{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n# Set the maximum number of rows to display\npd.set_option('display.max_rows', 100)\npd.set_option('display.max_columns', 100)","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:48:24.936263Z","iopub.execute_input":"2023-09-15T14:48:24.936774Z","iopub.status.idle":"2023-09-15T14:48:26.579540Z","shell.execute_reply.started":"2023-09-15T14:48:24.936739Z","shell.execute_reply":"2023-09-15T14:48:26.577991Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_series = pd.read_parquet('/kaggle/input/child-mind-institute-detect-sleep-states/train_series.parquet')\ntrain_events = pd.read_csv(\"/kaggle/input/child-mind-institute-detect-sleep-states/train_events.csv\")","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:48:26.582167Z","iopub.execute_input":"2023-09-15T14:48:26.582992Z","iopub.status.idle":"2023-09-15T14:49:50.533838Z","shell.execute_reply.started":"2023-09-15T14:48:26.582942Z","shell.execute_reply":"2023-09-15T14:49:50.532012Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# EDA which makes sense ⭐️💤⭐️💤⭐️💤⭐️💤⭐️\nThis EDA analyzes the data and gives some insight which is useful for designing a machine learning pipeline and selecting a model. This is not a definitive notebook, i propose revisiting constantly.","metadata":{}},{"cell_type":"markdown","source":"# A few important concepts","metadata":{}},{"cell_type":"markdown","source":"Check out this great [notebook](https://www.kaggle.com/competitions/child-mind-institute-detect-sleep-states/discussion/437261) for a solid intro to the key ideas you need for this challenge.\n\nI spent some time wrapping my head around what \"z-angle\" really means in geospatial jargon. Basically, it's a metric pulled from individual accelerometer readings expressed in quartenions, and it tells you how your arm's angled compared to your body's vertical axis.\n\nI even went the extra mile and used Blender to mimic how your arm rotates. But if you want to see it in action and make things crystal clear, check out this [video](https://youtu.be/KGpMEk3TSYs). It'll make things click!\n\n📌 y-angle for yellow-line, x-angle for red-line and z-angle for blue-line. \n\np.s: The values presented in the video are Quaternions. Quaternions are four-dimensional, thus requiring four parameters to describe them fully. It's important to note that these parameters (often referred to as w, x, y, and z) do not directly correspond to the x, y, and z components in Euler angles. In the case of quaternions, each of these parameters is a normalized floating-point value ranging from 0 to 1. For instance, a set of Euler angles like 45/90/180 degrees would be represented by a quaternion as approximately 0.65 (w)/-0.27 (x)/0.65 (y)/0.27 (z).\n\n\n![image.png](attachment:2362db38-78da-4f75-8da3-7393a48ff521.png)","metadata":{},"attachments":{"2362db38-78da-4f75-8da3-7393a48ff521.png":{"image/png":"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"}}},{"cell_type":"code","source":"# some preprocessing\ntrain_events['date'] = train_events['timestamp'].str.split('T', expand=True)[0]\ntrain_events['time'] = train_events['timestamp'].str.split('T', expand=True)[1].str.split('-', expand=True)[0]\ntrain_events['timestamp'] = pd.to_datetime(train_events['date']+' '+train_events['time'])\ntrain_events['hour'] = train_events['timestamp'].dt.hour\ntrain_events","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:49:50.535993Z","iopub.execute_input":"2023-09-15T14:49:50.536444Z","iopub.status.idle":"2023-09-15T14:49:50.918645Z","shell.execute_reply.started":"2023-09-15T14:49:50.536408Z","shell.execute_reply":"2023-09-15T14:49:50.917241Z"},"jupyter":{"source_hidden":true,"outputs_hidden":true},"collapsed":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# The labels","metadata":{}},{"cell_type":"markdown","source":"We start by reading the labels for the training events data. There are neither missing values nor duplicated customer_IDs. \n\nWe know that the events have been subsampled/oversample by a factor still not known;","metadata":{}},{"cell_type":"code","source":"# Check for missing data and duplicated customer_IDs\ntrain_events.isna().any().any(), train_series.isna().any().any()","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:49:50.922954Z","iopub.execute_input":"2023-09-15T14:49:50.923541Z","iopub.status.idle":"2023-09-15T14:50:18.511694Z","shell.execute_reply.started":"2023-09-15T14:49:50.923488Z","shell.execute_reply":"2023-09-15T14:50:18.510261Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# huge