{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Mangaki fancy stats: Users, Ratings & Works\n", "\n", "Here are fancy plots." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import datetime\n", "\n", "# IMPORTANT DATES\n", "ratings_have_date = datetime.date(2016, 4, 9) # Before April 9, 2016, Rating objects didn't have a date attribute\n", "year_2017 = datetime.date(2017, 1, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can directly use Django's ORM in order to compute the number of objects created per day." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from django.contrib.auth.models import User\n", "from collections import Counter\n", "\n", "nb_users_per_day = Counter(map(lambda dt: dt.date(), User.objects.values_list('date_joined', flat=True)))\n", "nb_ratings_per_day = Counter(map(lambda dt: dt.date(), Rating.objects.values_list('date', flat=True)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We say a work is **new** when it has been added to someone's ratings for the first time." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nb_new_works_over_time = Counter()\n", "already_rated = set()\n", "for work_id, dt in Rating.objects.values_list('work_id', 'date'):\n", " if work_id not in already_rated:\n", " day = dt.date()\n", " already_rated.add(work_id)\n", " nb_new_works_over_time[day] += 1" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x = sorted(set(nb_users_per_day.keys()) | set(nb_ratings_per_day.keys()))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Useful indexes for plotting\n", "i_rw = x.index(ratings_have_date)\n", "i_2017 = x.index(year_2017)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "\n", "y_u = list(nb_users_per_day[day] for day in x)\n", "y_uc = np.cumsum(y_u)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "y_r = list(nb_ratings_per_day[day] for day in x)\n", "y_rc = np.cumsum(y_r)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "y_w = list(nb_new_works_over_time[day] for day in x)\n", "y_wc = np.cumsum(y_w)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABHgAAALFCAYAAAC4dlTSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from matplotlib.dates import DateFormatter\n", "\n", "cols = ['Every day from the beginning', 'Cumulative', 'From 2017']\n", "rows = ['Users', 'Ratings', 'Works']\n", "\n", "fig, axes = plt.subplots(3, 3, figsize=(16, 10), sharex='col') # x-axis will be shared across columns\n", "(users, users_cumul, users2017), (ratings, ratings_cumul, ratings2017), (works, works_cumul, works2017) = axes\n", "\n", "users.xaxis.set_major_formatter(DateFormatter('%b %y'))\n", "users_cumul.xaxis.set_major_formatter(DateFormatter('%b %y'))\n", "users2017.xaxis.set_major_formatter(DateFormatter('%b %y'))\n", "\n", "users.plot_date(x, y_u, 'orangered')\n", "users_cumul.plot_date(x, y_uc, '-')\n", "users2017.plot_date(x[i_2017:], y_uc[i_2017:], '-')\n", "\n", "ratings.plot_date(x[i_rw+1:], y_r[i_rw+1:], 'orangered')\n", "ratings_cumul.plot_date(x[i_rw:], y_rc[i_rw:], '-')\n", "ratings2017.plot_date(x[i_2017:], y_rc[i_2017:], '-')\n", "\n", "works.plot_date(x[i_rw+1:], y_w[i_rw+1:], 'orangered')\n", "works_cumul.plot_date(x[i_rw:], y_wc[i_rw:], '-')\n", "works2017.plot_date(x[i_2017:], y_wc[i_2017:], '-')\n", "\n", "# fig.autofmt_xdate() only displays labels at the bottom so we need something else\n", "for ax in axes.flatten():\n", " for tk in ax.get_xticklabels():\n", " tk.set_visible(True)\n", " tk.set_rotation(30)\n", "\n", "for ax, col in zip(axes[0], cols):\n", " ax.set_title(col)\n", "\n", "for ax, row in zip(axes[:,0], rows):\n", " ax.set_ylabel(row, size='large')\n", "\n", "plt.suptitle('Mangaki Fancy Stats')\n", "fig.tight_layout()\n", "fig.subplots_adjust(top=0.92)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since end of April 17, we seem to have many more works in the database. How come?\n", "\n", "Answer: [this PR](https://github.com/mangaki/mangaki/pull/301) from @RaitoBezarius that fixes myAnimeList imports." ] } ], "metadata": { "kernelspec": { "display_name": "Django Shell-Plus", "language": "python", "name": "django_extensions" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }