{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Let's Get Started:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import Necessary Packages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First foremost, we will have to load pandas:" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the COVID-19 Dataset and Some Exploration" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SNoObservationDateProvince/StateCountry/RegionLast UpdateConfirmedDeathsRecovered
0101/22/2020AnhuiMainland China1/22/2020 17:001.00.00.0
1201/22/2020BeijingMainland China1/22/2020 17:0014.00.00.0
2301/22/2020ChongqingMainland China1/22/2020 17:006.00.00.0
3401/22/2020FujianMainland China1/22/2020 17:001.00.00.0
4501/22/2020GansuMainland China1/22/2020 17:000.00.00.0
\n", "
" ], "text/plain": [ " SNo ObservationDate Province/State Country/Region Last Update \\\n", "0 1 01/22/2020 Anhui Mainland China 1/22/2020 17:00 \n", "1 2 01/22/2020 Beijing Mainland China 1/22/2020 17:00 \n", "2 3 01/22/2020 Chongqing Mainland China 1/22/2020 17:00 \n", "3 4 01/22/2020 Fujian Mainland China 1/22/2020 17:00 \n", "4 5 01/22/2020 Gansu Mainland China 1/22/2020 17:00 \n", "\n", " Confirmed Deaths Recovered \n", "0 1.0 0.0 0.0 \n", "1 14.0 0.0 0.0 \n", "2 6.0 0.0 0.0 \n", "3 1.0 0.0 0.0 \n", "4 0.0 0.0 0.0 " ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"COVID-DATA/covid_19_data.csv\")\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Making the Dates, actual DATEs!!!!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have a little problem. Let's take a look at one of the Dates" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'01/22/2020'" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.ObservationDate[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that it is a string and not a proper date! We need to fix this to be able to do time series analysis. We can use the strptime() functionality of the datetime package to convert strings into datetime objects:" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [], "source": [ "from pandas import datetime" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SNoObservationDateProvince/StateCountry/RegionLast UpdateConfirmedDeathsRecovered
012020-01-22AnhuiMainland China1/22/2020 17:001.00.00.0
122020-01-22BeijingMainland China1/22/2020 17:0014.00.00.0
232020-01-22ChongqingMainland China1/22/2020 17:006.00.00.0
342020-01-22FujianMainland China1/22/2020 17:001.00.00.0
452020-01-22GansuMainland China1/22/2020 17:000.00.00.0
\n", "
" ], "text/plain": [ " SNo ObservationDate Province/State Country/Region Last Update \\\n", "0 1 2020-01-22 Anhui Mainland China 1/22/2020 17:00 \n", "1 2 2020-01-22 Beijing Mainland China 1/22/2020 17:00 \n", "2 3 2020-01-22 Chongqing Mainland China 1/22/2020 17:00 \n", "3 4 2020-01-22 Fujian Mainland China 1/22/2020 17:00 \n", "4 5 2020-01-22 Gansu Mainland China 1/22/2020 17:00 \n", "\n", " Confirmed Deaths Recovered \n", "0 1.0 0.0 0.0 \n", "1 14.0 0.0 0.0 \n", "2 6.0 0.0 0.0 \n", "3 1.0 0.0 0.0 \n", "4 0.0 0.0 0.0 " ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def parser(x):\n", " return datetime.strptime(x, '%m/%d/%Y')\n", "\n", "df = pd.read_csv(\"COVID-DATA/covid_19_data.csv\", parse_dates=[1], date_parser=parser)\n", "df.head()\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see if we have real dates now:" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Timestamp('2020-01-22 00:00:00')" ] }, "execution_count": 110, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.ObservationDate[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's make the **ObservationDate** as the index of the data frame, so that we could do time series analysis" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SNoProvince/StateCountry/RegionLast UpdateConfirmedDeathsRecovered
