+        "benchmark_close": 6024.0456,
+        "benchmark_ma": 6176.3903850000015,
+        "breadth": 0.9063281400269283,
+        "market_volatility": 0.31803165930624705,
+        "stress_threshold": 0.2413401014551555,
+        "trend_ok": false,
+        "breadth_ok": true,
+        "stress": true
+      }
+    },
+    "outputs": {
+      "market_history": "/home/sunc/data/model2_model3/model3_market_history.parquet",
+      "quality_report": "/home/sunc/data/model2_model3/model3_quality_report.json"
+    }
+  },
+  "trading_calendar": {
+    "path": "/home/sunc/data/model2_model3/trading_calendar.parquet",
+    "date_count": 1116,
+    "start_date": "2022-01-04",
+    "end_date": "2026-08-12"
+  },
+  "build_report_path": "/home/sunc/data/model2_model3/build_report.json"
+}
diff --git a/model2_model3/model2_feature_manifest.json b/model2_model3/model2_feature_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..86ee5039762a82ea3154c80f2f00ad5143bf268e
--- /dev/null
+++ b/model2_model3/model2_feature_manifest.json
@@ -0,0 +1,364 @@
+{
+  "raw_feature_count": 340,
+  "output_feature_count": 346,
+  "passthrough_features": [
+    "expressed_cancel_1min_0008_cgh",
+    "expressed_cancel_1min_0012_cgh",
+    "expressed_cancel_1min_0014_cgh",
+    "expressed_cancel_1min_0017_cgh",
+    "expressed_cancel_1min_0018_cgh",
+    "expressed_cancel_1min_0022_cgh",
+    "expressed_cancel_1min_0027_cgh",
+    "expressed_cancel_1min_0030_cgh",
+    "expressed_cancel_1min_0032_cgh",
+    "expressed_cancel_1min_0054_cgh",
+    "expressed_cancel_1min_0054_cgh2",
+    "expressed_cancel_1min_0064_cgh",
+    "expressed_cancel_1min_0079_cgh",
+    "expressed_cancel_1min_0080_cgh",
+    "expressed_cancel_1min_0086_cgh",
+    "expressed_cancel_1min_0087_cgh",
+    "expressed_cancel_1min_0098_cgh",
+    "expressed_cancel_1min_0113_cgh",
+    "expressed_cancel_1min_0114_cgh",
+    "expressed_cancel_1min_0115_cgh",
+    "expressed_cancel_1min_0116_cgh",
+    "expressed_cancel_1min_0123_cgh",
+    "expressed_cancel_1min_0151_cgh",
+    "expressed_cancel_1min_0158_cgh",
+    "expressed_cancel_1min_0166_cgh",
+    "expressed_cancel_1min_0169_cgh",
+    "expressed_cancel_1min_0176_cgh",
+    "expressed_cancel_1min_0181_cgh",
+    "expressed_cancel_1min_0184_cgh",
+    "expressed_cancel_1min_0185_cgh",
+    "expressed_cancel_1min_0186_cgh",
+    "expressed_cancel_1min_0187_cgh",
+    "expressed_cancel_1min_0188_cgh",
+    "expressed_cancel_1min_0193_cgh",
+    "expressed_cancel_1min_0194_cgh",
+    "expressed_cancel_1min_0205_cgh",
+    "expressed_cancel_1min_0227_cgh",
+    "expressed_cancel_1min_0228_cgh",
+    "expressed_cancel_1min_0230_cgh",
+    "expressed_cancel_1min_0232_cgh",
+    "expressed_cancel_1min_0270_cgh",
+    "expressed_cancel_1min_0283_cgh2",
+    "expressed_cancel_1min_0290_cgh",
+    "expressed_cancel_1min_0292_cgh2",
+    "expressed_cancel_1min_0304_cgh",
+    "expressed_cancel_1min_0305_cgh",
+    "expressed_cancel_1min_0308_cgh",
+    "expressed_cancel_1min_0316_cgh",
+    "expressed_cancel_1min_0317_cgh",
+    "expressed_cancel_1min_0321_cgh",
+    "expressed_cancel_1min_0323_cgh",
+    "expressed_cancel_1min_0325_cgh",
+    "expressed_cancel_1min_0341_cgh",
+    "expressed_cancel_1min_0358_cgh",
+    "expressed_cancel_1min_0374_cgh",
+    "expressed_cancel_1min_0375_cgh",
+    "expressed_cancel_1min_0401_cgh",
+    "expressed_cancel_1min_0406_cgh",
+    "expressed_cancel_1min_0407_cgh",
+    "expressed_cancel_1min_0410_cgh",
+    "expressed_cancel_1min_0463_cgh",
+    "expressed_cancel_1min_0464_cgh",
+    "expressed_cancel_1min_0465_cgh",
+    "expressed_cancel_1min_0466_cgh",
+    "expressed_cancel_1min_0467_cgh",
+    "expressed_cancel_1min_0470_cgh",
+    "expressed_cancel_1min_0471_cgh",
+    "expressed_cancel_1min_0474_cgh",
+    "expressed_cancel_1min_0477_cgh",
+    "expressed_cancel_1min_0478_cgh",
+    "expressed_cancel_1min_0480_cgh",
+    "expressed_cancel_1min_0483_cgh",
+    "expressed_cancel_1min_0485_cgh",
+    "expressed_cancel_1min_0486_cgh",
+    "expressed_cancel_1min_0488_cgh",
+    "expressed_cancel_1min_0489_cgh",
+    "expressed_cancel_1min_0490_cgh",
+    "expressed_cancel_1min_0491_cgh",
+    "expressed_cancel_1min_0493_cgh",
+    "expressed_cancel_1min_0495_cgh",
+    "expressed_cancel_1min_0498_cgh",
+    "expressed_cancel_1min_0500_cgh",
+    "expressed_cancel_1min_0502_cgh",
+    "expressed_cancel_1min_0503_cgh",
+    "expressed_cancel_1min_0505_cgh",
+    "expressed_cancel_1min_0513_cgh",
+    "expressed_cancel_1min_0518_cgh",
+    "expressed_cancel_1min_0521_cgh",
+    "expressed_cancel_1min_0523_cgh",
+    "expressed_cancel_1min_0531_cgh",
+    "expressed_cancel_1min_0552_cgh",
+    "expressed_cancel_1min_0555_cgh",
+    "expressed_cancel_1min_0557_cgh",
+    "expressed_cancel_1min_0562_cgh",
+    "expressed_cancel_1min_0613_cgh",
+    "expressed_cancel_1min_0616_cgh",
+    "expressed_cancel_1min_0617_cgh",
+    "expressed_cancel_1min_0618_cgh",
+    "expressed_cancel_1min_0621_cgh",
+    "expressed_cancel_1min_0621_cgh2",
+    "expressed_cancel_1min_0622_cgh",
+    "expressed_cancel_1min_0623_cgh",
+    "expressed_cancel_1min_0631_cgh",
+    "expressed_cancel_1min_0640_cgh",
+    "expressed_cancel_1min_0642_cgh",
+    "expressed_cancel_1min_0643_cgh",
+    "expressed_cancel_1min_0647_cgh",
+    "expressed_cancel_1min_0648_cgh",
+    "expressed_cancel_1min_0649_cgh",
+    "expressed_cancel_1min_0650_cgh",
+    "expressed_cancel_1min_0651_cgh",
+    "expressed_cancel_1min_0655_cgh",
+    "expressed_cancel_1min_0656_cgh",
+    "expressed_cancel_1min_0657_cgh",
+    "expressed_cancel_1min_0659_cgh",
+    "expressed_cancel_1min_0660_cgh",
+    "expressed_cancel_1min_0662_cgh",
+    "expressed_cancel_1min_0664_cgh",
+    "expressed_cancel_1min_0665_cgh",
+    "expressed_cancel_1min_0709_cgh",
+    "expressed_cancel_1min_0711_cgh",
+    "expressed_cancel_1min_0712_cgh",
+    "expressed_cancel_1min_0713_cgh",
+    "expressed_cancel_1min_0714_cgh",
