From 87da69f4ce3d3fbb812379fa2da0bd97aa8c5ab3 Mon Sep 17 00:00:00 2001 From: ustcchx <110163957+ustcchx@users.noreply.github.com> Date: Wed, 3 May 2023 22:12:47 +0800 Subject: [PATCH 01/32] Add files via upload --- .../MOOCCubeX_analysis/MOOCCubeX.ipynb | 1093 +++++++++++++++++ .../MOOCCubeX_analysis/newplot(1).png | Bin 0 -> 37602 bytes .../MOOCCubeX_analysis/newplot(2).png | Bin 0 -> 29454 bytes .../MOOCCubeX_analysis/newplot(3).png | Bin 0 -> 26520 bytes .../MOOCCubeX_analysis/newplot(4).png | Bin 0 -> 29562 bytes .../MOOCCubeX_analysis/newplot(5).png | Bin 0 -> 42173 bytes .../MOOCCubeX_analysis/newplot(6).png | Bin 0 -> 28678 bytes .../MOOCCubeX_analysis/newplot(7).png | Bin 0 -> 18800 bytes .../MOOCCubeX_analysis/newplot(8).png | Bin 0 -> 39902 bytes 9 files changed, 1093 insertions(+) create mode 100644 docs/analysis/MOOCCubeX_analysis/MOOCCubeX.ipynb create mode 100644 docs/analysis/MOOCCubeX_analysis/newplot(1).png create mode 100644 docs/analysis/MOOCCubeX_analysis/newplot(2).png create mode 100644 docs/analysis/MOOCCubeX_analysis/newplot(3).png create mode 100644 docs/analysis/MOOCCubeX_analysis/newplot(4).png create mode 100644 docs/analysis/MOOCCubeX_analysis/newplot(5).png create mode 100644 docs/analysis/MOOCCubeX_analysis/newplot(6).png create mode 100644 docs/analysis/MOOCCubeX_analysis/newplot(7).png create mode 100644 docs/analysis/MOOCCubeX_analysis/newplot(8).png diff --git a/docs/analysis/MOOCCubeX_analysis/MOOCCubeX.ipynb b/docs/analysis/MOOCCubeX_analysis/MOOCCubeX.ipynb new file mode 100644 index 0000000..7f774de --- /dev/null +++ b/docs/analysis/MOOCCubeX_analysis/MOOCCubeX.ipynb @@ -0,0 +1,1093 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "36f54933", + "metadata": {}, + "source": [ + " # MOOCCUBEX Data Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "9fc1c223", + "metadata": {}, + "source": [ + "|Field |description | \n", + "|:----------|:---------- | \n", + "|log_id |ID of the user's question record, combined with a unique key of user_id and problem_id |\n", + "|user_id |User ID, starting with U_|\n", + "|problem_id\t|Problem ID, starting with Pm_|\n", + "|is_correct\t|Is the question correct|\n", + "|attempts\t|Number of attempted questions|\n", + "|score\t|score|\n", + "|submit_time\t|Question time|" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "37a45801", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import re\n", + "import plotly.express as px\n", + "from plotly.subplots import make_subplots\n", + "import plotly.graph_objs as go" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a79a09f8", + "metadata": {}, + "outputs": [], + "source": [ + "path = \"user-problem.csv\"\n", + "data = pd.read_csv(path,encoding = \"utf-8\",low_memory=False,iterator=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "85112a66", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration is stopped\n" + ] + } + ], + "source": [ + "loop=True\n", + "chunksize = 10000000\n", + "chunks =[]\n", + "while loop :\n", + " try :\n", + " chunk=data.get_chunk(chunksize)\n", + " chunks.append(chunk)\n", + " except StopIteration:\n", + " loop=False\n", + " print(\"Iteration is stopped\")\n", + "df=pd.concat(chunks,ignore_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3412bec3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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log_idproblem_iduser_idis_correctattemptsscoresubmit_time
010000_6906522Pm_6906522U_1000001NaN2020-10-27101156
110000_6906523Pm_6906523U_1000001NaN2020-10-27101213
210000_6906524Pm_6906524U_1000011NaN2020-10-27101228
310000_6906525Pm_6906525U_1000001NaN2020-10-27101456
410000_6906526Pm_6906526U_1000001NaN2020-10-27101518
\n", + "
" + ], + "text/plain": [ + " log_id problem_id user_id is_correct attempts score \\\n", + "0 10000_6906522 Pm_6906522 U_10000 0 1 NaN \n", + "1 10000_6906523 Pm_6906523 U_10000 0 1 NaN \n", + "2 10000_6906524 Pm_6906524 U_10000 1 1 NaN \n", + "3 10000_6906525 Pm_6906525 U_10000 0 1 NaN \n", + "4 10000_6906526 Pm_6906526 U_10000 0 1 NaN \n", + "\n", + " submit_time \n", + "0 2020-10-27101156 \n", + "1 2020-10-27101213 \n", + "2 2020-10-27101228 \n", + "3 2020-10-27101456 \n", + "4 2020-10-27101518 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "markdown", + "id": "77cf9b36", + "metadata": {}, + "source": [ + "## general feature " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8a352a50", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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is_correctattemptsscore
