Notebook

In [1]:

from typing import List
from dataclasses import asdict, dataclass
import requests
import logging
from urllib.parse import urljoin
import pandas as pd

import matplotlib.pyplot as plt
%matplotlib inline
# import cufflinks as cf
# cf.set_config_file(theme='pearl',sharing='public',offline=True)

@dataclass
class AscendancyUsageStat:
    count: int
    pct_of_players: float
    name: str

@dataclass
class SkillUsageStat:
    count: int
    pct_of_players: float
    skill_name: str
    skill_id: int

In [2]:

class PoeNinja:
    base_url = 'https://poe.ninja/'

    class PATH:
        BUILDS = 'GET /api/data/%(snapshot_id)s/GetBuildOverview'

    def __init__(self):
        self.initialized = False
        # TODO: allow to set snapshot id, or make it a random uuid like value
        self.snapshot_id = '6edebd80442f53d8e46f58b063562346'
        self.logger = logging.getLogger('PoeNinjaAPI')

    def request(self, path, params=None, data=None):
        verb, path = path.split(" ")
        url = urljoin(self.base_url, path)
        if verb == 'GET':
            r = requests.get(url, params=params, data=data)
            r.raise_for_status()
            return r.json()
        else:
            raise NotImplementedError(f'{verb} not implemented')

    def get_builds(self, params):
        path = self.PATH.BUILDS % dict(snapshot_id=self.snapshot_id)
        return self.request(path, params=params)

In [3]:

class BuildWheelAPI:
    data = None
    filters = {}

    def __init__(self, league: str, period: str):
        self.api = PoeNinja()
        self.league = league
        self.period = period
        self.prepare_data()

    def prepare_data(self):
        params = dict(
            overview=self.league,
            type="exp",
            timemachine=self.period,
            language="en"
        )
        self.data = self.api.get_builds(params=params)
        return self

    def filter(self, ascendancy=None):
        if ascendancy and ascendancy not in self.data['classNames']:
            raise ValueError(f"Expected ascendancy \"{ascendancy}\" to be one of {api_data['classNames']}")

        self.filters['ascendancy'] = ascendancy
        return self

    @property
    def total_accounts(self) -> int:
        total_accounts = len(self.data['classes'])

        if self.filters.get('ascendancy'):
            total_accounts = 0
            for asc_idx in self.data['classes']:
                asc = self.data['classNames'][asc_idx]
                if asc == self.filters['ascendancy']:
                    total_accounts += 1
        return total_accounts

    @property
    def active_skills(self):
        return self.data['activeSkills']

    @property
    def active_skills_usage(self):
        return self.data['activeSkillUse']

    def get_skill_usage_count(self, skill_id: int) -> int:
        skill_id = int(skill_id)
        count = 0
        if self.filters.get('ascendancy'):
            for user_index in self.active_skills_usage[str(skill_id)]:
                ascendancy = self.data['classNames'][self.data['classes'][user_index]]
                if ascendancy == self.filters['ascendancy']:
                    count = count + 1
            return count
        else:
            return len(self.active_skills_usage[str(skill_id)])

    def get_ascendancy_for_user(self, user_idx: int) -> str:
        user_idx = int(user_idx)
        return self.data['classNames'][self.data['classes'][user_idx]]

    def get_skill_name(self, skill_id: int) -> str:
        skill_id = int(skill_id)
        return self.active_skills[skill_id]['name']

    def get_skill_usage_stats(self, ascendancy: str = None, skill_threshold: float = 0) -> List[SkillUsageStat]:
        skill_options = []

        self.filter(ascendancy=ascendancy)

