{"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":"# Why you should plot differently ?\nAs you all know, plotting is a good way to explain complex concepts to a friend, a peer or even a client.\n\nWhen looking a plots in the day to day life that is promoted to us, we see a lot of **diversity**, often displaying the creativity of the author\n\nHowever, with the little experience I have on this site, I am already **tired to see the same plots over and over**, take a look at this picture:\n\n![image.png](attachment:f6ab8a41-151a-4035-9191-23442d5565d6.png)\n\nDon't you feel like we saw them a bilion time before ? Is that all we can do ? Is that the most optimal way of displaying what we know ? Could you tell me **what proportion of the data the pink slice of the pie chart represent ?**\n\n*This notebook has not been made to prevent you from throwing a distribution plot, but rather to consider what is possible to do when you want to convey an idea ! I do think some plots are better than other which explains why they are so widely used, navigate through this notebook with that in mind*","metadata":{},"attachments":{"f6ab8a41-151a-4035-9191-23442d5565d6.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 \n!pip install pywaffle --quiet\nfrom pywaffle import Waffle\nsns.set(style=\"ticks\")\n\ndtypes={'session_id':'category', \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'}\n\ntrain = 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','short session','long_session','Unnamed: 0']\ndf_accuracy = pd.read_csv('/kaggle/input/df-accuracy/df_sessions.csv').drop(columns = drop)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-03-17T08:12:55.542152Z","iopub.execute_input":"2023-03-17T08:12:55.542581Z","iopub.status.idle":"2023-03-17T08:14:19.642079Z","shell.execute_reply.started":"2023-03-17T08:12:55.542529Z","shell.execute_reply":"2023-03-17T08:14:19.640914Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Show Distribution:\n#### *Hide table of content to see charts full size*","metadata":{}},{"cell_type":"code","source":"train['isclick'] = train['event_name'].astype('str').str[-5:] == 'click'\nevent_dist = train['isclick'].value_counts(normalize=True)\nnot_click_dist = (train[train['isclick'] == False].event_name.value_counts(normalize=True) * 100)[:3]\n\n\nfig, axs = plt.subplot_mosaic('A..;ABB;A..', figsize = (20,5),gridspec_kw = {'height_ratios': [1, 2,1],'width_ratios': [1.7, 1,1]})\n\n# plot the pie chart on the left\naxs['A'].pie(event_dist*100,shadow=True,explode = [0,0.1])\naxs['A'].set_title('Pie Chart')\n\n\n# plot the Waffle chart on the right\ncolors = ['#4C72B0',\"#DD8452\"]\nWaffle.make_waffle(\n    ax=axs['B'],  # pass axis to make_waffle\n    rows=5, \n    values=event_dist*100, \n    colors=['#4C72B0', '#DD8452'],\n    legend = {\n        'labels': ['Click event', 'Not Click event'], \n        'loc': 'upper left', \n        'bbox_to_anchor': (-0.25, 1.5),\n        'frameon': False},\n        \n    icons=[\"square\", \"square\"],\n    icon_size=22,\n    icon_legend=True,\n    )\n\n\n\naxs['B'].set_title('Waffle Chart')\nfig.suptitle('Click event distibution', fontsize=20)\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-03-17T08:14:19.644432Z","iopub.execute_input":"2023-03-17T08:14:19.645388Z","iopub.status.idle":"2023-03-17T08:14:31.008403Z","shell.execute_reply.started":"2023-03-17T08:14:19.645323Z","shell.execute_reply":"2023-03-17T08:14:31.005291Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"*Remember I'm not saying either look better than the other or that one is bad, I am just showing what else can be done but pie charts*","metadata":{}},{"cell_type":"code","source":"levels = train['level'].unique()\n\n# Create a new empty dataset\nnew_df = pd.DataFrame(columns=train['event_name'].unique())\n\n# Iterate over the levels and count the events\nfor level in levels:\n    level_df = train[train['level'] == level]\n    event_counts = level_df['event_name'].value_counts()\n    new_row = pd.Series(data=event_counts, index=event_counts.index)\n    new_df = new_df.append(new_row, ignore_index=True)\n\n# Add a column for the level names\nnew_df.insert(0, 'level', levels)\n\nnew_df['total'] = train.groupby('level')['index'].count()\nfor event in train.event_name.unique():\n    new_df[f'{event}'] = new_df[f'{event}'] / new_df.total\n    \nnew_df = new_df.astype(float)\nnew_df.drop(columns =['level','object_hover','map_hover','checkpoint','total']).columns.tolist()\n\n\nplt.figure(figsize = (17,8))\nplt.stackplot(new_df.level,new_df.cutscene_click,new_df.person_click,new_df.navigate_click,new_df.observation_click,new_df.notification_click,new_df.object_click,new_df.object_hover,new_df.map_hover,new_df.map_click,new_df.checkpoint,new_df.notebook_click,labels = (new_df.drop(columns =['level','total']).columns.tolist()))\nplt.legend(loc='lower left')\nplt.xlabel('Level')\nplt.xticks(new_df.level)\nplt.ylabel('Event density')\nplt.xlim(0,22)\nplt.ylim(0,1)\nfor i in range (1,22):\n    plt.axvline(i, linestyle='dashed', linewidth=0.5,color='white')\n    \nplt.title('Event distibution per level', fontsize=20)\nplt.legend(bbox_to_anchor=(1.01, 0.85),frameon =  False)\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-03-17T08:14:31.009647Z","iopub.execute_input":"2023-03-17T08:14:31.009971Z","iopub.status.idle":"2023-03-17T08:14:33.830134Z","shell.execute_reply.started":"2023-03-17T08:14:31.009941Z","shell.execute_reply":"2023-03-17T08:14:33.829155Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### The plot king for distribution will always be the countplot, but you don't have to make it boring and it can show more than you think:","metadata":{}},{"cell_type":"code","source":"df_sessions = pd.DataFrame(index = train.session_id.unique())\ndf_sessions['num_events'] = train.groupby('session_id')['index'].count()\nfig, ax = plt.subplots(figsize=(17,8)) \nsns.histplot(data=df_sessions[df_sessions.num_events < 3000], x=\"num_events\",hue=df_sessions.num_events >= 1723.0, ax=ax)\nax2 = ax.twinx()\nsns.boxplot(x=\"num_events\",data = df_sessions[df_sessions.num_events < 3000], ax=ax2)\nax2.set(ylim=(-.5, 10))\nplt.suptitle('Number of events per session countplot and Boxplot', fontsize=20)\nax.grid(True)\nax.get_legend().remove()\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-03-17T08:14:33.832160Z","iopub.execute_input":"2023-03-17T08:14:33.832498Z","iopub.status.idle":"2023-03-17T08:14:34.884034Z","shell.execute_reply.started":"2023-03-17T08:14:33.832466Z","shell.execute_reply":"2023-03-17T08:14:34.883157Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"*But that's not the only option to do it, you can present a violin plot as well, or a joy plot, even a **population pyramid** rearanged can do the job*","metadata":{}},{"cell_type":"markdown","source":"# Show Difference :\n#### *If you don't understand where the time features come from, I invite you to see this EDA by myself [here](https://www.kaggle.com/code/janmpia/session-id-eda)*","metadata":{}},{"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    df_final['hour_week'] = 24 * df_final.weekday + df_final.hour\n    df_final['during_school']  = (df_final.weekday.isin([6,0])) | (df_final.month.isin([7,8])) | ((df_final.hour < 7) | (df_final.hour > 16 ))\n    return df_final\n\ntemp = feature_eng(train).astype(np.int64)\ndf_accuracy['above_average'] = df_accuracy.accuracy >= df_accuracy.accuracy.mean()\ndf_sessions = pd.merge(temp,df_accuracy, on='session_id')\ndf_sessions.head()","metadata":{"_kg_hide-output":true,"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-03-17T08:14:34.885799Z","iopub.execute_input":"2023-03-17T08:14:34.886497Z","iopub.status.idle":"2023-03-17T08:14:35.093308Z","shell.execute_reply.started":"2023-03-17T08:14:34.886456Z","shell.execute_reply":"2023-03-17T08:14:35.092446Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(20,7))\nday_order = ['Monday','Tuesday','Wednesday','Thursday','Friday','Saturday','Sunday']\nsns.violinplot(data=df_sessions, y=\"hour\",x = df_sessions['weekday'].map({0: 'Monday', 1: 'Tuesday', 2:'Wednesday', 3:'Thursday', 4:'Friday', 5:'Saturday', 6:'Sunday'}),order = day_order,hue='above_average',palette = ['#c44e52','#4c72b0',], split=True)\nplt.ylim(0,24)\nplt.yticks(range(0,25))\nplt.title('Violin Plot of Hourly Sessions by Weekday, with Above Average Sessions Highlighted',fontsize = 20)\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-03-17T08:14:35.094761Z","iopub.execute_input":"2023-03-17T08:14:35.095389Z","iopub.status.idle":"2023-03-17T08:14:35.653618Z","shell.execute_reply.started":"2023-03-17T08:14:35.095346Z","shell.execute_reply":"2023-03-17T08:14:35.652626Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"heatmap_data = df_sessions.pivot_table(values='accuracy', index='weekday', columns='month')\n\n# create the heatmap using seaborn\nplt.figure(figsize = (13,10))\nsns.heatmap(heatmap_data,cbar_kws={'label': 'Accuracy'}, cmap = \"binary\")\nplt.title('Accuracy by Weekday and Month')\nplt.yticks()\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-03-17T08:14:35.655152Z","iopub.execute_input":"2023-03-17T08:14:35.655835Z","iopub.status.idle":"2023-03-17T08:14:35.984455Z","shell.execute_reply.started":"2023-03-17T08:14:35.655797Z","shell.execute_reply":"2023-03-17T08:14:35.983462Z"},"trusted":true},"execution_count":null,"outputs":[]}]}