+    "expressed_cancel_1min_0718_cgh",
+    "expressed_cancel_1min_0722_cgh",
+    "expressed_cancel_1min_0731_cgh",
+    "expressed_cancel_1min_0744_cgh",
+    "expressed_cancel_1min_0750_cgh",
+    "expressed_cancel_1min_0752_cgh",
+    "expressed_cancel_1min_0760_cgh",
+    "expressed_cancel_1min_0761_cgh",
+    "expressed_cancel_1min_0762_cgh",
+    "expressed_cancel_1min_0763_cgh2",
+    "expressed_cancel_1min_0765_cgh",
+    "expressed_cancel_1min_0772_cgh",
+    "expressed_cancel_1min_0780_cgh",
+    "expressed_cancel_1min_0781_cgh",
+    "expressed_cancel_1min_0783_cgh",
+    "expressed_cancel_1min_0784_cgh",
+    "expressed_cancel_1min_0813_cgh2",
+    "expressed_cancel_1min_0841_cgh",
+    "expressed_cancel_1min_0842_cgh",
+    "expressed_cancel_1min_0844_cgh",
+    "expressed_cancel_1min_0846_cgh",
+    "expressed_cancel_1min_0847_cgh",
+    "expressed_cancel_1min_0849_cgh",
+    "expressed_cancel_1min_0852_cgh",
+    "expressed_cancel_1min_0854_cgh",
+    "expressed_cancel_1min_0856_cgh",
+    "expressed_cancel_1min_0857_cgh",
+    "expressed_cancel_1min_0858_cgh",
+    "expressed_cancel_1min_0859_cgh",
+    "expressed_cancel_1min_0859_cgh2",
+    "expressed_cancel_1min_0860_cgh",
+    "expressed_cancel_1min_0863_cgh",
+    "expressed_cancel_1min_0864_cgh",
+    "expressed_cancel_1min_0876_cgh",
+    "expressed_cancel_1min_0879_cgh",
+    "expressed_cancel_1min_0880_cgh",
+    "expressed_cancel_1min_0883_cgh",
+    "expressed_cancel_1min_0886_cgh",
+    "expressed_cancel_1min_0891_cgh",
+    "expressed_cancel_1min_0894_cgh",
+    "expressed_cancel_1min_0895_cgh",
+    "expressed_cancel_1min_0897_cgh",
+    "expressed_cancel_1min_0898_cgh",
+    "expressed_cancel_1min_0899_cgh",
+    "expressed_cancel_1min_0900_cgh",
+    "expressed_cancel_1min_0901_cgh",
+    "expressed_cancel_1min_0922_cgh",
+    "expressed_cancel_1min_0924_cgh",
+    "expressed_cancel_1min_0968_cgh",
+    "expressed_cancel_1min_0969_cgh",
+    "expressed_cancel_1min_0986_cgh",
+    "expressed_cancel_1min_1016_cgh",
+    "expressed_cancel_1min_1016_cgh2",
+    "expressed_cancel_1min_1017_cgh",
+    "expressed_cancel_1min_1024_cgh",
+    "expressed_cancel_1min_1027_cgh",
+    "expressed_cancel_1min_1031_cgh",
+    "expressed_cancel_1min_1039_cgh",
+    "expressed_cancel_1min_1072_cgh",
+    "expressed_cancel_1min_1084_cgh",
+    "expressed_cancel_1min_1085_cgh",
+    "expressed_cancel_1min_1089_cgh",
+    "expressed_cancel_1min_1093_cgh",
+    "expressed_cancel_1min_1095_cgh2",
+    "expressed_cancel_1min_1098_cgh",
+    "expressed_cancel_1min_1157_cgh",
+    "expressed_cancel_1min_1239_cgh",
+    "expressed_cancel_1min_1262_cgh",
+    "expressed_cancel_1min_1263_cgh",
+    "expressed_cancel_1min_1286_cgh",
+    "expressed_cancel_1min_1361_cgh",
+    "expressed_cancel_1min_1369_cgh",
+    "expressed_cancel_1min_1372_cgh",
+    "expressed_cancel_1min_1378_cgh",
+    "expressed_cancel_1min_1380_cgh",
+    "expressed_cancel_1min_1381_cgh",
+    "expressed_cancel_1min_1394_cgh",
+    "expressed_cancel_1min_1396_cgh",
+    "expressed_orders_1min_0021_cgh",
+    "expressed_orders_1min_0022_cgh",
+    "expressed_orders_1min_0029_cgh",
+    "expressed_orders_1min_0034_cgh",
+    "expressed_orders_1min_0068_cgh",
+    "expressed_orders_1min_0069_cgh",
+    "expressed_orders_1min_0083_cgh",
+    "expressed_orders_1min_0086_cgh",
+    "expressed_orders_1min_0087_cgh",
+    "expressed_orders_1min_0097_cgh",
+    "expressed_orders_1min_0101_cgh",
+    "expressed_orders_1min_0102_cgh",
+    "expressed_orders_1min_0108_cgh",
+    "expressed_orders_1min_0110_cgh",
+    "expressed_orders_1min_0113_cgh2",
+    "expressed_orders_1min_0186_cgh",
+    "expressed_orders_1min_0189_cgh2",
+    "expressed_orders_1min_0195_cgh",
+    "expressed_orders_1min_0200_cgh",
+    "expressed_orders_1min_0200_cgh2",
+    "expressed_orders_1min_0204_cgh",
+    "expressed_orders_1min_0248_cgh",
+    "expressed_orders_1min_0317_cgh",
+    "expressed_orders_1min_0323_cgh",
+    "expressed_orders_1min_0337_cgh",
+    "expressed_orders_1min_0341_cgh",
+    "expressed_orders_1min_0345_cgh",
+    "expressed_orders_1min_0368_cgh",
+    "expressed_orders_1min_0368_cgh2",
+    "expressed_orders_1min_0383_cgh",
+    "expressed_orders_1min_0383_cgh2",
+    "expressed_orders_1min_0416_cgh",
+    "expressed_orders_1min_0420_cgh2",
+    "expressed_orders_1min_0421_cgh",
+    "expressed_orders_1min_0424_cgh",
+    "expressed_orders_1min_0433_cgh",
+    "expressed_orders_1min_0435_cgh",
+    "expressed_orders_1min_0437_cgh2",
+    "expressed_orders_1min_0442_cgh",
+    "expressed_orders_1min_0450_cgh",
+    "expressed_orders_1min_0453_cgh",
+    "expressed_orders_1min_0472_cgh",
+    "expressed_orders_1min_0473_cgh",
+    "expressed_orders_1min_0478_cgh",
+    "expressed_orders_1min_0479_cgh",
+    "expressed_orders_1min_0480_cgh",
+    "expressed_orders_1min_0490_cgh2",
+    "expressed_orders_1min_0492_cgh",
+    "expressed_orders_1min_0498_cgh",
+    "expressed_orders_1min_0501_cgh",
+    "expressed_orders_1min_0502_cgh",
+    "expressed_orders_1min_0512_cgh",
+    "expressed_orders_1min_0525_cgh",
+    "expressed_orders_1min_0542_cgh",
+    "expressed_orders_1min_0544_cgh",
+    "expressed_orders_1min_0552_cgh",
+    "expressed_orders_1min_0559_cgh",
+    "expressed_orders_1min_0560_cgh",
+    "expressed_orders_1min_0560_cgh2",
+    "expressed_orders_1min_0561_cgh2",
+    "expressed_orders_1min_0590_cgh",
+    "expressed_orders_1min_0597_cgh",
+    "expressed_orders_1min_0605_cgh",
+    "expressed_orders_1min_0610_cgh",
+    "expressed_orders_1min_0623_cgh",
+    "expressed_orders_1min_0624_cgh",
+    "expressed_orders_1min_0626_cgh",
+    "expressed_orders_1min_0628_cgh",
+    "expressed_orders_1min_0639_cgh",
+    "expressed_orders_1min_0654_cgh",
+    "expressed_orders_1min_0675_cgh",
+    "expressed_orders_1min_0677_cgh",
+    "expressed_orders_1min_0689_cgh",
+    "expressed_orders_1min_0690_cgh",
+    "expressed_orders_1min_0698_cgh",
