{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KPLpnWS8Jvr_", "outputId": "c0df050e-7234-4eda-e65b-158cc63c303e" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Collecting ijson\n", " Downloading ijson-3.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (21 kB)\n", "Downloading ijson-3.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (114 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m114.5/114.5 kB\u001b[0m \u001b[31m3.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hInstalling collected packages: ijson\n", "Successfully installed ijson-3.3.0\n" ] } ], "source": [ "!pip install ijson" ] }, { "cell_type": "code", "source": [ "!git clone https://huggingface.co/datasets/recommender-system/steam-review-and-bundle-dataset" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "USAPrqZJdYD4", "outputId": "b50e8476-0337-4fe8-877e-3ea3fce4609c" }, "execution_count": 1, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Cloning into 'steam-review-and-bundle-dataset'...\n", "remote: Enumerating objects: 10, done.\u001b[K\n", "remote: Counting objects: 100% (7/7), done.\u001b[K\n", "remote: Compressing objects: 100% (7/7), done.\u001b[K\n", "remote: Total 10 (delta 1), reused 0 (delta 0), pack-reused 3 (from 1)\u001b[K\n", "Unpacking objects: 100% (10/10), 3.19 KiB | 1.06 MiB/s, done.\n", "Filtering content: 100% (2/2), 76.79 MiB | 36.95 MiB/s, done.\n" ] } ] }, { "cell_type": "code", "source": [ "!cd ./steam-review-and-bundle-dataset && git pull" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "fd2ADzbmebMD", "outputId": "c94cf107-caab-4d25-a6ec-e9eecc72b342" }, "execution_count": 20, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "remote: Enumerating objects: 14, done.\u001b[K\n", "remote: Counting objects: 7% (1/14)\u001b[K\rremote: Counting objects: 14% (2/14)\u001b[K\rremote: Counting objects: 21% (3/14)\u001b[K\rremote: Counting objects: 28% (4/14)\u001b[K\rremote: Counting objects: 35% (5/14)\u001b[K\rremote: Counting objects: 42% (6/14)\u001b[K\rremote: Counting objects: 50% (7/14)\u001b[K\rremote: Counting objects: 57% (8/14)\u001b[K\rremote: Counting objects: 64% (9/14)\u001b[K\rremote: Counting objects: 71% (10/14)\u001b[K\rremote: Counting objects: 78% (11/14)\u001b[K\rremote: Counting objects: 85% (12/14)\u001b[K\rremote: Counting objects: 92% (13/14)\u001b[K\rremote: Counting objects: 100% (14/14)\u001b[K\rremote: Counting objects: 100% (14/14), done.\u001b[K\n", "remote: Compressing objects: 8% (1/12)\u001b[K\rremote: Compressing objects: 16% (2/12)\u001b[K\rremote: Compressing objects: 25% (3/12)\u001b[K\rremote: Compressing objects: 33% (4/12)\u001b[K\rremote: Compressing objects: 41% (5/12)\u001b[K\rremote: Compressing objects: 50% (6/12)\u001b[K\rremote: Compressing objects: 58% (7/12)\u001b[K\rremote: Compressing objects: 66% (8/12)\u001b[K\rremote: Compressing objects: 75% (9/12)\u001b[K\rremote: Compressing objects: 83% (10/12)\u001b[K\rremote: Compressing objects: 91% (11/12)\u001b[K\rremote: Compressing objects: 100% (12/12)\u001b[K\rremote: Compressing objects: 100% (12/12), done.\u001b[K\n", "remote: Total 12 (delta 6), reused 0 (delta 0), pack-reused 0 (from 0)\u001b[K\n", "Unpacking objects: 8% (1/12)\rUnpacking objects: 16% (2/12)\rUnpacking objects: 25% (3/12)\rUnpacking objects: 33% (4/12)\rUnpacking objects: 41% (5/12)\rUnpacking objects: 50% (6/12)\rUnpacking objects: 58% (7/12)\rUnpacking objects: 66% (8/12)\rUnpacking objects: 75% (9/12)\rUnpacking objects: 83% (10/12)\rUnpacking objects: 91% (11/12)\rUnpacking objects: 100% (12/12)\rUnpacking objects: 100% (12/12), 6.12 KiB | 1.22 MiB/s, done.\n", "From https://huggingface.co/datasets/recommender-system/steam-review-and-bundle-dataset\n", " 931e22c..c0ac1cb main -> origin/main\n", "Updating 931e22c..c0ac1cb\n", "Fast-forward\n", " README.md | 164 \u001b[32m++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++\u001b[m\u001b[31m--\u001b[m\n", " steam_reviews.json.gz | 3 \u001b[32m++\u001b[m\n", " 2 files changed, 163 insertions(+), 4 deletions(-)\n", " create mode 100644 steam_reviews.json.gz\n" ] } ] }, { "cell_type": "code", "source": [ "# prompt: extract file australian_user_reviews.json.gz\n", "\n", "import json\n", "import gzip\n", "import ast\n", "\n", "# Open the gzipped file\n", "with gzip.open(\"./steam-review-and-bundle-dataset/australian_user_reviews.json.gz\", 'rt', encoding='utf-8') as f: # 