{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":81933,"databundleVersionId":9643020,"sourceType":"competition"}],"dockerImageVersionId":30775,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# 0. Introduction\n\nIn my [previous notebook](https://www.kaggle.com/code/leetolo/piu24-eda-1-severity-focused), I quickly plotted all columns focusing sii=0 vs sii=3 to get a better understanding of extreme sii cases. Besides the obvious analysis, I got interested in focusing one particular subject just because he is oldest. (picture below)\n\nThis notebook looks at just few samples of outliers.\n\n![image.png](attachment:56025968-6491-401e-b894-2865e36be1ea.png)","metadata":{},"attachments":{"56025968-6491-401e-b894-2865e36be1ea.png":{"image/png":"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"}}},{"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport os\nfrom mpl_toolkits.mplot3d import Axes3D","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-10-03T19:25:39.237944Z","iopub.execute_input":"2024-10-03T19:25:39.238688Z","iopub.status.idle":"2024-10-03T19:25:39.244821Z","shell.execute_reply.started":"2024-10-03T19:25:39.238643Z","shell.execute_reply":"2024-10-03T19:25:39.243342Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train = pd.read_csv('/kaggle/input/child-mind-institute-problematic-internet-use/train.csv')\ndf_test = pd.read_csv('/kaggle/input/child-mind-institute-problematic-internet-use/test.csv')","metadata":{"execution":{"iopub.status.busy":"2024-10-03T19:06:27.092005Z","iopub.execute_input":"2024-10-03T19:06:27.092584Z","iopub.status.idle":"2024-10-03T19:06:27.180140Z","shell.execute_reply.started":"2024-10-03T19:06:27.092529Z","shell.execute_reply":"2024-10-03T19:06:27.178868Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def process_file(filename, dirname):\n    df = pd.read_parquet(os.path.join(dirname, filename, 'part-0.parquet'))\n    df.drop('step', axis=1, inplace=True)\n    return df.describe().values.reshape(-1), filename.split('=')[1]","metadata":{"execution":{"iopub.status.busy":"2024-10-03T17:15:51.304252Z","iopub.execute_input":"2024-10-03T17:15:51.305395Z","iopub.status.idle":"2024-10-03T17:15:51.312123Z","shell.execute_reply.started":"2024-10-03T17:15:51.305340Z","shell.execute_reply":"2024-10-03T17:15:51.310657Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 1.0 Finding the outlier\n\nHere we simply subset by sii=='3.0' and then get age above 20.","metadata":{}},{"cell_type":"code","source":"# show sii==3 and older than 20   (How id=75f26948 was found)\nsii3=df_train[df_train['sii']==3.0]\nsii3[sii3['Basic_Demos-Age']>20]","metadata":{"execution":{"iopub.status.busy":"2024-10-03T19:06:27.349558Z","iopub.execute_input":"2024-10-03T19:06:27.350005Z","iopub.status.idle":"2024-10-03T19:06:27.396488Z","shell.execute_reply.started":"2024-10-03T19:06:27.349963Z","shell.execute_reply":"2024-10-03T19:06:27.395085Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# show sii==0 and older than 20\nsii0=df_train[df_train['sii']==0.0]\nsii0[sii0['Basic_Demos-Age']>20]","metadata":{"execution":{"iopub.status.busy":"2024-10-02T22:41:29.982320Z","iopub.execute_input":"2024-10-02T22:41:29.982841Z","iopub.status.idle":"2024-10-02T22:41:30.033030Z","shell.execute_reply.started":"2024-10-02T22:41:29.982797Z","shell.execute_reply":"2024-10-02T22:41:30.031651Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_75f26948 = df_train[df_train['id'] == '75f26948']","metadata":{"execution":{"iopub.status.busy":"2024-10-02T22:42:46.317008Z","iopub.execute_input":"2024-10-02T22:42:46.317582Z","iopub.status.idle":"2024-10-02T22:42:46.327043Z","shell.execute_reply.started":"2024-10-02T22:42:46.317525Z","shell.execute_reply":"2024-10-02T22:42:46.325678Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_75f26948","metadata":{"execution":{"iopub.status.busy":"2024-10-02T22:43:29.470087Z","iopub.execute_input":"2024-10-02T22:43:29.471126Z","iopub.status.idle":"2024-10-02T22:43:29.503797Z","shell.execute_reply.started":"2024-10-02T22:43:29.471068Z","shell.execute_reply":"2024-10-02T22:43:29.502420Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 1.1. id='75f26948' null columns","metadata":{}},{"cell_type":"code","source":"nan_count = df_75f26948.isna().sum()[df_75f26948.isna().sum() > 0].sort_values(ascending=False)\nprint(nan_count.index)","metadata":{"execution":{"iopub.status.busy":"2024-10-02T22:47:07.283291Z","iopub.execute_input":"2024-10-02T22:47:07.284256Z","iopub.status.idle":"2024-10-02T22:47:07.293609Z","shell.execute_reply.started":"2024-10-02T22:47:07.284207Z","shell.execute_reply":"2024-10-02T22:47:07.292446Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_75f26948['Physical-Weight']","metadata":{"execution":{"iopub.status.busy":"2024-10-02T22:56:15.478914Z","iopub.execute_input":"2024-10-02T22:56:15.479658Z","iopub.status.idle":"2024-10-02T22:56:15.487970Z","shell.execute_reply.started":"2024-10-02T22:56:15.479615Z","shell.execute_reply":"2024-10-02T22:56:15.486821Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"It appears that the subject id='75f26948'\n- has not participated in Fitness_Endurance test\n- refused to record waist circumference but agreed to measure systolic, heartrate and diastolic\n- recorded all BIA (fat, muscle, and water content) and PCIAT (Parent-Child Internet Addiction Test) stats\n- refused to record FGC (FitnessGram Child, cardio, five physical fitness assessments)\n\n","metadata":{}},{"cell_type":"markdown","source":"## 1.2. Checking if Physical endurance test was skipped due to weight\n\nSubject id='75f26948' has skipped Fitness Endurance test. Below calculates the skipped ratio with Physical-Weight above 200 vs below. Those above 200 had less recorded Physical-Weight, but not by much to conclude anything. Note that subject id='75f26948'has weight of 183.8.","metadata":{}},{"cell_type":"code","source":"df_train[df_train['Physical-Weight'] > 200]['Physical-Waist_Circumference'].isna().sum()/len(df_train[df_train['Physical-Weight'] > 200])","metadata":{"execution":{"iopub.status.busy":"2024-10-02T23:00:40.579570Z","iopub.execute_input":"2024-10-02T23:00:40.579990Z","iopub.status.idle":"2024-10-02T23:00:40.590476Z","shell.execute_reply.started":"2024-10-02T23:00:40.579950Z","shell.execute_reply":"2024-10-02T23:00:40.589364Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train[df_train['Physical-Weight'] <= 200]['Physical-Waist_Circumference'].isna().sum()/len(df_train[df_train['Physical-Weight'] <= 200])","metadata":{"execution":{"iopub.status.busy":"2024-10-02T23:00:40.832539Z","iopub.execute_input":"2024-10-02T23:00:40.832958Z","iopub.status.idle":"2024-10-02T23:00:40.845058Z","shell.execute_reply.started":"2024-10-02T23:00:40.832918Z","shell.execute_reply":"2024-10-02T23:00:40.843737Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 2.0 Visualize id='75f26948' vs same age but sii='0.0'","metadata":{}},{"cell_type":"code","source":"def compare_individual(df, individual_id, severity_col, age_col, severe_value=3.0, normal_value=0.0):\n    # Get the individual's data\n    individual = df[df['id'] == individual_id].iloc[0]\n    individual_age = individual[age_col]\n    \n    # Get the comparison group (same age, severity 0)\n    comparison_group = df[(df[age_col] == individual_age) & (df[severity_col] == normal_value)]\n    \n    # Select numeric columns for comparison\n    numeric_cols = df.select_dtypes(include=['int64', 'float64']).columns\n    numeric_cols = [col for col in numeric_cols if col != severity_col and col != age_col]\n \n    # Create a radar chart for comprehensive comparison if there's enough data\n    if len(comparison_group) > 0:\n        fig = plt.figure(figsize=(10, 10))\n        ax = fig.add_subplot(111, polar=True)\n        \n        # Normalize the data for radar chart\n        def normalize(x, min_val, max_val):\n            return (x - min_val) / (max_val - min_val) if max_val != min_val else 0.5\n\n        angles = np.linspace(0, 2*np.pi, len(numeric_cols), endpoint=False)\n        angles = np.concatenate((angles, [angles[0]]))  # complete the circle\n        \n        # Plot data for individual\n        values = [normalize(individual[col], df[col].min(), df[col].max()) for col in numeric_cols]\n        values += values[:1]  # complete the circle\n        ax.plot(angles, values, 'o-', linewidth=2, color='red', label=f'Individual (ID: {individual_id})')\n        ax.fill(angles, values, alpha=0.25, color='red')\n        \n        # Plot data for comparison group (average)\n        values = [normalize(comparison_group[col].mean(), df[col].min(), df[col].max()) for col in numeric_cols]\n        values += values[:1]  # complete the circle\n        ax.plot(angles, values, 'o-', linewidth=2, color='blue', label=f'Average Normal (Age {individual_age})')\n        ax.fill(angles, values, alpha=0.25, color='blue')\n        \n        ax.set_xticks(angles[:-1])\n        ax.set_xticklabels(numeric_cols)\n        ax.set_ylim(0, 1)\n        plt.title(f'Comparison of Attributes for Individual vs Normal Group (Age {individual_age})')\n        plt.legend(loc='upper right', bbox_to_anchor=(1.3, 1.0))\n    else:\n        plt.figure(figsize=(10, 10))\n        plt.text(0.5, 0.5, \"Insufficient data for radar chart comparison\", ha='center', va='center', fontsize=12)\n        plt.title(f'No comparison data available for Age {individual_age}')\n    \n    plt.tight_layout()\n    plt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-10-03T17:15:58.673335Z","iopub.execute_input":"2024-10-03T17:15:58.674683Z","iopub.status.idle":"2024-10-03T17:15:58.694765Z","shell.execute_reply.started":"2024-10-03T17:15:58.674625Z","shell.execute_reply":"2024-10-03T17:15:58.693496Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"compare_individual(df_train, '75f26948', 'sii', 'Basic_Demos-Age')","metadata":{"execution":{"iopub.status.busy":"2024-10-01T21:43:07.947049Z","iopub.execute_input":"2024-10-01T21:43:07.948020Z","iopub.status.idle":"2024-10-01T21:43:10.839514Z","shell.execute_reply.started":"2024-10-01T21:43:07.947975Z","shell.execute_reply":"2024-10-01T21:43:10.838415Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"- Here we learn that PCIAT-PCIAT_01 - PCIAT-PCIAT_20 show an EXTREME difference","metadata":{}},{"cell_type":"code","source":"def radar_plot_younger_comparison(df, individual_id, severity_col, age_col, severe_value=3.0):\n    # Get the individual's data\n    individual = df[df['id'] == individual_id].iloc[0]\n    individual_age = individual[age_col]\n    \n    # Get the comparison group (younger, same severity)\n    comparison_group = df[(df[age_col] < individual_age) & (df[severity_col] == severe_value)]\n    \n    # Select numeric columns for comparison, excluding severity and age\n    numeric_cols = df.select_dtypes(include=['int64', 'float64']).columns\n    numeric_cols = [col for col in numeric_cols if col not in [severity_col, age_col]]\n    \n    # Normalize the data for radar chart\n    def normalize(x, min_val, max_val):\n        return (x - min_val) / (max_val - min_val) if max_val != min_val else 0.5\n\n    # Set up the radar chart\n    fig, ax = plt.subplots(figsize=(12, 8), subplot_kw=dict(projection='polar'))\n    angles = np.linspace(0, 2*np.pi, len(numeric_cols), endpoint=False)\n    angles = np.concatenate((angles, [angles[0]]))  # complete the circle\n    \n    # Plot data for individual\n    values = [normalize(individual[col], df[col].min(), df[col].max()) for col in numeric_cols]\n    values += values[:1]  # complete the circle\n    ax.plot(angles, values, 'o-', linewidth=2, color='red', label=f'Individual (Age {individual_age})')\n    ax.fill(angles, values, alpha=0.25, color='red')\n    \n    # Plot data for comparison group (average)\n    values = [normalize(comparison_group[col].mean(), df[col].min(), df[col].max()) for col in numeric_cols]\n    values += values[:1]  # complete the circle\n    ax.plot(angles, values, 'o-', linewidth=2, color='blue', label=f'Average Younger (Age < {individual_age})')\n    ax.fill(angles, values, alpha=0.25, color='blue')\n    \n    # Set chart properties\n    ax.set_xticks(angles[:-1])\n    ax.set_xticklabels(numeric_cols, size=8)\n    ax.set_ylim(0, 1)\n    plt.title(f'Comparison of Attributes: Individual vs Younger Group (Severity {severe_value})')\n    plt.legend(loc='upper right', bbox_to_anchor=(1.3, 1.0))\n    \n    # Add value annotations\n    for i, value in enumerate(values[:-1]):\n        ax.annotate(f'{comparison_group[numeric_cols[i]].mean():.2f}', \n                    (angles[i], value),\n                    xytext=(angles[i], value + 0.1),\n                    ha='center', va='center')\n    \n    for i, value in enumerate(values[:-1]):\n        ax.annotate(f'{individual[numeric_cols[i]]:.2f}', \n                    (angles[i], normalize(individual[numeric_cols[i]], df[numeric_cols[i]].min(), df[numeric_cols[i]].max())),\n                    xytext=(angles[i], normalize(individual[numeric_cols[i]], df[numeric_cols[i]].min(), df[numeric_cols[i]].max()) - 0.1),\n                    ha='center', va='center', color='red')\n    \n    plt.tight_layout()\n    plt.show()\n    \n    # Print additional statistics\n    #print(f\"Number of younger individuals with severity {severe_value}: {len(comparison_group)}\")\n    #print(f\"Age range of comparison group: {comparison_group[age_col].min()} to {comparison_group[age_col].max()}\")\n    #print(\"\\nAverage values for comparison group:\")\n#     for col in numeric_cols:\n#         print(f\"{col}: {comparison_group[col].mean():.2f}\")\n    \n#     print(\"\\nValues for individual:\")\n#     for col in numeric_cols:\n#         print(f\"{col}: {individual[col]:.2f}\")","metadata":{"execution":{"iopub.status.busy":"2024-10-01T21:46:45.459740Z","iopub.execute_input":"2024-10-01T21:46:45.460226Z","iopub.status.idle":"2024-10-01T21:46:45.483710Z","shell.execute_reply.started":"2024-10-01T21:46:45.460158Z","shell.execute_reply":"2024-10-01T21:46:45.482278Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 2.1 Visualize id='75f26948' vs other ages with sii=3.0","metadata":{}},{"cell_type":"code","source":"radar_plot_younger_comparison(df_train, '75f26948', 'sii', 'Basic_Demos-Age')","metadata":{"execution":{"iopub.status.busy":"2024-10-01T21:46:45.664659Z","iopub.execute_input":"2024-10-01T21:46:45.665209Z","iopub.status.idle":"2024-10-01T21:46:48.616824Z","shell.execute_reply.started":"2024-10-01T21:46:45.665136Z","shell.execute_reply":"2024-10-01T21:46:48.615706Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Here we see little differences between id='75f26948'and other ages. \n- id='75f26948' shows double in Physical-Systolic and Diastolic but lower in Heartrate. Which was similar pattern found in the previous comparison.","metadata":{}},{"cell_type":"markdown","source":"## 2.2 Let us look at time series data for id=75f26948","metadata":{}},{"cell_type":"code","source":"\nfor d in os.listdir('/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/'):\n    if '75f26948' in d:\n        