+    "expressed_orders_1min_0770_cgh",
+    "expressed_orders_1min_0771_cgh",
+    "expressed_orders_1min_0776_cgh",
+    "expressed_orders_1min_0780_cgh",
+    "expressed_orders_1min_0782_cgh",
+    "expressed_orders_1min_0803_cgh2",
+    "expressed_orders_1min_0811_cgh",
+    "expressed_orders_1min_0813_cgh",
+    "expressed_orders_1min_0819_cgh",
+    "expressed_orders_1min_0822_cgh",
+    "expressed_orders_1min_0841_cgh",
+    "expressed_orders_1min_0875_cgh",
+    "expressed_orders_1min_0879_cgh",
+    "expressed_orders_1min_0881_cgh",
+    "expressed_orders_1min_0909_cgh",
+    "expressed_orders_1min_0910_cgh",
+    "expressed_orders_1min_0976_cgh",
+    "expressed_orders_1min_1002_cgh",
+    "expressed_orders_1min_1018_cgh",
+    "expressed_orders_1min_1022_cgh",
+    "expressed_orders_1min_1022_cgh2",
+    "expressed_orders_1min_1023_cgh",
+    "expressed_orders_1min_1028_cgh",
+    "expressed_orders_1min_1076_cgh",
+    "expressed_orders_1min_1080_cgh",
+    "expressed_orders_1min_1095_cgh",
+    "expressed_orders_1min_1121_cgh2",
+    "expressed_orders_1min_1129_cgh2",
+    "expressed_orders_1min_1183_cgh",
+    "expressed_orders_1min_1205_cgh",
+    "expressed_orders_1min_1212_cgh",
+    "expressed_orders_1min_1243_cgh",
+    "expressed_trades_1min_1406_cgh2",
+    "expressed_trades_1min_1444_cgh",
+    "expressed_trades_1min_1618_cgh2",
+    "manual_orders_1min_004_cghi2",
+    "manual_orders_1min_006_cghi",
+    "manual_orders_1min_007_cghi",
+    "manual_orders_1min_007_cghi2",
+    "manual_orders_1min_012_cghi",
+    "manual_orders_1min_013_cghi",
+    "manual_orders_1min_014_cghi",
+    "manual_orders_1min_014_cghi2",
+    "manual_orders_1min_015_cghi",
+    "manual_orders_1min_016_cghi",
+    "factor_beta",
+    "factor_momentum",
+    "factor_size",
+    "factor_earnyild",
+    "factor_resvol",
+    "factor_growth",
+    "factor_btop",
+    "factor_leverage",
+    "factor_liquidty",
+    "factor_midcap",
+    "factor_price_1",
+    "factor_price_2",
+    "factor_liquidty_2",
+    "factor_resvol_2",
+    "factor_amtvol_2"
+  ],
+  "rank_features": [
+    "capital_flow_buy_value",
+    "capital_flow_sell_value",
+    "turn"
+  ],
+  "missing_indicator_features": [
+    "expressed_cancel_1min_0194_cgh",
+    "expressed_cancel_1min_0750_cgh",
+    "expressed_orders_1min_0113_cgh2",
+    "expressed_orders_1min_0317_cgh",
+    "expressed_orders_1min_0416_cgh",
+    "expressed_trades_1min_1618_cgh2"
+  ],
+  "excluded_features": {
+    "expressed_cancel_1min_0615_cgh": "exact duplicate of expressed_cancel_1min_0375_cgh",
+    "expressed_cancel_1min_0774_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+    "expressed_cancel_1min_0775_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+    "expressed_cancel_1min_0776_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+    "expressed_cancel_1min_0778_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+    "ev": "rank correlation about 0.987 with the selected factor_size exposure"
+  }
+}
diff --git a/model2_model3/model2_features_ready.parquet b/model2_model3/model2_features_ready.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2e9aa226eb4a108887816cb5757852db4079ac51
--- /dev/null
+++ b/model2_model3/model2_features_ready.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a3933f3337d617c5af9e493965aea4323a15e22a6438d5d927981ff725cbc2fb
+size 5831888225
diff --git a/model2_model3/model2_quality_report.json b/model2_model3/model2_quality_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..c6c8a59984bfad0ea682f26d6f480f3e4206cc50
--- /dev/null
+++ b/model2_model3/model2_quality_report.json
@@ -0,0 +1,3513 @@
+{
+  "target_mode": "industry_residual",
+  "industry_definition": "SW2021_LEVEL1",
+  "row_count": 3082854,
+  "date_count": 632,
+  "instrument_count": 5269,
+  "eligible_row_count": 3080060,
+  "label_match_count": 3055056,
+  "label_match_rate_among_eligible": 0.9918819763251365,
+  "matured_eligible_row_count": 3070227,
+  "matured_label_match_count": 3055056,
+  "matured_label_match_rate": 0.9950586715575103,
+  "due_missing_label_count": 15171,
+  "fully_missing_matured_label_dates": [
+    "2026-08-10"
+  ],
+  "unmatured_eligible_row_count": 9833,
+  "unmatured_signal_dates": [
+    "2026-08-11",
+    "2026-08-12"
+  ],
+  "calendar_as_of_date": "2026-08-12",
+  "daily_label_match_rate_quantiles": {
+    "min": 0.0,
+    "p01": 0.9865634154002635,
+    "median": 0.9971469328344349,
+    "p99": 0.9991787433621314,
+    "max": 0.999393081124823
+  },
+  "orphan_label_count": 140847,
+  "maturity_unavailable_count": 9833,
+  "unusable_target_date_count": 3,
+  "industry_small_group_excluded_count": 87,
+  "industry_missing_excluded_count": 307428,
+  "maximum_industry_missing_rate": 0.1752745018300122,
+  "y_reg_clip_rate_among_valid": 0.03283117522177103,
+  "return_y_quantiles": {
+    "min": -0.6670721576074065,
+    "p01": -0.08131604060809165,
+    "median": -0.0010764262648008383,
+    "p99": 0.11071428571428567,
+    "max": 0.5898452994843318
+  },
+  "y_raw_quantiles": {
+    "min": -0.6594829836051579,
+    "p01": -0.05950446566962499,
+    "median": -0.0016332268722045393,
+    "p99": 0.08795529112948189,
+    "max": 0.560722963742654
+  },
+  "rank_label_counts": {
+    "0": 549744,
+    "1": 549521,
+    "2": 549504,
+    "3": 549517,
+    "4": 549255
+  },
+  "feature_quality": {
+    "row_count": 3082854,
+    "date_count": 632,
+    "instrument_count": 5269,
+    "eligible_row_count": 3080060,
+    "industry_missing_rate_among_eligible": 0.10051882106192736,
+    "features": {
+      "expressed_cancel_1min_0008_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0008_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0012_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0012_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0014_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0014_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0017_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0017_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0018_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0018_cgh__raw"