'rt' is for text mode\n", " for i, line in enumerate(f):\n", " # Remove the trailing newline character\n", " cleaned_string = line.strip()\n", " try:\n", " data_dict = ast.literal_eval(cleaned_string)\n", " print(f\"Sample data entry {i + 1}: {data_dict['user_id']}\")\n", " except (ValueError, SyntaxError) as e:\n", " print(f\"Failed to convert string to dictionary: {e}\")\n", " if i == 0: # Only process the first item\n", " break\n", "data_dict" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "JhZZRM9pOnxg", "outputId": "7ab76daa-f48c-4210-c7d7-450a20a9c88b" }, "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Sample data entry 1: 76561197970982479\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "{'user_id': '76561197970982479',\n", " 'user_url': 'http://steamcommunity.com/profiles/76561197970982479',\n", " 'reviews': [{'funny': '',\n", " 'posted': 'Posted November 5, 2011.',\n", " 'last_edited': '',\n", " 'item_id': '1250',\n", " 'helpful': 'No ratings yet',\n", " 'recommend': True,\n", " 'review': 'Simple yet with great replayability. In my opinion does \"zombie\" hordes and team work better than left 4 dead plus has a global leveling system. Alot of down to earth \"zombie\" splattering fun for the whole family. Amazed this sort of FPS is so rare.'},\n", " {'funny': '',\n", " 'posted': 'Posted July 15, 2011.',\n", " 'last_edited': '',\n", " 'item_id': '22200',\n", " 'helpful': 'No ratings yet',\n", " 'recommend': True,\n", " 'review': \"It's unique and worth a playthrough.\"},\n", " {'funny': '',\n", " 'posted': 'Posted April 21, 2011.',\n", " 'last_edited': '',\n", " 'item_id': '43110',\n", " 'helpful': 'No ratings yet',\n", " 'recommend': True,\n", " 'review': 'Great atmosphere. The gunplay can be a bit chunky at times but at the end of the day this game is definitely worth it and I hope they do a sequel...so buy the game so I get a sequel!'}]}" ] }, "metadata": {}, "execution_count": 2 } ] }, { "cell_type": "code", "source": [ "# Open the gzipped file\n", "with gzip.open(\"./steam-review-and-bundle-dataset/australian_users_items.json.gz\", 'rt', encoding='utf-8') as f: # 'rt' is for text mode\n", " print(enumerate(f))\n", " for i, line in enumerate(f):\n", " # Remove the trailing newline character\n", " cleaned_string = line.strip()\n", " try:\n", " data_dict = ast.literal_eval(cleaned_string)\n", " print(f\"Sample data entry {i + 1}: {data_dict['user_id']}\")\n", " except (ValueError, SyntaxError) as e:\n", " print(f\"Failed to convert string to dictionary: {e}\")\n", " if i == 0: # Only process the first item\n", " break\n", "data_dict" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rDFeoYQUd8nL", "outputId": "3fa39630-c471-4334-9c13-d71a2b97af99" }, "execution_count": 13, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Sample data entry 1: 76561197970982479\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "{'user_id': '76561197970982479',\n", " 'items_count': 277,\n", " 'steam_id': '76561197970982479',\n", " 'user_url': 'http://steamcommunity.com/profiles/76561197970982479',\n", " 'items': [{'item_id': '10',\n", " 'item_name': 'Counter-Strike',\n", " 'playtime_forever': 6,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '20',\n", " 'item_name': 'Team Fortress Classic',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '30',\n", " 'item_name': 'Day of Defeat',\n", " 'playtime_forever': 7,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '40',\n", " 'item_name': 'Deathmatch Classic',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '50',\n", " 'item_name': 'Half-Life: Opposing Force',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '60',\n", " 'item_name': 'Ricochet',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '70',\n", " 'item_name': 'Half-Life',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '130',\n", " 'item_name': 'Half-Life: Blue Shift',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '300',\n", " 'item_name': 'Day of Defeat: Source',\n", " 'playtime_forever': 4733,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '240',\n", " 'item_name': 'Counter-Strike: Source',\n", " 'playtime_forever': 1853,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '3830',\n", " 'item_name': 'Psychonauts',\n", " 'playtime_forever': 333,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '2630',\n", " 'item_name': 'Call of Duty 2',\n", " 'playtime_forever': 75,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '3900',\n", " 'item_name': \"Sid Meier's Civilization IV\",\n", " 'playtime_forever': 338,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '34440',\n", " 'item_name': \"Sid Meier's Civilization IV\",\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '3920',\n", " 'item_name': \"Sid Meier's Pirates!