Skip to content
Snippets Groups Projects
dash_plot_generator.py 23.8 KiB
Newer Older
import numpy
import dash
from dash import html, dcc
from plotly import graph_objects as go

from dash_plot_generation.styles_and_handles import RATING_MIN_REVIEWS, RATING_SLIDER, RATING_TABLE, \
    RATING_DISTRIBUTION_PLOT, MAIN_PANEL_TAB_DICT, DEV_AVERAGE_RATING_LABEL, \
    DEFAULT_PLOT_STYLE_DICT, WHITE_STEAM, TAB_COLOR, TAB_EDGE, DEFAULT_TABS_DICT, DEVELOPER_DROPDOWN, TAB_NORMAL_DICT, \
    TAB_HIGHLIGHT_DICT, PANEL_DEFAULT_DICT, SMALL_PANEL_DICT, SMALL_TAB_PANEL_DICT, SMALL_PANEL_HEADER_DICT, \
    DEV_TOP_GENRES_LABEL, LIST_DICT, NORMAL_DIVISION_DICT, DEV_CCU_LABEL, DEV_GAME_COUNT_LABEL, DEV_REV_PER_GAME_LABEL, \
    DEV_REVENUE_LABEL, DEV_TOP_GAMES, DARK_BLUE_STEAM

from dash_plot_generation.data_store import FULL_DATA, OWNER_RANGE_PARTS_SORTED

global APP

# unique_publishers = extract_unique_companies(df["publisher"].apply(lambda x: split_companies(x)))
# unique_developers = extract_unique_companies(df["developer"].iloc[0:10].apply(lambda x: split_companies(x)))
unique_publishers = ["Valve"]
unique_developers = ["Valve"]

# Genre performance table_values
# genre_owners, genre_revenue = get_genre_popularity_counts(FULL_DATA, 6)
genre_owners = {key: val for (key, val) in
                zip(["Action", "Adventure", "RPG", "Puzzle", "Strategy", "Other"],
                    [0.7, 0.5, 0.1, 0.4, 0.3, 0.7])}
genre_revenue = {key: val for (key, val) in
                 zip(["Action", "Adventure", "RPG", "Puzzle", "Strategy", "Other"],
                     [0.5, 0.4, 0.3, 0.4, 0.6, 0.7])}

# Game popularity filter values
max_reviews = numpy.nanmax(FULL_DATA.apply(lambda x: x["positive"] + x["negative"], axis=1))
owner_range_dict = {index: val_str for (index, (val, val_str)) in enumerate(OWNER_RANGE_PARTS_SORTED)}
min_owner = min(owner_range_dict.keys())
max_owner = max(owner_range_dict.keys())

layout = html.Div(
    children=[
        html.Div(className="row", children=[
            html.Div(children=[
                dcc.Tabs(id="main_plots", value="tab1", children=[
                    dcc.Tab(label="Genre performance", value="tab1",
                            style=TAB_NORMAL_DICT, selected_style=TAB_HIGHLIGHT_DICT,
                            children=[
                                html.Div(children=[
                                    html.Div(
                                        children=[
                                            html.Div(style=NORMAL_DIVISION_DICT,
                                                     children=[dcc.Graph(
                                                         figure=go.Figure(data=[
                                                             {'x': ["Action", "Adventure", "RPG", "Puzzle",
                                                                    "Strategy"],
                                                              'y': [0.7, 0.4, 0.8, 1.2, 1.3],
                                                              'type': 'bar'},
                                                         ],
                                                             layout=DEFAULT_PLOT_STYLE_DICT |
                                                                    dict(title="Relative genre perfomance")
                                                         ),

