{"id":16272072,"url":"https://github.com/sshh12/csgo-market-analysis","last_synced_at":"2025-03-19T23:31:00.096Z","repository":{"id":70737711,"uuid":"347418066","full_name":"sshh12/csgo-market-analysis","owner":"sshh12","description":"Some interesting stats from the CS:GO Steam community market.","archived":false,"fork":false,"pushed_at":"2021-03-13T20:42:39.000Z","size":14,"stargazers_count":9,"open_issues_count":0,"forks_count":2,"subscribers_count":6,"default_branch":"main","last_synced_at":"2025-02-28T21:41:38.960Z","etag":null,"topics":["csgo","csgo-skins","scikit-learn","steam-market"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/sshh12.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-03-13T16:17:04.000Z","updated_at":"2024-08-31T07:08:31.000Z","dependencies_parsed_at":"2023-02-22T22:15:21.722Z","dependency_job_id":null,"html_url":"https://github.com/sshh12/csgo-market-analysis","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sshh12%2Fcsgo-market-analysis","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sshh12%2Fcsgo-market-analysis/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sshh12%2Fcsgo-market-analysis/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sshh12%2Fcsgo-market-analysis/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sshh12","download_url":"https://codeload.github.com/sshh12/csgo-market-analysis/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244031035,"owners_count":20386534,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["csgo","csgo-skins","scikit-learn","steam-market"],"created_at":"2024-10-10T18:16:00.411Z","updated_at":"2025-03-19T23:31:00.090Z","avatar_url":"https://github.com/sshh12.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# CS:GO Market Analysis\n\n\u003e Some interesting stats from the [CS:GO Steam community market](https://steamcommunity.com/market/search?appid=730).\n\n## Dataset\n\nThe data was collected by scraping Steam market pages using `CollectData.ipynb`. Collection took ~4 days with Steam's rate-limiting being the main bottleneck. Overall, `10,125` items were collected. My pre-collected `dataset.pkl` is available upon request.\n\n### Counts\n\n\u003cdetails\u003e\n\u003csummary\u003eView Counts\u003c/summary\u003e\n\n|item_type|item_type (counts)|weapon|weapon (counts)|knife_type|knife_type (counts)|collection|collection (counts)|type_rare|type_rare (counts)|condition|condition (counts)|price_group|price_group (counts)|is_stattrak|is_stattrak (counts)|is_souvenir|is_souvenir (counts)|\n|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|\n|autographcap|`12`|MP5-SD|`93`|Skeleton|`65`|The Blacksite Collection|`3`|Base|`164`|Battle-Scarred|`1817`|$1000-$2000|`140`|True|`3289`|True|`827`|\n|key|`24`|R8 Revolver|`121`|Nomad|`77`|The Assault Collection|`22`|Extraordinary|`268`|Well-Worn|`1882`|$10-$100|`1747`|False|`6404`|False|`9298`|\n|case|`32`|Negev|`126`|Paracord|`78`|The Aztec Collection|`27`|Industrial|`802`|Factory New|`1905`|\u003c$1|`2609`|||||\n|package|`96`|M249|`128`|Survival|`83`|The Office Collection|`27`|Consumer|`927`|Field-Tested|`2130`|$100-$1000|`2620`|||||\n|gloves|`268`|SSG 