\",\n", " 'playtime_forever': 2,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '6400',\n", " 'item_name': 'Joint Task Force',\n", " 'playtime_forever': 286,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '6910',\n", " 'item_name': 'Deus Ex: Game of the Year Edition',\n", " 'playtime_forever': 2685,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '7670',\n", " 'item_name': 'BioShock',\n", " 'playtime_forever': 633,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '409710',\n", " 'item_name': 'BioShock Remastered',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '220',\n", " 'item_name': 'Half-Life 2',\n", " 'playtime_forever': 696,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '320',\n", " 'item_name': 'Half-Life 2: Deathmatch',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '340',\n", " 'item_name': 'Half-Life 2: Lost Coast',\n", " 'playtime_forever': 37,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '360',\n", " 'item_name': 'Half-Life Deathmatch: Source',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '380',\n", " 'item_name': 'Half-Life 2: Episode One',\n", " 'playtime_forever': 168,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '400',\n", " 'item_name': 'Portal',\n", " 'playtime_forever': 173,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '420',\n", " 'item_name': 'Half-Life 2: Episode Two',\n", " 'playtime_forever': 323,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '9340',\n", " 'item_name': 'Company of Heroes: Opposing Fronts',\n", " 'playtime_forever': 692,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '228200',\n", " 'item_name': 'Company of Heroes (New Steam Version)',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '11450',\n", " 'item_name': 'Overlord',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '7940',\n", " 'item_name': 'Call of Duty 4: Modern Warfare',\n", " 'playtime_forever': 1185,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '4700',\n", " 'item_name': 'Medieval II: Total War',\n", " 'playtime_forever': 477,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '12900',\n", " 'item_name': 'Audiosurf',\n", " 'playtime_forever': 115,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '13250',\n", " 'item_name': 'Unreal Gold',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '16100',\n", " 'item_name': 'Virtual Villagers: A New Home',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '15700',\n", " 'item_name': \"Oddworld: Abe's Oddysee\",\n", " 'playtime_forever': 28,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '15710',\n", " 'item_name': \"Oddworld: Abe's Exoddus\",\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '17330',\n", " 'item_name': 'Crysis Warhead',\n", " 'playtime_forever': 31,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '17340',\n", " 'item_name': 'Crysis Wars',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '22000',\n", " 'item_name': 'World of Goo',\n", " 'playtime_forever': 195,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '500',\n", " 'item_name': 'Left 4 Dead',\n", " 'playtime_forever': 513,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '4560',\n", " 'item_name': 'Company of Heroes',\n", " 'playtime_forever': 1061,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '17460',\n", " 'item_name': 'Mass Effect',\n", " 'playtime_forever': 1613,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '10500',\n", " 'item_name': 'Empire: Total War',\n", " 'playtime_forever': 186,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '24740',\n", " 'item_name': 'Burnout Paradise: The Ultimate Box',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '22200',\n", " 'item_name': 'Zeno Clash',\n", " 'playtime_forever': 271,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '26800',\n", " 'item_name': 'Braid',\n", " 'playtime_forever': 445,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '1250',\n", " 'item_name': 'Killing Floor',\n", " 'playtime_forever': 10006,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '35420',\n", " 