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Reddit r/Second Analysis
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# r/Second Analysis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import datetime\n", | |
"import glob\n", | |
"import html\n", | |
"import ipywidgets\n", | |
"import json\n", | |
"import math\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import os\n", | |
"import pandas as pd\n", | |
"import re\n", | |
"from scipy import stats\n", | |
"import seaborn as sns\n", | |
"import time\n", | |
"import urllib.request\n", | |
"\n", | |
"from bs4 import BeautifulSoup\n", | |
"from os import path" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Global parameters and variables" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"JSON_FILE_NAME = './data/r-second_history_data.json'\n", | |
"\n", | |
"plt.rcParams['figure.figsize'] = [16, 9]\n", | |
"plt.rcParams['font.size'] = 14\n", | |
"plt.rcParams['axes.grid'] = True\n", | |
"plt.rcParams['figure.facecolor'] = 'white'\n", | |
"pd.set_option('display.max_columns', 100)\n", | |
"pd.set_option('display.width', 1000)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Fetching the data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Have data till round 1433\n", | |
"Current round : 99999\n" | |
] | |
} | |
], | |
"source": [ | |
"last_round = 0\n", | |
"data = []\n", | |
"round_ids = {}\n", | |
"\n", | |
"if path.exists(JSON_FILE_NAME):\n", | |
" with open(JSON_FILE_NAME, 'r', encoding='utf-8') as f:\n", | |
" data = json.load(f)\n", | |
" round_ids = {x['id'] for x in data}\n", | |
" for i in range(1, max(round_ids)):\n", | |
" if i in round_ids:\n", | |
" last_round = max(last_round, i)\n", | |
" else:\n", | |
" break\n", | |
"print(\"Have data till round {:d}\".format(last_round))\n", | |
"\n", | |
"cur_round = 99999\n", | |
"while cur_round > last_round:\n", | |
" print(\"Current round : {:5d}\".format(cur_round))\n", | |
" get_url = 'https://second-api.reddit.com/history?round={:d}'.format(cur_round)\n", | |
" contents = urllib.request.urlopen(get_url).read().decode('utf-8')\n", | |
" matches = re.findall('round=\\\"(.*)\\\"', contents)\n", | |
" for match in matches:\n", | |
" json_data = json.loads(html.unescape(match))\n", | |
" cur_round = min(cur_round, json_data['id'])\n", | |
" if json_data['id'] not in round_ids:\n", | |
" data.append(json_data)\n", | |
" round_ids.add(json_data['id'])\n", | |
" cur_round -= 1\n", | |
"\n", | |
"with open(JSON_FILE_NAME, 'w', encoding='utf-8') as f:\n", | |
" json.dump(data, f, ensure_ascii=False, indent=4)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>id</th>\n", | |
" <th>winningImageId</th>\n", | |
" <th>imagesBySlot</th>\n", | |
" <th>userSelectedImageId</th>\n", | |
" <th>userScore</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>1413</th>\n", | |
" <td>1431</td>\n", | |
" <td>288</td>\n", | |
" <td>[{'id': 286, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1412</th>\n", | |
" <td>1432</td>\n", | |
" <td>259</td>\n", | |
" <td>[{'id': 265, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1411</th>\n", | |
" <td>1433</td>\n", | |
" <td>155</td>\n", | |
" <td>[{'id': 155, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1410</th>\n", | |
" <td>1434</td>\n", | |
" <td>167</td>\n", | |
" <td>[{'id': 167, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1439</th>\n", | |
" <td>1435</td>\n", | |
" <td>299</td>\n", | |
" <td>[{'id': 298, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1438</th>\n", | |
" <td>1436</td>\n", | |
" <td>269</td>\n", | |
" <td>[{'id': 269, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1437</th>\n", | |
" <td>1437</td>\n", | |
" <td>143</td>\n", | |
" <td>[{'id': 143, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1436</th>\n", | |
" <td>1438</td>\n", | |
" <td>279</td>\n", | |
" <td>[{'id': 271, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1435</th>\n", | |
" <td>1439</td>\n", | |
" <td>284</td>\n", | |
" <td>[{'id': 284, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1434</th>\n", | |
" <td>1440</td>\n", | |
" <td>261</td>\n", | |
" <td>[{'id': 261, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" id winningImageId imagesBySlot userSelectedImageId userScore\n", | |
"1413 1431 288 [{'id': 286, 'url': 'https://i.redd.it/afd2021... NaN NaN\n", | |
"1412 1432 259 [{'id': 265, 'url': 'https://i.redd.it/afd2021... NaN NaN\n", | |
"1411 1433 155 [{'id': 155, 'url': 'https://i.redd.it/afd2021... NaN NaN\n", | |
"1410 1434 167 [{'id': 167, 'url': 'https://i.redd.it/afd2021... NaN NaN\n", | |
"1439 1435 299 [{'id': 298, 'url': 'https://i.redd.it/afd2021... NaN NaN\n", | |
"1438 1436 269 [{'id': 269, 'url': 'https://i.redd.it/afd2021... NaN NaN\n", | |
"1437 1437 143 [{'id': 143, 'url': 'https://i.redd.it/afd2021... NaN NaN\n", | |
"1436 1438 279 [{'id': 271, 'url': 'https://i.redd.it/afd2021... NaN NaN\n", | |
"1435 1439 284 [{'id': 284, 'url': 'https://i.redd.it/afd2021... NaN NaN\n", | |
"1434 1440 261 [{'id': 261, 'url': 'https://i.redd.it/afd2021... NaN NaN" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df = pd.read_json(JSON_FILE_NAME)\n", | |
"df = df.sort_values(by='id')\n", | |
"df.tail(10)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"Int64Index: 1440 entries, 878 to 1434\n", | |
"Data columns (total 5 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 id 1440 non-null int64 \n", | |
" 1 winningImageId 1440 non-null int64 \n", | |
" 2 imagesBySlot 1440 non-null object \n", | |
" 3 userSelectedImageId 0 non-null float64\n", | |
" 4 userScore 0 non-null float64\n", | |
"dtypes: float64(2), int64(2), object(1)\n", | |
"memory usage: 67.5+ KB\n" | |
] | |
} | |
], | |
"source": [ | |
"df.info()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Data pre-processing" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>id</th>\n", | |
" <th>winningImageId</th>\n", | |
" <th>imagesBySlot</th>\n", | |
" <th>userSelectedImageId</th>\n", | |
" <th>userScore</th>\n", | |
" <th>LEFT_WIN</th>\n", | |
" <th>MIDDLE_WIN</th>\n", | |
" <th>RIGHT_WIN</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>878</th>\n", | |
" <td>1</td>\n", | |
" <td>184</td>\n", | |
" <td>[{'id': 190, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>877</th>\n", | |
" <td>2</td>\n", | |
" <td>201</td>\n", | |
" <td>[{'id': 201, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>876</th>\n", | |
" <td>3</td>\n", | |
" <td>223</td>\n", | |
" <td>[{'id': 224, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>875</th>\n", | |
" <td>4</td>\n", | |
" <td>222</td>\n", | |
" <td>[{'id': 219, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>874</th>\n", | |
" <td>5</td>\n", | |
" <td>204</td>\n", | |
" <td>[{'id': 202, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1438</th>\n", | |
" <td>1436</td>\n", | |
" <td>269</td>\n", | |
" <td>[{'id': 269, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1437</th>\n", | |
" <td>1437</td>\n", | |
" <td>143</td>\n", | |
" <td>[{'id': 143, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1436</th>\n", | |
" <td>1438</td>\n", | |
" <td>279</td>\n", | |
" <td>[{'id': 271, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1435</th>\n", | |
" <td>1439</td>\n", | |
" <td>284</td>\n", | |
" <td>[{'id': 284, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1434</th>\n", | |
" <td>1440</td>\n", | |
" <td>261</td>\n", | |
" <td>[{'id': 261, 'url': 'https://i.redd.it/afd2021...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>1440 rows × 8 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" id winningImageId imagesBySlot userSelectedImageId userScore LEFT_WIN MIDDLE_WIN RIGHT_WIN\n", | |
"878 1 184 [{'id': 190, 'url': 'https://i.redd.it/afd2021... NaN NaN False True False\n", | |
"877 2 201 [{'id': 201, 'url': 'https://i.redd.it/afd2021... NaN NaN True False False\n", | |
"876 3 223 [{'id': 224, 'url': 'https://i.redd.it/afd2021... NaN NaN False True False\n", | |
"875 4 222 [{'id': 219, 'url': 'https://i.redd.it/afd2021... NaN NaN False False True\n", | |
"874 5 204 [{'id': 202, 'url': 'https://i.redd.it/afd2021... NaN NaN False False True\n", | |
"... ... ... ... ... ... ... ... ...\n", | |
"1438 1436 269 [{'id': 269, 'url': 'https://i.redd.it/afd2021... NaN NaN True False False\n", | |
"1437 1437 143 [{'id': 143, 'url': 'https://i.redd.it/afd2021... NaN NaN True False False\n", | |
"1436 1438 279 [{'id': 271, 'url': 'https://i.redd.it/afd2021... NaN NaN False True False\n", | |
