diff --git a/summary.ipynb b/summary.ipynb index b112bf2..4102856 100644 --- a/summary.ipynb +++ b/summary.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 22, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -13,6 +13,8 @@ "import matplotlib.pyplot as plt\n", "import sqlite3\n", "\n", + "plt.rcParams[\"font.family\"] = \"Helvetica Neue\"\n", + "\n", "db = sqlite3.connect(\"./scores.db\")\n", "\n", "with open(\"data/output.csv\", \"rb\") as f:\n", @@ -21,21 +23,24 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 11, "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": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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", 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" ] }, "metadata": {}, @@ -44,6 +49,9 @@ ], "source": [ "from datetime import date, datetime\n", + "import july\n", + "from july.utils import date_range\n", + "from utils import CST\n", "c = db.cursor()\n", "result = c.execute(\"\"\"\n", " SELECT COUNT(*), UNIXEPOCH(DATE(scores.\"Time Played\")) as date FROM scores\n", @@ -52,24 +60,29 @@ "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 = list(map(lambda x: datetime.utcfromtimestamp(x).astimezone(tz=None), 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()" + "# 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()\n", + "july.heatmap(dates, y, title='# of scores per session over time',\n", + " # cmap='Pastel1',\n", + " # date_label=True,\n", + " value_label=True,\n", + " month_grid=True,\n", + ")" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -81,6 +94,10 @@ "source": [ "from statistics import mean\n", "from datetime import datetime\n", + "from matplotlib.scale import ScaleBase, register_scale\n", + "from matplotlib.transforms import Transform\n", + "from matplotlib.axis import YAxis\n", + "\n", "\n", "c = db.cursor()\n", "ratings = list(map(lambda r: r[0], c.execute(\"select distinct Rating from scores\")))\n", @@ -88,31 +105,35 @@ "\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", + " result = list(result)\n", " scores = dict()\n", " xs = []\n", " ys = []\n", " for record in result:\n", + " song_id = record[0]\n", + " scores[song_id] = 0\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", + " 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.yscale('log')\n", "plt.title(\"Average score for each level\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -121,14 +142,14 @@ "text": [ "Time Played\n", "2024-03-04 29\n", - "2024-05-03 26\n", - "2024-05-01 26\n", + "2024-05-04 28\n", "2024-04-14 24\n", - "2024-04-25 23\n", - "2024-04-13 23\n", - "2024-04-20 20\n", + "2024-05-03 24\n", + "2024-05-01 23\n", + "2024-04-13 22\n", "2024-04-18 20\n", - "2024-04-24 17\n", + "2024-04-25 20\n", + "2024-04-20 18\n", "2024-03-10 17\n", "Name: Time Played, dtype: int64\n" ] @@ -153,25 +174,25 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 5, "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" + " 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 924433 992160 GFC 隅田川夏恋歌\n", + "11 44 899018 992520 GFC 朧\n", + "12 62 897328 987030 GFC MY SUMMER LOVE\n", + "13 74 843144 978430 GFC Struggle\n", + "14 125 801284 960440 FC FUNKY SUMMER BEACH\n", + "15 27 802587 917120 Clear Toy Box Factory\n", + "16 19 779613 862810 Clear Life is beautiful\n", + "17 3 724233 765430 Clear Elemental Creation\n" ] } ], @@ -191,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -199,10 +220,11 @@ "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" + "44 1idIoi66ll806D8ddldOQi8bdiDO0Oil Struggle ESP 13 978430 AA+ GFC 2024-04-18 18:14:49 2024-04-18 18:05:47\n", + "128 9i6dOd608qb0IlqoDIPb8q1o8q1ddQQd FUNKY SUMMER BEACH ESP 14 960440 AA+ FC 2024-05-05 05:34:41 2024-05-05 05:22:53\n", + "59 1qPIiqqQo0P9dD90I11q90b0ooIidbPO CyberConnect ESP 15 903280 AA Clear 2024-05-05 02:40:07 2024-05-05 02:32:47\n", + "112 90lolio9qd6qo6Pl8oo69iqi81oiiQib I'm so Happy CSP 16 839540 A Clear 2024-05-05 02:19:22 2024-05-05 02:14:35\n", + "347 OiIOPd80d9PQQIbidO6ObioboO88OD9l Elemental Creation ESP 17 765430 B+ Clear 2024-05-05 05:34:41 2024-05-05 05:12:27\n" ] } ],