                                                     ),
                                                         html.P(f"""Genre performance measures the assessed 
                                                         exploitability of the specific game genre. The assessment 
                                                         is done by estimating the genre popularity, and games 
                                                         developed in the next two years and showing the relative 
                                                         differences between the genres.""")]),
                                            html.Div(style=SMALL_PANEL_DICT | {'width': '35%', 'height': '100%',
                                                                               'background-color': TAB_COLOR},
                                                     children=[
                                                         html.Div(children=[
                                                             html.Div(style={'width': '100%', 'height': '50%'},
                                                                      children=[dcc.Graph(
                                                                          figure=go.Figure(data=[go.Pie(
                                                                              labels=list(genre_owners.keys()),
                                                                              values=list(genre_owners.values()),
                                                                              sort=False)],
                                                                              layout=DEFAULT_PLOT_STYLE_DICT |
                                                                                     dict(title="Genre popularity",
                                                                                          margin=dict(l=20, r=20,
                                                                                                      t=50, b=20))),
                                                                          style={'width': '100%',
                                                                                 'height': '100%'})]),
                                                             html.Div(style={'width': '100%', 'height': '50%'},
                                                                      children=[dcc.Graph(
                                                                          figure=go.Figure(data=[go.Pie(
                                                                              labels=list(genre_revenue.keys()),
                                                                              values=list(genre_revenue.values()),
                                                                              sort=False)],
                                                                              layout=DEFAULT_PLOT_STYLE_DICT |
                                                                                     dict(
                                                                                         title="Genre revenue share",
                                                                                         margin=dict(l=20, r=20,
                                                                                                     t=50, b=20))),
                                                                          style={'width': '100%',
                                                                                 'height': '100%'})]
                                                                      )

                                                         ], style={'height': '540px'}
                                                         ),
                                                     ]
                                                     )
                                        ]
                                    ),

                                    html.Div(children=[
                                        html.H5("Genre prediction", style={'margin-bottom': '50px'}),
                                        html.Div(children=[
                                            html.Div(children=[
                                                html.P("Selected genre:", style={'margin-bottom': '10px'}),
                                                dcc.Dropdown(id="genre_dropdown", value="action",
                                                             options=[{"label": html.Span([genre],
                                                                                          style={
                                                                                              'color': WHITE_STEAM}),
                                                                       "value": genre} for genre in
                                                                      ["action"]],
                                                             style={'color': WHITE_STEAM, 'display': 'inline-block',
                                                                    'width': '50%'},
                                                             className='dash-dropdown',
                                                             ),

                                            ],
                                                style={'width': '100%', 'margin-bottom': '50px'})
                                        ]),
                                        dcc.Graph(figure=go.Figure(layout=DEFAULT_PLOT_STYLE_DICT |
                                                                          dict(title="Genre prediction plot",
                                                                               margin=dict(l=20, r=20,
                                                                                           t=50, b=20)))),
                                        html.P("""This is an individual regression estimate for the genre that represents
                                    the estimated amount of games to be produced in the next two years""")

                                    ], style=NORMAL_DIVISION_DICT | {'width': '90%'})

                                ],
                                    style=MAIN_PANEL_TAB_DICT,
                                    className="scrollable")
                            ]),
                    dcc.Tab(label="Game popularity", value="tab2",
                            style=TAB_NORMAL_DICT, selected_style=TAB_HIGHLIGHT_DICT,
                            children=[
                                html.Div(id="Game pop general layout",
                                         style=MAIN_PANEL_TAB_DICT,
                                         className="scrollable",
                                         children=[
                                             html.Div(id="Game pop top div",
                                                      children=[
maxvaisto's avatar
maxvaisto committed