+        ]
+      },
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+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0022_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0027_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0027_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0030_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0030_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0032_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0032_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0054_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0054_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0054_cgh2": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0054_cgh2__raw"
+        ]
+      },
+      "expressed_cancel_1min_0064_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0064_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0079_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0079_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0080_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0080_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0086_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0086_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0087_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0087_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0098_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0098_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0113_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0113_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0114_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0114_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0115_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0115_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0116_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0116_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0123_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0123_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0151_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0151_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0158_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0158_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0166_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0166_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0169_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0169_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0176_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0176_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0181_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0181_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0184_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0184_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0185_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0185_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0186_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0186_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0187_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0187_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0188_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0188_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0193_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0193_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0194_cgh": {
+        "raw_missing_rate": 0.027790806830294265,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 2994658,
+        "outputs": [
+          "expressed_cancel_1min_0194_cgh__raw",
+          "expressed_cancel_1min_0194_cgh__missing"
+        ]
+      },
+      "expressed_cancel_1min_0205_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0205_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0227_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0227_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0228_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0228_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0230_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0230_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0232_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0232_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0270_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0270_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0283_cgh2": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0283_cgh2__raw"
+        ]
+      },
+      "expressed_cancel_1min_0290_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0290_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0292_cgh2": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0292_cgh2__raw"
+        ]
+      },
+      "expressed_cancel_1min_0304_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0304_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0305_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0305_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0308_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0308_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0316_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0316_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0317_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0317_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0321_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0321_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0323_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0323_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0325_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0325_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0341_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