1196 lines
40 KiB
Plaintext
1196 lines
40 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "ba11a033-8e76-4716-b365-57e2ad5e1ee1",
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||
"metadata": {},
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||
"outputs": [],
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"source": [
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"import pandas as pd"
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]
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},
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{
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||
"cell_type": "code",
|
||
"execution_count": null,
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"id": "a2daf4d8-bec0-4590-9269-c3024236d3f1",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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||
" <thead>\n",
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||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
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||
" <th>Rank</th>\n",
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||
" <th>Image Link</th>\n",
|
||
" <th>Title</th>\n",
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||
" <th>Current</th>\n",
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||
" <th>24h Peak</th>\n",
|
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" <th>All-Time Peak</th>\n",
|
||
" <th>Genre</th>\n",
|
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" </tr>\n",
|
||
" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>1.0</td>\n",
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" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
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" <td>Counter-Strike 2</td>\n",
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||
" <td>1,015,721</td>\n",
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||
" <td>1,276,702</td>\n",
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||
" <td>1,818,773</td>\n",
|
||
" <td>First-person Shooter</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
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" <td>2.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Dota 2</td>\n",
|
||
" <td>702,487</td>\n",
|
||
" <td>805,624</td>\n",
|
||
" <td>1,295,114</td>\n",
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||
" <td>MOBA (Multiplayer Online Battle Arena)</td>\n",
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||
" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
|
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" <td>3.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Banana</td>\n",
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||
" <td>409,758</td>\n",
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||
" <td>428,540</td>\n",
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||
" <td>917,272</td>\n",
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||
" <td>Unknown</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>4.0</td>\n",
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" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>PUBG: BATTLEGROUNDS</td>\n",
|
||
" <td>371,000</td>\n",
|
||
" <td>688,475</td>\n",
|
||
" <td>3,257,248</td>\n",
|
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" <td>Battle Royale</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>ELDEN RING</td>\n",
|
||
" <td>294,359</td>\n",
|
||
" <td>319,707</td>\n",
|
||
" <td>953,426</td>\n",
|
||
" <td>Action RPG</td>\n",
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" </tr>\n",
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" <tr>\n",
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||
" <th>...</th>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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" <td>...</td>\n",
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||
" <td>...</td>\n",
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" <td>...</td>\n",
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" </tr>\n",
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" <tr>\n",
|
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" <th>95</th>\n",
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||
" <td>96.0</td>\n",
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" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Soundpad</td>\n",
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||
" <td>16,028</td>\n",
|
||
" <td>17,064</td>\n",
|
||
" <td>21,920</td>\n",
|
||
" <td>Simulation / Tycoon</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
|
||
" <th>96</th>\n",
|
||
" <td>97.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Supermarket Simulator</td>\n",
|
||
" <td>15,817</td>\n",
|
||
" <td>15,875</td>\n",
|
||
" <td>51,363</td>\n",
|
||
" <td>Vampire / Open world</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>97</th>\n",
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||