                                                          html.Div(children=[html.P("""The free to play market has taken the 
                                                          video game market by storm. It is, however, not clear
                                                          which games in each category are performing the best in terms 
                                                          of user rating. This section contains tools to analyze the
                                                          distribution of user ratings for both free and non-free games
                                                          based on the game amount of owners the games have and on a
                                                          minimum review amount criteria.""",
                                                                                    className="text-note-text")],
                                                                   className='text-note-div'),
                                                          html.Div(id="game popularity filters",
                                                                   style=NORMAL_DIVISION_DICT | {'width': '100%',
                                                                                                 'height': '100%',
                                                                                                 'margin_left': '0px',
                                                                                                 'margin_right': '0px',
                                                                                                 'background-color': TAB_COLOR,
maxvaisto's avatar
maxvaisto committed
                                                                                                 'display': 'inline-block',
                                                                                                 'margin-bottom': '10px'},

                                                                   children=[
                                                                       html.P("Filters"),
                                                                       html.Small("Number of game owners"),
                                                                       dcc.RangeSlider(id=RATING_SLIDER,
                                                                                       min=min_owner, max=max_owner,
                                                                                       marks=owner_range_dict,
                                                                                       step=None,
                                                                                       value=[min_owner,
                                                                                              max_owner]),
maxvaisto's avatar
maxvaisto committed
                                                                       html.Small("Minimum amount of reviews"
                                                                                  , style={'vertical-align': 'middle'}),
                                                                       dcc.Input(id=RATING_MIN_REVIEWS,
                                                                                 type="number", min=0,
maxvaisto's avatar
maxvaisto committed
                                                                                 max=max_reviews, step=1, value=0,
                                                                                 style={'background-color': TAB_COLOR,
                                                                                        'color': WHITE_STEAM,
                                                                                        'border': '2px solid ' + WHITE_STEAM,
                                                                                        'width': '80px',
                                                                                        'height': '20px',
                                                                                        'vertical-align': 'middle',
                                                                                        'margin-left': '10px',
                                                                                        'padding-right': '2px',
                                                                                        'padding-left': '5px'})

                                                                   ]
                                                                   ),
                                                          html.Div(
                                                              children=[dcc.Graph(id=RATING_DISTRIBUTION_PLOT)],
                                                              style=NORMAL_DIVISION_DICT | {'width': '100%',
                                                                                            'display': 'inline-block'}
                                                          )
                                                      ]
                                                      ),
                                             html.Div(id="Game pop bottom_region",
                                                      style=NORMAL_DIVISION_DICT | {'width': '90%',
                                                                                    'overflow': 'auto',
                                                                                    'height': '70%'},
                                                      className="scrollable",
                                                      children=[
                                                          html.Div(dash.dash_table.DataTable(id=RATING_TABLE
                                                                                             ))
                                                      ])
                                         ]
                                         ),
                            ]
                            ),
                    dcc.Tab(label="Market performance", value="tab4",
                            style=TAB_NORMAL_DICT, selected_style=TAB_HIGHLIGHT_DICT),
                    dcc.Tab(label="Market prediction tool", value="tab5",
                            style=TAB_NORMAL_DICT, selected_style=TAB_HIGHLIGHT_DICT),
                ],
                         style=DEFAULT_TABS_DICT),