08|`183`|Classic|`88`|The Dust Collection|`36`|Classified|`1027`|Minimal Wear|`2227`|$1-$10|`3009`|||||\n|weapon|`9693`|SCAR-20|`189`|Ursus|`111`|The Arms Deal Collection|`48`|Restricted|`1721`|||||||||\n|||MAG-7|`199`|Butterfly|`113`|The Vertigo Collection|`50`|Mil-Spec|`2444`|||||||||\n|||G3SG1|`200`|Talon|`114`|The Gods and Monsters Collection|`50`|Covert|`2772`|||||||||\n|||MP9|`204`|Bowie|`115`|The Inferno Collection|`54`|||||||||||\n|||P2000|`205`|Huntsman|`119`|The Militia Collection|`55`|||||||||||\n|||MP7|`209`|Falchion|`124`|The Bank Collection|`62`|||||||||||\n|||USP-S|`209`|Shadow Daggers|`124`|The Chop Shop Collection|`65`|||||||||||\n|||FAMAS|`212`|Navaja|`126`|The eSports 2013 Collection|`66`|||||||||||\n|||SG 553|`216`|Stiletto|`126`|The Alpha Collection|`71`|||||||||||\n|||M4A1-S|`216`|Karambit|`142`|The Arms Deal 2 Collection|`72`|||||||||||\n|||CZ75-Auto|`218`|M9|`154`|The Baggage Collection|`75`|||||||||||\n|||Dual Berettas|`219`|Bayonet|`163`|The Rising Sun Collection|`75`|||||||||||\n|||AWP|`220`|Flip|`163`|The Control Collection|`79`|||||||||||\n|||Sawed-Off|`229`|Gut|`169`|The Norse Collection|`80`|||||||||||\n|||Desert Eagle|`229`|||The eSports 2013 Winter Collection|`82`|||||||||||\n|||Nova|`234`|||The Ancient Collection|`83`|||||||||||\n|||M4A4|`234`|||The Canals Collection|`83`|||||||||||\n|||XM1014|`235`|||The Havoc Collection|`85`|||||||||||\n|||UMP-45|`235`|||The Nuke Collection|`87`|||||||||||\n|||Galil AR|`238`|||The Arms Deal 3 Collection|`102`|||||||||||\n|||Five-SeveN|`238`|||The Phoenix Collection|`104`|||||||||||\n|||PP-Bizon|`246`|||The Cobblestone Collection|`105`|||||||||||\n|||AUG|`246`|||The Winter Offensive Collection|`106`|||||||||||\n|||Glock-18|`252`|||The Bravo Collection|`112`|||||||||||\n|||Tec-9|`256`|||The Breakout Collection|`118`|||||||||||\n|||MAC-10|`291`|||The Train Collection|`122`|||||||||||\n|||P90|`293`|||The Chroma 2 Collection|`124`|||||||||||\n|||AK-47|`302`|||The Italy Collection|`124`|||||||||||\n|||P250|`314`|||The Vanguard Collection|`124`|||||||||||\n|||Knife|`2254`|||The Chroma Collection|`126`|||||||||||\n|||||||The Cache Collection|`128`|||||||||||\n|||||||The Lake Collection|`130`|||||||||||\n|||||||The Safehouse Collection|`130`|||||||||||\n|||||||The Mirage Collection|`136`|||||||||||\n|||||||The eSports 2014 Summer Collection|`138`|||||||||||\n|||||||The Chroma 3 Collection|`140`|||||||||||\n|||||||The Overpass Collection|`147`|||||||||||\n|||||||The Clutch Collection|`150`|||||||||||\n|||||||The Falchion Collection|`154`|||||||||||\n|||||||The Dust 2 Collection|`154`|||||||||||\n|||||||The Wildfire Collection|`156`|||||||||||\n|||||||The Spectrum Collection|`156`|||||||||||\n|||||||The 2018 Inferno Collection|`156`|||||||||||\n|||||||The Danger Zone Collection|`156`|||||||||||\n|||||||The Operation Hydra Collection|`157`|||||||||||\n|||||||The CS20 Collection|`158`|||||||||||\n|||||||The Horizon Collection|`160`|||||||||||\n|||||||The Prisma Collection|`160`|||||||||||\n|||||||The Revolver Case Collection|`160`|||||||||||\n|||||||The Operation