{ "cells": [ { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from datetime import datetime, timezone, timedelta\n", "import pytz\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import sqlite3\n", "\n", "db = sqlite3.connect(\"./scores.db\")\n", "\n", "with open(\"data/output.csv\", \"rb\") as f:\n", " data = pd.read_csv(f, delimiter=\"\\t\")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[datetime.datetime(2024, 1, 1, 0, 0), datetime.datetime(2024, 1, 15, 0, 0), datetime.datetime(2024, 1, 17, 0, 0), datetime.datetime(2024, 1, 18, 0, 0), datetime.datetime(2024, 1, 20, 0, 0), datetime.datetime(2024, 1, 27, 0, 0), datetime.datetime(2024, 1, 29, 0, 0), datetime.datetime(2024, 2, 1, 0, 0), datetime.datetime(2024, 2, 3, 0, 0), datetime.datetime(2024, 2, 4, 0, 0), datetime.datetime(2024, 2, 20, 0, 0), datetime.datetime(2024, 3, 4, 0, 0), datetime.datetime(2024, 3, 5, 0, 0), datetime.datetime(2024, 3, 10, 0, 0), datetime.datetime(2024, 3, 12, 0, 0), datetime.datetime(2024, 3, 14, 0, 0), datetime.datetime(2024, 3, 23, 0, 0), datetime.datetime(2024, 3, 27, 0, 0), datetime.datetime(2024, 3, 28, 0, 0), datetime.datetime(2024, 4, 3, 0, 0), datetime.datetime(2024, 4, 5, 0, 0), datetime.datetime(2024, 4, 9, 0, 0), datetime.datetime(2024, 4, 11, 0, 0), datetime.datetime(2024, 4, 13, 0, 0), datetime.datetime(2024, 4, 14, 0, 0), datetime.datetime(2024, 4, 17, 0, 0), datetime.datetime(2024, 4, 18, 0, 0), datetime.datetime(2024, 4, 20, 0, 0), datetime.datetime(2024, 4, 24, 0, 0), datetime.datetime(2024, 4, 25, 0, 0), datetime.datetime(2024, 5, 1, 0, 0), datetime.datetime(2024, 5, 3, 0, 0)]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from datetime import date, datetime\n", "c = db.cursor()\n", "result = c.execute(\"\"\"\n", " SELECT COUNT(*), UNIXEPOCH(DATE(scores.\"Time Played\")) as date FROM scores\n", " GROUP BY date\n", "\"\"\")\n", "result = list(result)\n", "result.sort(key=lambda x: x[1])\n", "y, x = list(zip(*result))\n", "dates = list(map(lambda x: datetime.utcfromtimestamp(x), x))\n", "# dates = matplotlib.dates.date2num(x)\n", "print(dates)\n", "plt.title(\"Amount of maps played per session over time\")\n", "plt.xticks(rotation=45, ha=\"right\")\n", "plt.plot(dates, y)\n", "plt.gcf().autofmt_xdate()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from statistics import mean\n", "from datetime import datetime\n", "\n", "c = db.cursor()\n", "ratings = list(map(lambda r: r[0], c.execute(\"select distinct Rating from scores\")))\n", "ratings.sort()\n", "\n", "for rating in ratings:\n", " result = c.execute('select \"Song ID\", UNIXEPOCH(\"Time Played\"), \"Song Name\", Score from scores where Rating = ? order by \"Time Played\"', (rating,))\n", " scores = dict()\n", " xs = []\n", " ys = []\n", " for record in result:\n", " song_id, time_played, song_name, score = record\n", " date = datetime.utcfromtimestamp(time_played)\n", " scores[song_id] = score\n", " values = list(scores.values())\n", " avg = mean(values)\n", " if len(values) >= 5:\n", " xs.append(date)\n", " ys.append(avg)\n", "\n", " if xs and ys:\n", " plt.plot(xs, ys, label=f\"Rating {rating}\")\n", "\n", "plt.legend()\n", "plt.xticks(rotation=45, ha=\"right\")\n", "plt.title(\"Average score for each level\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time Played\n", "2024-03-04 29\n", "2024-05-03 26\n", "2024-05-01 26\n", "2024-04-14 24\n", "2024-04-25 