        # skill_usage_map is a list of user indexes that use the skill
        for skill_id, skill_usage_map in self.active_skills_usage.items():
            skill_uses = self.get_skill_usage_count(skill_id=skill_id)
            if skill_uses and self.total_accounts:
                percentage_skill_uses = round(skill_uses / self.total_accounts * 100)

                active_skill_name = self.get_skill_name(skill_id=skill_id)
                skill_options.append(
                    SkillUsageStat(
                        count=skill_uses,
                        pct_of_players=percentage_skill_uses,
                        skill_name=active_skill_name,
                        skill_id=skill_id)
                )

        return sorted(skill_options, key=lambda item: -item.count)

    def get_ascendancy_usage_stats(self) -> List[AscendancyUsageStat]:
        asc_usages = {}

        for asc_idx in self.data['classes']:
            ascendancy = self.data['classNames'][asc_idx]
            if not asc_usages.get(ascendancy):
                asc_usages[ascendancy] = AscendancyUsageStat(count=0, pct_of_players=0, name=ascendancy)
            asc_usages[ascendancy].count += 1

        for ascendancy, data in asc_usages.items():
            data.pct = round(data.count / self.total_accounts * 100, 1)

        return sorted(asc_usages.values(), key=lambda item: -item.count)

In [29]:

bw_ssf_day_one = BuildWheelAPI(league='archnemesis', period='day-5')
bw_ssf_day_one_skill_usage_stats = bw_ssf_day_one.get_skill_usage_stats()
bw_ssf_day_one_skill_usage_stats

Out[29]:

[SkillUsageStat(count=2403, pct_of_players=16, skill_name='Explosive Arrow', skill_id='21'),
 SkillUsageStat(count=2259, pct_of_players=15, skill_name='Summon Skeletons', skill_id='197'),
 SkillUsageStat(count=2163, pct_of_players=14, skill_name='Vaal Summon Skeletons', skill_id='196'),
 SkillUsageStat(count=1329, pct_of_players=9, skill_name='Poisonous Concoction', skill_id='128'),
 SkillUsageStat(count=1171, pct_of_players=8, skill_name='Lightning Strike', skill_id='18'),
 SkillUsageStat(count=1130, pct_of_players=7, skill_name='Vaal Lightning Strike', skill_id='17'),
 SkillUsageStat(count=969, pct_of_players=6, skill_name='Exsanguinate', skill_id='12'),
 SkillUsageStat(count=969, pct_of_players=6, skill_name='Seismic Trap', skill_id='204'),
 SkillUsageStat(count=885, pct_of_players=6, skill_name='Spectral Helix', skill_id='33'),
 SkillUsageStat(count=437, pct_of_players=3, skill_name='Corrupting Fever', skill_id='9'),
 SkillUsageStat(count=425, pct_of_players=3, skill_name='Frenzy', skill_id='81'),
 SkillUsageStat(count=414, pct_of_players=3, skill_name='Divergent Poisonous Concoction', skill_id='169'),
 SkillUsageStat(count=413, pct_of_players=3, skill_name='Righteous Fire', skill_id='23'),
 SkillUsageStat(count=304, pct_of_players=2, skill_name='Cyclone', skill_id='20'),
 SkillUsageStat(count=228, pct_of_players=1, skill_name='Spark', skill_id='2'),
 SkillUsageStat(count=220, pct_of_players=1, skill_name='Absolution', skill_id='31'),
 SkillUsageStat(count=208, pct_of_players=1, skill_name='Lightning Arrow', skill_id='78'),
 SkillUsageStat(count=203, pct_of_players=1, skill_name='Vortex', skill_id='120'),
 SkillUsageStat(count=198, pct_of_players=1, skill_name='Shockwave', skill_id='38'),
 SkillUsageStat(count=196, pct_of_players=1, skill_name="General's Cry", skill_id='69'),
 SkillUsageStat(count=195, pct_of_players=1, skill_name='Tornado Shot', skill_id='60'),
 SkillUsageStat(count=154, pct_of_players=1, skill_name='Detonate Dead', skill_id='243'),
 SkillUsageStat(count=150, pct_of_players=1, skill_name='Vaal Righteous Fire', skill_id='62'),
 SkillUsageStat(count=149, pct_of_players=1, skill_name='Flammability', skill_id='241'),
 SkillUsageStat(count=144, pct_of_players=1, skill_name='Vaal Detonate Dead', skill_id='242'),
 SkillUsageStat(count=138, pct_of_players=1, skill_name='Signal Prey', skill_id='257'),
 SkillUsageStat(count=133, pct_of_players=1, skill_name='Fire Trap', skill_id='35'),
 SkillUsageStat(count=133, pct_of_players=1, skill_name='Blade Flurry', skill_id='68'),
 SkillUsageStat(count=130, pct_of_players=1, skill_name='Siege Ballista', skill_id='65'),
 SkillUsageStat(count=126, pct_of_players=1, skill_name='Ice Trap', skill_id='260'),
 SkillUsageStat(count=125, pct_of_players=1, skill_name='Arc', skill_id='44'),
 SkillUsageStat(count=122, pct_of_players=1, skill_name='Toxic Rain', skill_id='28'),
 SkillUsageStat(count=118, pct_of_players=1, skill_name='Flame Wall', skill_id='24'),
 SkillUsageStat(count=111, pct_of_players=1, skill_name='Bane', skill_id='185'),
 SkillUsageStat(count=109, pct_of_players=1, skill_name='Summon Carrion Golem', skill_id='225'),
 SkillUsageStat(count=106, pct_of_players=1, skill_name='Wintertide Brand', skill_id='131'),
 SkillUsageStat(count=100, pct_of_players=1, skill_name='Reap', skill_id='50'),
 SkillUsageStat(count=98, pct_of_players=1, skill_name='Kinetic Blast', skill_id='3'),
 SkillUsageStat(count=98, pct_of_players=1, skill_name='Caustic Arrow', skill_id='29'),
 SkillUsageStat(count=89, pct_of_players=1, skill_name='Storm Brand', skill_id='51'),
 SkillUsageStat(count=89, pct_of_players=1, skill_name='Essence Drain', skill_id='192'),
 SkillUsageStat(count=79, pct_of_players=1, skill_name='Shield Crush', skill_id='37'),
 SkillUsageStat(count=79, pct_of_players=1, skill_name='Barrage', skill_id='143'),
 SkillUsageStat(count=76, pct_of_players=0, skill_name='Hexblast', skill_id='194'),
 SkillUsageStat(count=75, pct_of_players=0, skill_name='Death Aura', skill_id='88'),
 SkillUsageStat(count=75, pct_of_players=0, skill_name='Raise Spectre', skill_id='230'),
 SkillUsageStat(count=72, pct_of_players=0, skill_name='Blade Vortex', skill_id='104'),
 SkillUsageStat(count=68, pct_of_players=0, skill_name='Forbidden Rite', skill_id='186'),
 SkillUsageStat(count=67, pct_of_players=0, skill_name='Summon Stone Golem', skill_id='239'),
 SkillUsageStat(count=64, pct_of_players=0, skill_name='Raise Zombie', skill_id='232'),
 SkillUsageStat(count=61, pct_of_players=0, skill_name='Animate Guardian', skill_id='171'),
 SkillUsageStat(count=59, pct_of_players=0, skill_name='Wave of Conviction', skill_id='235'),
 SkillUsageStat(count=58, pct_of_players=0, skill_name='Scorching Ray', skill_id='105'),
 SkillUsageStat(count=58, pct_of_players=0, skill_name='Death Wish', skill_id='248'),
 SkillUsageStat(count=56, pct_of_players=0, skill_name='Vaal Blade Vortex', skill_id='103'),
 SkillUsageStat(count=55, pct_of_players=0, skill_name='Ice Spear', skill_id='27'),
 SkillUsageStat(count=53, pct_of_players=0, skill_name='Vaal Spark', skill_id='1'),
 SkillUsageStat(count=53, pct_of_players=0, skill_name='Divergent Tornado Shot', skill_id='135'),
 SkillUsageStat(count=52, pct_of_players=0, skill_name='Vaal Arc', skill_id='43'),
