{"cells":[{"metadata":{},"cell_type":"markdown","source":"<center><h1 style=\"color: Red;background-color:Yellow\">Time Series Forcasting with sunspot data</h1></center>","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"<h4 style=\"color: #731768;\">\n Sunspots are temporary phenomena on the Sun's photosphere that appear as spots darker than the surrounding areas. They are regions of reduced surface temperature caused by concentrations of magnetic field flux that inhibit convection. Sunspots usually appear in pairs of opposite magnetic polarity.heir number varies according to the approximately 11-year solar cycle.<br/><br/>\nIndividual sunspots or groups of sunspots may last anywhere from a few days to a few months, but eventually decay. Sunspots expand and contract as they move across the surface of the Sun, with diameters ranging from 16 km (10 mi) to 160,000 km (100,000 mi). Larger sunspots can be visible from Earth without the aid of a telescope. They may travel at relative speeds, or proper motions, of a few hundred meters per second when they first emerge<br/><br/>\n \nIn this notebook I will creating a base forecasting model and advanced forecassting models for doing time series analysis\n* Base model use the concept of shifting\n* Advanced model use the concept of ARIMA and SARIMA\n</h4>\n\n\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"import warnings\nwarnings.filterwarnings('ignore')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Importing the Libraries</h2>","execution_count":null},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Loading the dataset","execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"data = pd.read_csv('../input/new2021/new (2).csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data.head(2)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data.columns","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data.drop(labels = ['Unnamed: 0'],axis = 1,inplace =True)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Statistical Description","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"data.describe()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data['Date']=pd.to_datetime(data['Date']) #Converting date into datetime object","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data_new = data.set_index(data['Date']) #Setting the date column as index","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data_new1 = data_new.drop(labels =['Date'],axis = 1) #Deleting the data column","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Visualizing the data","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = plt.figure(figsize = (10,5))\ndata_new1['Monthly Mean Total Sunspot Number'].plot(style = 'k.')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Visualizing the sunspot in 2019","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"data_new1['2019'].resample('M').mean().plot(kind='bar')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Quater-Wise Resampling the data","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"data_q = data_new1.resample('q').mean()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data_q.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Function for checking whether the series is stationary or not","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"<h4 style=\"color: #731768;\">\n    \nA time series with a trend is called non-stationary.\n\nAn identified trend can be modeled. Once modeled, it can be removed from the time series dataset. This is called detrending the time series.\n\nIf a dataset does not have a trend or we successfully remove the trend, the dataset is said to be trend stationary.\n    \n</h4>","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"#Ho: It is non stationary\n#H1: It is stationary\ndef adfuller_test(data):\n    result = adfuller(data)\n    labels =['ADF Tesr Statistic','p-value','Lags Used','Number of Observations Used']\n    for value,label in zip(result,labels):\n        print(label+\":\"+str(value))\n    if result[1] <= 0.05:\n        print(\"strong evidence against the null hypothesis(Ho), reject the null hypothesis. Data has no unit root and is stationary\")\n    else:\n        print(\"weak evidence against null hypothesis, time series has a unit root, indicating it is non-stationary \")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"adfuller_test(data_q)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data_q.plot()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">BASE MODEL","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"base_data = data_q.copy()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"base_data['Shifted_Monthly Mean Total Sunspot Number'] = base_data['Monthly Mean Total Sunspot Number'].shift(1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"base_data[['Monthly Mean Total Sunspot Number','Shifted_Monthly Mean Total Sunspot Number']].plot(figsize=(12,8))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Actual value vs Modelled Value","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"base_data[['Monthly Mean Total Sunspot Number','Shifted_Monthly Mean Total Sunspot Number']]['2018':].plot(figsize=(12,8))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"base_data = base_data.dropna()\nfrom sklearn.metrics import mean_squared_error\nprint('Mean Squared Error: '+str(mean_squared_error(base_data['Monthly Mean Total Sunspot Number'],base_data['Shifted_Monthly Mean Total Sunspot Number'])))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<center><h2 style=\"background-color: steelblue;\">Advanced Models</center>","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"<h4 style=\"color: #731768;\">\n    <center>Autocorrelation and Partial Autocorrelation</center><br/><br/>\n\n\n Identification of an Auto Regression model is often best done with the PACF.