dataset indeed\ntrain_series.shape, train_events.shape","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:50:18.513353Z","iopub.execute_input":"2023-09-15T14:50:18.514101Z","iopub.status.idle":"2023-09-15T14:50:18.521974Z","shell.execute_reply.started":"2023-09-15T14:50:18.514002Z","shell.execute_reply":"2023-09-15T14:50:18.520643Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# missings values in the label dataset\ntrain_events.isna().sum()","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:50:18.524452Z","iopub.execute_input":"2023-09-15T14:50:18.525494Z","iopub.status.idle":"2023-09-15T14:50:18.549499Z","shell.execute_reply.started":"2023-09-15T14:50:18.525445Z","shell.execute_reply":"2023-09-15T14:50:18.548279Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Wearables seamlessly capture all data with no malfunction issues\ntrain_series.isna().sum()","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:50:18.550751Z","iopub.execute_input":"2023-09-15T14:50:18.551309Z","iopub.status.idle":"2023-09-15T14:50:45.918519Z","shell.execute_reply.started":"2023-09-15T14:50:18.551276Z","shell.execute_reply":"2023-09-15T14:50:45.917162Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# balanced proportion of events but it seems to be artificialy under/oversampled the number of real events.\n\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n\n# Create a barplot of event counts\nplt.figure(figsize=(8, 6))\nsns.set(style=\"whitegrid\")\nax = sns.countplot(data=train_events, x='event', palette=\"viridis\")\n\n# Add labels and a title\nplt.xlabel(\"Event Type\", fontsize=12)\nplt.ylabel(\"Count\", fontsize=12)\nplt.title(\"Event Type Distribution\", fontsize=14)\n\n# Rotate x-axis labels for better readability\nplt.xticks(rotation=45, ha='right')\n\n# Annotate the bars with their respective counts\nfor p in ax.patches:\n    ax.annotate(f'{int(p.get_height())}', (p.get_x() + p.get_width() / 2., p.get_height()), ha='center', va='bottom', fontsize=10)\n\n# Show the plot\nplt.tight_layout()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:50:45.921021Z","iopub.execute_input":"2023-09-15T14:50:45.921963Z","iopub.status.idle":"2023-09-15T14:50:46.452751Z","shell.execute_reply.started":"2023-09-15T14:50:45.921915Z","shell.execute_reply":"2023-09-15T14:50:46.451281Z"},"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"My thoughts > \"It appears to be quite balanced! Which is somewhat unusual for a Kaggle competition. 😄\n\nAfter thoroughly exploring all the graphs, I've chosen a few intriguing cases to demonstrate that this balance might be artificially created, and it's something we should address later in the competition:\n\n* Series 038441c925bb: Perfect\n* Series 03d92c9f6f8a: Wearable removed or experienced some issues with repeated markings.\n* Series 05e1944c3818: No notations for actual onset/wake events occurred - False negatives.\"","metadata":{}},{"cell_type":"code","source":"# Kudos for CHUN FU's notebook for this visualization\n\nimport pandas as pd\nimport matplotlib.pyplot as plt\n\ndef load_and_process_data(series_id, train_series, train_events):\n    # Filter the DataFrame based on the series_id\n    sample_series = train_series[train_series['series_id'] == series_id]\n\n    # Convert timestamp to Pandas datetime object\n    sample_series['timestamp'] = pd.to_datetime(sample_series['timestamp'])\n\n    # Filter event data based on the series_id\n    sample_events = train_events[train_events['series_id'] == series_id]\n\n    sample_onset = sample_events.loc[sample_events['event'] == 'onset', 'timestamp'].dropna()\n    sample_wakeup = sample_events.loc[sample_events['event'] == 'wakeup', 'timestamp'].dropna()\n\n    return sample_series, sample_onset, sample_wakeup\n\ndef plot_data_and_events(sample_series, sample_onset, sample_wakeup, data_column, ylabel):\n    plt.figure(figsize=(20, 3))\n    plt.plot(sample_series['timestamp'], sample_series[data_column], label=data_column, linewidth=1)\n\n    for onset in sample_onset:\n        plt.axvline(x=onset, color='r', linestyle='--', label='onset')\n\n    for wakeup in sample_wakeup:\n        plt.axvline(x=wakeup, color='g', linestyle='--', label='wakeup')\n\n    #plt.legend()\n    plt.xlabel('Timestamp')\n    plt.ylabel(ylabel)\n    