 SkillUsageStat(count=52, pct_of_players=0, skill_name='Cold Snap', skill_id='119'),
 SkillUsageStat(count=44, pct_of_players=0, skill_name='Animate Weapon', skill_id='274'),
 SkillUsageStat(count=43, pct_of_players=0, skill_name='Vaal Cold Snap', skill_id='118'),
 SkillUsageStat(count=42, pct_of_players=0, skill_name='Anomalous Siege Ballista', skill_id='181'),
 SkillUsageStat(count=38, pct_of_players=0, skill_name='Molten Strike', skill_id='52'),
 SkillUsageStat(count=37, pct_of_players=0, skill_name='Flicker Strike', skill_id='70'),
 SkillUsageStat(count=37, pct_of_players=0, skill_name='Blade Blast', skill_id='116'),
 SkillUsageStat(count=36, pct_of_players=0, skill_name='Winter Orb', skill_id='26'),
 SkillUsageStat(count=36, pct_of_players=0, skill_name='Ice Nova', skill_id='184'),
 SkillUsageStat(count=34, pct_of_players=0, skill_name='Ball Lightning', skill_id='10'),
 SkillUsageStat(count=33, pct_of_players=0, skill_name='Elemental Hit', skill_id='40'),
 SkillUsageStat(count=32, pct_of_players=0, skill_name='Consecrated Path', skill_id='100'),
 SkillUsageStat(count=31, pct_of_players=0, skill_name='Lightning Trap', skill_id='19'),
 SkillUsageStat(count=30, pct_of_players=0, skill_name='Fireball', skill_id='15'),
 SkillUsageStat(count=30, pct_of_players=0, skill_name='Divergent Spark', skill_id='36'),
 SkillUsageStat(count=29, pct_of_players=0, skill_name='Ice Shot', skill_id='133'),
 SkillUsageStat(count=29, pct_of_players=0, skill_name='Freezing Pulse', skill_id='150'),
 SkillUsageStat(count=29, pct_of_players=0, skill_name='Split Arrow', skill_id='157'),
 SkillUsageStat(count=28, pct_of_players=0, skill_name='Power Siphon', skill_id='5'),
 SkillUsageStat(count=28, pct_of_players=0, skill_name='Eye of Winter', skill_id='8'),
 SkillUsageStat(count=27, pct_of_players=0, skill_name='Explosive Trap', skill_id='45'),
 SkillUsageStat(count=27, pct_of_players=0, skill_name='Summon Bestial Rhoa', skill_id='66'),
 SkillUsageStat(count=27, pct_of_players=0, skill_name='Anomalous Vaal Lightning Strike', skill_id='67'),
 SkillUsageStat(count=27, pct_of_players=0, skill_name='Divergent Cyclone', skill_id='98'),
 SkillUsageStat(count=26, pct_of_players=0, skill_name='Summon Raging Spirit', skill_id='273'),
 SkillUsageStat(count=24, pct_of_players=0, skill_name='Kinetic Bolt', skill_id='0'),
 SkillUsageStat(count=24, pct_of_players=0, skill_name='Venom Gyre', skill_id='6'),
 SkillUsageStat(count=24, pct_of_players=0, skill_name='Ancestral Warchief', skill_id='92'),
 SkillUsageStat(count=24, pct_of_players=0, skill_name='Vaal Cyclone', skill_id='191'),
 SkillUsageStat(count=22, pct_of_players=0, skill_name='Blazing Salvo', skill_id='244'),
 SkillUsageStat(count=21, pct_of_players=0, skill_name='Herald of Agony', skill_id='32'),
 SkillUsageStat(count=21, pct_of_players=0, skill_name='Vengeance', skill_id='47'),
 SkillUsageStat(count=21, pct_of_players=0, skill_name='Ice Crash', skill_id='97'),
 SkillUsageStat(count=20, pct_of_players=0, skill_name='Storm Burst', skill_id='41'),
 SkillUsageStat(count=20, pct_of_players=0, skill_name='Anomalous Lightning Strike', skill_id='130'),
 SkillUsageStat(count=20, pct_of_players=0, skill_name='Lancing Steel', skill_id='147'),
 SkillUsageStat(count=20, pct_of_players=0, skill_name='Crackling Lance', skill_id='201'),
 SkillUsageStat(count=19, pct_of_players=0, skill_name='Purifying Flame', skill_id='99'),
 SkillUsageStat(count=18, pct_of_players=0, skill_name='Divergent Kinetic Blast', skill_id='142'),
 SkillUsageStat(count=17, pct_of_players=0, skill_name='Volatile Dead', skill_id='46'),
 SkillUsageStat(count=16, pct_of_players=0, skill_name='Earthshatter', skill_id='73'),
 SkillUsageStat(count=16, pct_of_players=0, skill_name='Divergent Flicker Strike', skill_id='75'),
 SkillUsageStat(count=16, pct_of_players=0, skill_name='Bladefall', skill_id='195'),
 SkillUsageStat(count=16, pct_of_players=0, skill_name='Divine Ire', skill_id='219'),
 SkillUsageStat(count=15, pct_of_players=0, skill_name='Boneshatter', skill_id='54'),
 SkillUsageStat(count=15, pct_of_players=0, skill_name='Rage Vortex', skill_id='74'),
 SkillUsageStat(count=15, pct_of_players=0, skill_name='Anomalous Consecrated Path', skill_id='101'),
 SkillUsageStat(count=15, pct_of_players=0, skill_name='Ethereal Knives', skill_id='111'),
 SkillUsageStat(count=15, pct_of_players=0, skill_name='Storm Rain', skill_id='141'),
 SkillUsageStat(count=15, pct_of_players=0, skill_name='Flameblast', skill_id='176'),
 SkillUsageStat(count=14, pct_of_players=0, skill_name='Divergent Exsanguinate', skill_id='25'),
 SkillUsageStat(count=14, pct_of_players=0, skill_name='Creeping Frost', skill_id='149'),
 SkillUsageStat(count=14, pct_of_players=0, skill_name='Scourge Arrow', skill_id='156'),
 SkillUsageStat(count=13, pct_of_players=0, skill_name='Icicle Mine', skill_id='48'),
 SkillUsageStat(count=13, pct_of_players=0, skill_name='Divergent Spectral Helix', skill_id='121'),
 SkillUsageStat(count=13, pct_of_players=0, skill_name='Anomalous Ice Spear', skill_id='168'),
 SkillUsageStat(count=13, pct_of_players=0, skill_name='Blight', skill_id='178'),
 SkillUsageStat(count=13, pct_of_players=0, skill_name='Anomalous Spark', skill_id='207'),
 SkillUsageStat(count=13, pct_of_players=0, skill_name='Vaal Flameblast', skill_id='238'),
