{"cells":[{"metadata":{},"cell_type":"markdown","source":"# General Information\n**Riiid! Answer Correctness Prediction**\n![riiid-logo-background-scaled.jpg](attachment:riiid-logo-background-scaled.jpg)\nIn this competition, your challenge is to **create algorithms for \"Knowledge Tracing**,\" the modeling of student knowledge over time. The goal is to accurately predict how students will perform on future interactions.\nChallenge in this competition is to  predict whether students are able to answer their next questions correctly.\n\nIn this kernal we will **Explore the Data** and **understand the Data** , **Metric** used and hopefully find some Patterns in the data !!\n\nThe Evaluation Metric used is : **roc_auc_score** . \nroc_auc score will be computed between **predicted probability** and the **observed target**.\n\n","attachments":{"riiid-logo-background-scaled.jpg":{"image/jpeg":"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"}}},{"metadata":{},"cell_type":"markdown","source":"# Data Loading and Overview"},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"import os\nos.listdir('../input/riiid-test-answer-prediction')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Data Description\nChallenge in this competition is to predict whether students are able to answer their next questions correctly.\nThis is a time-series code competition, you will receive test set data and make predictions with Kaggle's time-series API.\n\n1. ***Train.csv***=> We have been provided the Features for the prediction of probability of answering next questions.\n\n**row_id**: ID code for the row.\n\n**timestamp**: time between this user interaction and the first event \n\n**user_id**: ID code for the user.\n\n**content_id**: ID code for the user interaction\n\n**content_type_id**: 0 if question else 1 for Lecture\n\n**task_container_id**:  Id code for the batch of questions or lectures.\n\n**user_answer**: the user's answer to the question,  Read -1 as null, for lectures.\n\n**answered_correctly**: IF  the user responded correctly. Read -1 as null, for lectures.\n\n**prior_question_elapsed_time**: (float32) How long it took a user to answer their previous question bundle, ignoring any lectures in between. It is the total time a user took to solve all  questions in the previous bundle.\n\n**prior_question_had_explanation**: (bool) Whether or not the user saw an explanation and the correct response(s) after answering the previous question bundle, ignoring any lectures in between.\n\n"},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport plotly.express as px\nimport plotly.io as pio\npio.templates.default = \"plotly_white\"\n","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"# the Total number of rows in train.csv are 101M . So lets load a part of it \ntrain = pd.read_csv(\"../input/riiid-test-answer-prediction/train.csv\", low_memory=False, \n    nrows=5000000,dtype={\n        'row_id': 'int64', \n        'timestamp': 'int64', \n        'user_id': 'int32', \n        'content_id': 'int16', \n        'content_type_id': 'int8',\n        'task_container_id': 'int16', \n        'user_answer': 'int8', \n        'answered_correctly': 'int8', \n        'prior_question_elapsed_time': 'float32', \n        'prior_question_had_explanation': 'boolean'\n    })","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train.head(10)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"train.info()","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"print(f'There are {train.shape[0]} rows in train data.')\nprint(f\"Total number of Unique users in our train_df is {train['user_id'].nunique()}\")","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"trusted":true},"cell_type":"code","source":"sns.cubehelix_palette(as_cmap=True)\n\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Lets check how many user saw an explanation and  correct response(s) after answering  previous question bundle.\nax = sns.countplot(x=\"prior_question_had_explanation\", data=train, palette=\"Set3\",hue=\"prior_question_had_explanation\")\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = sns.countplot(x=\"answered_correctly\", data=train,hue=\"answered_correctly\")\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = sns.countplot(x=\"prior_question_had_explanation\", data=train, palette=\"Set3\",hue=\"answered_correctly\")\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = sns.countplot(x=\"content_type_id\", data=train, palette=\"Set3\")\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ds = train['user_answer'].value_counts().reset_index()\nds.columns = ['answers', 'percent_of_answers']\nds['percent_of_answers'] /= len(train)\nds = ds.sort_values(['percent_of_answers'])\nfig = px.bar(\n    ds, \n    x='answers', \n    y='percent_of_answers', \n    orientation='v', \n    title='Percent of user answers', \n    height=500, \n    width=500\n)\nfig.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.set()\nfig = plt.figure(figsize=(15,6))\nfig = sns.kdeplot(train.groupby(by='user_id').count()['row_id'], shade=True, gridsize=50, color='g', legend=False)\nfig.figure.suptitle(\"User_id distribution\", fontsize = 20)\nplt.xlabel('User_id counts', fontsize=16)\nplt.ylabel('Probability', fontsize=16);\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = px.histogram(\n    train, \n    x=\"prior_question_elapsed_time\",\n    nbins=100,\n    width=700,\n    height=600,\n    title='Time taken to solve all questions in the previous bundle'\n)\nfig.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Let us Analyze and visualize individual user-id and its time-stamp and answers**"},{"metadata":{"trusted":true},"cell_type":"code","source":"ds = train[train['user_id'] == 115]\nx = ds['timestamp']\ny = ds['prior_question_elapsed_time']\nfig,axes = plt.subplots(1,2,figsize=(10,5))\nsns.distplot(y,ax=axes[0])\nsns.distplot(x,ax=axes[1])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ds.info()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The maximum occurance of Top User-Ids :"},{"metadata":{"trusted":true},"cell_type":"code","source":"df = train['user_id'].value_counts().reset_index()\ndf.columns = ['user_id', 'count']\ndf = df.sort_values(['count'])","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"df['count'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-output":true,"_kg_hide-input":true},"cell_type":"code","source":"df = df.sort_values(['count'])\nfig = px.bar(\n    df.tail(50), \n    x='user_id', \n    y='count', \n    orientation='h', \n    title='Top 40 users', \n    height=800, \n    width=800\n)\n\nfig.