print(d)","metadata":{"execution":{"iopub.status.busy":"2024-10-02T23:16:41.813610Z","iopub.execute_input":"2024-10-02T23:16:41.814613Z","iopub.status.idle":"2024-10-02T23:16:41.822122Z","shell.execute_reply.started":"2024-10-02T23:16:41.814566Z","shell.execute_reply":"2024-10-02T23:16:41.820870Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Never mind it doesn't exist, : (","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 3.0 Fitness beast","metadata":{}},{"cell_type":"markdown","source":"Another outlier in the data. This person seem very fit.","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:3ff50b99-5bd5-4b7d-be3b-719749bc151f.png)","metadata":{},"attachments":{"3ff50b99-5bd5-4b7d-be3b-719749bc151f.png":{"image/png":"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"}}},{"cell_type":"code","source":"# show sii==3 and older than 20   (How id=75f26948 was found)\ndf_fit=df_train[df_train['Fitness_Endurance-Time_Mins']==20]\ndf_fit","metadata":{"execution":{"iopub.status.busy":"2024-10-03T17:17:58.077739Z","iopub.execute_input":"2024-10-03T17:17:58.078280Z","iopub.status.idle":"2024-10-03T17:17:58.114083Z","shell.execute_reply.started":"2024-10-03T17:17:58.078214Z","shell.execute_reply":"2024-10-03T17:17:58.112682Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"- Notice that they are all males\n- I was expecting 1 outlier but there are 5 with Fitness_Endurance-Time_Mins with max at 20\n- So whatever the fitness test was, it was capped at 20min. I wonder why the scientist behind the experiment decided to do this.\n- Average sii is 0.6 -> the more fit they are, lower sii score\n","metadata":{}},{"cell_type":"code","source":"## See if any of the \nfor d in os.listdir('/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/'):\n    for fit_id in df_fit['id'].tolist():\n        if fit_id in d:\n            print(d)","metadata":{"execution":{"iopub.status.busy":"2024-10-03T17:29:47.952359Z","iopub.execute_input":"2024-10-03T17:29:47.952764Z","iopub.status.idle":"2024-10-03T17:29:47.972357Z","shell.execute_reply.started":"2024-10-03T17:29:47.952714Z","shell.execute_reply":"2024-10-03T17:29:47.971199Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"So None of the sii > 0 has parquet file. Do any sii==3 have parquet file?","metadata":{}},{"cell_type":"markdown","source":"## 3.a Random question - Is null value in Fitness_endurance related to missing parquet files?","metadata":{}},{"cell_type":"code","source":"## See if any of the \ncount = 0\nfor d in os.listdir('/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/'):\n    for fit_id in sii3['id'].tolist():\n        if fit_id in d:\n            count+=1\n            #print(d)\nprint(count)\nprint('Percent parquet exist amongst sii=3:\\n===', count/len(sii3))\n","metadata":{"execution":{"iopub.status.busy":"2024-10-03T19:42:58.868450Z","iopub.execute_input":"2024-10-03T19:42:58.869472Z","iopub.status.idle":"2024-10-03T19:42:58.893634Z","shell.execute_reply.started":"2024-10-03T19:42:58.869427Z","shell.execute_reply":"2024-10-03T19:42:58.892373Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"## See if any of the \nsii012=df_train[df_train['sii']<3.0]\ncount = 0\nfor d in os.listdir('/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/'):\n    for fit_id in sii012['id'].tolist():\n        if fit_id in d:\n            count += 1\n            #print(d)\nprint(count)\nprint('Percent parquet exist amongst sii=0,1,2:\\n===', count/len(sii012))","metadata":{"execution":{"iopub.status.busy":"2024-10-03T19:10:49.554390Z","iopub.execute_input":"2024-10-03T19:10:49.555185Z","iopub.status.idle":"2024-10-03T19:10:49.955764Z","shell.execute_reply.started":"2024-10-03T19:10:49.555141Z","shell.execute_reply":"2024-10-03T19:10:49.954647Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Percent