Broken Fang Collection|`160`|||||||||||\n|||||||The Shadow Collection|`160`|||||||||||\n|||||||The Fracture Collection|`160`|||||||||||\n|||||||The Glove Collection|`162`|||||||||||\n|||||||The Gamma 2 Collection|`164`|||||||||||\n|||||||The Shattered Web Collection|`166`|||||||||||\n|||||||The Gamma Collection|`166`|||||||||||\n|||||||The 2018 Nuke Collection|`167`|||||||||||\n|||||||The Prisma 2 Collection|`170`|||||||||||\n|||||||The Spectrum 2 Collection|`170`|||||||||||\n|||||||The Huntsman Collection|`178`|||||||||||\n\n\u003c/details\u003e\n\n### Median Sell Price\n\n\u003cdetails\u003e\n\u003csummary\u003eView Median Sell Prices\u003c/summary\u003e\n\n|item_type|item_type (median price)|weapon|weapon (median price)|knife_type|knife_type (median price)|collection|collection (median price)|type_rare|type_rare (median price)|condition|condition (median price)|price_group|price_group (median price)|is_stattrak|is_stattrak (median price)|is_souvenir|is_souvenir (median price)|\n|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|\n|case|`0.59`|MP5-SD|`0.51`|Navaja|`96.77`|The Bank Collection|`0.16`|Consumer|`0.47`|Battle-Scarred|`4.09`|\u003c$1|`0.34`|False|`4.19`|True|`4.55`|\n|weapon|`5.69`|R8 Revolver|`0.66`|Shadow Daggers|`113.31`|The Blacksite Collection|`0.19`|Mil-Spec|`0.83`|Well-Worn|`4.2`|$1-$10|`3.23`|True|`11.33`|False|`6.95`|\n|key|`6.3`|M249|`0.66`|Gut|`125.0`|The Train Collection|`0.42`|Industrial|`2.18`|Field-Tested|`5.07`|$10-$100|`28.21`|||||\n|autographcap|`15.85`|SCAR-20|`0.77`|Falchion|`135.56`|The Clutch Collection|`0.64`|Restricted|`3.15`|Minimal Wear|`8.71`|$100-$1000|`214.52`|||||\n|package|`16.4`|G3SG1|`0.88`|Huntsman|`161.0`|The Dust 2 Collection|`0.66`|Base|`10.69`|Factory New|`11.21`|$1000-$2000|`1355.14`|||||\n|gloves|`294.7`|UMP-45|`0.96`|Nomad|`161.42`|The Spectrum 2 Collection|`0.86`|Classified|`13.34`|||||||||\n|||Negev|`1.06`|Stiletto|`161.79`|The Gamma 2 Collection|`0.87`|Covert|`176.61`|||||||||\n|||Sawed-Off|`1.08`|Ursus|`161.99`|The Spectrum Collection|`0.94`|Extraordinary|`294.7`|||||||||\n|||Nova|`1.1`|Classic|`169.55`|The Chroma 3 Collection|`0.96`|||||||||||\n|||MAG-7|`1.15`|Bowie|`170.17`|The Italy Collection|`0.96`|||||||||||\n|||PP-Bizon|`1.16`|Survival|`174.06`|The Lake Collection|`0.98`|||||||||||\n|||MP9|`1.2`|Flip|`185.58`|The CS20 Collection|`1.06`|||||||||||\n|||CZ75-Auto|`1.26`|Paracord|`225.52`|The Danger Zone Collection|`1.12`|||||||||||\n|||MP7|`1.31`|Bayonet|`305.02`|The Glove Collection|`1.14`|||||||||||\n|||P2000|`1.34`|Talon|`308.5`|The Safehouse Collection|`1.18`|||||||||||\n|||Dual Berettas|`1.38`|M9|`350.2`|The Horizon Collection|`1.28`|||||||||||\n|||Tec-9|`1.6`|Karambit|`458.72`|The Gamma Collection|`1.31`|||||||||||\n|||Galil AR|`1.8`|Skeleton|`480.72`|The Prisma Collection|`1.38`|||||||||||\n|||MAC-10|`1.93`|Butterfly|`548.24`|The 2018 Nuke Collection|`1.38`|||||||||||\n|||XM1014|`1.96`|||The Operation Broken Fang Collection|`1.49`|||||||||||\n|||Five-SeveN|`2.04`|||The Prisma 2 Collection|`1.54`|||||||||||\n|||SG 553|`2.04`|||The Fracture Collection|`1.59`|||||||||||\n|||P250|`2.1`|||The 