count1.333843e+081.333843e+086.254807e+07
mean8.613328e-011.058706e+001.159764e+00
std3.455989e-014.070407e-011.596116e+00
min0.000000e+001.000000e+00-1.000000e+00
25%1.000000e+001.000000e+001.000000e+00
50%1.000000e+001.000000e+001.000000e+00
75%1.000000e+001.000000e+001.000000e+00
max1.000000e+004.580000e+021.000000e+02
\n", + "
" + ], + "text/plain": [ + " is_correct attempts score\n", + "count 1.333843e+08 1.333843e+08 6.254807e+07\n", + "mean 8.613328e-01 1.058706e+00 1.159764e+00\n", + "std 3.455989e-01 4.070407e-01 1.596116e+00\n", + "min 0.000000e+00 1.000000e+00 -1.000000e+00\n", + "25% 1.000000e+00 1.000000e+00 1.000000e+00\n", + "50% 1.000000e+00 1.000000e+00 1.000000e+00\n", + "75% 1.000000e+00 1.000000e+00 1.000000e+00\n", + "max 1.000000e+00 4.580000e+02 1.000000e+02" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "312bd565", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "the number of records:\n", + "133384333\n" + ] + } + ], + "source": [ + "print(\"the number of records:\")\n", + "print(df['log_id'].count())" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "36576d5b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Part of missing values for every column\n", + "log_id 0.000000\n", + "problem_id 0.000000\n", + "user_id 0.000000\n", + "is_correct 0.000000\n", + "attempts 0.000000\n", + "score 0.531069\n", + "submit_time 0.000000\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print('Part of missing values for every column')\n", + "print(df.isnull().sum() / len(df))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6f057650", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "the number of users\n" + ] + }, + { + "data": { + "text/plain": [ + "1290530" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"the number of users\")\n", + "len(df.user_id.unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f3dcbf7d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "the number of problems\n" + ] + }, + { + "data": { + "text/plain": [ + "1371695" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"the number of problems\")\n", + "len(df.problem_id.unique())" + ] + }, + { + "cell_type": "markdown", + "id": "07dab257", + "metadata": {}, + "source": [ + "## sort by user_id" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e1602c0d", + "metadata": {}, + "outputs": [], + "source": [ + "ds = df['user_id'].value_counts().reset_index() " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "76b2edd6", + "metadata": {}, + "outputs": [], + "source": [ + "ds.columns = [\n", + " 'user_id',\n", + " 'count'\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b203884f", + "metadata": {}, + "outputs": [], + "source": [ + "ds['user_id'] = ds['user_id'].astype(str) + '-' #将数据转成str类。否则纵坐标出错" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "36746ee5", + "metadata": {}, + "outputs": [], + "source": [ + "ds = ds.sort_values(['count']).tail(50)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "677e924f", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.bar(\n", + " ds,\n", + " x = 'count',\n", + " y = 'user_id',\n", + " orientation='h',\n", + " title='Top 50 users by the number of solving problem'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4341df0", + "metadata": {}, + "outputs": [], + "source": [ + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "944aafcc", + "metadata": {}, + "source": [ + "![title](.