23\n", "2024-04-13 23\n", "2024-04-20 20\n", "2024-04-18 20\n", "2024-04-24 17\n", "2024-03-10 17\n", "Name: Time Played, dtype: int64\n" ] } ], "source": [ "JST = pytz.timezone(\"Asia/Tokyo\")\n", "CST = pytz.timezone(\"America/Chicago\")\n", "\n", "def to_jst_timestamp(s: str, format_str=\"%Y-%m-%d %H:%M:%S\"):\n", " if type(s) is not str: return None\n", " naive_dt = datetime.strptime(s, format_str)\n", " jst_dt = JST.localize(naive_dt)\n", " cst_dt = jst_dt.astimezone(CST)\n", " return cst_dt\n", "\n", "times = data[\"Time Played\"]\n", "times_mapped = times.map(to_jst_timestamp)\n", "days_played = times_mapped.groupby(times_mapped.dt.date).count()\n", "print(days_played.sort_values(ascending=False).head(10))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Clears Average Max Score Max Score Lamp Max Score Song\n", "Rating \n", "8 7 895073 996620 GFC 朧 (dj TAKA Remix)\n", "9 25 918551 999650 PFC Why not\n", "10 31 923955 992160 GFC 隅田川夏恋歌\n", "11 43 897455 992520 GFC 朧\n", "12 59 892278 987030 GFC MY SUMMER LOVE\n", "13 72 841207 978430 GFC Struggle\n", "14 122 800595 943140 FC FUNKY SUMMER BEACH\n", "15 26 800125 900060 Clear ナイト・オブ・ナイツ\n", "16 18 772837 861210 Clear Sword of Vengeance\n", "17 1 662870 662870 Clear PRANA+REVOLUTIONARY ADDICT (U1 DJ Mix)\n" ] } ], "source": [ "records_by_level = data.loc[data[\"Lamp\"] != \"Fail\"].groupby(data[\"Rating\"])\n", "num_clears_by_level = records_by_level[\"Score\"].count().rename(\"Clears\")\n", "average_scores_by_level = records_by_level[\"Score\"].mean().round().astype(\"int\").rename(\"Average\")\n", "def max_info(group):\n", " max_idx = group[\"Score\"].idxmax()\n", " return group.loc[max_idx][[\"Score\", \"Lamp\", \"Song Name\"]].rename({ \"Score\": \"Max Score\", \"Lamp\": \"Max Score Lamp\", \"Song Name\": \"Max Score Song\" })\n", "max_score_by_level = records_by_level.apply(max_info)\n", "result = pd.merge(num_clears_by_level, average_scores_by_level, on=\"Rating\")\n", "result = pd.merge(result, max_score_by_level, on=\"Rating\")\n", "with pd.option_context('expand_frame_repr', False):\n", " print(result)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Song ID Song Name Difficulty Rating Score Grade Lamp Time Uploaded Time Played\n", "42 1idIoi66ll806D8ddldOQi8bdiDO0Oil Struggle ESP 13 978430 AA+ GFC 2024-04-18 18:14:49 2024-04-18 18:05:47\n", "125 9i6dOd608qb0IlqoDIPb8q1o8q1ddQQd FUNKY SUMMER BEACH ESP 14 943140 AA FC 2024-05-01 22:11:00 2024-05-01 19:21:38\n", "57 1qPIiqqQo0P9dD90I11q90b0ooIidbPO CyberConnect ESP 15 889000 A+ Clear 2024-05-04 04:48:08 2024-05-04 04:24:34\n", "211 ddqO1b1ldlQd6OOoQ1boPdoboDQqd9D8 Sword of Vengeance ESP 16 861210 A+ Clear 2024-05-01 18:42:28 2024-05-01 18:39:33\n" ] } ], "source": [ "# Gold 1\n", "gold1scores = []\n", "gold1scores.append(data[(data[\"Score\"] >= 975000) & (data[\"Rating\"] == 13)].head(1))\n", "gold1scores.append(data[(data[\"Score\"] >= 925000) & (data[\"Rating\"] == 14)].head(1))\n", "gold1scores.append(data[(data[\"Score\"] >= 875000) & (data[\"Rating\"] == 15)].head(1))\n", "gold1scores.append(data[(data[\"Score\"] >= 825000) & (data[\"Rating\"] == 16)].head(1))\n", "gold1scores.append(data[(data[\"Score\"] >= 750000) & (data[\"Rating\"] == 17)].head(1))\n", "with pd.option_context('expand_frame_repr', False):\n", " gold1scores = pd.concat(gold1scores)\n", " print(gold1scores)" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 2 }