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main.py
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import os
import discord
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
# import seaborn as sng
import random
import kaggle
import tempfile
os.environ["MPLCONFIGDIR"] = tempfile.gettempdir()
kaggle.api.authenticate()
kaggle.api.dataset_download_files('novel-corona-virus-2019-dataset', path='sudalairajkumar/novel-corona-virus-2019-dataset', unzip=True)
client = discord.Client()
USdata = pd.DataFrame(pd.read_csv(r'time_series_covid_19_confirmed_US.csv'))
globalData = pd.DataFrame(pd.read_csv(r'time_series_covid_19_confirmed.csv'))
mainData = pd.DataFrame(pd.read_csv(r'covid_19_data.csv'))
with open('CovidFacts.txt', 'r') as myfile:
factData = myfile.readlines()
xData = np.array(USdata.columns.tolist()[20:])
xDataGlobalCompare = np.array(globalData.columns.tolist()[5:])
def visualize(state):
yData = np.array([])
for dates in xData:
yData = np.append(yData, USdata.loc[USdata['Province_State'] == state, dates].sum())
plt.plot(xData, yData, 'r')
plt.xlabel=('Time Passed')
plt.ylabel=('Confirmed COVID-19 Cases')
plt.tick_params(axis = "x", which = "both", bottom = False, top = False)
plt.title('Confirmed COVID-19 cases in '+ state +' over Time')
return plt.savefig("US_visualize.png")
def compare_world(location1, location2):
yData1 = np.array([])
yData2 = np.array([])
for dates in xDataGlobalCompare:
yData1 = np.append(yData1, globalData.loc[globalData['Country/Region'] == location1, dates].sum())
yData2 = np.append(yData2, globalData.loc[globalData['Country/Region'] == location2, dates].sum())
plt.plot(xDataGlobalCompare, yData1, 'r', label=location1)
plt.plot(xDataGlobalCompare, yData2+1, 'b', label=location2)
plt.legend()
plt.xlabel=('Time Passed')
plt.ylabel=('Confirmed COVID-19 Cases')
plt.title('Comparative Graph of COVID-19 cases in '+ location1 +' vs ' + location2+' over Time')
plt.tick_params(axis = "x", which = "both", bottom = False, top = False)
plt.savefig("global_compare.png")
response1 = location1 + ": "+ str(np.sum(yData1))
response2 = location2 + ": " + str(np.sum(yData2))
return response1, response2
def compare_US(state1, state2):
yData1 = np.array([])
yData2 = np.array([])
for dates in xData:
yData1 = np.append(yData1, USdata.loc[USdata['Province_State'] == state1, dates].sum())
yData2 = np.append(yData2, USdata.loc[USdata['Province_State'] == state2, dates].sum())
plt.plot(xData, yData1, 'k', label=state1)
plt.plot(xData, yData2, 'b', label=state2)
plt.legend()
plt.xlabel=('Time Passed')
plt.ylabel=('Confirmed COVID-19 Cases')
plt.tick_params(axis = "x", which = "both", bottom = False, top = False)
plt.title('Comparative Graph of COVID-19 cases in '+ state1 +' vs ' + state2 +' over Time')
plt.savefig("US_compare.png")
response1 = state1 + ": "+ str(np.sum(yData1))
response2 = state2 + ": " + str(np.sum(yData2))
return response1, response2
def get_fact():
return factData[random.randint(0, len(factData))]
@client.event
async def on_ready():
print("okay let's go, I'm {0.user}".format(client), "btw :D")
@client.event
# while factors:
# if msg.author == client.user:
# return
# if msg.content.startswith("$plot"):
# factor1 = factor[0]
# factor2 = factor[1]
# sng.pairplot(data, x_values = [factor1, factor2], y_values = ['covid cases'])
# plt.savefig("factors_pairplot.png")
# msg.channel.send(file = discord.File("factors_pairplot.png"))
# os.remove("factors_pairplot.png")
# factors = False
# else:
# factor = []
# factor.append(msg.content)
async def on_message(msg):
if msg.author == client.user:
return
if msg.content.startswith("$hello"):
await msg.channel.send("Hi, this is Defne's Bot. They wrote this for Dataverse's Datathon! Enjoy :D")
if msg.content.startswith('$visualize'):
state = msg.content.split('$visualize ', 1)[1]
visualize(state)
await msg.channel.send(file=discord.File('US_visualize.png'))
os.remove('US_visualize.png')
if msg.content.startswith('$compareUS'):
state1 = ''.join(msg.content.split()[1])
state2 = ''.join(msg.content.split()[2])
await msg.channel.send(compare_US(state1, state2))
await msg.channel.send(file=discord.File("US_compare.png"))
os.remove('US_compare.png')
if msg.content.startswith('$compare'):
location1 = ''.join(msg.content.split()[1])
location2 = ''.join(msg.content.split()[2])
await msg.channel.send(compare_world(location1, location2))
await msg.channel.send(file=discord.File("global_compare.png"))
os.remove('global_compare.png')
# if msg.content.startswith('$correlation'):
# factors = True
# msg.channel.send("You've chosen to compare two factors! Here are your options: "+ blabla +" message $plot to plot a comparative graph.") THIS WILL BE COMPLETED ONCE I FIND THE DATASET
if msg.content.startswith('$fact'):
await msg.channel.send(get_fact())
my_secret = os.environ['TOKEN']
client.run(my_secret)