\\newplot(1).png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "799da954", + "metadata": {}, + "outputs": [], + "source": [ + "ds = df['user_id'].value_counts().reset_index() " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "acf85353", + "metadata": {}, + "outputs": [], + "source": [ + "ds.columns = [\n", + " 'user_id',\n", + " 'count'\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "50a52ed4", + "metadata": {}, + "outputs": [], + "source": [ + "ds= ds.astype(str)\n", + "ds = ds.applymap(lambda x: re.sub(r'U_','', x))\n", + "ds = ds.astype(int)\n", + "ds = ds.sort_values('user_id')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "f9afb4d5", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.histogram(\n", + " ds,\n", + " x = 'user_id',\n", + " y = 'count',\n", + " title = 'User solving problem distribution'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7bbe6efa", + "metadata": {}, + "outputs": [], + "source": [ + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0622bb95", + "metadata": {}, + "source": [ + "![title](.\\newplot(2).png)" + ] + }, + { + "cell_type": "markdown", + "id": "b3138ea9", + "metadata": {}, + "source": [ + "## Sort by correct answer" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "58ef6f6d", + "metadata": {}, + "outputs": [], + "source": [ + "ds = df['is_correct'].value_counts().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "35cd2761", + "metadata": {}, + "outputs": [], + "source": [ + "ds.columns = [\n", + " 'is_correct',\n", + " 'percent'\n", + "]\n", + "ds['percent'] /= len(df)\n", + "ds = ds.sort_values(['percent'])\n", + "fig = px.pie(\n", + " ds,\n", + " names = ['0', '1'],\n", + " values = 'percent',\n", + " title = 'Percent of the record that user solve the problem correctly ' \n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "80f39aff", + "metadata": {}, + "outputs": [], + "source": [ + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cab53918", + "metadata": {}, + "source": [ + "![title](.\\newplot(3).png)" + ] + }, + { + "cell_type": "markdown", + "id": "120d707a", + "metadata": {}, + "source": [ + "## Sorted by submit_time" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a53fe1e3", + "metadata": {}, + "outputs": [], + "source": [ + "ds=df['submit_time']" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ee7ae99a", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "ds=pd.DataFrame(ds)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7f2e4ee2", + "metadata": {}, + "outputs": [], + "source": [ + "ds = ds.applymap(lambda x: re.sub(r'-[0-9]{8}','', x))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4aaf86ed", + "metadata": {}, + "outputs": [], + "source": [ + "ds = ds.sort_values(['submit_time'])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "fb3595a2", + "metadata": {}, + "outputs": [], + "source": [ + "ds = ds['submit_time'].value_counts().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "422893cd", + "metadata": {}, + "outputs": [], + "source": [ + "ds.columns=[\n", + " 'submit_time',\n", + " 'count'\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "8e918012", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.bar(\n", + " ds,\n", + " x = 'submit_time',\n", + " y = 'count',\n", + " title = 'User solving problem date distribution'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "920ca5a4", + "metadata": {}, + "outputs": [], + "source": [ + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7b7afecf", + "metadata": {}, + "source": [ + "![title](.\\newplot(4).png)" + ] + }, + { + "cell_type": "markdown", + "id": "e717fbfd", + "metadata": {}, + "source": [ + "## Sorted by attempts" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4b0a27e8", + "metadata": {}, + "outputs": [], + "source": [ + "grouped=df.groupby(by=['problem_id'],as_index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "f73623df", + "metadata": {}, + "outputs": [], + "source": [ + "series=grouped['attempts'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "495ce3c9", + "metadata": {}, + "outputs": [], + "source": [ + "series = series.sort_values(['attempts']).tail(50)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ae520d85", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.bar(\n", + " series,\n", + " x = 'attempts',\n", + " y = 'problem_id',\n", + " orientation='h',\n", + " title='Top 50 problems with the highest average number of attempts'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "50b1daed", + "metadata": {}, + "outputs": [], + "source": [ + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fc160732", + "metadata": {}, + "source": [ + "![title](.