'item_name': 'Killing Floor Mod: Defence Alliance 2',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '3590',\n", " 'item_name': 'Plants vs. Zombies: Game of the Year',\n", " 'playtime_forever': 4413,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '8880',\n", " 'item_name': 'Freedom Force',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '8890',\n", " 'item_name': 'Freedom Force vs. the 3rd Reich',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '23120',\n", " 'item_name': 'Droplitz',\n", " 'playtime_forever': 53,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '35700',\n", " 'item_name': 'Trine',\n", " 'playtime_forever': 199,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '10140',\n", " 'item_name': '3D Ultra Minigolf Adventures Deluxe',\n", " 'playtime_forever': 25,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '35010',\n", " 'item_name': 'Batman: Arkham Asylum',\n", " 'playtime_forever': 570,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '35140',\n", " 'item_name': 'Batman: Arkham Asylum GOTY Edition',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '29180',\n", " 'item_name': 'Osmos',\n", " 'playtime_forever': 940,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '15520',\n", " 'item_name': 'AaAaAA!!! - A Reckless Disregard for Gravity',\n", " 'playtime_forever': 110,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '32370',\n", " 'item_name': 'STAR WARS™: Knights of the Old Republic™',\n", " 'playtime_forever': 5,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '37700',\n", " 'item_name': 'Darkest of Days',\n", " 'playtime_forever': 782,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '6020',\n", " 'item_name': 'STAR WARS™ Jedi Knight: Jedi Academy™',\n", " 'playtime_forever': 77,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '24860',\n", " 'item_name': 'Battlefield 2',\n", " 'playtime_forever': 437,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '39530',\n", " 'item_name': 'Painkiller: Black Edition',\n", " 'playtime_forever': 503,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '550',\n", " 'item_name': 'Left 4 Dead 2',\n", " 'playtime_forever': 1474,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '223530',\n", " 'item_name': 'Left 4 Dead 2 Beta',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '8980',\n", " 'item_name': 'Borderlands',\n", " 'playtime_forever': 3061,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '41500',\n", " 'item_name': 'Torchlight',\n", " 'playtime_forever': 536,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '20900',\n", " 'item_name': 'The Witcher: Enhanced Edition',\n", " 'playtime_forever': 139,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '10180',\n", " 'item_name': 'Call of Duty: Modern Warfare 2',\n", " 'playtime_forever': 1886,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '10190',\n", " 'item_name': 'Call of Duty: Modern Warfare 2 - Multiplayer',\n", " 'playtime_forever': 1784,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '17450',\n", " 'item_name': 'Dragon Age: Origins',\n", " 'playtime_forever': 4431,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '3170',\n", " 'item_name': \"King's Bounty: Armored Princess\",\n", " 'playtime_forever': 1021,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '25900',\n", " 'item_name': \"King's Bounty: The Legend\",\n", " 'playtime_forever': 1389,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '31410',\n", " 'item_name': 'Zombie Driver',\n", " 'playtime_forever': 95,\n", " 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Ex: Human Revolution - Director's Cut\",\n", " 'playtime_forever': 2176,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '245470',\n", " 'item_name': 'Democracy 3',\n", " 'playtime_forever': 246,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '221910',\n", " 'item_name': 'The Stanley Parable',\n", " 'playtime_forever': 157,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '260230',\n", " 'item_name': 'Valiant Hearts: The Great War™ / Soldats Inconnus : Mémoires de la Grande Guerre™',\n", " 'playtime_forever': 467,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '238430',\n", " 'item_name': 'Contagion',\n", " 'playtime_forever': 77,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '261030',\n", " 'item_name': 'The Walking Dead: Season Two',\n", " 'playtime_forever': 