0341_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0358_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0358_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0374_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0374_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0375_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0375_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0401_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0401_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0406_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0406_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0407_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0407_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0410_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0410_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0463_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0463_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0464_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0464_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0465_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0465_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0466_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0466_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0467_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0467_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0470_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0470_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0471_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0471_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0474_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0474_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0477_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0477_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0478_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0478_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0480_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0480_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0483_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0483_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0485_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0485_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0486_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0486_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0488_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0488_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0489_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0489_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0490_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0490_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0491_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0491_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0493_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0493_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0495_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0495_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0498_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0498_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0500_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0502_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0502_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0503_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0505_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0513_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0518_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0518_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0521_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0523_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0523_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0531_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0552_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0555_cgh": {
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+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0557_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0562_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0613_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0616_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0617_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0618_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0621_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0622_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0623_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0631_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0640_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0642_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0643_cgh": {
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+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0647_cgh": {
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+        "outputs": [
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+        ]
+      },
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+        "outputs": [
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+        ]
+      },
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+        "outputs": [
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+        ]
+      },
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+        "outputs": [
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+        ]
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+        "outputs": [
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+        ]
+      },
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+        "outputs": [
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+        ]
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+        "outputs": [
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+        ]
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+        "outputs": [
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+        ]
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+        "outputs": [
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+        "outputs": [
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+        ]
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+        ]
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+        "outputs": [
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+        ]
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+        "outputs": [
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+        ]
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+        "outputs": [
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+        ]
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+        "outputs": [
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+        ]
+      },
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
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+        "eligible_non_null_count": 3046434,
+        "outputs": [
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+          "expressed_cancel_1min_0750_cgh__missing"
+        ]
+      },
+      "expressed_cancel_1min_0752_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
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+        "outputs": [
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+        ]
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0841_cgh": {
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+        "eligible_non_null_count": 3074825,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0842_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0844_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0846_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0847_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0847_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0849_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0849_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0852_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0852_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0854_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_cancel_1min_0856_cgh": {
+        "raw_missing_rate": 0.0017863317562232918,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3074825,
+        "outputs": [
+          "expressed_cancel_1min_0856_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0857_cgh": {
+        "raw_missing_rate": 0.0017863317562232918,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3074825,
+        "outputs": [
+          "expressed_cancel_1min_0857_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0858_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0858_cgh__raw"
+        ]
+      },
+      "expressed_cancel_1min_0859_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_cancel_1min_0859_cgh__raw"
+        ]
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+        ]
+      },
+      "expressed_cancel_1min_0860_cgh": {
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+        "outputs": [
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+        ]
+      },
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+        "outputs": [
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+        ]
+      },
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+        ]
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+        ]
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+        ]
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+        "outputs": [
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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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+        "outputs": [
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+        ]
+      },
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+        ]
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+        ]
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+        ]
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+        "outputs": [
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+        ]
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+        "outputs": [
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+        ]
+      },
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+        "outputs": [
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+        ]
+      },
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+        "outputs": [
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+        ]
+      },
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+        "outputs": [
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+        "eligible_non_null_count": 2580657,
+        "outputs": [
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+          "expressed_orders_1min_0113_cgh2__missing"
+        ]
+      },
+      "expressed_orders_1min_0186_cgh": {
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+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_orders_1min_0195_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_orders_1min_0200_cgh2": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_orders_1min_0204_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_orders_1min_0248_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_orders_1min_0248_cgh__raw"
+        ]
+      },
+      "expressed_orders_1min_0317_cgh": {
+        "raw_missing_rate": 0.0462392964441391,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 2937839,
+        "outputs": [
+          "expressed_orders_1min_0317_cgh__raw",
+          "expressed_orders_1min_0317_cgh__missing"
+        ]
+      },
+      "expressed_orders_1min_0323_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_orders_1min_0323_cgh__raw"