plt.title(f'{ylabel} over Time with Event Flags - {series_id}')\n    plt.show()\n\ndef plot_series_with_events(series_id, train_series, train_events):\n    sample_series, sample_onset, sample_wakeup = load_and_process_data(series_id, train_series, train_events)\n\n    # Plot enmo and anglez\n    plot_data_and_events(sample_series, sample_onset, sample_wakeup, 'enmo', 'ENMO Value')\n    plot_data_and_events(sample_series, sample_onset, sample_wakeup, 'anglez', 'anglez Value')\n\nseries_ids = ['038441c925bb', '03d92c9f6f8a', '05e1944c3818']\n\nfor series_id in series_ids:\n    plot_series_with_events(series_id, train_series, train_events)","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:50:46.455036Z","iopub.execute_input":"2023-09-15T14:50:46.455890Z","iopub.status.idle":"2023-09-15T14:53:33.698826Z","shell.execute_reply.started":"2023-09-15T14:50:46.455824Z","shell.execute_reply":"2023-09-15T14:53:33.697415Z"},"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Insights\n\n1. Class Balance: The classes appear to be well-balanced, but it is still advisable to use techniques like StratifiedKFold or TimeSeriesSplit for cross-validation to ensure robust model evaluation.\n\n2. Data Quality: Some instances may have incorrect annotations or repetitions, possibly due to device malfunctions(05e1944c3818). It's important to be aware of and address these data quality issues.\n\n3. Anomaly Annotations: There are instances of anomalous annotations, such as sequences like \"Awake -> Onset -> Awake -> Awake\" or \"Onset -> Onset -> Onset.\" These anomalies should be identified and corrected for accurate model training and evaluation.","metadata":{}},{"cell_type":"markdown","source":"# The Data","metadata":{}},{"cell_type":"code","source":"print(f'Train data memory usage: {train_series.memory_usage().sum() / 1e9} GBytes')\nprint(f'Train events memory usage:  {train_events.memory_usage().sum() / 1e9} GBytes')","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:53:33.703079Z","iopub.execute_input":"2023-09-15T14:53:33.703535Z","iopub.status.idle":"2023-09-15T14:53:33.715832Z","shell.execute_reply.started":"2023-09-15T14:53:33.703497Z","shell.execute_reply":"2023-09-15T14:53:33.714373Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Insight\n\nThe dataset for this competition is quite extensive in size, to the extent that attempting to read the original CSV files may strain available memory resources.\n\nWith such a vast amount of data, it's crucial to prioritize memory efficiency. To achieve this, refrain from storing redundant copies of data in memory and avoid retaining unnecessary duplicates of models.\n\nWhile many machine learning algorithms necessitate loading the entire training dataset into memory, we have the flexibility to process the test data in manageable batches. This approach can significantly enhance memory efficiency.\n\nConsider segregating your training and inference code into two separate notebooks. By doing so, you ensure that you never have both training and test data occupying memory simultaneously.\"\n\nTo mitigate this issue now, there are two primary strategies employed:\n\n1. **Reduced Precision:** The first strategy involves reducing the floating-point precision from 64 bits to 16 bits. This precision reduction helps in significantly decreasing the memory requirements while retaining essential information.\n\n2. **Sample Selection:** The second approach is to opt for a sample selection method, allowing you to work with a subset of cases from the dataset. This subset serves as a representative sample, facilitating analysis and model development without the need to process the entire dataset.\n\nFor reference, the training dataset contains an astounding 127,946,340 rows, underscoring the necessity for memory-efficient techniques.