" <td>98.0</td>\n",
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||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
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||
" <td>V Rising</td>\n",
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||
" <td>15,803</td>\n",
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||
" <td>16,275</td>\n",
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||
" <td>150,645</td>\n",
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||
" <td>Tactical Shooter</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
|
||
" <th>98</th>\n",
|
||
" <td>99.0</td>\n",
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||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Squad</td>\n",
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||
" <td>15,729</td>\n",
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||
" <td>19,288</td>\n",
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||
" <td>35,151</td>\n",
|
||
" <td>Grand Strategy</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>99</th>\n",
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||
" <td>100.0</td>\n",
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||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Victoria 3</td>\n",
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||
" <td>15,609</td>\n",
|
||
" <td>17,598</td>\n",
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||
" <td>70,100</td>\n",
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||
" <td>Unknown</td>\n",
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||
" </tr>\n",
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||
" </tbody>\n",
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||
"</table>\n",
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||
"<p>100 rows × 7 columns</p>\n",
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||
"</div>"
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],
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"text/plain": [
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" Rank Image Link \\\n",
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||
"0 1.0 https://shared.cloudflare.steamstatic.com/stor... \n",
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||
"1 2.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"2 3.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"3 4.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"4 5.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
".. ... ... \n",
|
||
"95 96.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"96 97.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"97 98.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"98 99.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"99 100.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"\n",
|
||
" Title Current 24h Peak All-Time Peak \\\n",
|
||
"0 Counter-Strike 2 1,015,721 1,276,702 1,818,773 \n",
|
||
"1 Dota 2 702,487 805,624 1,295,114 \n",
|
||
"2 Banana 409,758 428,540 917,272 \n",
|
||
"3 PUBG: BATTLEGROUNDS 371,000 688,475 3,257,248 \n",
|
||
"4 ELDEN RING 294,359 319,707 953,426 \n",
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||
".. ... ... ... ... \n",
|
||
"95 Soundpad 16,028 17,064 21,920 \n",
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||
"96 Supermarket Simulator 15,817 15,875 51,363 \n",
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||
"97 V Rising 15,803 16,275 150,645 \n",
|
||
"98 Squad 15,729 19,288 35,151 \n",
|
||
"99 Victoria 3 15,609 17,598 70,100 \n",
|
||
"\n",
|
||
" Genre \n",
|
||
"0 First-person Shooter \n",
|
||
"1 MOBA (Multiplayer Online Battle Arena) \n",
|
||
"2 Unknown \n",
|
||
"3 Battle Royale \n",
|
||
"4 Action RPG \n",
|
||
".. ... \n",
|
||
"95 Simulation / Tycoon \n",
|
||
"96 Vampire / Open world \n",
|
||
"97 Tactical Shooter \n",
|
||
"98 Grand Strategy \n",
|
||
"99 Unknown \n",
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||
"\n",
|
||
"[100 rows x 7 columns]"
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||
]
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||
},
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||
"execution_count": 18,
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||
"metadata": {},
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||
"output_type": "execute_result"
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||
}
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||
],
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"source": [
|
||
"df = pd.read_csv('sample-dataset-a-b-modules.csv')\n",
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||
"#print (df)\n",
|
||
"df"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 22,
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||
"id": "a4b89d0a-7214-4d1c-972a-0872e65e527c",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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"</style>\n",
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Rank</th>\n",
