{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":84493,"databundleVersionId":9871156,"sourceType":"competition"}],"dockerImageVersionId":30822,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\n\nimport pandas as pd\nimport polars as pl\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport kaggle_evaluation.jane_street_inference_server","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:03:36.81075Z","iopub.execute_input":"2024-12-24T12:03:36.811168Z","iopub.status.idle":"2024-12-24T12:03:38.491899Z","shell.execute_reply.started":"2024-12-24T12:03:36.811134Z","shell.execute_reply":"2024-12-24T12:03:38.490808Z"}},"outputs":[],"execution_count":1},{"cell_type":"code","source":"%%time\npath = \"/kaggle/input/jane-street-real-time-market-data-forecasting\"\nsamples = [] \n\n# Load a data from each file:\nr = range(10)\nfor i in r:\n    file_path = f\"{path}/train.parquet/partition_id={i}/part-0.parquet\"\n    part = pd.read_parquet(file_path)\n    part = part[['date_id','time_id','symbol_id','weight','feature_22','responder_6']]\n    samples.append(part)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:03:38.493379Z","iopub.execute_input":"2024-12-24T12:03:38.493847Z","iopub.status.idle":"2024-12-24T12:05:05.297223Z","shell.execute_reply.started":"2024-12-24T12:03:38.493809Z","shell.execute_reply":"2024-12-24T12:05:05.296262Z"}},"outputs":[{"name":"stdout","text":"CPU times: user 1min 10s, sys: 38.6 s, total: 1min 48s\nWall time: 1min 26s\n","output_type":"stream"}],"execution_count":2},{"cell_type":"code","source":"sample_df = pd.concat(samples, ignore_index=True)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:05:05.299237Z","iopub.execute_input":"2024-12-24T12:05:05.299518Z","iopub.status.idle":"2024-12-24T12:05:05.584287Z","shell.execute_reply.started":"2024-12-24T12:05:05.299493Z","shell.execute_reply":"2024-12-24T12:05:05.583446Z"}},"outputs":[],"execution_count":3},{"cell_type":"code","source":"sample_df.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:05:05.585455Z","iopub.execute_input":"2024-12-24T12:05:05.585715Z","iopub.status.idle":"2024-12-24T12:05:05.600687Z","shell.execute_reply.started":"2024-12-24T12:05:05.585694Z","shell.execute_reply":"2024-12-24T12:05:05.599859Z"}},"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"   date_id  time_id  symbol_id    weight  feature_22  responder_6\n0        0        0          1  3.889038    1.636431     0.775981\n1        0        0          7  1.370613    0.520378     0.703665\n2        0        0          9  2.285698    1.597359     2.109352\n3        0        0         10  0.690606   -0.392359     1.114137\n4        0        0         14  0.440570   -0.969949    -3.572820","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>date_id</th>\n      <th>time_id</th>\n      <th>symbol_id</th>\n      <th>weight</th>\n      <th>feature_22</th>\n      <th>responder_6</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>3.889038</td>\n      <td>1.636431</td>\n      <td>0.775981</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0</td>\n      <td>0</td>\n      <td>7</td>\n      <td>1.370613</td>\n      <td>0.520378</td>\n      <td>0.703665</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0</td>\n      <td>0</td>\n      <td>9</td>\n      <td>2.285698</td>\n      <td>1.597359</td>\n      <td>2.109352</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0</td>\n      <td>0</td>\n      <td>10</td>\n      <td>0.690606</td>\n      <td>-0.392359</td>\n      <td>1.114137</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0</td>\n      <td>0</td>\n      <td>14</td>\n      <td>0.440570</td>\n      <td>-0.969949</td>\n      <td>-3.572820</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}],"execution_count":4},{"cell_type":"code","source":"train = sample_df[sample_df['date_id']>1668]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:05:05.601582Z","iopub.execute_input":"2024-12-24T12:05:05.601961Z","iopub.status.idle":"2024-12-24T12:05:05.68075Z","shell.execute_reply.started":"2024-12-24T12:05:05.601924Z","shell.execute_reply":"2024-12-24T12:05:05.679679Z"}},"outputs":[],"execution_count":5},{"cell_type":"code","source":"train = train.reset_index(drop=True)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:05:05.681741Z","iopub.execute_input":"2024-12-24T12:05:05.682067Z","iopub.status.idle":"2024-12-24T12:05:05.693447Z","shell.execute_reply.started":"2024-12-24T12:05:05.682032Z","shell.execute_reply":"2024-12-24T12:05:05.692379Z"}},"outputs":[],"execution_count":6},{"cell_type":"code","source":"train","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:05:05.694496Z","iopub.execute_input":"2024-12-24T12:05:05.694824Z","iopub.status.idle":"2024-12-24T12:05:05.713976Z","shell.execute_reply.started":"2024-12-24T12:05:05.694798Z","shell.execute_reply":"2024-12-24T12:05:05.71294Z"}},"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"         date_id  time_id  symbol_id    weight  feature_22  responder_6\n0           1669        0          0  4.284475    1.779095     2.203616\n1           1669        0          1  2.736361    1.162691     2.674313\n2           1669        0          2  2.419629    0.852965    -1.560244\n3           1669        0          3  1.883566    0.079027    -1.447962\n4           1669        0          5  2.186898    1.530177     0.459398\n...          ...      ...        ...       ...         ...          ...\n1119003     1698      967         34  3.242493    0.932618    -0.132337\n1119004     1698      967         35  1.079139   -1.004547    -0.249584\n1119005     1698      967         36  1.033172   -0.945684    -0.065355\n1119006     1698      967         37  1.243116   -0.271574    -0.148711\n1119007     1698      967         38  3.193685    1.741353    -0.138548\n\n[1119008 rows x 6 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>date_id</th>\n      <th>time_id</th>\n      <th>symbol_id</th>\n      <th>weight</th>\n      <th>feature_22</th>\n      <th>responder_6</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1669</td>\n      <td>0</td>\n      <td>0</td>\n      <td>4.284475</td>\n      <td>1.779095</td>\n      <td>2.203616</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1669</td>\n      <td>0</td>\n      <td>1</td>\n      <td>2.736361</td>\n      <td>1.162691</td>\n      <td>2.674313</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1669</td>\n      <td>0</td>\n      <td>2</td>\n      <td>2.419629</td>\n      <td>0.852965</td>\n      <td>-1.560244</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1669</td>\n      <td>0</td>\n      <td>3</td>\n      <td>1.883566</td>\n      <td>0.079027</td>\n      <td>-1.447962</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1669</td>\n      <td>0</td>\n      <td>5</td>\n      <td>2.186898</td>\n      <td>1.530177</td>\n      <td>0.459398</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1119003</th>\n      <td>1698</td>\n      <td>967</td>\n      <td>34</td>\n      <td>3.242493</td>\n      <td>0.932618</td>\n      <td>-0.132337</td>\n    </tr>\n    <tr>\n      <th>1119004</th>\n      <td>1698</td>\n      <td>967</td>\n      <td>35</td>\n      <td>1.079139</td>\n      <td>-1.004547</td>\n      <td>-0.249584</td>\n    </tr>\n    <tr>\n      <th>1119005</th>\n      <td>1698</td>\n      <td>967</td>\n      <td>36</td>\n      <td>1.033172</td>\n      <td>-0.945684</td>\n      <td>-0.065355</td>\n    </tr>\n    <tr>\n      <th>1119006</th>\n      <td>1698</td>\n      <td>967</td>\n      <td>37</td>\n      <td>1.243116</td>\n      <td>-0.271574</td>\n      <td>-0.148711</td>\n    </tr>\n    <tr>\n      <th>1119007</th>\n      <td>1698</td>\n      <td>967</td>\n      <td>38</td>\n      <td>3.193685</td>\n      <td>1.741353</td>\n      <td>-0.138548</td>\n    </tr>\n  </tbody>\n</table>\n<p>1119008 rows × 6 columns</p>\n</div>"},"metadata":{}}],"execution_count":7},{"cell_type":"markdown","source":"# 输出两变量的均值等","metadata":{}},{"cell_type":"code","source":"print(train[['feature_22', 'responder_6']].describe())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:05:05.715014Z","iopub.execute_input":"2024-12-24T12:05:05.715351Z","iopub.status.idle":"2024-12-24T12:05:05.823196Z","shell.execute_reply.started":"2024-12-24T12:05:05.715324Z","shell.execute_reply":"2024-12-24T12:05:05.821741Z"}},"outputs":[{"name":"stdout","text":"         feature_22   responder_6\ncount  1.119008e+06  1.119008e+06\nmean   2.539300e-01  7.084232e-03\nstd    9.243003e-01  7.537318e-01\nmin   -1.700358e+00 -5.000000e+00\n25%   -5.091267e-01 -3.524094e-01\n50%    1.337843e-01 -2.405414e-02\n75%    9.004614e-01  3.167427e-01\nmax    3.284160e+00  5.000000e+00\n","output_type":"stream"}],"execution_count":8},{"cell_type":"markdown","source":"# 画出两个变量的分布图","metadata":{}},{"cell_type":"code","source":"import seaborn as sns\nimport matplotlib.pyplot as plt\n\nplt.figure(figsize=(10, 6))\nsns.histplot(train['feature_22'], kde=True, bins=50)\nplt.title('Distribution of Feature 22')\nplt.show()\n\nplt.figure(figsize=(10, 