{"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":"markdown","source":"# Session start time EDA🕰️","metadata":{}},{"cell_type":"markdown","source":"### This EDA has been made possible thanks to [this](https://www.kaggle.com/code/pdnartreb/session-id-reverse-engineering) notebook from Bertrand P, the current N°1 in this competition (03/01/2023) \nHe found that the session_id wasn't a sequence of randomly selected number but rather contained information about the session starting time and date, here is a **picture breaking down that notebook**: ![Session Id.drawio.png](attachment:35d78dc2-655c-41e4-b301-dde4d1b494d6.png)\n\nThe last two digits are either noise or a feature we currently have no consensus about, if any idea comes to you mind and it happens to verify, i'll gladly add it to this notebook (with credits)","metadata":{},"attachments":{"35d78dc2-655c-41e4-b301-dde4d1b494d6.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## 🛑If you appreciate the notebook, don't hesitate to **give me feedback** ! :)","metadata":{}},{"cell_type":"markdown","source":"#### This is what we learn from the [Jo Wilder's official website](https://pbswisconsineducation.org/jowilder/about/):","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:a6fdf2d2-2bfd-4511-8e7e-ee846d3b4510.png)","metadata":{},"attachments":{"a6fdf2d2-2bfd-4511-8e7e-ee846d3b4510.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"#### For those like me who don't live in the land of the free: \n\n**In the U.S, a typical day of high school starts at about 7:30 a.m. and ends around 3:00 p.m.,from Monday to Friday**","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\n\n\nimport seaborn as sns\nsns.set_theme(style=\"ticks\", palette=\"pastel\")\npd.set_option('display.max_column', 200)\n\n\ndtypes={'session_id':np.int64, \n'elapsed_time':np.int32,\n    'event_name':'category',\n    'name':'category',\n    'level':np.uint8,\n    'page':'category',\n    'room_coor_x':np.float32,\n    'room_coor_y':np.float32,\n    'screen_coor_x':np.float32,\n    'screen_coor_y':np.float32,\n    'hover_duration':np.float32,\n     'text':'category',\n     'fqid':'category',\n     'room_fqid':'category',\n     'text_fqid':'category',\n     'fullscreen':'category',\n     'hq':'category',\n     'music':'category',\n     'level_group':'category'}","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-04-02T15:11:04.371219Z","iopub.execute_input":"2023-04-02T15:11:04.372559Z","iopub.status.idle":"2023-04-02T15:11:05.806495Z","shell.execute_reply.started":"2023-04-02T15:11:04.372512Z","shell.execute_reply":"2023-04-02T15:11:05.804894Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_sessions =  pd.read_csv(\"/kaggle/input/predict-student-performance-from-game-play/train.csv\", dtype = dtypes)\ndrop = ['num_events','lots_events','few_events','has_finished','last_elapsed_time','long_session','short_session','Unnamed: 0']\ndf_accuracy = pd.read_csv('/kaggle/input/student-perf-eda-feature-engineering/df_sessions.csv').drop(columns = drop)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-04-02T15:11:05.808837Z","iopub.execute_input":"2023-04-02T15:11:05.809228Z","iopub.status.idle":"2023-04-02T15:13:23.597541Z","shell.execute_reply.started":"2023-04-02T15:11:05.809195Z","shell.execute_reply":"2023-04-02T15:13:23.596398Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def feature_eng(df_sessions):\n    df_final = pd.DataFrame()\n    df_final['session_id'] = df_sessions['session_id'].unique()\n    df_final['year'] = df_final['session_id'].apply(lambda x: int(str(x)[:2])).astype(np.uint8)\n    df_final['month'] = df_final['session_id'].apply(lambda x: int(str(x)[2:4]) + 1).astype(np.uint8)\n    df_final['weekday'] = df_final['session_id'].apply(lambda x: int(str(x)[4:6])).astype(np.uint8)\n    df_final['hour'] = df_final['session_id'].apply(lambda x: int(str(x)[6:8])).astype(np.uint8)\n    df_final['minute'] = df_final['session_id'].apply(lambda x: int(str(x)[8:10])).astype(np.uint8)\n    df_final['second'] = df_final['session_id'].apply(lambda x: int(str(x)[10:12])).astype(np.uint8)\n    df_final['ms'] = df_final['session_id'].apply(lambda x: int(str(x)[12:15])).astype(np.uint16)\n    df_final['noise'] = df_final['session_id'].apply(lambda x: int(str(x)[15:17])).astype(np.uint8)\n    return df_final\n\ndf_final = feature_eng(df_sessions)\ndf_final = df_final.set_index(['session_id'])\ndf_final.index.get_level_values('session_id')\nday_map = {0: 'monday', 1: 'tuesday', 2:'wednesday', 3:'thursday', 4:'friday', 5:'saturday', 6:'sunday'}\ndf_final = pd.merge(df_accuracy, df_final, on= 'session_id')\n#df_final.weekday = df_final.weekday.map(day_map)\ndf_final.head()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-04-02T15:13:23.602242Z","iopub.execute_input":"2023-04-02T15:13:23.602621Z","iopub.status.idle":"2023-04-02T15:13:23.968561Z","shell.execute_reply.started":"2023-04-02T15:13:23.602585Z","shell.execute_reply":"2023-04-02T15:13:23.967351Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(10, 5))\nsns.countplot(x='year', data=df_final, palette=['#F96167'])\nplt.title('year countplot')\nplt.grid(True)\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-04-02T15:13:23.970273Z","iopub.execute_input":"2023-04-02T15:13:23.970610Z","iopub.status.idle":"2023-04-02T15:13:24.177754Z","shell.execute_reply.started":"2023-04-02T15:13:23.970576Z","shell.execute_reply":"2023-04-02T15:13:24.176590Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(20, 5))\nsns.countplot(x='month', data=df_final, palette=['#F96167', '#F96167', '#F96167', '#F96167', '#F96167', '#F96167', '#FCE77D', '#FCE77D', '#F96167', '#F96167', '#F96167'])\nplt.legend(labels=['school time'], loc='upper right')\nplt.title('months countplot')\nplt.grid(True)\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-04-02T15:13:24.180542Z","iopub.execute_input":"2023-04-02T15:13:24.181213Z","iopub.status.idle":"2023-04-02T15:13:24.439070Z","shell.execute_reply.started":"2023-04-02T15:13:24.181169Z","shell.execute_reply":"2023-04-02T15:13:24.437860Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(20, 5))\nsns.countplot(x='weekday', data=df_final, palette = ['#F96167','#F96167',\"#F96167\",\"#F96167\",\"#F96167\",\"#FCE77D\",\"#FCE77D\",\"#F96167\",\"#F96167\",\"#F96167\",'#F96167'], order = [1,2,3,4,5,6,0])\nplt.title('weekdays countplot')\nplt.legend(labels=['school time'], loc='upper right')\nplt.grid(True)\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-04-02T15:13:24.440554Z","iopub.execute_input":"2023-04-02T15:13:24.440870Z","iopub.status.idle":"2023-04-02T15:13:24.645961Z","shell.execute_reply.started":"2023-04-02T15:13:24.440840Z","shell.execute_reply":"2023-04-02T15:13:24.644962Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(20, 5))\nsns.countplot(x='hour', data=df_final, palette=(['#FCE77D','#FCE77D',\"#F96167\",\"#F96167\",\"#F96167\",\"#F96167\",\"#F96167\",\"#F96167\",\"#F96167\",\"#F96167\",'#FCE77D','#FCE77D','#FCE77D','#FCE77D','#FCE77D','#FCE77D','#FCE77D','#FCE77D','#FCE77D','#FCE77D']), order = [i for i in range(6,24)] + [i for i in range(0,6)])\nplt.title('hours countplot')\nplt.legend(labels=['school time'], loc='upper right')\nplt.grid(True)\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-04-02T15:13:24.647318Z","iopub.execute_input":"2023-04-02T15:13:24.648178Z","iopub.status.idle":"2023-04-02T15:13:24.985247Z","shell.execute_reply.started":"2023-04-02T15:13:24.648122Z","shell.execute_reply":"2023-04-02T15:13:24.984081Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Coral represents school time, we see that the game was clearly played mainly during that time span\n#### It is suprising to see that children from 8 to 11 years old play a game so late into the day, they might have been other age groups in this dataset.\n\n*Weekend, night and season realated features are left for the reader to experiment with.*","metadata":{}},{"cell_type":"code","source":"df_final['during_school']  = (df_final.weekday.isin([6,0])) | (df_final.month.isin([7,8])) | ((df_final.hour < 7) | (df_final.hour > 16 ))\ndf_final.during_school.value_counts()","metadata":{"execution":{"iopub.status.busy":"2023-04-02T15:13:24.986595Z","iopub.execute_input":"2023-04-02T15:13:24.987199Z","iopub.status.idle":"2023-04-02T15:13:25.000502Z","shell.execute_reply.started":"2023-04-02T15:13:24.987165Z","shell.execute_reply":"2023-04-02T15:13:24.999381Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"cols_to_drop = ['session_id','year','month', 'weekday','hour','minute','second','ms','noise','during_school']\n# separate data into two sets based on during_school flag\ndata1 = df_final[df_final.during_school == True].drop(cols_to_drop, axis=1).sum() / df_final[df_final.during_school == True].shape[0]\ndata2 = df_final[df_final.during_school == False].drop(cols_to_drop, axis=1).sum() / df_final[df_final.during_school == False].shape[0]\n\n# combine the data into a single DataFrame\ncombined_data = pd.concat([data1, data2], axis=1, keys=['During school', 'Outside of school'])\n\n# plot the grouped bar plot\nfig, ax = plt.subplots(figsize=(20, 5))\ncombined_data.plot(kind='bar', ax=ax, color = ['#F96167','#FCE77D'])\n\n# set titles and labels\nax.set_title('Accuracy per question for