\n* For an AR model, the theoretical PACF “shuts off” past the order of the model. The phrase “shuts off” means that in theory the partial autocorrelations are equal to 0 beyond that point. Put another way, the number of non-zero partial autocorrelations gives the order of the AR model. By the “order of the model” we mean the most extreme lag of x that is used as a predictor.<br/><br/>\n\n\nIdentification of an MA model is often best done with the ACF rather than the PACF\n\n\n* For an MA model, the theoretical PACF does not shut off, but instead tapers toward 0 in some manner. A clearer pattern for an MA model is in the ACF. The ACF will have non-zero autocorrelations only at lags involved in the model.\n\n</h4>","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">AutoCorrelation Plot","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = plt.figure(figsize = (10,10))\nfrom pandas.plotting import autocorrelation_plot\nautocorrelation_plot(data_q)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"In this plot we can see the line enters the dotted region when the lag is lesser than 5 so we can take any value from 0 to 4 for p. I choose p to be 2 (**p=2**)","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Auto-Correlation and Partial-Correlation Graphs","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"from statsmodels.graphics.tsaplots import plot_acf,plot_pacf\nimport statsmodels.api as sm","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = plt.figure(figsize=(12,8))\nax1 = fig.add_subplot(211)\nfig = sm.graphics.tsa.plot_acf(data_q,lags=40,ax=ax1)\nax2 = fig.add_subplot(212)\nfig = sm.graphics.tsa.plot_pacf(data_q,lags=40,ax=ax2)\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"In Partial Autocorrelation Graph after the second second vertical line there is sudden cutoff which makes the q to be 2 (**q=2**)","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"d should be either 0 or 1 or 2. I choose d as 0 (**d=0**)","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">ARIMA Model","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"<h4 style=\"color: #731768;\">\nIn statistics and econometrics, and in particular in time series analysis, an autoregressive integrated moving average (ARIMA) model is a generalization of an autoregressive moving average (ARMA) model. Both of these models are fitted to time series data either to better understand the data or to predict future points in the series (forecasting). ARIMA models are applied in some cases where data show evidence of non-stationarity, where an initial differencing step (corresponding to the \"integrated\" part of the model) can be applied one or more times to eliminate the non-stationarity.<br/><br/>\n    \n\nThe AR part of ARIMA indicates that the evolving variable of interest is regressed on its own lagged (i.e., prior) values. The MA part indicates that the regression error is actually a linear combination of error terms whose values occurred contemporaneously and at various times in the past.The I (for \"integrated\") indicates that the data values have been replaced with the difference between their values and the previous values (and this differencing process may have been performed more than once). The purpose of each of these features is to make the model fit the data as well as possible.\n\nNon-seasonal ARIMA models are generally denoted ARIMA(p,d,q) where parameters p, d, and q are non-negative integers, p is the order (number of time lags) of the autoregressive model, d is the degree of differencing (the number of times the data have had past values subtracted), and q is the order of the moving-average model. Seasonal ARIMA models are usually denoted ARIMA(p,d,q)(P,D,Q)m, where m refers to the number of periods in each season, and the uppercase P,D,Q refer to the autoregressive, differencing, and moving average terms for the seasonal part of the ARIMA model.\n    </h4>","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"from statsmodels.tsa.arima_model import ARIMA","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model=ARIMA(data_q,order=(2,0,2))\nmodel_fit=model.fit()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model_fit.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data_q['forecast']=model_fit.predict(start=1000,end=1500,dynamic=True)\ndata_q[['Monthly Mean Total Sunspot Number','forecast']].plot(figsize=(12,8))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Actual value vs Modelled Value","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"pred = data_q[data_q.forecast.notna()]\npred[['Monthly Mean Total Sunspot Number','forecast']].plot(figsize=(12,8))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Seasonal ARIMA Model","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"model=sm.tsa.statespace.SARIMAX(data_q['Monthly Mean Total Sunspot Number'],order=(2, 0, 2),seasonal_order=(2,0,2,6)) #seasonal_order is (p,d,q,seasonal_value) In this case I'm considering it as 6\nresults=model.fit()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"results.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data_q['forecast']=results.predict(start=1000,end=1084,dynamic=True)\ndata_q[['Monthly Mean Total Sunspot Number','forecast']].plot(figsize=(12,8))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<h2 style=\"background-color: steelblue;\">Actual value vs Modelled Value","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"pred = data_q[data_q.forecast.notna()]\npred[['Monthly Mean Total Sunspot Number','forecast']].plot(figsize=(12,8))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":" <h2 style=\"background-color: steelblue;\">Thats all for this notebook....Thanks for your valuable time....If you like the content please upvote it:)","execution_count":null}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}