+        ]
+      },
+      "expressed_orders_1min_0337_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_orders_1min_0337_cgh__raw"
+        ]
+      },
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+        "outputs": [
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+        ]
+      },
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+        ]
+      },
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+        ]
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+        ]
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+          "expressed_orders_1min_0416_cgh__missing"
+        ]
+      },
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+        ]
+      },
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+        ]
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+        "outputs": [
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+        "outputs": [
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+        "outputs": [
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+        ]
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+        "outputs": [
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+        "outputs": [
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+        ]
+      },
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+        "raw_missing_rate": 0.00019300297711146878,
+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_orders_1min_1018_cgh": {
+        "raw_missing_rate": 0.00019300297711146878,
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_orders_1min_1022_cgh2": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
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+        ]
+      },
+      "expressed_orders_1min_1023_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_orders_1min_1023_cgh__raw"
+        ]
+      },
+      "expressed_orders_1min_1028_cgh": {
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+        "raw_infinite_count": 0,
+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_orders_1min_1028_cgh__raw"
+        ]
+      },
+      "expressed_orders_1min_1076_cgh": {
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+        "eligible_non_null_count": 3079732,
+        "outputs": [
+          "expressed_orders_1min_1076_cgh__raw"
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+          "expressed_trades_1min_1618_cgh2__missing"
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+        "outputs": [
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+        "outputs": [
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+  },
+  "status": "passed",
+  "feature_manifest": {
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+      "expressed_orders_1min_1129_cgh2",
+      "expressed_orders_1min_1183_cgh",
+      "expressed_orders_1min_1205_cgh",
+      "expressed_orders_1min_1212_cgh",
+      "expressed_orders_1min_1243_cgh",
+      "expressed_trades_1min_1406_cgh2",
+      "expressed_trades_1min_1444_cgh",
+      "expressed_trades_1min_1618_cgh2",
+      "manual_orders_1min_004_cghi2",
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+      "manual_orders_1min_014_cghi2",
+      "manual_orders_1min_015_cghi",
+      "manual_orders_1min_016_cghi",
+      "factor_beta",
+      "factor_momentum",
+      "factor_size",
+      "factor_earnyild",
+      "factor_resvol",
+      "factor_growth",
+      "factor_btop",
+      "factor_leverage",
+      "factor_liquidty",
+      "factor_midcap",
+      "factor_price_1",
+      "factor_price_2",
+      "factor_liquidty_2",
+      "factor_resvol_2",
+      "factor_amtvol_2"
+    ],
+    "rank_features": [
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+      "capital_flow_sell_value",
+      "turn"
+    ],
+    "missing_indicator_features": [
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+      "expressed_orders_1min_0113_cgh2",
+      "expressed_orders_1min_0317_cgh",
+      "expressed_orders_1min_0416_cgh",
+      "expressed_trades_1min_1618_cgh2"
+    ],
+    "excluded_features": {
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+      "expressed_cancel_1min_0774_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+      "expressed_cancel_1min_0775_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+      "expressed_cancel_1min_0776_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+      "expressed_cancel_1min_0778_cgh": "numerical duplicate of expressed_cancel_1min_0772_cgh",
+      "ev": "rank correlation about 0.987 with the selected factor_size exposure"
+    }
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+    "expressed_orders_1min_0819_cgh__raw",
+    "expressed_orders_1min_0822_cgh__raw",
+    "expressed_orders_1min_0841_cgh__raw",
+    "expressed_orders_1min_0875_cgh__raw",
+    "expressed_orders_1min_0879_cgh__raw",
+    "expressed_orders_1min_0881_cgh__raw",
+    "expressed_orders_1min_0909_cgh__raw",
+    "expressed_orders_1min_0910_cgh__raw",
+    "expressed_orders_1min_0976_cgh__raw",
+    "expressed_orders_1min_1002_cgh__raw",
+    "expressed_orders_1min_1018_cgh__raw",
+    "expressed_orders_1min_1022_cgh__raw",
+    "expressed_orders_1min_1022_cgh2__raw",
+    "expressed_orders_1min_1023_cgh__raw",
+    "expressed_orders_1min_1028_cgh__raw",
+    "expressed_orders_1min_1076_cgh__raw",
+    "expressed_orders_1min_1080_cgh__raw",
+    "expressed_orders_1min_1095_cgh__raw",
+    "expressed_orders_1min_1121_cgh2__raw",
+    "expressed_orders_1min_1129_cgh2__raw",
+    "expressed_orders_1min_1183_cgh__raw",
+    "expressed_orders_1min_1205_cgh__raw",
+    "expressed_orders_1min_1212_cgh__raw",
+    "expressed_orders_1min_1243_cgh__raw",
+    "expressed_trades_1min_1406_cgh2__raw",
+    "expressed_trades_1min_1444_cgh__raw",
+    "expressed_trades_1min_1618_cgh2__raw",
+    "expressed_trades_1min_1618_cgh2__missing",
+    "manual_orders_1min_004_cghi2__raw",
+    "manual_orders_1min_006_cghi__raw",