ObservationDate
2020-01-221AnhuiMainland China1/22/2020 17:001.00.00.0
2020-01-222BeijingMainland China1/22/2020 17:0014.00.00.0
2020-01-223ChongqingMainland China1/22/2020 17:006.00.00.0
2020-01-224FujianMainland China1/22/2020 17:001.00.00.0
2020-01-225GansuMainland China1/22/2020 17:000.00.00.0
\n", "
" ], "text/plain": [ " SNo Province/State Country/Region Last Update \\\n", "ObservationDate \n", "2020-01-22 1 Anhui Mainland China 1/22/2020 17:00 \n", "2020-01-22 2 Beijing Mainland China 1/22/2020 17:00 \n", "2020-01-22 3 Chongqing Mainland China 1/22/2020 17:00 \n", "2020-01-22 4 Fujian Mainland China 1/22/2020 17:00 \n", "2020-01-22 5 Gansu Mainland China 1/22/2020 17:00 \n", "\n", " Confirmed Deaths Recovered \n", "ObservationDate \n", "2020-01-22 1.0 0.0 0.0 \n", "2020-01-22 14.0 0.0 0.0 \n", "2020-01-22 6.0 0.0 0.0 \n", "2020-01-22 1.0 0.0 0.0 \n", "2020-01-22 0.0 0.0 0.0 " ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"COVID-DATA/covid_19_data.csv\", index_col=1, parse_dates=[1], date_parser=parser)\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Handling Missing Values" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(11930, 7)\n" ] }, { "data": { "text/plain": [ "SNo 0\n", "Province/State 5663\n", "Country/Region 0\n", "Last Update 0\n", "Confirmed 0\n", "Deaths 0\n", "Recovered 0\n", "dtype: int64" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Handling missing values\n", "print(df.shape)\n", "df.isnull().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will drop the \"Province/State\" attribute as almost half of the entries have missing values for it." ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "# As Province/State has many missing values, let's drop it (ASSIGN to df AGAIN!!!)\n", "df = df.drop([\"Province/State\"], axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's confirm that the attribute is gone and we don't have any other missing values." ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SNo 0\n", "Country/Region 0\n", "Last Update 0\n", "Confirmed 0\n", "Deaths 0\n", "Recovered 0\n", "dtype: int64" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Confirm that there is no more NaN values\n", "df.isnull().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extracting Some Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to get meaningful and concise statistics report from the dataset, we can use buil-in functionalities of pandas and of course visualisations." ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Country/Region Confirmed\n", "ObservationDate \n", "2020-04-04 Spain 126168.0\n", "\n", "\n", " Country/Region Deaths\n", "ObservationDate \n", "2020-04-04 Italy 15362.0\n", "\n", "\n", " Country/Region Recovered\n", "ObservationDate \n", "2020-04-04 Mainland China 63762.0\n" ] } ], "source": [ "#Maximum Confirmed\n", "maximum_confirmed = df[df.Confirmed == df.Confirmed.max()]\n", "print(maximum_confirmed[['Country/Region','Confirmed']])\n", "print('\\n')\n", "\n", "#Maximum Deaths\n", "maximum_deaths = df[df.Deaths == df.Deaths.max()]\n", "print(maximum_deaths[['Country/Region','Deaths']])\n", "print('\\n')\n", "\n", "#Maximum Recovered\n", "maximum_recovered = df[df.Recovered == df.Recovered.max()]\n", "print(maximum_recovered[['Country/Region','Recovered']])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing COVID19 dataset for the World!" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig=plt.figure(figsize=(16, 9))\n", "confirmed = df['Confirmed']\n", "confirmed.plot(color='b')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see the Deaths and Recovered visualizations as well:" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig=plt.figure(figsize=(16, 9))\n", "deaths = df['Deaths']\n", "deaths.plot(color='r')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's visualize all **Confirmed**, **Deaths**, **Recovered** statistics. One way we could do it is to use matplotlib directly and generate subplots:" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Grab each column\n", "Confirmed = df['Confirmed']\n", "Deaths = df['Deaths']\n", "Recovered = df['Recovered']\n", "\n", "fig=plt.figure(figsize=(16, 9))\n", "plt.subplot(3, 1, 1)\n", "Confirmed.plot(color='b', label='Confirmed')\n", "plt.grid()\n", "plt.legend()\n", "\n", "plt.subplot(3, 1, 2)\n", "Deaths.plot(color='r', label='Deaths')\n", "plt.grid()\n", "plt.legend()\n", "\n", "plt.subplot(3, 1, 3)\n", "Recovered.plot(color='g', label='Recovered')\n", "plt.grid()\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that we need too much code for this! Plus, we need to control the limits of the y-axis so that we could have a good sense of comparison between the 3 figures. Luckily, pandas really comes to save the day here:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SNoCountry/RegionLast UpdateConfirmedDeathsRecovered
ObservationDate
2020-01-221Mainland China1/22/2020 17:001.00.00.0
2020-01-222Mainland China1/22/2020 17:0014.00.00.0
2020-01-223Mainland China1/22/2020 17:006.00.00.0
2020-01-224Mainland China1/22/2020 17:001.00.00.0
2020-01-225Mainland China1/22/2020 17:000.00.00.0
\n", "
" ], "text/plain": [ " SNo Country/Region Last Update Confirmed Deaths \\\n", "ObservationDate \n", "2020-01-22 1 Mainland China 1/22/2020 17:00 1.0 0.0 \n", "2020-01-22 2 Mainland China 1/22/2020 17:00 14.0 0.0 \n", "2020-01-22 3 Mainland China 1/22/2020 17:00 6.0 0.0 \n", "2020-01-22 4 Mainland China 1/22/2020 17:00 1.0 0.0 \n", "2020-01-22 5 Mainland China 1/22/2020 17:00 0.0 0.0 \n", "\n", " Recovered \n", "ObservationDate \n", "2020-01-22 0.0 \n", "2020-01-22 0.0 \n", "2020-01-22 0.0 \n", "2020-01-22 0.0 \n", "2020-01-22 0.0 " ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ,\n", " ],\n", " dtype=object)" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot(subplots=True,figsize=(16, 9), sharey=True,title=\"Statistics of COVID-19\", y=[3,4,5], grid=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing COVID19 dataset for a Country/Region!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see how we can visualize for a given country. Let's check out the names of the countries in the dataset:\n" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Mainland China' 'Hong Kong' 'Macau' 'Taiwan' 'US' 'Japan' 'Thailand'\n", " 'South Korea' 'Singapore' 'Philippines' 'Malaysia' 'Vietnam' 'Australia'\n", " 'Mexico' 'Brazil' 'Colombia' 'France' 'Nepal' 'Canada' 'Cambodia'\n", " 'Sri Lanka' 'Ivory Coast' 'Germany' 'Finland' 'United Arab Emirates'\n", " 'India' 'Italy' 'UK' 'Russia' 'Sweden' 'Spain' 'Belgium' 'Others' 'Egypt'\n", " 'Iran' 'Israel' 'Lebanon' 'Iraq' 'Oman' 'Afghanistan' 'Bahrain' 'Kuwait'\n", " 'Austria' 'Algeria' 'Croatia' 'Switzerland' 'Pakistan' 'Georgia' 'Greece'\n", " 'North Macedonia' 'Norway' 'Romania' 'Denmark' 'Estonia' 'Netherlands'\n", " 'San