\\newplot(5).png)" + ] + }, + { + "cell_type": "markdown", + "id": "81428311", + "metadata": {}, + "source": [ + "## sorted by problem_id" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "df74434d", + "metadata": {}, + "outputs": [], + "source": [ + "ds = df['problem_id'].value_counts().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "0be37872", + "metadata": {}, + "outputs": [], + "source": [ + "ds.columns = [\n", + " 'problem_id', \n", + " 'count'\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "4d428a65", + "metadata": {}, + "outputs": [], + "source": [ + "ds = ds.sort_values('problem_id')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "2608b31b", + "metadata": {}, + "outputs": [], + "source": [ + "ds= ds.astype(str)\n", + "ds = ds.applymap(lambda x: re.sub(r'Pm_','', x))\n", + "ds = ds.astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "3c106870", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.histogram(\n", + " ds, \n", + " x='problem_id', \n", + " y='count', \n", + " title=\"records'distribution on problem_id\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5e33da7b", + "metadata": {}, + "outputs": [], + "source": [ + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0261f3e8", + "metadata": {}, + "source": [ + "![title](.\\newplot(6).png)" + ] + }, + { + "cell_type": "markdown", + "id": "0bff5ed9", + "metadata": {}, + "source": [ + "## sorted by score" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "2d72da44", + "metadata": {}, + "outputs": [], + "source": [ + "grouped=df.groupby(by=['user_id'],as_index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "d0b54395", + "metadata": {}, + "outputs": [], + "source": [ + "series=grouped['score'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "0b2f8d20", + "metadata": {}, + "outputs": [], + "source": [ + "ds=series['score'].value_counts().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "c436fb0d", + "metadata": {}, + "outputs": [], + "source": [ + "ds.columns=[\n", + " 'avg_score',\n", + " 'count'\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "144c4700", + "metadata": {}, + "outputs": [], + "source": [ + "ds=ds.sort_values(['avg_score'])" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "1ef5d9a5", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.histogram(\n", + " ds, \n", + " x='avg_score', \n", + " y='count', \n", + " title='average score distribution'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d3ba0c58", + "metadata": {}, + "outputs": [], + "source": [ + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "ebca4e37", + "metadata": {}, + "source": [ + "![title](.\\newplot(7).png)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "797e033c", + "metadata": {}, + "outputs": [], + "source": [ + "grouped=df.groupby(by=['problem_id'],as_index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "8554638a", + "metadata": {}, + "outputs": [], + "source": [ + "series=grouped['score'].mean()\n", + "series=series.dropna(axis=0,how='any')" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "4c850207", + "metadata": {}, + "outputs": [], + "source": [ + "series.columns=[\n", + " 'problem_id',\n", + " 'avg_score'\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "377d934e", + "metadata": {}, + "outputs": [], + "source": [ + "series=series.sort_values(['avg_score']).tail(50)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "9e0b8398", + "metadata": {}, + "outputs": [], + "source": [ + "fig = px.bar(\n", + " series,\n", + " x = 'avg_score',\n", + " y = 'problem_id',\n", + " orientation='h',\n", + " title='Top 50 problems that have a high score'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1bab1e09", + "metadata": {}, + "outputs": [], + "source": [ + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9d4a5aed", + "metadata": {}, + "source": [ + "![title](.\\newplot(8).png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "93c3e211", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git 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