|
||
" <th>Image Link</th>\n",
|
||
" <th>Title</th>\n",
|
||
" <th>Current</th>\n",
|
||
" <th>24h Peak</th>\n",
|
||
" <th>All-Time Peak</th>\n",
|
||
" <th>Genre</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Counter-Strike 2</td>\n",
|
||
" <td>1,015,721</td>\n",
|
||
" <td>1,276,702</td>\n",
|
||
" <td>1,818,773</td>\n",
|
||
" <td>First-person Shooter</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Dota 2</td>\n",
|
||
" <td>702,487</td>\n",
|
||
" <td>805,624</td>\n",
|
||
" <td>1,295,114</td>\n",
|
||
" <td>MOBA (Multiplayer Online Battle Arena)</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Banana</td>\n",
|
||
" <td>409,758</td>\n",
|
||
" <td>428,540</td>\n",
|
||
" <td>917,272</td>\n",
|
||
" <td>Unknown</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>PUBG: BATTLEGROUNDS</td>\n",
|
||
" <td>371,000</td>\n",
|
||
" <td>688,475</td>\n",
|
||
" <td>3,257,248</td>\n",
|
||
" <td>Battle Royale</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>ELDEN RING</td>\n",
|
||
" <td>294,359</td>\n",
|
||
" <td>319,707</td>\n",
|
||
" <td>953,426</td>\n",
|
||
" <td>Action RPG</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Once Human</td>\n",
|
||
" <td>229,441</td>\n",
|
||
" <td>231,668</td>\n",
|
||
" <td>231,668</td>\n",
|
||
" <td>Unknown</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>The First Descendant</td>\n",
|
||
" <td>196,521</td>\n",
|
||
" <td>201,888</td>\n",
|
||
" <td>264,860</td>\n",
|
||
" <td>Unknown</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
|
||
" <td>Source SDK Base 2007</td>\n",
|
||
" <td>182,694</td>\n",
|
||
" <td>191,413</td>\n",
|
||
" <td>221,857</td>\n",
|
||
" <td>Tool / SDK</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Grand Theft Auto V</td>\n",
|
||
" <td>148,141</td>\n",
|
||
" <td>170,541</td>\n",
|
||
" <td>364,548</td>\n",
|
||
" <td>Action-Adventure</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Apex Legends</td>\n",
|
||
" <td>139,352</td>\n",
|
||
" <td>240,658</td>\n",
|
||
" <td>624,473</td>\n",
|
||
" <td>Battle Royale / First-person Shooter</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Rank Image Link \\\n",
|
||
"0 1.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"1 2.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"2 3.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"3 4.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"4 5.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"5 6.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"6 7.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"7 8.0 https://encrypted-tbn0.gstatic.com/images?q=tb... \n",
|
||
"8 9.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"9 10.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"\n",
|
||
" Title Current 24h Peak All-Time Peak \\\n",
|
||
"0 Counter-Strike 2 1,015,721 1,276,702 1,818,773 \n",
|
||
"1 Dota 2 702,487 805,624 1,295,114 \n",
|
||
"2 Banana 409,758 428,540 917,272 \n",
|
||
"3 PUBG: BATTLEGROUNDS 371,000 688,475 3,257,248 \n",
|
||
"4 ELDEN RING 294,359 319,707 953,426 \n",
|
||
"5 Once Human 229,441 231,668 231,668 \n",
|
||
"6 The First Descendant 196,521 201,888 264,860 \n",
|
||
"7 Source SDK Base 2007 182,694 191,413 221,857 \n",
|
||
"8 Grand Theft Auto V 148,141 170,541 364,548 \n",
|
||
"9 Apex Legends 139,352 240,658 624,473 \n",
|
||
"\n",
|
||
" Genre \n",
|
||
"0 First-person Shooter \n",
|
||
"1 MOBA (Multiplayer Online Battle Arena) \n",
|
||
"2 Unknown \n",
|
||
"3 Battle Royale \n",
|
||
"4 Action RPG \n",
|
||
"5 Unknown \n",
|
||
"6 Unknown \n",
|
||
"7 Tool / SDK \n",
|
||
"8 Action-Adventure \n",
|
||
"9 Battle Royale / First-person Shooter "
|
||
]
|
||
},
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.head(10)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
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"id": "60a4bda6-48d6-4ce6-b534-1a5ad1aabb6f",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
|
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"<style scoped>\n",
|
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" vertical-align: middle;\n",
|
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|
||
"\n",
|
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" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
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" .dataframe thead th {\n",
|
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" text-align: right;\n",
|
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|
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"</style>\n",
|
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"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Rank</th>\n",
|
||
" <th>Image Link</th>\n",
|
||
" <th>Title</th>\n",
|
||
" <th>Current</th>\n",
|
||
" <th>24h Peak</th>\n",
|
||
" <th>All-Time Peak</th>\n",
|
||
" <th>Genre</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>90</th>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Arma 3</td>\n",