            ], style=PANEL_DEFAULT_DICT | {'width': '900px',
                                           'margin-right': '100px', 'padding-left': '50px',
                                           'padding-right': '50px', 'padding-bottom': '50px',
                                           'padding-top': '50px', 'margin-bottom': '50px'
                                           }),
            html.Div(children=[
                dcc.Tabs(id="company_information", value="tab3", children=[
                    dcc.Tab(label="Developer infromation", value="tab3", children=[
                        html.Div(children=[
                            dcc.Dropdown(id=DEVELOPER_DROPDOWN, value="Valve",
                                         options=[{"label": html.Span([developer], style={'color': WHITE_STEAM}),
                                                   "value": developer} for developer in unique_developers],
                                         style={'margin-top': '20px', 'color': WHITE_STEAM},
                                         className='dash-dropdown',
                                         ),
                            html.Div(children=[
                                html.Div(
                                    children=[
                                        html.Div(
                                            children=[html.P("Revenue", style=SMALL_PANEL_HEADER_DICT)],
                                            style={'margin-bottom': '10%',
                                                   'border-bottom': '2px solid ' + TAB_EDGE}),
                                        html.Div(children=[
                                            html.Div(children=[
                                                html.P("Game sale revenue estimates"),
                                                html.Div(children=[
                                                    html.Div(children=[
                                                        html.P(id=DEV_REVENUE_LABEL, children="$524 M",
                                                               style=LIST_DICT | {'padding-left': '5%'})
                                                    ]),
                                                    html.Div(children=[
                                                        html.P(id=DEV_REV_PER_GAME_LABEL, children="$925 M",
                                                               style=LIST_DICT | {'padding-left': '5%'})
                                                    ]),
                                                ],
                                                    style={'margin-bottom': '20px'}),
                                                html.Div(children=[
                                                    html.P("Top games by revenue:"),
                                                    html.Small(id=DEV_TOP_GAMES, children="Half life 2"),
                                                ])
                                            ]),
                                        ], style={'padding-left': '5%', 'padding-right': '5%',
                                                  'padding-bottom': '5%'})
                                    ],
                                    style=SMALL_TAB_PANEL_DICT | {'margin-right': '20px', 'margin-left': '0px'}
                                ),
                                html.Div(children=[
                                    html.Div(
                                        children=[
                                            html.Div(
                                                children=[html.P("General information",
                                                                 style=SMALL_PANEL_HEADER_DICT)],
                                                style={'margin-bottom': '30px',
                                                       'border-bottom': '2px solid ' + TAB_EDGE}),
                                            html.Div(children=[
                                                html.Div(children=[
                                                    html.P(id=DEV_GAME_COUNT_LABEL, children="5",
                                                           style=LIST_DICT),
                                                ],
                                                    style={'margin-bottom': '10px'}
                                                ),
                                                html.Div(children=[
                                                    html.P(id=DEV_CCU_LABEL, children="",
                                                           style=LIST_DICT),
                                                ],
                                                    style={'margin-bottom': '10px'}
                                                ),
                                                html.Div(children=[
                                                    html.P("Popular game genres:"),
                                                    html.Small(id=DEV_TOP_GENRES_LABEL,
                                                               children="FPS, Action, Puzzle"),
                                                ],
                                                    style={'margin-bottom': '10px'}
                                                ),
                                                html.Div(children=[
                                                    html.P(id=DEV_AVERAGE_RATING_LABEL,
                                                           children="",
                                                           style=LIST_DICT)
                                                ])
                                            ])
                                        ])

                                ], style=SMALL_TAB_PANEL_DICT | {'width': '45%', 'height': '100%',
                                                                 'margin-right': '0px', 'margin-left': '20px'}
                                )
                            ], style={'height': '100%'})
                        ], style={'margin-left': '20px', 'margin-right': '0px'}
                        )
                    ], style=TAB_NORMAL_DICT, selected_style=TAB_HIGHLIGHT_DICT),
                    dcc.Tab(label="Publisher information", value="tab4", children=[

                        dcc.Dropdown(id="publisher_dropdown", value="Valve",
                                     options=[{"label": publisher, "value": publisher} for publisher in
                                              unique_publishers],
                                     ),
                    ], style=TAB_NORMAL_DICT, selected_style=TAB_HIGHLIGHT_DICT)

                ],
                         style=DEFAULT_TABS_DICT),
            ],
                style=PANEL_DEFAULT_DICT | {'width': '700px',
                                            'padding-left': '50px',
                                            'padding-right': '50px', 'padding-bottom': '50px',
                                            'padding-top': '50px', 'margin-bottom': '50px'
                                            })
        ],
                 style={'width': '100%', "padding-top": "30px", 'padding-left': "50px"}),
    ],
    style={"font-family": "Tahoma"},
    className="body"
)

dash.register_page(
    __name__,
    title="Dashboard",
    description="Main dashboard",
    path="/dashboard",