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import keras
from keras import layers
from keras.layers.core import Dense, Activation
from keras.models import Sequential
from keras.callbacks import EarlyStopping
from keras.callbacks import ModelCheckpoint
import pandas as pd
from sklearn.model_selection import train_test_split
import numpy as np
from sklearn.metrics import accuracy_score
from sklearn.ensemble import RandomForestClassifier
X = df[['Open', 'Max 7', 'Min 7', 'Change', 'Mean Change 7', 'Drop 7', 'Up 7']].values
y = df['Actual'].values
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20, random_state=42)
clf = RandomForestClassifier(max_depth=2, random_state=0)
clf.fit(X_train, y_train)
import requests
import time
import datetime
import pandas as pd
df = pd.DataFrame(columns=['Date', 'Value'])
def data_retriever(sleep=30):
global df
while True:
def count_drop(numbers):
return len([x for x in numbers if x < 0])
def count_up(numbers):
return len([x for x in numbers if x > 0])
def actual_calc(row):
if row['Value'] > row['Open 2']:
return 0
return 1
def player_3(start_date=None, sleep=False, sleep_time=1, plot=False, output=True, miss_output=False, miss_plot=False, kind='line'):
user_key, day_info, amount, invested, profit, loss, game_active = stock_game(start_date=start_date)
miss_colors = ['g']
while game_active == False:
predict = clf.predict(day_info[['Value USD', 'Max 7', 'Min 7', 'Change', 'Mean Change 7', 'Drop 7', 'Up 7']].values.reshape(1, -1))[0]
state = abs(day_info['Predict'])
if state == 0:
from PIL import Image 
def get_pixels(image):
im = Image.open(image)
pixels = []
pix = im.load()
width,height = im.size
img_width, img_height = 0,0
@sam-thecoder
sam-thecoder / chart.py
Created December 30, 2018 07:40
twitter trend analysis
import numpy as np
import matplotlib.pyplot as plt
import datetime
import time
import tweepy
#get this from apps.twitter.com
consumer_key = 'xxxx'
consumer_secret = 'xxxx'
/*CSRF Code */
function csrfSafeMethod(method) {
// these HTTP methods do not require CSRF protection
return (/^(GET|HEAD|OPTIONS|TRACE)$/.test(method));
}
function sameOrigin(url) {
// test that a given url is a same-origin URL
// url could be relative or scheme relative or absolute
var host = document.location.host; // host + port
var protocol = document.location.protocol;
from django.shortcuts import render, render_to_response
import random
import string
from PIL import Image, ImageFont, ImageDraw
from captcha.models import Captcha
import json
from django.http import HttpResponse, HttpResponseRedirect
from django.contrib.auth.models import User
from django.contrib.auth import login as django_login
def random_filename(path=None, length=None):
def login_page(request, template_name="login.html"):
context = {'title': 'Login Page'}
file_name, answer, _, result_id = generate_captcha()
context['captcha_url'] = '/' + file_name
context['ref_id'] = result_id
return render_to_response(template_name, context)
def login_ajax(request):
response = {'status': None}
if request.method == 'POST':