"1435 1439 284 [{'id': 284, 'url': 'https://i.redd.it/afd2021... NaN NaN True False False\n", | |
"1434 1440 261 [{'id': 261, 'url': 'https://i.redd.it/afd2021... NaN NaN True False False\n", | |
"\n", | |
"[1440 rows x 8 columns]" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df['LEFT_WIN'] = df.apply(lambda row:row['imagesBySlot'][0]['id'] == row['winningImageId'], axis=1)\n", | |
"df['MIDDLE_WIN'] = df.apply(lambda row:row['imagesBySlot'][1]['id'] == row['winningImageId'], axis=1)\n", | |
"df['RIGHT_WIN'] = df.apply(lambda row:row['imagesBySlot'][2]['id'] == row['winningImageId'], axis=1)\n", | |
"df" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x1dc1306c280>" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x648 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df2 = df.copy()\n", | |
"df2 = df2.tail(400)\n", | |
"\n", | |
"left_wins = df2['LEFT_WIN'].values.cumsum()\n", | |
"middle_wins = df2['MIDDLE_WIN'].values.cumsum()\n", | |
"right_wins = df2['RIGHT_WIN'].values.cumsum()\n", | |
"\n", | |
"\n", | |
"sns.lineplot(data=df2, x=\"id\", y=left_wins, label='Left')\n", | |
"sns.lineplot(data=df2, x=\"id\", y=middle_wins, label='Middle')\n", | |
"sns.lineplot(data=df2, x=\"id\", y=right_wins, label='Right')\n", | |
"plt.legend()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x1dc154fb130>" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x648 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"window_size = 40\n", | |
"\n", | |
"left_wins_w = left_wins.copy()\n", | |
"left_wins_w[window_size:] = left_wins_w[window_size:] - left_wins_w[:-window_size]\n", | |
"left_wins_w_p = left_wins_w*100/window_size\n", | |
"\n", | |
"middle_wins_w = middle_wins.copy()\n", | |
"middle_wins_w[window_size:] = middle_wins_w[window_size:] - middle_wins_w[:-window_size]\n", | |
"middle_wins_w_p = middle_wins_w*100/window_size\n", | |
"\n", | |
"right_wins_w = right_wins.copy()\n", | |
"right_wins_w[window_size:] = right_wins_w[window_size:] - right_wins_w[:-window_size]\n", | |
"right_wins_w_p = right_wins_w*100/window_size\n", | |
"\n", | |
"sns.lineplot(data=df2, x=\"id\", y=left_wins_w_p, label='Left')\n", | |
"sns.lineplot(data=df2, x=\"id\", y=middle_wins_w_p, label='Middle')\n", | |
"sns.lineplot(data=df2, x=\"id\", y=right_wins_w_p, label='Right')\n", | |
"# sns.lineplot(data=df, x=\"id\", y=left_wins_w+middle_wins_w+right_wins_w, label='Sum')\n", | |
"plt.title(\"r/Second - Win percentage by screen positon (windowed by {:d} rounds)\".format(window_size))\n", | |
"plt.xlabel(\"Round No.\")\n", | |
"plt.ylabel(\"Win percentage in last {:d} rounds\".format(window_size))\n", | |
"plt.legend()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## No Middle Strat Expected Value" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x1dc15522730>" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x648 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.stackplot(df2['id'].values, [left_wins_w_p, middle_wins_w_p, right_wins_w_p], \n", | |
" labels=['Left','Middle','Right'], baseline='zero'\n", | |
" )\n", | |
"plt.legend()\n", | |
"plt.title(\"r/Second - Win percentage by screen positon (windowed by {:d} rounds)\".format(window_size))\n", | |
"plt.xlabel(\"Round No.\")\n", | |
"plt.ylabel(\"Win percentage in last {:d} rounds\".format(window_size))\n", | |
"plt.legend()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Middle win percentage = 25.00\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"1.5" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"middle_win_per = middle_wins_w_p[-1]\n", | |
"# middle_win_per = 16.66 \n", | |
"print(\"Middle win percentage = {:.2f}\".format(middle_win_per))\n", | |
"\n", | |
"exp_val = (-3*middle_win_per + -3*(100-middle_win_per)/2 + 9 *(100-middle_win_per)/2)/100\n", | |
"exp_val" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"25.0" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"middle_wins_w_p[-1]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3.8.3 64-bit", | |
"language": "python", | |
"name": "python38364bite64d0df2ab8d4f04898490c42f8b65ad" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.8.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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