 SkillUsageStat(count=13, pct_of_players=0, skill_name='Orb of Storms', skill_id='263'),
 SkillUsageStat(count=13, pct_of_players=0, skill_name='Herald of Purity', skill_id='272'),
 SkillUsageStat(count=12, pct_of_players=0, skill_name='Armageddon Brand', skill_id='106'),
 SkillUsageStat(count=12, pct_of_players=0, skill_name='Divergent Barrage', skill_id='145'),
 SkillUsageStat(count=11, pct_of_players=0, skill_name='Frost Blades', skill_id='86'),
 SkillUsageStat(count=11, pct_of_players=0, skill_name='Anomalous Tornado Shot', skill_id='146'),
 SkillUsageStat(count=11, pct_of_players=0, skill_name='Splitting Steel', skill_id='309'),
 SkillUsageStat(count=10, pct_of_players=0, skill_name='Icestorm', skill_id='11'),
 SkillUsageStat(count=10, pct_of_players=0, skill_name='Incinerate', skill_id='58'),
 SkillUsageStat(count=10, pct_of_players=0, skill_name='Vaal Ancestral Warchief', skill_id='102'),
 SkillUsageStat(count=10, pct_of_players=0, skill_name='Divergent Animate Guardian', skill_id='172'),
 SkillUsageStat(count=10, pct_of_players=0, skill_name='Vaal Ice Nova', skill_id='193'),
 SkillUsageStat(count=10, pct_of_players=0, skill_name='Lightning Tendrils', skill_id='212'),
 SkillUsageStat(count=10, pct_of_players=0, skill_name='Summon Holy Relic', skill_id='278'),
 SkillUsageStat(count=9, pct_of_players=0, skill_name='Earthquake', skill_id='56'),
 SkillUsageStat(count=9, pct_of_players=0, skill_name='Discharge', skill_id='61'),
 SkillUsageStat(count=9, pct_of_players=0, skill_name='Ancestral Protector', skill_id='107'),
 SkillUsageStat(count=9, pct_of_players=0, skill_name='Rain of Arrows', skill_id='125'),
 SkillUsageStat(count=9, pct_of_players=0, skill_name='Vaal Fireball', skill_id='166'),
 SkillUsageStat(count=9, pct_of_players=0, skill_name='Glacial Cascade', skill_id='227'),
 SkillUsageStat(count=9, pct_of_players=0, skill_name='Herald of Thunder', skill_id='234'),
 SkillUsageStat(count=9, pct_of_players=0, skill_name='Divergent Ice Trap', skill_id='343'),
 SkillUsageStat(count=8, pct_of_players=0, skill_name='Shield Charge', skill_id='83'),
 SkillUsageStat(count=8, pct_of_players=0, skill_name='Dash', skill_id='144'),
 SkillUsageStat(count=8, pct_of_players=0, skill_name='Galvanic Arrow', skill_id='148'),
 SkillUsageStat(count=8, pct_of_players=0, skill_name='Dark Pact', skill_id='221'),
 SkillUsageStat(count=7, pct_of_players=0, skill_name='Smite', skill_id='13'),
 SkillUsageStat(count=7, pct_of_players=0, skill_name='Anomalous Shield Crush', skill_id='39'),
 SkillUsageStat(count=7, pct_of_players=0, skill_name='Anomalous Icicle Mine', skill_id='49'),
 SkillUsageStat(count=7, pct_of_players=0, skill_name='Vaal Blight', skill_id='177'),
 SkillUsageStat(count=7, pct_of_players=0, skill_name='Unhinge', skill_id='179'),
 SkillUsageStat(count=7, pct_of_players=0, skill_name='Frostbolt', skill_id='206'),
 SkillUsageStat(count=7, pct_of_players=0, skill_name='Penance Brand', skill_id='218'),
 SkillUsageStat(count=7, pct_of_players=0, skill_name='Aspect of the Spider', skill_id='256'),
 SkillUsageStat(count=7, pct_of_players=0, skill_name='Anomalous Corrupting Fever', skill_id='302'),
 SkillUsageStat(count=7, pct_of_players=0, skill_name='Portal', skill_id='342'),
 SkillUsageStat(count=6, pct_of_players=0, skill_name='Shattering Steel', skill_id='79'),
 SkillUsageStat(count=6, pct_of_players=0, skill_name='Anomalous Rage Vortex', skill_id='80'),
 SkillUsageStat(count=6, pct_of_players=0, skill_name='Phantasmal Toxic Rain', skill_id='122'),
 SkillUsageStat(count=6, pct_of_players=0, skill_name='Anomalous Power Siphon', skill_id='123'),
 SkillUsageStat(count=6, pct_of_players=0, skill_name='Puncture', skill_id='167'),
 SkillUsageStat(count=6, pct_of_players=0, skill_name='Shrapnel Ballista', skill_id='170'),
 SkillUsageStat(count=6, pct_of_players=0, skill_name='Soulrend', skill_id='215'),
 SkillUsageStat(count=6, pct_of_players=0, skill_name="Queen's Demand", skill_id='247'),
 SkillUsageStat(count=6, pct_of_players=0, skill_name='Aspect of the Avian', skill_id='249'),
 SkillUsageStat(count=6, pct_of_players=0, skill_name='Precision', skill_id='251'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Divergent Venom Gyre', skill_id='7'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Infernal Blow', skill_id='94'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Vaal Rain of Arrows', skill_id='127'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Spectral Shield Throw', skill_id='137'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Anomalous Venom Gyre', skill_id='160'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Divergent Vaal Cyclone', skill_id='199'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Lightning Spire Trap', skill_id='250'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Shock Nova', skill_id='269'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Divergent Summon Carrion Golem', skill_id='275'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Dominating Blow', skill_id='280'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Anomalous Detonate Dead', skill_id='284'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Lacerate', skill_id='303'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Anomalous Ice Trap', skill_id='346'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Blade Trap', skill_id='347'),
