ddr-scores/summary.ipynb
2024-05-06 01:04:45 -05:00

266 lines
131 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"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",
"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": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x13f6d8550>"
]
},
"execution_count": 11,
"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": 3,
"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": 4,
"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",
"print(days_played.sort_values(ascending=False).head(10))"
]
},
{
"cell_type": "code",
"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 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"
]
}
],
"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": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Song ID Song Name Difficulty Rating Score Grade Lamp Time Uploaded Time Played\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"
]
}
],
"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": {
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