567,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '261570',\n", " 'item_name': 'Ori and the Blind Forest',\n", " 'playtime_forever': 39,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '263980',\n", " 'item_name': 'Out There Somewhere',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '39150',\n", " 'item_name': 'FINAL FANTASY VIII',\n", " 'playtime_forever': 15,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '230230',\n", " 'item_name': 'Divinity: Original Sin (Classic)',\n", " 'playtime_forever': 522,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '373420',\n", " 'item_name': 'Divinity: Original Sin Enhanced Edition',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '232790',\n", " 'item_name': 'Broken Age',\n", " 'playtime_forever': 216,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '237990',\n", " 'item_name': 'The Banner Saga',\n", " 'playtime_forever': 19,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '273620',\n", " 'item_name': 'Freespace 2',\n", " 'playtime_forever': 848,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '222880',\n", " 'item_name': 'Insurgency',\n", " 'playtime_forever': 3031,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '225840',\n", " 'item_name': 'Sven Co-op',\n", " 'playtime_forever': 26,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '222900',\n", " 'item_name': 'Dead Island: Epidemic',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '280220',\n", " 'item_name': 'Creeper World 3: Arc Eternal',\n", " 'playtime_forever': 941,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '236430',\n", " 'item_name': 'DARK SOULS™ II',\n", " 'playtime_forever': 592,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '201810',\n", " 'item_name': 'Wolfenstein: The New Order',\n", " 'playtime_forever': 599,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '294860',\n", " 'item_name': 'Valkyria Chronicles™',\n", " 'playtime_forever': 1735,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '295690',\n", " 'item_name': 'PARTICLE MACE',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '238460',\n", " 'item_name': 'BattleBlock Theater',\n", " 'playtime_forever': 407,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '237930',\n", " 'item_name': 'Transistor',\n", " 'playtime_forever': 154,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '301480',\n", " 'item_name': 'GEARCRACK Arena',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '303390',\n", " 'item_name': 'Dead Bits',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '306660',\n", " 'item_name': 'Ultimate General: Gettysburg',\n", " 'playtime_forever': 1245,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '316790',\n", " 'item_name': 'Grim Fandango Remastered',\n", " 'playtime_forever': 42,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '318430',\n", " 'item_name': 'Squishy the Suicidal Pig',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '241930',\n", " 'item_name': 'Middle-earth: Shadow of Mordor',\n", " 'playtime_forever': 889,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '328080',\n", " 'item_name': 'Retro-Pixel Castles',\n", " 'playtime_forever': 5,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '282070',\n", " 'item_name': 'This War of Mine',\n", " 'playtime_forever': 3,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '333930',\n", " 'item_name': 'Dirty Bomb',\n", " 'playtime_forever': 2782,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '334120',\n", " 'item_name': 'Armikrog',\n", " 'playtime_forever': 109,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '257510',\n", " 'item_name': 'The Talos Principle',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '319630',\n", " 'item_name': 'Life Is Strange™',\n", " 'playtime_forever': 37,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '346010',\n", " 'item_name': 'Besiege',\n", " 'playtime_forever': 464,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '255710',\n", " 'item_name': 'Cities: Skylines',\n", " 'playtime_forever': 246,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '232090',\n", " 'item_name': 'Killing Floor 2',\n", " 'playtime_forever': 6494,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '232150',\n", " 'item_name': 'Killing Floor 2 - SDK',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '377160',\n", " 'item_name': 'Fallout 4',\n", " 'playtime_forever': 