\n\nTo further explore memory reduction techniques, consider reviewing the following notebooks:\n\n- [zzz-good-night-sleep-with-80-memory-reduction](https://www.kaggle.com/code/andradaolteanu/zzz-good-night-sleep-with-80-memory-reduction)\n- [Sample selection in binary format](https://www.kaggle.com/datasets/carlmcbrideellis/zzzs-lightweight-training-dataset-target)\n\nThese resources provide valuable insights and tools to optimize memory usage while working with this extensive dataset.","metadata":{}},{"cell_type":"markdown","source":"# Features","metadata":{}},{"cell_type":"markdown","source":"Now lets explore the features per patient. The lenght and distribution of the experiments and the wearable metrics to understand key elements like ","metadata":{}},{"cell_type":"code","source":"# Kudos for CHUN FU for his Viz of sleeping time series idea \n\n# Pivot the DataFrame to create df_availability\ndf_availability = train_events.pivot_table(columns='date', index='series_id', values='step', aggfunc='count')\n\n# Fill NA values with 0\ndf_availability = (~df_availability.isna()).fillna(0).astype('int')\n\n# Plotting the clustered heatmap\nsns.clustermap(df_availability, col_cluster=False, figsize=(10, 8), cmap=\"coolwarm\", cbar=False)","metadata":{"execution":{"iopub.status.busy":"2023-09-15T15:07:27.556297Z","iopub.execute_input":"2023-09-15T15:07:27.558068Z","iopub.status.idle":"2023-09-15T15:07:29.999127Z","shell.execute_reply.started":"2023-09-15T15:07:27.558000Z","shell.execute_reply":"2023-09-15T15:07:29.997422Z"},"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.hist(df_availability.sum(axis=1), bins=20, edgecolor='black')\n\n# Add labels and title\nplt.xlabel(\"Total Day of Uses\")\nplt.ylabel(\"Frequency\")\nplt.title(\"Distribution of Day of Uses\")\n\n# Show the histogram\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:53:36.057116Z","iopub.execute_input":"2023-09-15T14:53:36.058257Z","iopub.status.idle":"2023-09-15T14:53:36.510566Z","shell.execute_reply.started":"2023-09-15T14:53:36.058220Z","shell.execute_reply":"2023-09-15T14:53:36.508828Z"},"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_series['enmo'].hist(bins=500, edgecolor='black')\nplt.xlim(0,1)","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:53:36.512421Z","iopub.execute_input":"2023-09-15T14:53:36.512824Z","iopub.status.idle":"2023-09-15T14:53:41.510527Z","shell.execute_reply.started":"2023-09-15T14:53:36.512793Z","shell.execute_reply":"2023-09-15T14:53:41.509094Z"},"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_series['anglez'].hist(bins=20, edgecolor='black')","metadata":{"execution":{"iopub.status.busy":"2023-09-15T14:53:41.513185Z","iopub.execute_input":"2023-09-15T14:53:41.513699Z","iopub.status.idle":"2023-09-15T14:53:45.582079Z","shell.execute_reply.started":"2023-09-15T14:53:41.513653Z","shell.execute_reply":"2023-09-15T14:53:45.580495Z"},"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from scipy import stats\n\n# Perform the Shapiro-Wilk test\nstatistic, p_value = stats.shapiro(train_series['anglez'].values)\n\n# Set the significance level (alpha)\nalpha = 0.05\n\n# Print the results\nprint(\"Shapiro-Wilk Test Statistic:\", statistic)\nprint(\"p-value:\", p_value)\n\n# Determine if the data is normally distributed\nif p_value > alpha:\n    print(\"Sample looks normally distributed (fail to reject H0)\")\nelse:\n    print(\"Sample does not look normally distributed (reject H0)\")","metadata":{"execution":{"iopub.status.busy":"2023-09-15T15:17:55.461281Z","iopub.execute_input":"2023-09-15T15:17:55.461668Z","iopub.status.idle":"2023-09-15T15:18:13.471156Z","shell.execute_reply.started":"2023-09-15T15:17:55.461638Z","shell.execute_reply":"2023-09-15T15:18:13.468928Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Insight\n\n* Multiple parallel experiments occurred. On average, these experiments lasted from 20 to 25 days, but there is also a significant portion of experiments that fall outside of this range. Besides non-usage, one hypothesis is that devices with issues may have been used on other patients over time, which could have introduced a systemic error/ignorable systemic noise or bias.\n\n* When visually evaluating the enmo values, noticeably higher values are observed when in the awake state. The histogram reveals a substantial clustering of values around ~0. I initially expected a bi-modal or uniform distribution since wake and onset states were assumed to be more or less evenly distributed and balanced. However, this is not the case. Dealing with the inflation of zero values could be an area for improving the model in the future.\n\n* The angle-z values appear to have a normal distribution visually, but the Shapiro-Wilk test indicates non-normality. From the plots, it seems that this metric may not have significant effects, but analyzing these values in seconds or milliseconds might lead to noticeable model improvements.","metadata":{}},{"cell_type":"markdown","source":"# Wishing you all good luck mate 🍀💤🍀💤🍀💤🍀💤🍀","metadata":{}}]}