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!pip install Unidecode
from unidecode import unidecode
from gensim.parsing.preprocessing import remove_stopwords
from gensim import utils
import nltk
nltk.download('words')
global_words = set(nltk.corpus.words.words())
data = pd.read_csv("Whatever_your_path_is", sep='\t', error_bad_lines=False, skip_blank_lines=True)
@arif9799
arif9799 / 1_initial_preview.py
Last active October 1, 2022 10:51
Time Series Prediction Interval - Initial Preview Of Article
### Installations to execute on every fresh run
!pip install --upgrade pandas
!pip install --upgrade pandas-datareader
!pip install celluloid
import pandas_datareader as pdr
import pandas as pd
from statsmodels.tsa.ar_model import AutoReg
from statsmodels.tools.eval_measures import rmse
@arif9799
arif9799 / 2_Normal_Distribution.py
Last active October 1, 2022 03:53
Time Series Prediction Interval - Normal Distribution Animation Code
!pip install --upgrade pandas
!pip install --upgrade pandas-datareader
!pip install celluloid
from celluloid import Camera as Cam
from IPython.display import HTML, clear_output
import pandas_datareader as pdr
import pandas as pd
from statsmodels.tsa.ar_model import AutoReg
@arif9799
arif9799 / 3_Standard_Normal_Distribution.py
Last active October 1, 2022 10:53
Time Series Prediction Interval - Standard Normal Distribution Animation Code
!pip install --upgrade pandas
!pip install --upgrade pandas-datareader
!pip install celluloid
from celluloid import Camera as Cam
from IPython.display import HTML, clear_output
import pandas_datareader as pdr
import pandas as pd
from statsmodels.tsa.ar_model import AutoReg
@arif9799
arif9799 / 4_Standard_Normal_Distribution_MRX.py
Last active October 1, 2022 03:58
Time Series Prediction Interval - Standard Normal Distribution: Mr. X's reference Animation Code
!pip install --upgrade pandas
!pip install --upgrade pandas-datareader
!pip install celluloid
from celluloid import Camera as Cam
from IPython.display import HTML, clear_output
import pandas_datareader as pdr
import pandas as pd
from statsmodels.tsa.ar_model import AutoReg
@arif9799
arif9799 / 5_stock_price.py
Created October 1, 2022 03:57
Time Series Prediction Interval - Stock Price Animation Code
!pip install --upgrade pandas
!pip install --upgrade pandas-datareader
!pip install celluloid
from celluloid import Camera as Cam
from IPython.display import HTML, clear_output
import pandas_datareader as pdr
import pandas as pd
from statsmodels.tsa.ar_model import AutoReg
@arif9799
arif9799 / 6_stock_price_pred.py
Created October 1, 2022 03:59
Time Series Prediction Interval - Stock Price Predictions Animation Code
### Time Series Prediction Interval (Final Explanation) Stock Price Prediction Example
!pip install --upgrade pandas
!pip install --upgrade pandas-datareader
!pip install celluloid
from celluloid import Camera as Cam
from IPython.display import HTML, clear_output
import pandas_datareader as pdr
@arif9799
arif9799 / 7_sd_vs_se.py
Last active October 1, 2022 10:28
Time Series Prediction Interval - Stock Price Predictions Animation Code
import pandas as pd
import numpy as np
import seaborn as sb
import matplotlib.pyplot as plt
from matplotlib import rcParams
from cycler import cycler
import matplotlib.pyplot as plt
import numpy as np
@arif9799
arif9799 / Figure1.py
Created July 24, 2023 20:17
Attention is not enough! Transformers Architecture Animation
from manim import *
from manim.utils.unit import Percent, Pixels
from colour import Color
config.frame_width = 24
config.frame_height = 13.5
config.pixel_height = 2160
config.pixel_width = 3840
@arif9799
arif9799 / Figure2.py
Last active August 8, 2023 02:09
Attention is not enough! Feed Forward Neural Nets & Recurrent Neural Nets Architecture Animation
from manim import *
from manim.utils.unit import Percent, Pixels
from colour import Color
config.frame_width = 24
config.frame_height = 13.5
HIGH = True
if HIGH:
print("Its high")