 SkillUsageStat(count=5, pct_of_players=0, skill_name='Pyroclast Mine', skill_id='349'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Anomalous Kinetic Blast', skill_id='4'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Tectonic Slam', skill_id='110'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Vaal Power Siphon', skill_id='139'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Phantasmal Lightning Arrow', skill_id='152'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Divergent Explosive Arrow', skill_id='162'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Flame Dash', skill_id='231'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Anomalous Arc', skill_id='237'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Anomalous Volatile Dead', skill_id='246'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Rolling Magma', skill_id='265'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Enduring Cry', skill_id='289'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Shockwave Totem', skill_id='328'),
 SkillUsageStat(count=4, pct_of_players=0, skill_name='Flamethrower Trap', skill_id='351'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Divergent Boneshatter', skill_id='55'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Charged Dash', skill_id='63'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Desecrate', skill_id='76'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Dual Strike', skill_id='89'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Vaal Earthquake', skill_id='91'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Infernal Cry', skill_id='93'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Anomalous Explosive Arrow', skill_id='95'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Holy Flame Totem', skill_id='109'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Summon Bestial Ursa', skill_id='129'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Frost Bomb', skill_id='205'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Phantasmal Cyclone', skill_id='220'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Hydrosphere', skill_id='222'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Divergent Dark Pact', skill_id='229'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Anomalous Frenzy', skill_id='240'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Flame Surge', skill_id='264'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Divergent Summon Holy Relic', skill_id='279'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Ensnaring Arrow', skill_id='304'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Bladestorm', skill_id='305'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Blood Rage', skill_id='308'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='War Banner', skill_id='314'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Anomalous Vaal Spark', skill_id='320'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Divergent Storm Burst', skill_id='326'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Anomalous Shrapnel Ballista', skill_id='327'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Anomalous Storm Burst', skill_id='329'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Divergent Herald of Agony', skill_id='334'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Divergent Vaal Spark', skill_id='337'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Divergent Seismic Trap', skill_id='345'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Divergent Blade Trap', skill_id='348'),
 SkillUsageStat(count=3, pct_of_players=0, skill_name='Vaal Lightning Trap', skill_id='350'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Phantasmal Smite', skill_id='14'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Grace', skill_id='22'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Phantasmal Ice Spear', skill_id='30'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Divergent Corrupting Fever', skill_id='34'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Divergent Molten Strike', skill_id='53'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Reave', skill_id='72'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Heavy Strike', skill_id='77'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Divergent Shield Charge', skill_id='84'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Static Strike', skill_id='90'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Anomalous Dual Strike', skill_id='96'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Anomalous Ethereal Knives', skill_id='112'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Cremation', skill_id='115'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Sweep', skill_id='117'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Anomalous Caustic Arrow', skill_id='134'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Phantasmal Spectral Shield Throw', skill_id='138'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Anomalous Lancing Steel', skill_id='151'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Cobra