2018 Inferno Collection|`1.67`|||||||||||\n|||SSG 08|`2.73`|||The Havoc Collection|`1.75`|||||||||||\n|||P90|`2.8`|||The Inferno Collection|`1.84`|||||||||||\n|||AUG|`3.12`|||The Shattered Web Collection|`1.85`|||||||||||\n|||Glock-18|`3.37`|||The Breakout Collection|`1.87`|||||||||||\n|||FAMAS|`3.94`|||The Overpass Collection|`1.95`|||||||||||\n|||Desert Eagle|`8.71`|||The Chroma Collection|`2.19`|||||||||||\n|||USP-S|`12.5`|||The Alpha Collection|`2.21`|||||||||||\n|||M4A4|`14.62`|||The Shadow Collection|`2.24`|||||||||||\n|||M4A1-S|`15.7`|||The Chroma 2 Collection|`2.26`|||||||||||\n|||AWP|`28.6`|||The Revolver Case Collection|`2.45`|||||||||||\n|||AK-47|`40.06`|||The Aztec Collection|`2.46`|||||||||||\n|||Knife|`209.08`|||The Mirage Collection|`2.54`|||||||||||\n|||||||The Control Collection|`2.62`|||||||||||\n|||||||The Canals Collection|`2.81`|||||||||||\n|||||||The Vertigo Collection|`2.81`|||||||||||\n|||||||The Falchion Collection|`2.92`|||||||||||\n|||||||The Phoenix Collection|`3.09`|||||||||||\n|||||||The Wildfire Collection|`3.3`|||||||||||\n|||||||The Office Collection|`3.31`|||||||||||\n|||||||The Cache Collection|`3.35`|||||||||||\n|||||||The Huntsman Collection|`3.51`|||||||||||\n|||||||The eSports 2013 Winter Collection|`3.86`|||||||||||\n|||||||The Chop Shop Collection|`4.05`|||||||||||\n|||||||The Baggage Collection|`4.76`|||||||||||\n|||||||The eSports 2014 Summer Collection|`4.76`|||||||||||\n|||||||The Vanguard Collection|`4.82`|||||||||||\n|||||||The Gods and Monsters Collection|`5.03`|||||||||||\n|||||||The Norse Collection|`5.1`|||||||||||\n|||||||The Cobblestone Collection|`5.36`|||||||||||\n|||||||The Militia Collection|`5.79`|||||||||||\n|||||||The Ancient Collection|`6.41`|||||||||||\n|||||||The Winter Offensive Collection|`6.55`|||||||||||\n|||||||The Arms Deal 3 Collection|`6.69`|||||||||||\n|||||||The Operation Hydra Collection|`6.84`|||||||||||\n|||||||The Nuke Collection|`7.41`|||||||||||\n|||||||The Arms Deal 2 Collection|`8.26`|||||||||||\n|||||||The eSports 2013 Collection|`11.96`|||||||||||\n|||||||The Bravo Collection|`14.3`|||||||||||\n|||||||The Dust Collection|`16.06`|||||||||||\n|||||||The Assault Collection|`23.78`|||||||||||\n|||||||The Rising Sun Collection|`42.33`|||||||||||\n|||||||The Arms Deal Collection|`62.84`|||||||||||\n\n\u003c/details\u003e\n\n### Average Annual Return\n\n\u003cdetails\u003e\n\u003csummary\u003eView Average Annual Returns\u003c/summary\u003e\n\n|item_type|item_type (annual return*)|weapon|weapon (annual return*)|knife_type|knife_type (annual return*)|collection|collection (annual return*)|type_rare|type_rare (annual return*)|condition|condition (annual return*)|price_group|price_group (annual return*)|is_stattrak|is_stattrak (annual return*)|is_souvenir|is_souvenir (annual return*)|\n|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|\n|gloves|`0.027`|M4A1-S|`0.026`|Paracord|`-0.015`|The Clutch Collection|`-0.172`|Extraordinary|`0.027`|Factory New|`0.141`|$100-$1000|`0.102`|True|`0.082`|False|`0.161`|\n|weapon|`0.158`|AWP|`0.087`|Ursus|`-0.008`|The Prisma