|
||
" <td>17,158</td>\n",
|
||
" <td>20,052</td>\n",
|
||
" <td>56,679</td>\n",
|
||
" <td>Racing / Open world</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>91</th>\n",
|
||
" <td>92.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Forza Horizon 5</td>\n",
|
||
" <td>17,070</td>\n",
|
||
" <td>22,071</td>\n",
|
||
" <td>81,096</td>\n",
|
||
" <td>MMORPG</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>92</th>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>The Elder Scrolls Online</td>\n",
|
||
" <td>16,481</td>\n",
|
||
" <td>16,505</td>\n",
|
||
" <td>49,234</td>\n",
|
||
" <td>Action RPG</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>93</th>\n",
|
||
" <td>94.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Hogwarts Legacy</td>\n",
|
||
" <td>16,430</td>\n",
|
||
" <td>16,712</td>\n",
|
||
" <td>879,308</td>\n",
|
||
" <td>Sports / Basketball Simulation</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>94</th>\n",
|
||
" <td>95.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>NBA 2K24</td>\n",
|
||
" <td>16,255</td>\n",
|
||
" <td>23,565</td>\n",
|
||
" <td>30,363</td>\n",
|
||
" <td>Utility / Audio</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>95</th>\n",
|
||
" <td>96.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Soundpad</td>\n",
|
||
" <td>16,028</td>\n",
|
||
" <td>17,064</td>\n",
|
||
" <td>21,920</td>\n",
|
||
" <td>Simulation / Tycoon</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96</th>\n",
|
||
" <td>97.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Supermarket Simulator</td>\n",
|
||
" <td>15,817</td>\n",
|
||
" <td>15,875</td>\n",
|
||
" <td>51,363</td>\n",
|
||
" <td>Vampire / Open world</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>97</th>\n",
|
||
" <td>98.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>V Rising</td>\n",
|
||
" <td>15,803</td>\n",
|
||
" <td>16,275</td>\n",
|
||
" <td>150,645</td>\n",
|
||
" <td>Tactical Shooter</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>98</th>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Squad</td>\n",
|
||
" <td>15,729</td>\n",
|
||
" <td>19,288</td>\n",
|
||
" <td>35,151</td>\n",
|
||
" <td>Grand Strategy</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>99</th>\n",
|
||
" <td>100.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Victoria 3</td>\n",
|
||
" <td>15,609</td>\n",
|
||
" <td>17,598</td>\n",
|
||
" <td>70,100</td>\n",
|
||
" <td>Unknown</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Rank Image Link \\\n",
|
||
"90 91.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"91 92.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"92 93.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"93 94.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"94 95.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"95 96.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"96 97.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"97 98.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"98 99.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"99 100.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"\n",
|
||
" Title Current 24h Peak All-Time Peak \\\n",
|
||
"90 Arma 3 17,158 20,052 56,679 \n",
|
||
"91 Forza Horizon 5 17,070 22,071 81,096 \n",
|
||
"92 The Elder Scrolls Online 16,481 16,505 49,234 \n",
|
||
"93 Hogwarts Legacy 16,430 16,712 879,308 \n",
|
||
"94 NBA 2K24 16,255 23,565 30,363 \n",
|
||
"95 Soundpad 16,028 17,064 21,920 \n",
|
||
"96 Supermarket Simulator 15,817 15,875 51,363 \n",
|
||
"97 V Rising 15,803 16,275 150,645 \n",
|
||
"98 Squad 15,729 19,288 35,151 \n",
|
||
"99 Victoria 3 15,609 17,598 70,100 \n",
|
||
"\n",
|
||
" Genre \n",
|
||
"90 Racing / Open world \n",
|
||
"91 MMORPG \n",
|
||
"92 Action RPG \n",
|
||
"93 Sports / Basketball Simulation \n",
|
||
"94 Utility / Audio \n",
|
||
"95 Simulation / Tycoon \n",
|
||
"96 Vampire / Open world \n",
|
||
"97 Tactical Shooter \n",
|
||
"98 Grand Strategy \n",
|
||
"99 Unknown "
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"metadata": {},
|
||
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|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0 Counter-Strike 2\n",
|
||
"1 Dota 2\n",
|
||
"2 Banana\n",
|
||
"3 PUBG: BATTLEGROUNDS\n",
|
||
"4 ELDEN RING\n",
|
||
" ... \n",
|
||
"95 Soundpad\n",
|
||
"96 Supermarket Simulator\n",
|
||
"97 V Rising\n",
|
||
"98 Squad\n",
|
||
"99 Victoria 3\n",
|
||
"Name: Title, Length: 100, dtype: object"
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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||
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||
"data": {
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||
"text/plain": [
|
||
"pandas.core.series.Series"
|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
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||
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|
||
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|
||