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(f\"Percentage of Lecture actvities = {(train['answered_correctly']==-1).mean()}%\")\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_questions_only_df = train[train['answered_correctly']!=-1]\ntrain_questions_only_df['answered_correctly'].mean()\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Average 66% of answers given are correct "},{"metadata":{},"cell_type":"markdown","source":"# Questions MetaData \n\n1. ***questions.csv*** => Metadata about the questions posted to the users\n\n**question_id**: foreign key for the **content_id column**, when the content type is question (0).\n\n**correct_answer**: Correct answer to the question assoiciated with question_id , can be used to check user's answer.\n\n**tags**: one or more detailed tag codes for the question. They are sufficient for clustering the questions together."},{"metadata":{"trusted":true},"cell_type":"code","source":"questions = pd.read_csv('../input/riiid-test-answer-prediction/questions.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"questions.head()","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"print(f\"Total rows in questions metadata dataframe = {questions.shape[0]}\")\nprint(f'Features in Questions dataframe = {questions.shape[1]}')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.countplot(x='correct_answer',data=questions)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.countplot(x='part',data=questions)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"quest_id = questions['question_id'].tolist()\n# Need to check the intersection of questions-id and content_id to check whether the user answered correctly/not","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Lectures Data\n\n1. ***lectures.csv*** => metadata for the lecutures watched as students progressed through their education\n\n**lecture_id**: foreign key for the train/test content_id column, when the content type is lecture (1)\n\n**tag**: Used for clustering together lectures\n\n**type_of**: brief description of the core purpose of the lecture"},{"metadata":{"trusted":true},"cell_type":"code","source":"lectures = pd.read_csv(\"../input/riiid-test-answer-prediction/lectures.csv\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"lectures.head()","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"sns.countplot(x='type_of',data=lectures)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"ds = lectures['tag'].value_counts().reset_index()\nds.columns = ['tag', 'count']\nds['tag'] = ds['tag'].astype(str) + '-'\nds = ds.sort_values(['count'])\nfig = px.bar(\n    ds.tail(40), \n    x='count', \n    y='tag', \n    orientation='h', \n    title='Top 40 lectures by number of tags', \n    height=800, \n    width=700\n)\nfig.show()","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"sns.countplot(x='part',data=lectures,palette='Set3')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Example_Test data\n\nprior_group_responses (string) provides all of the user_answer entries for previous group in a string representation of a list in the first row of the group. All other rows in each group are null. If you are using Python, you will likely want to call eval on the non-null rows. Some rows may be null, or empty lists.\n\nprior_group_answers_correct (string) provides all the answered_correctly field for previous group, with the same format and caveats as prior_group_responses. Some rows may be null, or empty lists."},{"metadata":{"trusted":true},"cell_type":"code","source":"ex_sub = pd.read_csv(\"../input/riiid-test-answer-prediction/example_test.csv\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ex_sub","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# sample submission \nsample = pd.read_csv(\"../input/riiid-test-answer-prediction/example_sample_submission.csv\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The Probablity of answering correctly needs to be predicted ."},{"metadata":{},"cell_type":"markdown","source":"Baseline:\n\ncredits = https://www.kaggle.com/ilialar/simple-eda-and-baseline"},{"metadata":{"trusted":true},"cell_type":"code","source":"grouped_by_user_df = train_questions_only_df.groupby('user_id')\ncontent_answers_df = grouped_by_user_df.agg({'answered_correctly': ['mean', 'count'] })\n\nuser_answers_df = grouped_by_user_df.agg({'answered_correctly': ['mean', 'count'] })","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"active_users_dict = user_answers_df[user_answers_df[('answered_correctly','count')] >= 20][('answered_correctly','mean')].to_dict()\npopular_questions_dict = content_answers_df[content_answers_df[('answered_correctly','count')] >= 20][('answered_correctly','mean')].to_dict()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def predict_sample(user_id, content_id):\n    if content_id in popular_questions_dict:\n        return popular_questions_dict[content_id]\n    if user_id in active_users_dict:\n        return active_users_dict[user_id]\n    return 0.658\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-output":true},"cell_type":"code","source":"import riiideducation\n\nenv = riiideducation.make_env()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"iter_test = env.iter_test()\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for (test_df, sample_prediction_df) in iter_test:\n    test_df['answered_correctly'] = test_df.apply(lambda x: predict_sample(x['user_id'], x['content_id']), 1)\n    env.predict(test_df.loc[test_df['content_type_id'] == 0, ['row_id', 'answered_correctly']])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"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":4,"nbformat_minor":4}