Marino' ' Azerbaijan' 'Belarus' 'Iceland' 'Lithuania' 'New Zealand'\n", " 'Nigeria' 'North Ireland' 'Ireland' 'Luxembourg' 'Monaco' 'Qatar'\n", " 'Ecuador' 'Azerbaijan' 'Czech Republic' 'Armenia' 'Dominican Republic'\n", " 'Indonesia' 'Portugal' 'Andorra' 'Latvia' 'Morocco' 'Saudi Arabia'\n", " 'Senegal' 'Argentina' 'Chile' 'Jordan' 'Ukraine' 'Saint Barthelemy'\n", " 'Hungary' 'Faroe Islands' 'Gibraltar' 'Liechtenstein' 'Poland' 'Tunisia'\n", " 'Palestine' 'Bosnia and Herzegovina' 'Slovenia' 'South Africa' 'Bhutan'\n", " 'Cameroon' 'Costa Rica' 'Peru' 'Serbia' 'Slovakia' 'Togo' 'Vatican City'\n", " 'French Guiana' 'Malta' 'Martinique' 'Republic of Ireland' 'Bulgaria'\n", " 'Maldives' 'Bangladesh' 'Moldova' 'Paraguay' 'Albania' 'Cyprus'\n", " 'St. Martin' 'Brunei' 'occupied Palestinian territory' \"('St. Martin',)\"\n", " 'Burkina Faso' 'Channel Islands' 'Holy See' 'Mongolia' 'Panama' 'Bolivia'\n", " 'Honduras' 'Congo (Kinshasa)' 'Jamaica' 'Reunion' 'Turkey' 'Cuba'\n", " 'Guyana' 'Kazakhstan' 'Cayman Islands' 'Guadeloupe' 'Ethiopia' 'Sudan'\n", " 'Guinea' 'Antigua and Barbuda' 'Aruba' 'Kenya' 'Uruguay' 'Ghana' 'Jersey'\n", " 'Namibia' 'Seychelles' 'Trinidad and Tobago' 'Venezuela' 'Curacao'\n", " 'Eswatini' 'Gabon' 'Guatemala' 'Guernsey' 'Mauritania' 'Rwanda'\n", " 'Saint Lucia' 'Saint Vincent and the Grenadines' 'Suriname' 'Kosovo'\n", " 'Central African Republic' 'Congo (Brazzaville)' 'Equatorial Guinea'\n", " 'Uzbekistan' 'Guam' 'Puerto Rico' 'Benin' 'Greenland' 'Liberia' 'Mayotte'\n", " 'Republic of the Congo' 'Somalia' 'Tanzania' 'The Bahamas' 'Barbados'\n", " 'Montenegro' 'The Gambia' 'Kyrgyzstan' 'Mauritius' 'Zambia' 'Djibouti'\n", " 'Gambia, The' 'Bahamas, The' 'Chad' 'El Salvador' 'Fiji' 'Nicaragua'\n", " 'Madagascar' 'Haiti' 'Angola' 'Cabo Verde' 'Niger' 'Papua New Guinea'\n", " 'Zimbabwe' 'Cape Verde' 'East Timor' 'Eritrea' 'Uganda' 'Bahamas'\n", " 'Dominica' 'Gambia' 'Grenada' 'Mozambique' 'Syria' 'Timor-Leste' 'Belize'\n", " 'Laos' 'Libya' 'Diamond Princess' 'Guinea-Bissau' 'Mali'\n", " 'Saint Kitts and Nevis' 'West Bank and Gaza' 'Burma' 'MS Zaandam'\n", " 'Botswana' 'Burundi' 'Sierra Leone' 'Malawi']\n" ] } ], "source": [ "country_names = df['Country/Region'].unique()\n", "print(country_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will write a function that will filter the data frame based on the name of the country that the user will define." ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [], "source": [ "def filter_COVID(df, country):\n", " df= df[df['Country/Region'] == country]\n", " return df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will also write a function whose job is to visualise the statistics for a given Country/Region:" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [], "source": [ "def visualise_COVID(df, country):\n", " # Get the unique names of the Country/Region\n", " country_names = df['Country/Region'].unique()\n", " # Make sure that the country exists in the dataset already\n", " if country in country_names:\n", " #Filter the entire dataset and only keep the records for the arguement country\n", " df_filtered = filter_COVID(df, country)\n", " fig=plt.figure(figsize=(16, 9))\n", " df_filtered.plot(subplots=True,figsize=(10, 9), sharey=True,title=\"Statistics of COVID-19\", y=[3,4,5], grid=True)\n", " else:\n", " print(\"Please choose a country/region from the list below:\"+'\\n')\n", " print(country_names)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us try a country and see some