ddr-scores/summary.ipynb
Michael Zhang 29f4d32b6d
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update 2024-05-17
2024-05-17 01:01:28 -05:00

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136 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 24,
"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",
"from IPython.display import Markdown, display\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",
" data = pd.read_csv(f, delimiter=\"\\t\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': '# of scores per session over time'}>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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",
" 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).astimezone(tz=None), x))\n",
"# dates = matplotlib.dates.date2num(x)\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()\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": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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",
"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",
" 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",
" 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": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Time Played\n",
"2024-03-04 29\n",
"2024-05-04 28\n",
"2024-04-14 24\n",
"2024-05-03 24\n",
"2024-05-01 23\n",
"2024-04-13 22\n",
"2024-04-18 20\n",
"2024-04-25 20\n",
"2024-04-20 18\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",
"result = days_played.sort_values(ascending=False).head(10)\n",
"display(Markdown(result.to_markdown()))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"| Rating | Clears | Average | Max Score | Max Score Lamp | Max Score Song | Min Score | Min Score Lamp | Min Score Song |\n",
"|---------:|---------:|----------:|------------:|:-----------------|:-------------------|------------:|:-----------------|:---------------------------------------|\n",
"| 8 | 7 | 895073 | 996620 | GFC | 朧 (dj TAKA Remix) | 685090 | Clear | RED ZONE |\n",
"| 9 | 25 | 918551 | 999650 | PFC | Why not | 730730 | Clear | Clarity |\n",
"| 10 | 31 | 924433 | 992160 | GFC | 隅田川夏恋歌 | 779880 | Clear | 初音ミクの消失 |\n",
"| 11 | 44 | 899018 | 992520 | GFC | 朧 | 728300 | Clear | Bad Apple!! feat. nomico |\n",
"| 12 | 62 | 897328 | 987030 | GFC | MY SUMMER LOVE | 765380 | Clear | Life is beautiful |\n",
"| 13 | 74 | 843144 | 978430 | GFC | Struggle | 619400 | Clear | ラキラキ |\n",
"| 14 | 125 | 801284 | 960440 | FC | FUNKY SUMMER BEACH | 666000 | Clear | Pluto The First |\n",
"| 15 | 27 | 802587 | 917120 | Clear | Toy Box Factory | 684060 | Clear | ENDYMION |\n",
"| 16 | 19 | 779613 | 862810 | Clear | Life is beautiful | 691570 | Clear | PRANA |\n",
"| 17 | 3 | 724233 | 765430 | Clear | Elemental Creation | 662870 | Clear | PRANA+REVOLUTIONARY ADDICT (U1 DJ Mix) |"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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",
" min_idx = group[\"Score\"].idxmin()\n",
" max_score = group.loc[max_idx][[\"Score\", \"Lamp\", \"Song Name\"]].rename({ \"Score\": \"Max Score\", \"Lamp\": \"Max Score Lamp\", \"Song Name\": \"Max Score Song\" })\n",
" min_score = group.loc[min_idx][[\"Score\", \"Lamp\", \"Song Name\"]].rename({ \"Score\": \"Min Score\", \"Lamp\": \"Min Score Lamp\", \"Song Name\": \"Min Score Song\" })\n",
" return pd.concat([max_score, min_score])\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",
" display(Markdown(result.to_markdown()))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"| | Song ID | Song Name | Difficulty | Rating | Score | Grade | Lamp | Time Uploaded | Time Played |\n",
"|----:|:---------------------------------|:-------------------|:-------------|---------:|--------:|:--------|:-------|:--------------------|:--------------------|\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 |"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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",
" display(Markdown(gold1scores.to_markdown()))"
]
}
],
"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
}