2001,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '340170',\n", " 'item_name': 'FINAL FANTASY TYPE-0 HD',\n", " 'playtime_forever': 170,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '391540',\n", " 'item_name': 'Undertale',\n", " 'playtime_forever': 395,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '396660',\n", " 'item_name': 'Tahira: Echoes of the Astral Empire',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '337000',\n", " 'item_name': 'Deus Ex: Mankind Divided™',\n", " 'playtime_forever': 1159,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '368230',\n", " 'item_name': 'Kingdom: Classic',\n", " 'playtime_forever': 83,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '496300',\n", " 'item_name': 'Kingdom: New Lands',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '231430',\n", " 'item_name': 'Company of Heroes 2',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '289130',\n", " 'item_name': 'Endless Legend',\n", " 'playtime_forever': 593,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '268500',\n", " 'item_name': 'XCOM 2',\n", " 'playtime_forever': 1495,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '461640',\n", " 'item_name': 'Sins Of The Demon RPG',\n", " 'playtime_forever': 0,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '379720',\n", " 'item_name': 'DOOM',\n", " 'playtime_forever': 793,\n", " 'playtime_2weeks': 0},\n", " {'item_id': '273350',\n", " 'item_name': 'Evolve Stage 2',\n", " 'playtime_forever': 58,\n", " 'playtime_2weeks': 0}]}" ] }, "metadata": {}, "execution_count": 13 } ] }, { "cell_type": "code", "source": [ "# Open the gzipped file\n", "with gzip.open(\"./steam-review-and-bundle-dataset/bundle_data.json.gz\", 'rt', encoding='utf-8') as f: # 'rt' is for text mode\n", " for i, line in enumerate(f):\n", " # Remove the trailing newline character\n", " cleaned_string = line.strip()\n", " try:\n", " data_dict = ast.literal_eval(cleaned_string)\n", " except (ValueError, SyntaxError) as e:\n", " print(f\"Failed to convert string to dictionary: {e}\")\n", " if i == 0: # Only process the first item\n", " break\n", "data_dict" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "k9dKr_uLeiS3", "outputId": "d66b6da2-bec3-4aab-a0b0-2316991dd309" }, "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'bundle_final_price': '$66.46',\n", " 'bundle_url': 'http://store.steampowered.com/bundle/450/?utm_source=SteamDB&utm_medium=SteamDB&utm_campaign=SteamDB%20Bundles%20Page',\n", " 'bundle_price': '$73.86',\n", " 'bundle_name': 'Dharker Studio 2015 Complete',\n", " 'bundle_id': '450',\n", " 'items': [{'genre': 'Adventure, Indie, RPG',\n", " 'item_id': '326950',\n", " 'discounted_price': '$8.99',\n", " 'item_url': 'http://store.steampowered.com/app/326950',\n", " 'item_name': 'Sword of Asumi'},\n", " {'genre': 'Adventure, Indie, RPG',\n", " 'item_id': '331490',\n", " 'discounted_price': '$2.99',\n", " 'item_url': 'http://store.steampowered.com/app/331490',\n", " 'item_name': 'Sword of Asumi - Soundtrack'},\n", " {'genre': 'Adventure, Indie, RPG',\n", " 'item_id': '331491',\n", " 'discounted_price': '$1.99',\n", " 'item_url': 'http://store.steampowered.com/app/331491',\n", " 'item_name': 'Sword of Asumi - Graphic Novel'},\n", " {'genre': 'Adventure, Indie, RPG',\n", " 'item_id': '331492',\n", " 'discounted_price': '$0.99',\n", " 'item_url': 'http://store.steampowered.com/app/331492',\n", " 'item_name': 'Sword of Asumi - Character Creator'},\n", " {'genre': 'Adventure, Casual, Indie',\n", " 'item_id': '348540',\n", " 'discounted_price': '$12.99',\n", " 'item_url': 'http://store.steampowered.com/app/348540',\n", " 'item_name': 'Divine Slice of Life'},\n", " {'genre': 'Adventure, Casual, Indie',\n", " 'item_id': '352010',\n", " 'discounted_price': '$12.99',\n", " 'item_url': 'http://store.steampowered.com/app/352010',\n", " 'item_name': 'Beach Bounce'},\n", " {'genre': 'Adventure, Casual, Indie',\n", " 'item_id': '390470',\n", " 'discounted_price': '$3.99',\n", " 'item_url': 'http://store.steampowered.com/app/390470',\n", " 'item_name': 'Divine Slice of Life - Soundtrack'},\n", " {'genre': 'Adventure, Casual, Indie',\n", " 'item_id': '394050',\n", " 'discounted_price': '$2.99',\n", " 'item_url': 'http://store.steampowered.com/app/394050',\n", " 'item_name': 'Beach Bounce - Soundtrack'},\n", " {'genre': 'Casual, Indie',\n", " 'item_id': '398100',\n", " 'discounted_price': '$9.99',\n", " 