Collection|`-0.026`|Covert|`0.091`|Battle-Scarred|`0.15`|\u003c$1|`0.129`|False|`0.202`|True|`0.164`|\n|key|`0.282`|Knife|`0.091`|Stiletto|`0.014`|The Spectrum 2 Collection|`-0.006`|Classified|`0.134`|Well-Worn|`0.153`|$10-$100|`0.199`|||||\n|package|`0.522`|Glock-18|`0.101`|Navaja|`0.018`|The Train Collection|`0.005`|Restricted|`0.175`|Minimal Wear|`0.161`|$1000-$2000|`0.218`|||||\n|autographcap|`0.69`|Five-SeveN|`0.127`|Gut|`0.054`|The Gamma 2 Collection|`0.008`|Mil-Spec|`0.183`|Field-Tested|`0.171`|$1-$10|`0.22`|||||\n|case|`0.693`|UMP-45|`0.128`|Huntsman|`0.075`|The Overpass Collection|`0.023`|Industrial|`0.257`|||||||||\n|||CZ75-Auto|`0.135`|Flip|`0.076`|The Spectrum Collection|`0.031`|Consumer|`0.282`|||||||||\n|||Sawed-Off|`0.146`|Bayonet|`0.087`|The Danger Zone Collection|`0.031`|Base|`0.52`|||||||||\n|||P2000|`0.147`|Karambit|`0.087`|The Dust 2 Collection|`0.054`|||||||||||\n|||P250|`0.157`|M9|`0.089`|The Gamma Collection|`0.056`|||||||||||\n|||R8 Revolver|`0.158`|Bowie|`0.09`|The Blacksite Collection|`0.06`|||||||||||\n|||M4A4|`0.166`|Falchion|`0.114`|The Breakout Collection|`0.064`|||||||||||\n|||XM1014|`0.167`|Shadow Daggers|`0.13`|The Chroma 3 Collection|`0.078`|||||||||||\n|||Tec-9|`0.171`|Talon|`0.139`|The Glove Collection|`0.088`|||||||||||\n|||PP-Bizon|`0.171`|Classic|`0.154`|The Chroma 2 Collection|`0.095`|||||||||||\n|||G3SG1|`0.175`|Butterfly|`0.286`|The Horizon Collection|`0.097`|||||||||||\n|||AK-47|`0.178`|Nomad|`0.425`|The Bank Collection|`0.104`|||||||||||\n|||SG 553|`0.185`|Skeleton|`0.465`|The Vanguard Collection|`0.108`|||||||||||\n|||P90|`0.192`|Survival|`0.591`|The Italy Collection|`0.131`|||||||||||\n|||SCAR-20|`0.197`|||The Revolver Case Collection|`0.134`|||||||||||\n|||Nova|`0.198`|||The 2018 Inferno Collection|`0.136`|||||||||||\n|||MP7|`0.215`|||The Safehouse Collection|`0.137`|||||||||||\n|||AUG|`0.218`|||The Cache Collection|`0.143`|||||||||||\n|||FAMAS|`0.224`|||The Lake Collection|`0.145`|||||||||||\n|||SSG 08|`0.242`|||The Phoenix Collection|`0.149`|||||||||||\n|||Dual Berettas|`0.243`|||The Nuke Collection|`0.152`|||||||||||\n|||Galil AR|`0.248`|||The Inferno Collection|`0.183`|||||||||||\n|||USP-S|`0.252`|||The Falchion Collection|`0.184`|||||||||||\n|||Desert Eagle|`0.253`|||The Wildfire Collection|`0.184`|||||||||||\n|||MP9|`0.264`|||The Arms Deal 3 Collection|`0.196`|||||||||||\n|||Negev|`0.273`|||The eSports 2014 Summer Collection|`0.197`|||||||||||\n|||MAG-7|`0.286`|||The Chroma Collection|`0.204`|||||||||||\n|||MAC-10|`0.287`|||The Huntsman Collection|`0.21`|||||||||||\n|||M249|`0.322`|||The Shadow Collection|`0.213`|||||||||||\n|||MP5-SD|`0.413`|||The Mirage Collection|`0.248`|||||||||||\n|||||||The Arms Deal 2 Collection|`0.249`|||||||||||\n|||||||The eSports 2013 Collection|`0.254`|||||||||||\n|||||||The Winter Offensive Collection|`0.285`|||||||||||\n|||||||The Dust Collection|`0.293`|||||||||||\n|||||||The eSports 2013 Winter Collection|`0.315`|||||||||||\n|||||||The Aztec Collection|`0.331`|||||||||||\n|||||||The Cobblestone Collection|`0.339`|||||||||||\n|||||||The 2018 Nuke Collection|`0.348`|||||||||||\n|||||||The Bravo