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|
||
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||
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||
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|
||
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|
||
{
|
||
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|
||
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|
||
"0 Counter-Strike 2\n",
|
||
"1 Dota 2\n",
|
||
"2 Banana\n",
|
||
"3 PUBG: BATTLEGROUNDS\n",
|
||
"4 ELDEN RING\n",
|
||
" ... \n",
|
||
"95 Soundpad\n",
|
||
"96 Supermarket Simulator\n",
|
||
"97 V Rising\n",
|
||
"98 Squad\n",
|
||
"99 Victoria 3\n",
|
||
"Name: Title, Length: 100, dtype: object"
|
||
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|
||
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|
||
"execution_count": 34,
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||
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||
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||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <th>3</th>\n",
|
||
" <td>4.0</td>\n",
|
||
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|
||
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|
||
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|
||
" <th>4</th>\n",
|
||
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|
||
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|
||
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|
||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
" <td>96.0</td>\n",
|
||
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|
||
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|
||
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|
||
" <th>96</th>\n",
|
||
" <td>97.0</td>\n",
|
||
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|
||
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|
||
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|
||
" <th>97</th>\n",
|
||
" <td>98.0</td>\n",
|
||
" <td>V Rising</td>\n",
|
||
" </tr>\n",
|
||
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|
||
" <th>98</th>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>Squad</td>\n",
|
||
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|
||
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|
||
" <th>99</th>\n",
|
||
" <td>100.0</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"0 1.0 Counter-Strike 2\n",
|
||
"1 2.0 Dota 2\n",
|
||
"2 3.0 Banana\n",
|
||
"3 4.0 PUBG: BATTLEGROUNDS\n",
|
||
"4 5.0 ELDEN RING\n",
|
||
".. ... ...\n",
|
||
"95 96.0 Soundpad\n",
|
||
"96 97.0 Supermarket Simulator\n",
|
||
"97 98.0 V Rising\n",
|
||
"98 99.0 Squad\n",
|
||
"99 100.0 Victoria 3\n",
|
||
"\n",
|
||
"[100 rows x 2 columns]"
|
||
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|
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
" <td>PUBG: BATTLEGROUNDS</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
" <th>95</th>\n",
|
||
" <td>Soundpad</td>\n",
|
||
" <td>96.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96</th>\n",
|
||
" <td>Supermarket Simulator</td>\n",
|
||
" <td>97.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>97</th>\n",
|
||
" <td>V Rising</td>\n",
|
||
" <td>98.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>98</th>\n",
|
||
" <td>Squad</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>99</th>\n",
|
||
" <td>Victoria 3</td>\n",
|
||
" <td>100.0</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"text/plain": [
|
||
" Title Rank\n",
|
||
"0 Counter-Strike 2 1.0\n",
|
||
"1 Dota 2 2.0\n",
|
||
"2 Banana 3.0\n",
|
||
"3 PUBG: BATTLEGROUNDS 4.0\n",
|
||
"4 ELDEN RING 5.0\n",
|
||
".. ... ...\n",
|
||
"95 Soundpad 96.0\n",
|
||
"96 Supermarket Simulator 97.0\n",
|
||
"97 V Rising 98.0\n",
|
||
"98 Squad 99.0\n",
|
||
"99 Victoria 3 100.0\n",
|
||
"\n",
|
||
"[100 rows x 2 columns]"
|
||
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|
||
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|
||
"execution_count": 44,
|
||
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|
||
"output_type": "execute_result"
|
||
}
|
||
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|
||
"source": [
|
||
"df[['Title','Rank']]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
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|
||
"metadata": {},
|
||
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|
||
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|
||
"data": {
|
||
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|
||
"<div>\n",
|
||
"<style scoped>\n",
|
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" .dataframe tbody tr th:only-of-type {\n",
|
||
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|
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|
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|
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
" <th></th>\n",
|
||
" <th>Rank</th>\n",
|
||
" <th>Image Link</th>\n",
|
||
" <th>Title</th>\n",
|
||