'item_url': 'http://store.steampowered.com/app/398100',\n", " 'item_name': 'Highschool Romance'},\n", " {'genre': 'Adventure, Indie',\n", " 'item_id': '408770',\n", " 'discounted_price': '$6.99',\n", " 'item_url': 'http://store.steampowered.com/app/408770',\n", " 'item_name': 'Highschool Possession'},\n", " {'genre': 'Action, Casual, Indie',\n", " 'item_id': '387110',\n", " 'discounted_price': '$2.99',\n", " 'item_url': 'http://store.steampowered.com/app/387110',\n", " 'item_name': 'Shmup Love Boom'},\n", " {'genre': 'Action, Indie',\n", " 'item_id': '387120',\n", " 'discounted_price': '$1.99',\n", " 'item_url': 'http://store.steampowered.com/app/387120',\n", " 'item_name': 'Shmup Love Boom - Soundtrack'},\n", " {'genre': 'Action, Indie',\n", " 'item_id': '396610',\n", " 'discounted_price': '$2.99',\n", " 'item_url': 'http://store.steampowered.com/app/396610',\n", " 'item_name': 'Quantum Flux'},\n", " {'genre': 'Action, Indie',\n", " 'item_id': '396620',\n", " 'discounted_price': '$0.99',\n", " 'item_url': 'http://store.steampowered.com/app/396620',\n", " 'item_name': 'Quantum Flux - Soundtrack'}],\n", " 'bundle_discount': '10%'}" ] }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "code", "source": [ "# Open the gzipped file\n", "with gzip.open(\"/content/steam-review-and-bundle-dataset/steam_games.json.gz\", 'rt', encoding='utf-8') as f: # 'rt' is for text mode\n", " for i, line in enumerate(f):\n", " # Remove the trailing newline character\n", " cleaned_string = line.strip()\n", " try:\n", " data_dict = ast.literal_eval(cleaned_string)\n", " except (ValueError, SyntaxError) as e:\n", " print(f\"Failed to convert string to dictionary: {e}\")\n", " if i == 0: # Only process the first item\n", " break\n", "data_dict" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "a8c_KfFvf329", "outputId": "20342546-8cc7-4070-ac29-43d1a030ea03" }, "execution_count": 10, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'publisher': 'Kotoshiro',\n", " 'genres': ['Action', 'Casual', 'Indie', 'Simulation', 'Strategy'],\n", " 'app_name': 'Lost Summoner Kitty',\n", " 'title': 'Lost Summoner Kitty',\n", " 'url': 'http://store.steampowered.com/app/761140/Lost_Summoner_Kitty/',\n", " 'release_date': '2018-01-04',\n", " 'tags': ['Strategy', 'Action', 'Indie', 'Casual', 'Simulation'],\n", " 'discount_price': 4.49,\n", " 'reviews_url': 'http://steamcommunity.com/app/761140/reviews/?browsefilter=mostrecent&p=1',\n", " 'specs': ['Single-player'],\n", " 'price': 4.99,\n", " 'early_access': False,\n", " 'id': '761140',\n", " 'developer': 'Kotoshiro'}" ] }, "metadata": {}, "execution_count": 10 } ] }, { "cell_type": "code", "source": [ "# Open the gzipped file\n", "with gzip.open(\"/content/steam-review-and-bundle-dataset/steam_reviews.json.gz\", 'rt', encoding='utf-8') as f: # 'rt' is for text mode\n", " for i, line in enumerate(f):\n", " # Remove the trailing newline character\n", " cleaned_string = line.strip()\n", " try:\n", " data_dict = ast.literal_eval(cleaned_string)\n", " except (ValueError, SyntaxError) as e:\n", " print(f\"Failed to convert string to dictionary: {e}\")\n", " if i == 0: # Only process the first item\n", " break\n", "data_dict" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6kknjncnqfm5", "outputId": "7c474465-471c-486d-87c9-a197137189c8" }, "execution_count": 21, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'username': 'Chaos Syren',\n", " 'hours': 0.1,\n", " 'products': 41,\n", " 'product_id': '725280',\n", " 'page_order': 0,\n", " 'date': '2017-12-17',\n", " 'text': 'This would not be acceptable as an entertainment even back in the day when these graphics were all there was to be had. No effort has been made to bring the player into any story or even entertain.',\n", " 'early_access': False,\n", " 'page': 1}" ] }, "metadata": {}, "execution_count": 21 } ] }, { "cell_type": "code", "source": [ "# Open the gzipped file\n", "with gzip.open(\"./steam-review-and-bundle-dataset/steam_reviews.json.gz\", 'rt', encoding='utf-8') as f: # 'rt' is for text mode\n", " count = 0\n", " for i, line in enumerate(f):\n", " count += 1\n", "print(f\"Total lines in the file: {count}\")\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4oP4B6sDodNq", "outputId": "8a245234-5c55-48a8-ca38-91daeae2bd7a" }, "execution_count": 22, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Total lines in the file: 7793069\n" ] } ] } ] }