Collection|`0.349`|||||||||||\n|||||||The Militia Collection|`0.355`|||||||||||\n|||||||The Alpha Collection|`0.368`|||||||||||\n|||||||The Arms Deal Collection|`0.394`|||||||||||\n|||||||The Chop Shop Collection|`0.431`|||||||||||\n|||||||The Vertigo Collection|`0.44`|||||||||||\n|||||||The Operation Hydra Collection|`0.453`|||||||||||\n|||||||The Baggage Collection|`0.48`|||||||||||\n|||||||The Office Collection|`0.492`|||||||||||\n|||||||The Gods and Monsters Collection|`0.496`|||||||||||\n|||||||The CS20 Collection|`0.606`|||||||||||\n|||||||The Assault Collection|`0.613`|||||||||||\n|||||||The Rising Sun Collection|`0.736`|||||||||||\n|||||||The Shattered Web Collection|`1.048`|||||||||||\n|||||||The Canals Collection|`4.382`|||||||||||\n|||||||The Norse Collection|`6.485`|||||||||||\n|||||||The Ancient Collection|`nan`|||||||||||\n|||||||The Control Collection|`nan`|||||||||||\n|||||||The Fracture Collection|`nan`|||||||||||\n|||||||The Havoc Collection|`nan`|||||||||||\n|||||||The Operation Broken Fang Collection|`nan`|||||||||||\n|||||||The Prisma 2 Collection|`nan`|||||||||||\n\n\u003c/details\u003e\n\n\u003e (*) 10% of outliers in each group and the first year of item sales are removed. \"0.2\" represents a average annual gain of +20% value. Only unrealized P/L analyzed and market fees are not included.\n\n### Average Daily Volume\n\n\u003cdetails\u003e\n\u003csummary\u003eView Average Daily Volumes\u003c/summary\u003e\n\n|item_type|item_type (avg daily volume*)|weapon|weapon (avg daily volume*)|knife_type|knife_type (avg daily volume*)|collection|collection (avg daily volume*)|type_rare|type_rare (avg daily volume*)|condition|condition (avg daily volume*)|price_group|price_group (avg daily volume*)|is_stattrak|is_stattrak (avg daily volume*)|is_souvenir|is_souvenir (avg daily volume*)|\n|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|\n|gloves|`1.187`|Knife|`0.95`|Skeleton|`0.371`|The Baggage Collection|`4.399`|Extraordinary|`1.187`|Well-Worn|`13.137`|$1000-$2000|`0.304`|True|`11.082`|True|`5.093`|\n|package|`1.583`|XM1014|`24.804`|Paracord|`0.514`|The Alpha Collection|`4.597`|Covert|`1.56`|Battle-Scarred|`14.816`|$100-$1000|`0.995`|False|`42.83`|False|`30.909`|\n|autographcap|`6.115`|M249|`31.816`|Talon|`0.551`|The Militia Collection|`4.799`|Classified|`21.313`|Factory New|`17.659`|$10-$100|`7.14`|||||\n|weapon|`27.602`|P90|`33.249`|Nomad|`0.566`|The Office Collection|`5.213`|Restricted|`35.665`|Minimal Wear|`37.305`|$1-$10|`30.322`|||||\n|key|`389.297`|Dual Berettas|`34.367`|Survival|`0.621`|The Assault Collection|`5.28`|Industrial|`48.094`|Field-Tested|`64.927`|\u003c$1|`134.089`|||||\n|case|`22857.922`|MAG-7|`35.229`|Ursus|`0.626`|The Operation Hydra Collection|`5.815`|Mil-Spec|`65.498`|||||||||\n|||Sawed-Off|`35.941`|Stiletto|`0.681`|The Nuke Collection|`6.493`|Consumer|`82.593`|||||||||\n|||SCAR-20|`36.393`|Bowie|`0.691`|The Bravo Collection|`7.19`|Base|`375.772`|||||||||\n|||MAC-10|`38.383`|Classic|`0.699`|The Mirage Collection|`10.59`|||||||||||\n|||Negev|`38.724`|Karambit|`0.998`|The eSports 2013 Collection|`14.196`|||||||||||\n|||M4A4|`38.946`|M9|`1.033`|The