Lash', skill_id='154'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Divergent Cobra Lash', skill_id='155'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Anomalous Lightning Arrow', skill_id='158'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Divergent Lightning Arrow', skill_id='159'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Anomalous Spectral Helix', skill_id='161'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Anomalous Scourge Arrow', skill_id='164'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Molten Shell', skill_id='175'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Anomalous Forbidden Rite', skill_id='187'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Anomalous Ball Lightning', skill_id='203'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Voltaxic Burst', skill_id='210'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Wither', skill_id='214'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Divergent Glacial Cascade', skill_id='228'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Elemental Weakness', skill_id='253'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Firestorm', skill_id='254'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Anomalous Vaal Arc', skill_id='258'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Divergent Vaal Detonate Dead', skill_id='261'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Divergent Blazing Salvo', skill_id='262'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Divergent Hexblast', skill_id='267'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Clarity', skill_id='268'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Blood Offering', skill_id='276'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Anomalous Dark Pact', skill_id='285'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Summon Chaos Golem', skill_id='286'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Vaal Ground Slam', skill_id='296'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Ground Slam', skill_id='297'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Cleave', skill_id='298'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Tornado', skill_id='315'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Phantasmal Crackling Lance', skill_id='318'),
 SkillUsageStat(count=2, pct_of_players=0, skill_name='Summon Bestial Snake', skill_id='338'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Fireball', skill_id='16'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Shield Crush', skill_id='42'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Earthquake', skill_id='57'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Bodyswap', skill_id='59'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Charged Dash', skill_id='64'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Vaal Reave', skill_id='71'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Frenzy', skill_id='82'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name="Doryani's Touch", skill_id='85'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Glacial Hammer', skill_id='87'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Phantasmal Ancestral Protector', skill_id='108'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Consecrated Path', skill_id='113'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Molten Burst', skill_id='114'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Lightning Trap', skill_id='124'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Rain of Arrows', skill_id='126'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Infernal Blow', skill_id='132'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Rain of Arrows', skill_id='136'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Vaal Power Siphon', skill_id='140'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Toxic Rain', skill_id='153'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Scourge Arrow', skill_id='163'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Galvanic Arrow', skill_id='165'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Kinetic Bolt', skill_id='173'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Vaal Molten Shell', skill_id='174'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Viper Strike', skill_id='180'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Poisonous Concoction', skill_id='182'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Malevolence', skill_id='183'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Phase Run', skill_id='188'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name="Assassin's Mark", skill_id='189'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name="Divergent Assassin's Mark", skill_id='190'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Eye of Winter', skill_id='198'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Vortex', skill_id='200'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Phantasmal Spark', skill_id='202'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Phantasmal Frostbolt', skill_id='208'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Eye of Winter', skill_id='209'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Frostbolt', skill_id='211'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Hexblast', skill_id='213'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Creeping