" <th>Current</th>\n",
|
||
" <th>24h Peak</th>\n",
|
||
" <th>All-Time Peak</th>\n",
|
||
" <th>Genre</th>\n",
|
||
" <th>Total</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Counter-Strike 2</td>\n",
|
||
" <td>1,015,721</td>\n",
|
||
" <td>1,276,702</td>\n",
|
||
" <td>1,818,773</td>\n",
|
||
" <td>First-person Shooter</td>\n",
|
||
" <td>1,818,7731,818,773</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Dota 2</td>\n",
|
||
" <td>702,487</td>\n",
|
||
" <td>805,624</td>\n",
|
||
" <td>1,295,114</td>\n",
|
||
" <td>MOBA (Multiplayer Online Battle Arena)</td>\n",
|
||
" <td>1,295,1141,295,114</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Banana</td>\n",
|
||
" <td>409,758</td>\n",
|
||
" <td>428,540</td>\n",
|
||
" <td>917,272</td>\n",
|
||
" <td>Unknown</td>\n",
|
||
" <td>917,272917,272</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>PUBG: BATTLEGROUNDS</td>\n",
|
||
" <td>371,000</td>\n",
|
||
" <td>688,475</td>\n",
|
||
" <td>3,257,248</td>\n",
|
||
" <td>Battle Royale</td>\n",
|
||
" <td>3,257,2483,257,248</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>ELDEN RING</td>\n",
|
||
" <td>294,359</td>\n",
|
||
" <td>319,707</td>\n",
|
||
" <td>953,426</td>\n",
|
||
" <td>Action RPG</td>\n",
|
||
" <td>953,426953,426</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>95</th>\n",
|
||
" <td>96.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Soundpad</td>\n",
|
||
" <td>16,028</td>\n",
|
||
" <td>17,064</td>\n",
|
||
" <td>21,920</td>\n",
|
||
" <td>Simulation / Tycoon</td>\n",
|
||
" <td>21,92021,920</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96</th>\n",
|
||
" <td>97.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Supermarket Simulator</td>\n",
|
||
" <td>15,817</td>\n",
|
||
" <td>15,875</td>\n",
|
||
" <td>51,363</td>\n",
|
||
" <td>Vampire / Open world</td>\n",
|
||
" <td>51,36351,363</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>97</th>\n",
|
||
" <td>98.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>V Rising</td>\n",
|
||
" <td>15,803</td>\n",
|
||
" <td>16,275</td>\n",
|
||
" <td>150,645</td>\n",
|
||
" <td>Tactical Shooter</td>\n",
|
||
" <td>150,645150,645</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>98</th>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Squad</td>\n",
|
||
" <td>15,729</td>\n",
|
||
" <td>19,288</td>\n",
|
||
" <td>35,151</td>\n",
|
||
" <td>Grand Strategy</td>\n",
|
||
" <td>35,15135,151</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>99</th>\n",
|
||
" <td>100.0</td>\n",
|
||
" <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
|
||
" <td>Victoria 3</td>\n",
|
||
" <td>15,609</td>\n",
|
||
" <td>17,598</td>\n",
|
||
" <td>70,100</td>\n",
|
||
" <td>Unknown</td>\n",
|
||
" <td>70,10070,100</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>100 rows × 8 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Rank Image Link \\\n",
|
||
"0 1.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"1 2.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"2 3.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"3 4.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"4 5.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
".. ... ... \n",
|
||
"95 96.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"96 97.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"97 98.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"98 99.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"99 100.0 https://shared.cloudflare.steamstatic.com/stor... \n",
|
||
"\n",
|
||
" Title Current 24h Peak All-Time Peak \\\n",
|
||
"0 Counter-Strike 2 1,015,721 1,276,702 1,818,773 \n",
|
||
"1 Dota 2 702,487 805,624 1,295,114 \n",
|
||
"2 Banana 409,758 428,540 917,272 \n",
|
||
"3 PUBG: BATTLEGROUNDS 371,000 688,475 3,257,248 \n",
|
||
"4 ELDEN RING 294,359 319,707 953,426 \n",
|
||
".. ... ... ... ... \n",
|
||
"95 Soundpad 16,028 17,064 21,920 \n",
|
||
"96 Supermarket Simulator 15,817 15,875 51,363 \n",
|
||
"97 V Rising 15,803 16,275 150,645 \n",
|
||
"98 Squad 15,729 19,288 35,151 \n",
|
||
"99 Victoria 3 15,609 17,598 70,100 \n",
|
||
"\n",
|
||
" Genre Total \n",
|
||
"0 First-person Shooter 1,818,7731,818,773 \n",
|
||
"1 MOBA (Multiplayer Online Battle Arena) 1,295,1141,295,114 \n",
|
||
"2 Unknown 917,272917,272 \n",
|
||
"3 Battle Royale 3,257,2483,257,248 \n",
|
||
"4 Action RPG 953,426953,426 \n",
|
||
".. ... ... \n",
|
||
"95 Simulation / Tycoon 21,92021,920 \n",
|
||
"96 Vampire / Open world 51,36351,363 \n",
|
||
"97 Tactical Shooter 150,645150,645 \n",
|
||
"98 Grand Strategy 35,15135,151 \n",
|
||
"99 Unknown 70,10070,100 \n",
|
||
"\n",
|
||
"[100 rows x 8 columns]"
|
||
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|
||
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||
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||
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|
||
"df['Total'] = df['All-Time Peak'] * 2\n",
|
||
"df"
|
||
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