Vertigo Collection|`15.208`|||||||||||\n|||PP-Bizon|`39.068`|Navaja|`1.08`|The Norse Collection|`15.295`|||||||||||\n|||CZ75-Auto|`39.157`|Shadow Daggers|`1.099`|The Revolver Case Collection|`18.79`|||||||||||\n|||FAMAS|`39.619`|Bayonet|`1.123`|The Cache Collection|`20.004`|||||||||||\n|||G3SG1|`39.821`|Flip|`1.348`|The Arms Deal 3 Collection|`20.08`|||||||||||\n|||SSG 08|`41.887`|Falchion|`1.397`|The eSports 2014 Summer Collection|`21.003`|||||||||||\n|||AK-47|`42.421`|Gut|`1.463`|The Canals Collection|`21.144`|||||||||||\n|||SG 553|`43.276`|Huntsman|`1.498`|The Inferno Collection|`21.875`|||||||||||\n|||Nova|`44.079`|Butterfly|`1.582`|The Vanguard Collection|`22.06`|||||||||||\n|||AUG|`46.046`|||The Overpass Collection|`22.24`|||||||||||\n|||Galil AR|`46.977`|||The Shattered Web Collection|`23.097`|||||||||||\n|||P250|`47.893`|||The Arms Deal 2 Collection|`25.812`|||||||||||\n|||M4A1-S|`48.903`|||The Cobblestone Collection|`26.303`|||||||||||\n|||Five-SeveN|`50.994`|||The Arms Deal Collection|`26.673`|||||||||||\n|||MP7|`51.513`|||The eSports 2013 Winter Collection|`28.503`|||||||||||\n|||MP9|`52.179`|||The Rising Sun Collection|`31.023`|||||||||||\n|||P2000|`52.699`|||The Dust Collection|`31.048`|||||||||||\n|||Tec-9|`58.691`|||The Winter Offensive Collection|`32.348`|||||||||||\n|||AWP|`59.345`|||The Aztec Collection|`32.621`|||||||||||\n|||R8 Revolver|`59.87`|||The Wildfire Collection|`33.289`|||||||||||\n|||USP-S|`63.567`|||The Chop Shop Collection|`34.624`|||||||||||\n|||Desert Eagle|`64.328`|||The Shadow Collection|`34.945`|||||||||||\n|||UMP-45|`69.345`|||The Huntsman Collection|`38.99`|||||||||||\n|||Glock-18|`84.963`|||The Chroma 3 Collection|`40.94`|||||||||||\n|||MP5-SD|`87.642`|||The Gods and Monsters Collection|`41.477`|||||||||||\n|||||||The Chroma Collection|`47.401`|||||||||||\n|||||||The Gamma Collection|`52.502`|||||||||||\n|||||||The CS20 Collection|`57.393`|||||||||||\n|||||||The Horizon Collection|`58.926`|||||||||||\n|||||||The Falchion Collection|`60.599`|||||||||||\n|||||||The Gamma 2 Collection|`61.959`|||||||||||\n|||||||The 2018 Nuke Collection|`65.511`|||||||||||\n|||||||The Glove Collection|`69.318`|||||||||||\n|||||||The Spectrum Collection|`70.38`|||||||||||\n|||||||The 2018 Inferno Collection|`75.107`|||||||||||\n|||||||The Spectrum 2 Collection|`83.327`|||||||||||\n|||||||The Chroma 2 Collection|`113.472`|||||||||||\n|||||||The Clutch Collection|`119.712`|||||||||||\n|||||||The Dust 2 Collection|`120.26`|||||||||||\n|||||||The Prisma Collection|`124.489`|||||||||||\n|||||||The Phoenix Collection|`124.939`|||||||||||\n|||||||The Breakout Collection|`129.469`|||||||||||\n|||||||The Danger Zone Collection|`139.348`|||||||||||\n|||||||The Safehouse Collection|`140.04`|||||||||||\n|||||||The Italy Collection|`156.474`|||||||||||\n|||||||The Train Collection|`164.74`|||||||||||\n|||||||The Lake Collection|`166.556`|||||||||||\n|||||||The Bank Collection|`435.001`|||||||||||\n|||||||The Blacksite Collection|`967.37`|||||||||||\n|||||||The Ancient Collection|`nan`|||||||||||\n|||||||The Control Collection|`nan`|||||||||||\n|||||||The Fracture Collection|`nan`|||||||||||\n|||||||The Havoc Collection|`nan`|||||||||||\n|||||||The Operation Broken Fang Collection|`nan`|||||||||||\n|||||||The Prisma 2 Collection|`nan`|||||||||||\n\n\u003c/details\u003e\n\n### Condition\n\n|Condition|Avg. Relative Price to Same-Skin Battle-Scarred |\n|-|-|\n| Factory New |` 4.564 `|\n| Minimal Wear |` 1.745 `|\n| Field-Tested |` 1.079 `|\n| Well-Worn |` 1.131 `|\n| Battle-Scarred |` 1.0 `|\n\n\n### Model\n\n\u003e A [random forest regressor](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html) was fit to (a random) 70% of the dataset. Given `['collection', 'condition', 'is_souvenir', 'is_stattrak', 'item_type', 'knife_type', 'log_avg_daily_volume', 'log_sell_listings', 'type_rare', 'weapon']` it was tasked with predicting `log_sell_price`. The model achieved a mean squared error of `0.100` and a r2 score of `0.925` on the test set. Below are the items with the highest disagreement between the model's predicted sell price and the items actually listed sell price.\n\n|Undervalued Rank _(model price \u003e\u003e\u003e actual)_|Item|\n|-|-|\n| 1 | [Boston 2018 Train Souvenir Package](https://steamcommunity.com/market/listings/730/Boston%202018%20Train%20Souvenir%20Package) |\n| 2 | [G3SG1 \\| Jungle Dashed (Battle-Scarred)](https://steamcommunity.com/market/listings/730/G3SG1%20%7C%20Jungle%20Dashed%20%28Battle-Scarred%29) |\n| 3 | [UMP-45 \\| Urban DDPAT (Battle-Scarred)](https://steamcommunity.com/market/listings/730/UMP-45%20%7C%20Urban%20DDPAT%20%28Battle-Scarred%29) |\n| 4 | [R8 Revolver \\| Bone Mask (Battle-Scarred)](https://steamcommunity.com/market/listings/730/R8%20Revolver%20%7C%20Bone%20Mask%20%28Battle-Scarred%29) |\n| 5 | [MP9 \\| Sand Dashed (Battle-Scarred)](https://steamcommunity.com/market/listings/730/MP9%20%7C%20Sand%20Dashed%20%28Battle-Scarred%29) |\n\n|Overvalued Rank|Item|\n|-|-|\n| 1 | [MP7 \\| Anodized Navy (Factory New)](https://steamcommunity.com/market/listings/730/MP7%20%7C%20Anodized%20Navy%20%28Factory%20New%29) |\n| 2 | [Souvenir MAG-7 \\| Irradiated Alert (Minimal Wear)](https://steamcommunity.com/market/listings/730/Souvenir%20MAG-7%20%7C%20Irradiated%20Alert%20%28Minimal%20Wear%29) |\n| 3 | [StatTrak™ G3SG1 \\| Black Sand (Well-Worn)](https://steamcommunity.com/market/listings/730/StatTrak%E2%84%A2%20G3SG1%20%7C%20Black%20Sand%20%28Well-Worn%29) |\n| 4 | [Desert Eagle \\| Light Rail (Field-Tested)](https://steamcommunity.com/market/listings/730/Desert%20Eagle%20%7C%20Light%20Rail%20%28Field-Tested%29) |\n| 5 | [StatTrak™ UMP-45 \\| Plastique (Battle-Scarred)](https://steamcommunity.com/market/listings/730/StatTrak%E2%84%A2%20UMP-45%20%7C%20Plastique%20%28Battle-Scarred%29) |\n\n### Plots\n\n![plots](https://user-images.githubusercontent.com/6625384/111043715-a273c400-8409-11eb-805c-20f392a1a232.png)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsshh12%2Fcsgo-market-analysis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsshh12%2Fcsgo-market-analysis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsshh12%2Fcsgo-market-analysis/lists"}