Fitness_Endurance-Time_Mins is null when sii=3\nsii3['Fitness_Endurance-Time_Mins'].isna().sum()/len(sii3)","metadata":{"execution":{"iopub.status.busy":"2024-10-03T19:07:29.364393Z","iopub.execute_input":"2024-10-03T19:07:29.364795Z","iopub.status.idle":"2024-10-03T19:07:29.372539Z","shell.execute_reply.started":"2024-10-03T19:07:29.364758Z","shell.execute_reply":"2024-10-03T19:07:29.371557Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Percent Fitness_Endurance-Time_Mins is null when sii=0,1,2\nsii012['Fitness_Endurance-Time_Mins'].isna().sum()/len(sii012)","metadata":{"execution":{"iopub.status.busy":"2024-10-03T19:07:47.760755Z","iopub.execute_input":"2024-10-03T19:07:47.761138Z","iopub.status.idle":"2024-10-03T19:07:47.769754Z","shell.execute_reply.started":"2024-10-03T19:07:47.761100Z","shell.execute_reply":"2024-10-03T19:07:47.768492Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"They are not the same. \n- Parquet files are rare at around 30% \n- Most sii=3 did not measure Fitness_Endurance-Time_Mins, at 94.1%\n- Most sii=0,1,2 did not measure Fitness_Endurance-Time_Mins, at 73.1%","metadata":{}},{"cell_type":"markdown","source":"## 3.1 What does parquet file tell us about good fitness child?","metadata":{}},{"cell_type":"code","source":"df_0983654b = pd.read_parquet('/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=0983654b/part-0.parquet')\ndf_0983654b","metadata":{"execution":{"iopub.status.busy":"2024-10-03T19:20:10.899127Z","iopub.execute_input":"2024-10-03T19:20:10.899534Z","iopub.status.idle":"2024-10-03T19:20:11.040173Z","shell.execute_reply.started":"2024-10-03T19:20:10.899481Z","shell.execute_reply":"2024-10-03T19:20:11.039066Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def visualize_time_series(df):\n    # Set a color\n    plt.style.use('seaborn')\n    colors = plt.cm.Set3(np.linspace(0, 1, 12))\n\n    # X, Y, Z: 3D scatter plot\n    fig = plt.figure(figsize=(10, 8))\n    ax = fig.add_subplot(111, projection='3d')\n    scatter = ax.scatter(df['X'].sample(1000), df['Y'].sample(1000), df['Z'].sample(1000), \n                         c=df['X'].sample(1000), cmap='viridis', alpha=0.6)\n    ax.set_xlabel('X', fontsize=12)\n    ax.set_ylabel('Y', fontsize=12)\n    ax.set_zlabel('Z', fontsize=12)\n    ax.set_title('3D Scatter of X, Y, Z Acceleration', fontsize=16)\n    plt.colorbar(scatter)\n    plt.show()\n\n    # ENMO: Histogram\n    plt.figure(figsize=(10, 6))\n    sns.histplot(df['enmo'], kde=True, color=colors[3])\n    plt.title('Distribution of ENMO', fontsize=16)\n    plt.xlabel('ENMO', fontsize=12)\n    plt.show()\n\n    # Anglez: Polar histogram\n    plt.figure(figsize=(10, 8))\n    ax = plt.subplot(111, projection='polar')\n    ax.hist(df['anglez'], bins=36, color=colors[4])\n    ax.set_title('Distribution of Angle-Z', fontsize=16)\n    plt.show()\n\n    # Non-wear flag: Pie chart\n    plt.figure(figsize=(10, 8))\n    df['non-wear_flag'].value_counts().plot(kind='pie', autopct='%1.1f%%', colors=[colors[5], colors[6]])\n    plt.title('Non-wear Flag Distribution', fontsize=16)\n    plt.ylabel('')  # Hide the ylabel\n    plt.show()\n\n    # Light: Box plot by time of day\n    plt.figure(figsize=(12, 6))\n    df['hour'] = pd.to_datetime(df['time_of_day']).dt.hour\n    sns.boxplot(x='hour', y='light', data=df, palette='viridis')\n    plt.title('Light Distribution by Hour', fontsize=16)\n    plt.xlabel('Hour of Day', fontsize=12)\n    plt.ylabel('Light (lux)', fontsize=12)\n    plt.show()\n\n    # Battery voltage: Line plot over time\n    plt.figure(figsize=(10, 6))\n    df.groupby('step')['battery_voltage'].mean().plot(kind='line', color=colors[8])\n    plt.title('Average Battery Voltage over Time', fontsize=16)\n    plt.xlabel('Step', fontsize=12)\n    