visualisations:" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "visualise_COVID(df, 'Australia')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's consider the confirmed cases. Would you say that it is a stationary process? Well no! You can see that there is a trend there! For a stationary time series the mean, and variance need to remain constant. **IMPORTANT: ARIMA does not require us to pre-process the time series into a stationary process as it will do it itself**. However, for the sake of the argument, if you are using ARMA, AR or MA models, or similar, you might want to know how to turn a non-stationary time series into a stationary time series. The reason is, these methods assume that the time series is already stationary." ] }, { "cell_type": "markdown", "metadata": { "scrolled": true }, "source": [ "## ARIMA and Timeseries\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Auto-Regressive Integrated Moving Average (ARIMA)**, is a mixture of AR and MA models, plus the ability of integration (which is used to make the input data stationary). There are 3 parameters that it needs: \n", "- **p**: the lags for the auto-regressive component (past values of the series itself)\n", "- **d**: shows the order of integration (number of integrations needed to make the time series stationary)\n", "- **q**: the moving average components (past values of the errors in the predictions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forecasting with ARIMA:" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [], "source": [ "from statsmodels.tsa.arima_model import ARIMA" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [], "source": [ "# We will prepare the train and test data for the confirmed cases of a country\n", "df_filtered = filter_COVID(df, 'Australia')\n", "df_filtered = df_filtered['Confirmed']\n", "df_filtered = df_filtered.values\n", "size = int(len(df_filtered) * 0.80)\n", "train, test = df_filtered[0:size], df_filtered[size:len(df_filtered)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can define an ARIMA model, with a given set of (p,d,q) and train it on the train set." ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4034.3327839910935\n" ] } ], "source": [ "model = ARIMA(train, order=(1,1,1))\n", "model_fit = model.fit()\n", "# Let us pring the aic value\n", "print(model_fit.aic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can make predictions:" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [], "source": [ "predictions = model_fit.forecast(steps=test.size)[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can plot the predictions and the ground truth:" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig=plt.figure(figsize=(16, 9))\n", "plt.plot(test)\n", "plt.plot(predictions, color='red')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So this is simply terrible! The performance highly depends on the values that we choose for (p,d,q). How can we find good values for these hyper-parameters?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Finding the best combination of (p,d,q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can of course play with the values of (p,d,q). For example if you use (5,1,0) and (5,1,1) you will get a better result than (1,1,1). However, we need a proper search method of the grid of these 3 hyper-parameters." ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(0, 0, 0),\n", " (0, 0, 1),\n", " (0, 0, 2),\n", " (0, 0, 3),\n", " (0, 0, 4),\n", " (0, 0, 5),\n", " (0, 1, 0),\n", " (0, 1, 1),\n", " (0, 1, 2),\n", " (0, 1, 3),\n", " (0, 1, 4),\n", " (0, 1, 5),\n", " (0, 2, 0),\n", " (0, 2, 1),\n", " (0, 2, 2),\n", " (0, 2, 3),\n", " (0, 2, 4),\n", " (0, 2, 5),\n", " (0, 3, 0),\n", " (0, 3, 1),\n", " (0, 3, 2),\n", " (0, 3, 3),\n", " (0, 3, 4),\n", " (0, 3, 5),\n", " (0, 4, 0),\n", " (0, 4, 1),\n", " (0, 4, 2),\n", " (0, 4, 3),\n", " (0, 4, 4),\n", " (0, 4, 5),\n", " (0, 5, 0),\n", " (0, 5, 1),\n", " (0, 5, 2),\n", " (0, 5, 3),\n", " (0, 5, 4),\n", " (0, 5, 5),\n", " (1, 0, 0),\n", " (1, 0, 1),\n", " (1, 0, 2),\n", " (1, 0, 3),\n", " (1, 0, 4),\n", " (1, 0, 5),\n", " (1, 1, 0),\n", " (1, 1, 1),\n", " (1, 1, 2),\n", " (1, 1, 3),\n", " (1, 1, 4),\n", " (1, 1, 5),\n", " (1, 2, 0),\n", " (1, 2, 1),\n", " (1, 2, 2),\n", " (1, 2, 3),\n", " (1, 2, 4),\n", " (1, 2, 5),\n", " (1, 3, 0),\n", " (1, 3, 1),\n", " (1, 3, 2),\n", " (1, 3, 3),\n", " (1, 3, 4),\n", " (1, 3, 5),\n", " (1, 4, 0),\n", " (1, 4, 1),\n", " (1, 4, 2),\n", " (1, 4, 3),\n", " (1, 4, 4),\n", " (1, 4, 5),\n", " (1, 5, 0),\n", " (1, 5, 1),\n", " (1, 5, 2),\n", " (1, 5, 3),\n", " (1, 5, 4),\n", " (1, 5, 5),\n", " (2, 0, 0),\n", " (2, 0, 1),\n", " (2, 0, 2),\n", " (2, 0, 3),\n", " (2, 0, 4),\n", " (2, 0, 5),\n", " (2, 1, 0),\n", " (2, 1, 1),\n", " (2, 1, 2),\n", " (2, 1, 3),\n", " (2, 1, 4),\n", " (2, 1, 5),\n", " (2, 2, 0),\n", " (2, 2, 1),\n", " (2, 2, 2),\n", " (2, 2, 3),\n", " (2, 2, 4),\n", " (2, 2, 5),\n", " (2, 3, 0),\n", " (2, 3, 1),\n", " (2, 3, 2),\n", " (2, 3, 3),\n", " (2, 3, 4),\n", " (2, 3, 5),\n", " (2, 4, 0),\n", " (2, 4, 1),\n", " (2, 4, 2),\n", " (2, 4, 3),\n", " (2, 4, 4),\n", " (2, 4, 5),\n", " (2, 5, 0),\n", " (2, 5, 1),\n", " (2, 5, 2),\n", " (2, 5, 3),\n", " (2, 5, 4),\n", " (2, 5, 5),\n", " (3, 0, 0),\n", " (3, 0, 1),\n", " (3, 0, 2),\n", " (3, 0, 3),\n", " (3, 0, 4),\n", " (3, 0, 5),\n", " (3, 1, 0),\n", " (3, 1, 1),\n", " (3, 1, 2),\n", " (3, 1, 3),\n", " (3, 1, 4),\n", " (3, 1, 5),\n", " (3, 2, 0),\n", " (3, 2, 1),\n", " (3, 2, 2),\n", " (3, 2, 3),\n", " (3, 2, 4),\n", " (3, 2, 5),\n", " (3, 3, 0),\n", " (3, 3, 1),\n", " (3, 3, 2),\n", " (3, 3, 3),\n", " (3, 3, 4),\n", " (3, 3, 5),\n", " (3, 4, 0),\n", " (3, 4, 1),\n", " (3, 4, 2),\n", " (3, 4, 3),\n", " (3, 4, 4),\n", " (3, 4, 5),\n", " (3, 5, 0),\n", " (3, 5, 1),\n", " (3, 5, 2),\n", " (3, 5, 3),\n", " (3, 5, 4),\n", " (3, 5, 5),\n", " (4, 0, 0),\n", " (4, 0, 1),\n", " (4, 0, 2),\n", " (4, 0, 3),\n", " (4, 0, 4),\n", " (4, 0, 5),\n", " (4, 1, 0),\n", " (4, 1, 1),\n", " (4, 1, 2),\n", " (4, 1, 3),\n", " (4, 1, 4),\n", " (4, 1, 5),\n", " (4, 2, 0),\n", " (4, 2, 1),\n", " (4, 2, 2),\n", " (4, 2, 3),\n", " (4, 2, 4),\n", " (4, 2, 5),\n", " (4, 3, 0),\n", " (4, 3, 1),\n", " (4, 3, 2),\n", " (4, 3, 3),\n", " (4, 3, 4),\n", " (4, 3, 5),\n", " (4, 4, 0),\n", " (4, 4, 1),\n", " (4, 4, 2),\n", " (4, 4, 3),\n", " (4, 4, 4),\n", " (4, 4, 5),\n", " (4, 5, 0),\n", " (4, 5, 1),\n", " (4, 5, 2),\n", " (4, 5, 3),\n", " (4, 5, 4),\n", " (4, 5, 5),\n", " (5, 0, 0),\n", " (5, 0, 1),\n", " (5, 0, 2),\n", " (5, 0, 3),\n", " (5, 0, 4),\n", " (5, 0, 5),\n", " (5, 1, 0),\n", " (5, 1, 1),\n", " (5, 1, 2),\n", " (5, 1, 3),\n", " (5, 1, 4),\n", " (5, 1, 5),\n", " (5, 2, 0),\n", " (5, 2, 1),\n", " (5, 2, 2),\n", " (5, 2, 3),\n", " (5, 2, 4),\n", " (5, 2, 5),\n", " (5, 3, 0),\n", " (5, 3, 1),\n", " (5, 3, 2),\n", " (5, 3, 3),\n", " (5, 3, 4),\n", " (5, 3, 5),\n", " (5, 4, 0),\n", " (5, 4, 1),\n", " (5, 4, 2),\n", " (5, 4, 3),\n", " (5, 4, 4),\n", " (5, 4, 5),\n", " (5, 5, 0),\n", " (5, 5, 1),\n", " (5, 5, 2),\n", " (5, 5, 3),\n", " (5, 5, 4),\n", " (5, 5, 5)]" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import