Frost', skill_id='216'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Phantasmal Vaal Spark', skill_id='217'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Flameblast', skill_id='223'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Frostbolt', skill_id='224'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Arcanist Brand', skill_id='226'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Despair', skill_id='233'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Plague Bearer', skill_id='236'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Blazing Salvo', skill_id='245'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Incinerate', skill_id='252'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Summon Flame Golem', skill_id='255'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Summon Ice Golem', skill_id='259'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Vaal Arc', skill_id='266'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Righteous Fire', skill_id='270'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Defiance Banner', skill_id='271'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Raise Spectre', skill_id='277'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Raise Zombie', skill_id='281'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Animate Weapon', skill_id='282'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Animate Weapon', skill_id='283'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Blink Arrow', skill_id='287'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Mirror Arrow', skill_id='288'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Absolution', skill_id='290'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Convocation', skill_id='291'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Convocation', skill_id='292'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Summon Raging Spirit', skill_id='293'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Boneshatter', skill_id='294'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Phantasmal Winter Orb', skill_id='295'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Cleave', skill_id='299'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Heavy Strike', skill_id='300'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Split Arrow', skill_id='301'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Tempest Shield', skill_id='306'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Vitality', skill_id='307'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Perforate', skill_id='310'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Phantasmal Perforate', skill_id='311'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Punishment', skill_id='312'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Leap Slam', skill_id='313'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Phantasmal Rolling Magma', skill_id='316'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Purifying Flame', skill_id='317'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Bladefall', skill_id='319'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Tornado', skill_id='321'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Frostblink', skill_id='322'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Void Sphere', skill_id='323'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Blast Rain', skill_id='324'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Blast Rain', skill_id='325'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Kinetic Bolt', skill_id='330'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Shockwave Totem', skill_id='331'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Stormbind', skill_id='332'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Phantasmal Frost Bomb', skill_id='333'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Phantasmal Dominating Blow', skill_id='335'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Brand Recall', skill_id='336'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Discharge', skill_id='339'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Ice Nova', skill_id='340'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Phantasmal Hexblast', skill_id='341'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Divergent Fire Trap', skill_id='344'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Flamethrower Trap', skill_id='352'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Unearth', skill_id='353'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Destructive Link', skill_id='354'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Anomalous Destructive Link', skill_id='355'),
 SkillUsageStat(count=1, pct_of_players=0, skill_name='Conductivity', skill_id='356')]

In [ ]:

bw_ssf_day_one = BuildWheelAPI(league='ssf-archnemesis', period='day-1')
bw_ssf_day_one.get_skill_usage_stats()

In [ ]:

bw_hc_day_one = BuildWheelAPI(league='hardcore-archnemesis', period='day-1')
bw_hc_day_one.get_skill_usage_stats()

In [ ]:

bw_hc_ssf_day_one = BuildWheelAPI(league='ssf-archnemesis-hc', period='day-1')
bw_hc_ssf_day_one.get_skill_usage_stats()