sessions')\nax.set_ylabel('Accuracy')\nax.set_xlabel('Questions')\nplt.grid(True)\n\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-04-02T15:13:25.001875Z","iopub.execute_input":"2023-04-02T15:13:25.002522Z","iopub.status.idle":"2023-04-02T15:13:25.440719Z","shell.execute_reply.started":"2023-04-02T15:13:25.002483Z","shell.execute_reply":"2023-04-02T15:13:25.439525Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### It looks like students played a little bit better when they were in class, which is a resonable assuption to make, however, due to the little sample size, this might be a coincidence.","metadata":{}},{"cell_type":"code","source":"df_final['session_time'] = df_sessions.groupby('session_id')['elapsed_time'].max().reset_index(drop=True)\n# calculate the mean session time for each hour of the day in minutes\nhourly_data = df_final.groupby('hour')['session_time'].median()/ (1000 * 60)\n\n# reindex the hourly_data DataFrame to sort the hours from 6 to 23 and then 0 to 5 in reverse order\nhourly_data = hourly_data.reindex(index=[*range(6, 24), *range(0, 6)], fill_value=0)[::-1]\n\n# create a horizontal bar plot\nplt.figure(figsize=(10,10))\nplt.barh(hourly_data.index, hourly_data.values, height=0.7, color='#8DDDD0')\n\n# set the y-axis limits\nplt.ylim(-0.5, 23.5)\n\n# set the y-tick labels\nhour_labels = [f'{h:02d}' for h in range(6, 24)] + [f'{h:02d}' for h in range(0, 6)]\nplt.yticks(range(24), hour_labels[::-1])\n\n# set the titles and labels\nplt.title('Median session time by hour of the day')\nplt.xlabel('Median session time (minutes)')\nplt.ylabel('Hour of the day')\nplt.grid(True)\n\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-04-02T15:13:25.442205Z","iopub.execute_input":"2023-04-02T15:13:25.442783Z","iopub.status.idle":"2023-04-02T15:13:26.335058Z","shell.execute_reply.started":"2023-04-02T15:13:25.442743Z","shell.execute_reply":"2023-04-02T15:13:26.334087Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### One would tend to believe that late session have a higher median for session time since people might have felt tired and went to sleep but it doesn't seem to be the case that much here. \n\n(We use median not mean because of the number of outliers, you can try for yourseld tho !)","metadata":{}},{"cell_type":"markdown","source":"## Overall and question focused accuracy over time:","metadata":{}},{"cell_type":"code","source":"df_final['month_str'] = df_final['month'].apply(lambda x: f'{x:02d}')\ndf_final['year_full'] = 2000+ df_final['year']\ndf_final['datetime'] = pd.to_datetime(df_final['year_full'].astype(str) + df_final['month_str'], format='%Y%m')\nmean_accuracy_by_month = df_final.groupby('datetime')['accuracy'].mean()\n# plot the mean accuracy vs. time\nplt.figure(figsize = (15,7))\nplt.plot(mean_accuracy_by_month.index, mean_accuracy_by_month.values, color ='red')\nplt.xlabel('Date')\nplt.ylabel('Mean Accuracy')\nplt.title('Accuracy Over Time')\nplt.grid(True)\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-04-02T15:13:38.052989Z","iopub.execute_input":"2023-04-02T15:13:38.053431Z","iopub.status.idle":"2023-04-02T15:13:38.340346Z","shell.execute_reply.started":"2023-04-02T15:13:38.053394Z","shell.execute_reply":"2023-04-02T15:13:38.339128Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig, axes = plt.subplots(6, 3, figsize = (30,40))\nfor i, ax in enumerate(axes.ravel()):\n    df_final.groupby('datetime')['accuracy'].mean()\n    ax.plot(mean_accuracy_by_month.index, df_final.groupby('datetime')[f'q_{i+1}'].mean().values, color ='red')\n    ax.set_title(f'accuracy for question {i+1} over time')\n    ax.grid(True)\n    ax.set_xlabel(f'Date')\n    ax.set_ylabel(f'mean accuracy')\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-04-02T15:13:41.096642Z","iopub.execute_input":"2023-04-02T15:13:41.097078Z","iopub.status.idle":"2023-04-02T15:13:45.233276Z","shell.execute_reply.started":"2023-04-02T15:13:41.097041Z","shell.execute_reply":"2023-04-02T15:13:45.232280Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Here is the same but with a 5window rolling mean:","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\n\nfig, axes = plt.subplots(6, 3, figsize = (30,40))\n\nfor i, ax in enumerate(axes.ravel()):\n# calculate rolling mean accuracy over a window of 3 months\n    ax.plot(mean_accuracy_by_month.index, df_final.groupby('datetime')[f'q_{i+1}'].mean().rolling(window=5).mean(), color ='red')\n    ax.set_title(f'accuracy for question {i+1} over time')\n    ax.grid(True)\n    ax.set_xlabel(f'Date')\n    ax.set_ylabel(f'mean accuracy')\nplt.show()\n\n","metadata":{"execution":{"iopub.status.busy":"2023-04-02T15:27:40.159503Z","iopub.execute_input":"2023-04-02T15:27:40.160038Z","iopub.status.idle":"2023-04-02T15:27:44.034013Z","shell.execute_reply.started":"2023-04-02T15:27:40.159991Z","shell.execute_reply":"2023-04-02T15:27:44.032891Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}