+    "manual_orders_1min_007_cghi__raw",
+    "manual_orders_1min_007_cghi2__raw",
+    "manual_orders_1min_012_cghi__raw",
+    "manual_orders_1min_013_cghi__raw",
+    "manual_orders_1min_014_cghi__raw",
+    "manual_orders_1min_014_cghi2__raw",
+    "manual_orders_1min_015_cghi__raw",
+    "manual_orders_1min_016_cghi__raw",
+    "factor_beta__raw",
+    "factor_momentum__raw",
+    "factor_size__raw",
+    "factor_earnyild__raw",
+    "factor_resvol__raw",
+    "factor_growth__raw",
+    "factor_btop__raw",
+    "factor_leverage__raw",
+    "factor_liquidty__raw",
+    "factor_midcap__raw",
+    "factor_price_1__raw",
+    "factor_price_2__raw",
+    "factor_liquidty_2__raw",
+    "factor_resvol_2__raw",
+    "factor_amtvol_2__raw",
+    "capital_flow_buy_value__rank",
+    "capital_flow_sell_value__rank",
+    "turn__rank"
+  ],
+  "outputs": {
+    "features_ready": "/home/sunc/data/model2_model3/model2_features_ready.parquet",
+    "targets_ready": "/home/sunc/data/model2_model3/model2_targets_ready.parquet",
+    "research_panel": "/home/sunc/data/model2_model3/model2_research_panel.parquet",
+    "feature_manifest": "/home/sunc/data/model2_model3/model2_feature_manifest.json",
+    "quality_report": "/home/sunc/data/model2_model3/model2_quality_report.json"
+  }
+}
diff --git a/model2_model3/model2_research_panel.parquet b/model2_model3/model2_research_panel.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..feab563bbfce3b62c3da1ac073843c0887d20afb
--- /dev/null
+++ b/model2_model3/model2_research_panel.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ea98080b2c17112425cc3058699ef5a347f838253872169fbe7bc54d70e0db9
+size 5907497084
diff --git a/model2_model3/model2_targets_ready.parquet b/model2_model3/model2_targets_ready.parquet
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+++ b/model2_model3/model2_targets_ready.parquet
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+version https://git-lfs.github.com/spec/v1
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diff --git a/model2_model3/model3_market_history.parquet b/model2_model3/model3_market_history.parquet
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--- /dev/null
+++ b/model2_model3/model3_market_history.parquet
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+version https://git-lfs.github.com/spec/v1
+oid sha256:bfd67d3b4342360563c57f9522351b7396e2c437c9fb96fa30a8cc9b6f021402
+size 51100
diff --git a/model2_model3/model3_quality_report.json b/model2_model3/model3_quality_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..31bdbed635981e506ba26c536da973a3ceff9f1d
--- /dev/null
+++ b/model2_model3/model3_quality_report.json
@@ -0,0 +1,105 @@
+{
+  "status": "passed",
+  "calendar": {
+    "source": "/home/sunc/data/intermediate/daily_indicator",
+    "date_count": 1116,
+    "start_date": "2022-01-04",
+    "end_date": "2026-08-12"
+  },
+  "benchmark": {
+    "benchmark_code": "000985.SH",
+    "definition": "CSI All Share price index close",
+    "source_priority": [
+      "tonglian",
+      "combined",
+      "wind"
+    ],
+    "same_day_only": true,
+    "finite_observations_by_source": {
+      "tonglian": 1116,
+      "combined": 612,
+      "wind": 186
+    },
+    "selected_observations_by_source": {
+      "tonglian": 1116,
+      "combined": 0,
+      "wind": 0
+    },
+    "multi_source_compared_date_count": 631,
+    "source_disagreement_count": 0
+  },
+  "breadth": {
+    "definition": "fraction of SH/SZ stocks whose point-in-time adjusted price is above its 20-session moving average",
+    "adjustment": "daily close/pre_close gross returns; no future factor",
+    "exchanges": [
+      "SH",
+      "SZ"
+    ],
+    "window": 20,
+    "first_valid_date": "2022-02-07",
+    "universe_count": {
+      "min": 4602,
+      "median": 5104.0,
+      "max": 5207
+    },
+    "history_coverage": {
+      "min_after_ready": 0.9910154617634768,
+      "median_after_ready": 0.9982380579483163
+    },
+    "breadth_quantiles": {
+      "min": 0.0420102080879466,
+      "median": 0.4615833495428905,
+      "max": 0.99528672427337
+    }
+  },
+  "volatility": {
+    "definition": "20-session sample standard deviation of benchmark simple returns, annualized by sqrt(252)",
+    "window": 20,
+    "annualization_days": 252,
+    "first_valid_date": "2022-02-08",
+    "quantiles": {
+      "min": 0.07334926338940893,
+      "median": 0.16542906982867406,
+      "max": 0.5950022104778676
+    }
+  },
+  "output": {
+    "row_count": 1116,
+    "column_count": 8,
+    "required_ready_row_count": 1096
+  },
+  "model2_feature_scope": {
+    "feature_date_count": 632,
+    "feature_start_date": "2024-01-02",
+    "feature_end_date": "2026-08-12",
+    "required_input_missing_count": 0,
+    "first_snapshot": {
+      "signal_date": "2024-01-02",
+      "previous_trading_date": "2023-12-29",
+      "benchmark_close": 4390.8325,
+      "benchmark_ma": 4488.126708333334,
+      "breadth": 0.5584415584415584,
+      "market_volatility": 0.14651604278194533,
+      "stress_threshold": 0.14251254271887212,
+      "trend_ok": false,
+      "breadth_ok": true,
+      "stress": true
+    },
+    "last_snapshot": {
+      "signal_date": "2026-08-12",
+      "previous_trading_date": "2026-08-11",
+      "benchmark_close": 6024.0456,
+      "benchmark_ma": 6176.3903850000015,
+      "breadth": 0.9063281400269283,
+      "market_volatility": 0.31803165930624705,
+      "stress_threshold": 0.2413401014551555,
+      "trend_ok": false,
+      "breadth_ok": true,
+      "stress": true
+    }
+  },
+  "outputs": {
+    "market_history": "/home/sunc/data/model2_model3/model3_market_history.parquet",
+    "quality_report": "/home/sunc/data/model2_model3/model3_quality_report.json"
+  }
+}
diff --git a/model2_model3/trading_calendar.parquet b/model2_model3/trading_calendar.parquet
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+size 8423
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