itertools as it\n", "p=d=q=range(0,6)\n", "pdq = list(it.product(p,d,q))\n", "pdq" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not every combinarion of (p,d,q) makes sense and some of them will result in errors. Because of that we will use a block of try/except in the code below. Moreover, for every combination of these parameters, we will create a model and train it and record the AIC value of the model. Finally we will report the best combination of these hyper-parameters as well as the corresponding minimum AIC value." ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(0, 0, 0)\n", "Current aic: 4170.430765167508\n", "(0, 0, 1)\n", "Current aic: 4167.47786305994\n", "(0, 0, 2)\n", "Current aic: 4115.612524091196\n", "(0, 0, 3)\n", "Current aic: 4087.4444036824907\n", "(0, 0, 4)\n", "Current aic: 4087.2444717772805\n", "(0, 0, 5)\n", "Current aic: nan\n", "(0, 1, 0)\n", "Current aic: 4291.449234991836\n", "(0, 1, 1)\n", "Current aic: 4053.8427616295876\n", "(0, 1, 3)\n", "Current aic: 4028.6783112184835\n", "(0, 1, 4)\n", "Current aic: 3956.3018396719394\n", "(0, 2, 0)\n", "Current aic: 4643.178043657391\n", "(0, 2, 1)\n", "Current aic: 4287.228336037395\n", "(1, 0, 0)\n", "Current aic: 4163.807479010582\n", "(1, 0, 2)\n", "Current aic: 4089.020051460411\n", "(1, 0, 3)\n", "Current aic: 4085.8960456387886\n", "(1, 0, 4)\n", "Current aic: 3973.3410863284\n", "(1, 0, 5)\n", "Current aic: 3981.964034412935\n", "(1, 1, 0)\n", "Current aic: 4146.303949195159\n", "(1, 1, 1)\n", "Current aic: 4034.3327839910935\n", "(1, 1, 2)\n", "Current aic: 4036.3309711082975\n", "(1, 1, 3)\n", "Current aic: 4040.3026406228937\n", "(1, 1, 5)\n", "Current aic: 3947.126223382093\n", "(1, 2, 0)\n", "Current aic: 4417.336170255878\n", "(1, 2, 1)\n", "Current aic: 4143.274451209684\n", "(1, 2, 5)\n", "Current aic: 4004.8951917571862\n", "(2, 0, 0)\n", "Current aic: 4120.714667745024\n", "(2, 0, 1)\n", "Current aic: 4052.4908136351733\n", "(2, 1, 0)\n", "Current aic: 4066.278405493016\n", "(2, 1, 1)\n", "Current aic: 4062.5889419197083\n", "(2, 1, 2)\n", "Current aic: 4042.8133967942667\n", "(2, 1, 3)\n", "Current aic: 3929.5714667873945\n", "(2, 2, 0)\n", "Current aic: 4187.639308908429\n", "(2, 2, 2)\n", "Current aic: 4060.220547478897\n", "(2, 2, 5)\n", "Current aic: 3893.389368497489\n", "(3, 0, 0)\n", "Current aic: 4068.9400300185944\n", "(3, 0, 1)\n", "Current aic: 4061.9239976282242\n", "(3, 0, 4)\n", "Current aic: 3936.276028377969\n", "(3, 0, 5)\n", "Current aic: 3936.2830649607267\n", "(3, 1, 0)\n", "Current aic: 4064.224189674444\n", "(3, 1, 1)\n", "Current aic: 4064.446889834347\n", "(3, 1, 2)\n", "Current aic: 4015.9902902195786\n", "(3, 1, 3)\n", "Current aic: 3925.056332340941\n", "(3, 1, 4)\n", "Current aic: 3919.6627727570244\n", "(3, 1, 5)\n", "Current aic: 3878.1221927410134\n", "(3, 2, 0)\n", "Current aic: 4173.8006868777165\n", "(3, 2, 1)\n", "Current aic: 4061.829277115335\n", "(3, 2, 2)\n", "Current aic: 4062.0553714078605\n", "(4, 0, 0)\n", "Current aic: 4060.7299864525794\n", "(4, 0, 1)\n", "Current aic: 4061.472732285939\n", "(4, 0, 3)\n", "Current aic: 3993.41155423897\n", "(4, 0, 4)\n", "Current aic: 3998.762310495811\n", "(4, 0, 5)\n", "Current aic: 3904.5506129394635\n", "(4, 1, 0)\n", "Current aic: 4052.8543522943783\n", "(4, 1, 1)\n", "Current aic: 3974.112745042311\n", "(4, 1, 2)\n", "Current aic: 3939.6795620583516\n", "(4, 1, 3)\n", "Current aic: 3910.4037947209526\n", "(4, 1, 4)\n", "Current aic: 3880.157383629373\n", "(4, 1, 5)\n", "Current aic: 3879.02878902599\n", "(4, 