6))\nsns.histplot(train['responder_6'], kde=True, bins=50)\nplt.title('Distribution of Responder 6')\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:05:05.825219Z","iopub.execute_input":"2024-12-24T12:05:05.825482Z","iopub.status.idle":"2024-12-24T12:05:16.306381Z","shell.execute_reply.started":"2024-12-24T12:05:05.825459Z","shell.execute_reply":"2024-12-24T12:05:16.305239Z"}},"outputs":[{"name":"stderr","text":"/usr/local/lib/python3.10/dist-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n  with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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\n"},"metadata":{}},{"name":"stderr","text":"/usr/local/lib/python3.10/dist-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n  with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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\n"},"metadata":{}}],"execution_count":9},{"cell_type":"markdown","source":"# 对于feature_22，数据较为分散，主要分布在-1到1\n# 对于responder_6，数据集中在0附近","metadata":{}},{"cell_type":"code","source":"correlation = train[['feature_22', 'responder_6']].corr(method='pearson')\nprint(correlation)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:05:16.307255Z","iopub.execute_input":"2024-12-24T12:05:16.307653Z","iopub.status.idle":"2024-12-24T12:05:16.342295Z","shell.execute_reply.started":"2024-12-24T12:05:16.307611Z","shell.execute_reply":"2024-12-24T12:05:16.341328Z"}},"outputs":[{"name":"stdout","text":"             feature_22  responder_6\nfeature_22     1.000000    -0.012344\nresponder_6   -0.012344     1.000000\n","output_type":"stream"}],"execution_count":10},{"cell_type":"markdown","source":"# 线性关系很差","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(10, 6))\nsns.scatterplot(x='feature_22', y='responder_6', data=train)\nplt.title('Feature 22 vs Responder 6')\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:05:16.343261Z","iopub.execute_input":"2024-12-24T12:05:16.343646Z","iopub.status.idle":"2024-12-24T12:05:18.872343Z","shell.execute_reply.started":"2024-12-24T12:05:16.343588Z","shell.execute_reply":"2024-12-24T12:05:18.871207Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":11},{"cell_type":"markdown","source":"# 散点图过于密集，且因为数据量大，数据重叠量较大","metadata":{}},{"cell_type":"markdown","source":"# 由上，尝试进行数据离散化处理，选择对象为因变量","metadata":{}},{"cell_type":"code","source":"def group_respond(num_respond):\n    if num_respond >=-1 and num_respond <=1:\n        return 0\n    if num_respond >=-3 and num_respond < -1:\n        return -2\n    if num_respond < -3:\n        return -4\n    if num_respond >1 and num_respond <= 3:\n        return 2\n    if num_respond > 3:\n        return 4","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:29:34.443368Z","iopub.execute_input":"2024-12-24T12:29:34.443875Z","iopub.status.idle":"2024-12-24T12:29:34.449367Z","shell.execute_reply.started":"2024-12-24T12:29:34.44378Z","shell.execute_reply":"2024-12-24T12:29:34.44819Z"}},"outputs":[],"execution_count":17},{"cell_type":"code","source":"train['responder_6_group'] = train['responder_6'].apply(group_respond)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:30:23.375758Z","iopub.execute_input":"2024-12-24T12:30:23.37615Z","iopub.status.idle":"2024-12-24T12:30:23.907776Z","shell.execute_reply.started":"2024-12-24T12:30:23.376124Z","shell.execute_reply":"2024-12-24T12:30:23.906681Z"}},"outputs":[],"execution_count":18},{"cell_type":"code","source":"train","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:30:30.729696Z","iopub.execute_input":"2024-12-24T12:30:30.730086Z","iopub.status.idle":"2024-12-24T12:30:30.748404Z","shell.execute_reply.started":"2024-12-24T12:30:30.730048Z","shell.execute_reply":"2024-12-24T12:30:30.747237Z"}},"outputs":[{"execution_count":19,"output_type":"execute_result","data":{"text/plain":"         date_id  time_id  symbol_id    weight  feature_22  responder_6  \\\n0           1669        0          0  4.284475    1.779095     2.203616   \n1           1669        0          1  2.736361    1.162691     2.674313   \n2           1669        0          2  2.419629    0.852965    -1.560244   \n3           1669        0          3  1.883566    0.079027    -1.447962   \n4           1669        0          5  2.186898    1.530177     0.459398   \n...          ...      ...        ...       ...         ...          ...   \n1119003     1698      967         34  3.242493    0.932618    -0.132337   \n1119004     1698      967         35  1.079139   -1.004547    -0.249584   \n1119005     1698      967         36  1.033172   -0.945684    -0.065355   \n1119006     1698      967         37  1.243116   -0.271574    -0.148711   \n1119007     1698      967         38  3.193685    1.741353    -0.138548   \n\n         responder_6_group  \n0                        2  \n1                        2  \n2                       -2  \n3                       -2  \n4                        0  \n...                    ...  \n1119003                  0  \n1119004                  0  \n1119005                  0  \n1119006                  0  \n1119007                  0  \n\n[1119008 rows x 7 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>date_id</th>\n      <th>time_id</th>\n      <th>symbol_id</th>\n      <th>weight</th>\n      <th>feature_22</th>\n      <th>responder_6</th>\n      <th>responder_6_group</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1669</td>\n      <td>0</td>\n      <td>0</td>\n      <td>4.284475</td>\n      <td>1.779095</td>\n      <td>2.203616</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1669</td>\n      <td>0</td>\n      <td>1</td>\n      <td>2.736361</td>\n      <td>1.162691</td>\n      <td>2.674313</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1669</td>\n      <td>0</td>\n      <td>2</td>\n      <td>2.419629</td>\n      <td>0.852965</td>\n      <td>-1.560244</td>\n      <td>-2</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1669</td>\n      <td>0</td>\n      <td>3</td>\n      <td>1.883566</td>\n      <td>0.079027</td>\n      <td>-1.447962</td>\n      <td>-2</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1669</td>\n      <td>0</td>\n      <td>5</td>\n      <td>2.186898</td>\n      <td>1.530177</td>\n      <td>0.459398</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1119003</th>\n      <td>1698</td>\n      <td>967</td>\n      <td>34</td>\n      <td>3.242493</td>\n      <td>0.932618</td>\n      <td>-0.132337</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1119004</th>\n      <td>1698</td>\n      <td>967</td>\n      <td>35</td>\n      <td>1.079139</td>\n      <td>-1.004547</td>\n      <td>-0.249584</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1119005</th>\n      <td>1698</td>\n      <td>967</td>\n      <td>36</td>\n      <td>1.033172</td>\n      <td>-0.945684</td>\n      <td>-0.065355</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1119006</th>\n      <td>1698</td>\n      <td>967</td>\n      <td>37</td>\n      <td>1.243116</td>\n      <td>-0.271574</td>\n      <td>-0.148711</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1119007</th>\n      <td>1698</td>\n      <td>967</td>\n      <td>38</td>\n      <td>3.193685</td>\n      <td>1.741353</td>\n      <td>-0.138548</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>1119008 rows × 7 columns</p>\n</div>"},"metadata":{}}],"execution_count":19},{"cell_type":"markdown","source":"# 离散化后画图","metadata":{}},{"cell_type":"code","source":"sns.barplot(x='responder_6_group',y='feature_22',data=train)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:34:30.699779Z","iopub.execute_input":"2024-12-24T12:34:30.700266Z","iopub.status.idle":"2024-12-24T12:34:42.085142Z","shell.execute_reply.started":"2024-12-24T12:34:30.700231Z","shell.execute_reply":"2024-12-24T12:34:42.084061Z"}},"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"<Axes: xlabel='responder_6_group', ylabel='feature_22'>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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\n"},"metadata":{}}],"execution_count":23},{"cell_type":"code","source":"sns.boxplot(x=\"responder_6_group\",y=\"feature_22\",data=train)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-24T12:53:49.363311Z","iopub.execute_input":"2024-12-24T12:53:49.363843Z","iopub.status.idle":"2024-12-24T12:53:49.728719Z","shell.execute_reply.started":"2024-12-24T12:53:49.363808Z","shell.execute_reply":"2024-12-24T12:53:49.72766Z"}},"outputs":[{"name":"stdout","text":"The history saving thread hit an unexpected error (OperationalError('attempt to write a readonly database')).History will not be written to the database.\n","output_type":"stream"},{"execution_count":26,"output_type":"execute_result","data":{"text/plain":"<Axes: xlabel='responder_6_group', ylabel='feature_22'>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":26},{"cell_type":"markdown","source":"# 箱型图较为清晰，每一组都有异常点，且中位数都在0上下，上下波动也很大，说明feature_22的分布较为均匀，没有对responder_6有较为明显的独特影响","metadata":{}},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}