plt.ylabel('Battery Voltage (mV)', fontsize=12)\n    plt.show()\n\n    # Weekday: Bar plot\n    plt.figure(figsize=(10, 6))\n    df['weekday'].value_counts().sort_index().plot(kind='bar', color=colors)\n    plt.title('Observations by Day of Week', fontsize=16)\n    plt.xlabel('Day of Week', fontsize=12)\n    plt.ylabel('Count', fontsize=12)\n    plt.show()\n\n    # Quarter: Pie chart\n    plt.figure(figsize=(10, 8))\n    df['quarter'].value_counts().plot(kind='pie', autopct='%1.1f%%', colors=colors[8:12])\n    plt.title('Distribution by Quarter', fontsize=16)\n    plt.ylabel('')  # Hide the ylabel\n    plt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-10-03T19:40:52.619455Z","iopub.execute_input":"2024-10-03T19:40:52.620081Z","iopub.status.idle":"2024-10-03T19:40:52.645595Z","shell.execute_reply.started":"2024-10-03T19:40:52.620013Z","shell.execute_reply":"2024-10-03T19:40:52.644192Z"},"_kg_hide-input":true,"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"visualize_time_series(df_0983654b)","metadata":{"execution":{"iopub.status.busy":"2024-10-03T19:40:52.829446Z","iopub.execute_input":"2024-10-03T19:40:52.829910Z","iopub.status.idle":"2024-10-03T19:40:58.193389Z","shell.execute_reply.started":"2024-10-03T19:40:52.829862Z","shell.execute_reply":"2024-10-03T19:40:58.191589Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"- This person wore the watch the entire times 100%\n- X,Y,Z, I think grouping by chunks of steps would be more helpful\n- Why is this person rotating the watch so much? Is this a bug\n- This person sleeps around 9-11pm and wakes up at 7am pretty consistently. Looking at the light distribution at time of day distribution.\n- Steep drain of the watch battery near the end of experiment. How can this be explained? My smartphone does this all the time where going from 100% to 90% would take many hours but 50%-0% would only take 30 minute.\n\n","metadata":{}},{"cell_type":"markdown","source":"## 3.2 What does parquet file tell us about good fitness child against sii=3 child?","metadata":{}},{"cell_type":"markdown","source":"Choosing random id=9eb283e4 who has sii=3 and parquet data","metadata":{}},{"cell_type":"code","source":"\ndf_9eb283e4 = pd.read_parquet('/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=9eb283e4/part-0.parquet')\ndf_9eb283e4","metadata":{"execution":{"iopub.status.busy":"2024-10-03T19:44:56.934924Z","iopub.execute_input":"2024-10-03T19:44:56.935359Z","iopub.status.idle":"2024-10-03T19:44:56.977646Z","shell.execute_reply.started":"2024-10-03T19:44:56.935318Z","shell.execute_reply":"2024-10-03T19:44:56.976649Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"visualize_time_series(df_9eb283e4)","metadata":{"execution":{"iopub.status.busy":"2024-10-03T19:45:14.437646Z","iopub.execute_input":"2024-10-03T19:45:14.438220Z","iopub.status.idle":"2024-10-03T19:45:18.009920Z","shell.execute_reply.started":"2024-10-03T19:45:14.438171Z","shell.execute_reply":"2024-10-03T19:45:18.008107Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"id=9eb283e4 shows close stats against the fit id=0983654b\n- There is an extreme difference during the day where majority of the time id=9eb283e4 is spent almost without any light. Compare to fit id=0983654b who get way more light during the day.","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:4c50764f-db42-4e43-bca5-086294decca0.png)\n![image.png](attachment:1a8dbdf2-4880-4e3b-871d-cdfdb82be40a.png)","metadata":{},"attachments":{"4c50764f-db42-4e43-bca5-086294decca0.png":{"image/png":"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"},"1a8dbdf2-4880-4e3b-871d-cdfdb82be40a.png":{"image/png":"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"}}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}