2, 0)\n", "Current aic: 4170.85886527067\n", "(4, 2, 1)\n", "Current aic: 4050.6971017420465\n", "(4, 2, 2)\n", "Current aic: 4039.770405366143\n", "(4, 2, 5)\n", "Current aic: 3903.8369658804527\n", "(5, 0, 0)\n", "Current aic: 4056.5019150729377\n", "(5, 0, 1)\n", "Current aic: 3992.9493075146293\n", "(5, 0, 2)\n", "Current aic: 3967.4265509158186\n", "(5, 0, 3)\n", "Current aic: 3928.7111715719666\n", "(5, 0, 4)\n", "Current aic: 3919.4083393278224\n", "(5, 0, 5)\n", "Current aic: 3905.8628258302497\n", "(5, 1, 0)\n", "Current aic: 4010.623425982308\n", "(5, 1, 1)\n", "Current aic: 3954.0813584705757\n", "(5, 1, 2)\n", "Current aic: 3901.692239753939\n", "(5, 1, 3)\n", "Current aic: 3918.4689749926283\n", "(5, 1, 4)\n", "Current aic: 3888.3475708936307\n", "(5, 1, 5)\n", "Current aic: 3867.0089092138924\n", "(5, 2, 0)\n", "Current aic: 4092.9819669708477\n", "(5, 2, 1)\n", "Current aic: 4053.6140142978893\n", "(5, 2, 2)\n", "Current aic: 3961.8354754353963\n", "(5, 2, 5)\n", "Current aic: 3871.178056984323\n", "Best parameters are (5, 1, 5) with the aic value of 3867.01\n" ] } ], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "minimum_aic = 100000000\n", "best_param = None\n", "for param in pdq:\n", " try:\n", " model = ARIMA(train, order=param)\n", " model_fit = model.fit()\n", " current_aic = model_fit.aic\n", " if current_aic < minimum_aic:\n", " minimum_aic = current_aic\n", " best_param = param\n", " print(param)\n", " print(\"Current aic:\", model_fit.aic)\n", " except:\n", " continue\n", "print(\"Best parameters are %s with the aic value of %.2f\" % (str(best_param), minimum_aic))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So let's use the best parameters and see how it goes, and if it improves the performance" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3867.0089092138924\n" ] } ], "source": [ "model = ARIMA(train, order=(5,1,5))\n", "model_fit = model.fit()\n", "# Let us pring the aic value\n", "print(model_fit.aic)" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import mean_squared_error as mse\n", "predictions = model_fit.forecast(steps=test.size)[0]\n", "error = mse(test,predictions)\n", "fig=plt.figure(figsize=(16, 9))\n", "plt.plot(test)\n", "plt.plot(predictions, color='red', label=\"MSE: %.2f\" % error+'\\n'+\"AIC: %.2f\" % model_fit.aic)\n", "plt.legend()\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the lowest AIC does NOT mean the BEST generalisation! So, let's use (5,1,4) which has a higher AIC! Can you see how the MSE changes? " ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3888.3475708936307\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model = ARIMA(train, order=(5,1,4))\n", "model_fit = model.fit()\n", "# Let us pring the aic value\n", "print(model_fit.aic)\n", "\n", "from sklearn.metrics import mean_squared_error as mse\n", "predictions = model_fit.forecast(steps=test.size)[0]\n", "error = mse(test,predictions)\n", "fig=plt.figure(figsize=(16, 9))\n", "plt.plot(test)\n", "plt.plot(predictions, color='red', label=\"MSE: %.2f\" % error+'\\n'+\"AIC: %.2f\" % model_fit.aic)\n", "plt.legend()\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ARIMA seems to be a reasonable model for time series forcasting. However, we have learned that the lowest AIC value, by no means, corresponds to the lowest MSE error value for the test set!!! Models with slightly higher AIC value can indeed make better generalisations and produce a lower MSE error during testing!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }