diff --git a/backend/app.py b/backend/app.py new file mode 100644 index 0000000..bbfac20 --- /dev/null +++ b/backend/app.py @@ -0,0 +1,36 @@ +from flask import Flask, jsonify, request +import pandas as pd +from datetime import datetime +from flask_cors import CORS + +app = Flask(__name__) + +CORS(app) + +# Load data +data = pd.read_csv('../data/Brent_Oil_Prices.csv') +data['Date'] = pd.to_datetime(data['Date'], dayfirst=True, errors='coerce') +data.set_index('Date', inplace=True) + +# Routes +@app.route('/') +def home(): + return "Welcome" + +@app.route('/api/prices', methods=['GET']) +def get_prices(): + # Convert data to JSON format + prices = data.reset_index().to_dict(orient='records') + return jsonify(prices) + +@app.route('/api/prices/range', methods=['GET']) +def get_price_range(): + start_date = request.args.get('start') + end_date = request.args.get('end') + + # Filter data based on the date range + filtered_data = data.loc[start_date:end_date].reset_index().to_dict(orient='records') + return jsonify(filtered_data) + +if __name__ == '__main__': + app.run(debug=True) diff --git a/data/.gitignore b/data/.gitignore index 51b722d..0f9d847 100644 --- a/data/.gitignore +++ b/data/.gitignore @@ -1 +1,4 @@ -Brent_Oil_Prices.csv \ No newline at end of file +Brent_Oil_Prices.csv +gdp_data.csv +natural_gas_daily.csv +natural_gas_monthly.csv \ No newline at end of file diff --git a/figures/annotations.png b/figures/annotations.png new file mode 100644 index 0000000..4867806 Binary files /dev/null and b/figures/annotations.png differ diff --git a/figures/merged_prices.png b/figures/merged_prices.png new file mode 100644 index 0000000..6fb032e Binary files /dev/null and b/figures/merged_prices.png differ diff --git a/figures/moving_averages.png b/figures/moving_averages.png new file mode 100644 index 0000000..cacdd99 Binary files /dev/null and b/figures/moving_averages.png differ diff --git a/figures/price_trend.png b/figures/price_trend.png new file mode 100644 index 0000000..41b5b0d Binary files /dev/null and b/figures/price_trend.png differ diff --git a/frontend/.gitignore b/frontend/.gitignore new file mode 100644 index 0000000..4d29575 --- /dev/null +++ b/frontend/.gitignore @@ -0,0 +1,23 @@ +# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. + +# dependencies +/node_modules +/.pnp +.pnp.js + +# testing +/coverage + +# production +/build + +# misc +.DS_Store +.env.local +.env.development.local +.env.test.local +.env.production.local + +npm-debug.log* +yarn-debug.log* +yarn-error.log* diff --git a/frontend/README.md b/frontend/README.md new file mode 100644 index 0000000..58beeac --- /dev/null +++ b/frontend/README.md @@ -0,0 +1,70 @@ +# Getting Started with Create React App + +This project was bootstrapped with [Create React App](https://github.com/facebook/create-react-app). + +## Available Scripts + +In the project directory, you can run: + +### `npm start` + +Runs the app in the development mode.\ +Open [http://localhost:3000](http://localhost:3000) to view it in your browser. + +The page will reload when you make changes.\ +You may also see any lint errors in the console. + +### `npm test` + +Launches the test runner in the interactive watch mode.\ +See the section about [running tests](https://facebook.github.io/create-react-app/docs/running-tests) for more information. + +### `npm run build` + +Builds the app for production to the `build` folder.\ +It correctly bundles React in production mode and optimizes the build for the best performance. + +The build is minified and the filenames include the hashes.\ +Your app is ready to be deployed! + +See the section about [deployment](https://facebook.github.io/create-react-app/docs/deployment) for more information. + +### `npm run eject` + +**Note: this is a one-way operation. Once you `eject`, you can't go back!** + +If you aren't satisfied with the build tool and configuration choices, you can `eject` at any time. This command will remove the single build dependency from your project. + +Instead, it will copy all the configuration files and the transitive dependencies (webpack, Babel, ESLint, etc) right into your project so you have full control over them. All of the commands except `eject` will still work, but they will point to the copied scripts so you can tweak them. At this point you're on your own. + +You don't have to ever use `eject`. The curated feature set is suitable for small and middle deployments, and you shouldn't feel obligated to use this feature. However we understand that this tool wouldn't be useful if you couldn't customize it when you are ready for it. + +## Learn More + +You can learn more in the [Create React App documentation](https://facebook.github.io/create-react-app/docs/getting-started). + +To learn React, check out the [React documentation](https://reactjs.org/). + +### Code Splitting + +This section has moved here: [https://facebook.github.io/create-react-app/docs/code-splitting](https://facebook.github.io/create-react-app/docs/code-splitting) + +### Analyzing the Bundle Size + +This section has moved here: [https://facebook.github.io/create-react-app/docs/analyzing-the-bundle-size](https://facebook.github.io/create-react-app/docs/analyzing-the-bundle-size) + +### Making a Progressive Web App + +This section has moved here: [https://facebook.github.io/create-react-app/docs/making-a-progressive-web-app](https://facebook.github.io/create-react-app/docs/making-a-progressive-web-app) + +### Advanced Configuration + +This section has moved here: [https://facebook.github.io/create-react-app/docs/advanced-configuration](https://facebook.github.io/create-react-app/docs/advanced-configuration) + +### Deployment + +This section has moved here: [https://facebook.github.io/create-react-app/docs/deployment](https://facebook.github.io/create-react-app/docs/deployment) + +### `npm run build` fails to minify + +This section has moved here: [https://facebook.github.io/create-react-app/docs/troubleshooting#npm-run-build-fails-to-minify](https://facebook.github.io/create-react-app/docs/troubleshooting#npm-run-build-fails-to-minify) diff --git a/frontend/package-lock.json b/frontend/package-lock.json new file mode 100644 index 0000000..032f498 --- /dev/null +++ b/frontend/package-lock.json @@ -0,0 +1,18995 @@ +{ + "name": "react-admin", + "version": "0.1.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "react-admin", + "version": "0.1.0", + "dependencies": { + "@emotion/react": 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+ "toposort": "^2.0.2" + }, + "engines": { + "node": ">=10" + } + } + } +} diff --git a/frontend/package.json b/frontend/package.json new file mode 100644 index 0000000..d05752c --- /dev/null +++ b/frontend/package.json @@ -0,0 +1,64 @@ +{ + "name": "react-admin", + "version": "0.1.0", + "private": true, + "dependencies": { + "@emotion/react": "^11.10.4", + "@emotion/styled": "^11.10.4", + "@fullcalendar/core": "^5.11.3", + "@fullcalendar/daygrid": "^5.11.3", + "@fullcalendar/interaction": "^5.11.3", + "@fullcalendar/list": "^5.11.3", + "@fullcalendar/react": "^5.11.2", + "@fullcalendar/timegrid": "^5.11.3", + "@mui/icons-material": "^5.10.3", + "@mui/material": "^5.10.5", + "@mui/x-data-grid": "^5.17.2", + "@nivo/bar": "^0.80.0", + "@nivo/core": "^0.79.0", + "@nivo/geo": "^0.80.0", + "@nivo/line": "^0.79.1", + "@nivo/pie": "^0.80.0", + "@reduxjs/toolkit": "^1.8.5", + "@testing-library/jest-dom": "^5.16.5", + "@testing-library/react": "^13.3.0", + "@testing-library/user-event": "^13.5.0", + "axios": "^1.7.7", + "chart.js": "^3.9.1", + "formik": "^2.2.9", + "react": "^18.2.0", + "react-chartjs-2": "^4.3.1", + "react-dom": "^18.2.0", + "react-pro-sidebar": "^0.7.1", + "react-redux": "^8.0.2", + "react-router-dom": "^6.3.0", + "react-scripts": "5.0.1", + "recharts": "^2.13.3", + "web-vitals": "^2.1.4", + "yup": "^0.32.11" + }, + "scripts": { + "start": "react-scripts start", + "build": "react-scripts build", + "test": "react-scripts test", + "eject": "react-scripts eject" + }, + "eslintConfig": { + "extends": [ + "react-app", + "react-app/jest" + ] + }, + "browserslist": { + "production": [ + ">0.2%", + "not dead", + "not op_mini all" + ], + "development": [ + "last 1 chrome version", + "last 1 firefox version", + "last 1 safari version" + ] + } +} diff --git a/frontend/public/assets/user.png b/frontend/public/assets/user.png new file mode 100644 index 0000000..956662c Binary files /dev/null and b/frontend/public/assets/user.png differ diff --git a/frontend/public/favicon.ico b/frontend/public/favicon.ico new file mode 100644 index 0000000..a11777c Binary files /dev/null and b/frontend/public/favicon.ico differ diff --git a/frontend/public/index.html b/frontend/public/index.html new file mode 100644 index 0000000..aa069f2 --- /dev/null +++ b/frontend/public/index.html @@ -0,0 +1,43 @@ + + + + + + + + + + + + + React App + + + +
+ + + diff --git a/frontend/public/logo192.png b/frontend/public/logo192.png new file mode 100644 index 0000000..fc44b0a Binary files /dev/null and b/frontend/public/logo192.png differ diff --git a/frontend/public/logo512.png b/frontend/public/logo512.png new file mode 100644 index 0000000..a4e47a6 Binary files /dev/null and b/frontend/public/logo512.png differ diff --git a/frontend/public/manifest.json b/frontend/public/manifest.json new file mode 100644 index 0000000..080d6c7 --- /dev/null +++ b/frontend/public/manifest.json @@ -0,0 +1,25 @@ +{ + "short_name": "React App", + "name": "Create React App Sample", + "icons": [ + { + "src": "favicon.ico", + "sizes": "64x64 32x32 24x24 16x16", + "type": "image/x-icon" + }, + { + "src": "logo192.png", + "type": "image/png", + "sizes": "192x192" + }, + { + "src": "logo512.png", + "type": "image/png", + "sizes": "512x512" + } + ], + "start_url": ".", + "display": "standalone", + "theme_color": "#000000", + "background_color": "#ffffff" +} diff --git a/frontend/public/robots.txt b/frontend/public/robots.txt new file mode 100644 index 0000000..e9e57dc --- /dev/null +++ b/frontend/public/robots.txt @@ -0,0 +1,3 @@ +# https://www.robotstxt.org/robotstxt.html +User-agent: * +Disallow: diff --git a/frontend/src/App.js b/frontend/src/App.js new file mode 100644 index 0000000..90d2ede --- /dev/null +++ b/frontend/src/App.js @@ -0,0 +1,53 @@ +import { useState } from "react"; +import { Routes, Route } from "react-router-dom"; +import Topbar from "./scenes/global/Topbar"; +import Sidebar from "./scenes/global/Sidebar"; +import Dashboard from "./scenes/dashboard"; +import Prices from "./scenes/prices"; +import Team from "./scenes/team"; +import Invoices from "./scenes/invoices"; +import Contacts from "./scenes/contacts"; +import Bar from "./scenes/bar"; +import Form from "./scenes/form"; +import Line from "./scenes/line"; +import Pie from "./scenes/pie"; +import FAQ from "./scenes/faq"; +import Geography from "./scenes/geography"; +import { CssBaseline, ThemeProvider } from "@mui/material"; +import { ColorModeContext, useMode } from "./theme"; +import Calendar from "./scenes/calendar/calendar"; + +function App() { + const [theme, colorMode] = useMode(); + const [isSidebar, setIsSidebar] = useState(true); + + return ( + + + +
+ +
+ + + } /> + } /> + } /> + } /> + } /> + } /> + } /> + } /> + } /> + } /> + } /> + } /> + +
+
+ + + ); +} + +export default App; diff --git a/frontend/src/components/BarChart.jsx b/frontend/src/components/BarChart.jsx new file mode 100644 index 0000000..124e5b6 --- /dev/null +++ b/frontend/src/components/BarChart.jsx @@ -0,0 +1,130 @@ +import { useTheme } from "@mui/material"; +import { ResponsiveBar } from "@nivo/bar"; +import { tokens } from "../theme"; +import { mockBarData as data } from "../data/mockData"; + +const BarChart = ({ isDashboard = false }) => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + + return ( + + ); +}; + +export default BarChart; diff --git a/frontend/src/components/GeographyChart.jsx b/frontend/src/components/GeographyChart.jsx new file mode 100644 index 0000000..47ba261 --- /dev/null +++ b/frontend/src/components/GeographyChart.jsx @@ -0,0 +1,85 @@ +import { useTheme } from "@mui/material"; +import { ResponsiveChoropleth } from "@nivo/geo"; +import { geoFeatures } from "../data/mockGeoFeatures"; +import { tokens } from "../theme"; +import { mockGeographyData as data } from "../data/mockData"; + +const GeographyChart = ({ isDashboard = false }) => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + return ( + + ); +}; + +export default GeographyChart; diff --git a/frontend/src/components/Header.jsx b/frontend/src/components/Header.jsx new file mode 100644 index 0000000..ab81b45 --- /dev/null +++ b/frontend/src/components/Header.jsx @@ -0,0 +1,24 @@ +import { Typography, Box, useTheme } from "@mui/material"; +import { tokens } from "../theme"; + +const Header = ({ title, subtitle }) => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + return ( + + + {title} + + + {subtitle} + + + ); +}; + +export default Header; diff --git a/frontend/src/components/LineChart.jsx b/frontend/src/components/LineChart.jsx new file mode 100644 index 0000000..89d22c9 --- /dev/null +++ b/frontend/src/components/LineChart.jsx @@ -0,0 +1,117 @@ +import { ResponsiveLine } from "@nivo/line"; +import { useTheme } from "@mui/material"; +import { tokens } from "../theme"; +import { mockLineData as data } from "../data/mockData"; + +const LineChart = ({ isCustomLineColors = false, isDashboard = false }) => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + + return ( + + ); +}; + +export default LineChart; diff --git a/frontend/src/components/PieChart.jsx b/frontend/src/components/PieChart.jsx new file mode 100644 index 0000000..3393bd4 --- /dev/null +++ b/frontend/src/components/PieChart.jsx @@ -0,0 +1,109 @@ +import { ResponsivePie } from "@nivo/pie"; +import { tokens } from "../theme"; +import { useTheme } from "@mui/material"; +import { mockPieData as data } from "../data/mockData"; + +const PieChart = () => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + return ( + + ); +}; + +export default PieChart; diff --git a/frontend/src/components/PriceDistribution.jsx b/frontend/src/components/PriceDistribution.jsx new file mode 100644 index 0000000..21fda73 --- /dev/null +++ b/frontend/src/components/PriceDistribution.jsx @@ -0,0 +1,42 @@ +import React, { useEffect, useState } from 'react'; +import axios from 'axios'; +import { BarChart, Bar, XAxis, YAxis, Tooltip, CartesianGrid } from 'recharts'; +import { Box, Typography, Paper } from '@mui/material'; + +const PriceDistribution = () => { + const [data, setData] = useState([]); + + useEffect(() => { + const fetchData = async () => { + const result = await axios.get('http://localhost:5000/api/prices'); + const priceCounts = result.data.reduce((acc, curr) => { + const price = Math.round(curr.Price); + acc[price] = (acc[price] || 0) + 1; + return acc; + }, {}); + const formattedData = Object.keys(priceCounts).map((key) => ({ + price: key, + count: priceCounts[key], + })); + setData(formattedData); + }; + fetchData(); + }, []); + + return ( + + Price Distribution + + + + + + + + + + + ); +}; + +export default PriceDistribution; diff --git a/frontend/src/components/PriceGraph.jsx b/frontend/src/components/PriceGraph.jsx new file mode 100644 index 0000000..bc5729d --- /dev/null +++ b/frontend/src/components/PriceGraph.jsx @@ -0,0 +1,40 @@ +import React, { useEffect, useState } from 'react'; +import axios from 'axios'; +import { LineChart, Line, XAxis, YAxis, Tooltip, CartesianGrid } from 'recharts'; +import { Box, Typography, Paper } from '@mui/material'; + +import { ResponsiveLine } from "@nivo/line"; +import { useTheme } from "@mui/material"; +import { tokens } from "../theme"; + +const PriceGraph = ({ isCustomLineColors = false, isDashboard = false }) => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + const [data, setData] = useState([]); + + useEffect(() => { + const fetchData = async () => { + const result = await axios.get('http://localhost:5000/api/prices'); + setData(result.data); + }; + fetchData(); + }, []); + + return ( + + Brent Oil Price Graph + + + + + + + + + + + + ); +}; + +export default PriceGraph; diff --git a/frontend/src/components/PriceRange.jsx b/frontend/src/components/PriceRange.jsx new file mode 100644 index 0000000..10e8aff --- /dev/null +++ b/frontend/src/components/PriceRange.jsx @@ -0,0 +1,54 @@ +import React, { useState } from 'react'; +import axios from 'axios'; +import { Box, Button, TextField, Typography, Paper } from '@mui/material'; + +const PriceRange = () => { + const [startDate, setStartDate] = useState(''); + const [endDate, setEndDate] = useState(''); + const [filteredData, setFilteredData] = useState([]); + + const handleSubmit = async (e) => { + e.preventDefault(); + const result = await axios.get('http://localhost:5000/api/prices/range', { + params: { start_date: startDate, end_date: endDate }, + }); + setFilteredData(result.data); + }; + + return ( + + Filter Prices by Date Range + + setStartDate(e.target.value)} + required + /> + setEndDate(e.target.value)} + required + /> + + + {filteredData.length > 0 && ( + + Filtered Prices +
    + {filteredData.map((item, index) => ( +
  • {`${item.Date}: $${item.Price}`}
    • + ))} +
+ + )} + + ); +}; + +export default PriceRange; diff --git a/frontend/src/components/ProgressCircle.jsx b/frontend/src/components/ProgressCircle.jsx new file mode 100644 index 0000000..9233d55 --- /dev/null +++ b/frontend/src/components/ProgressCircle.jsx @@ -0,0 +1,22 @@ +import { Box, useTheme } from "@mui/material"; +import { tokens } from "../theme"; + +const ProgressCircle = ({ progress = "0.75", size = "40" }) => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + const angle = progress * 360; + return ( + + ); +}; + +export default ProgressCircle; diff --git a/frontend/src/components/StatBox.jsx b/frontend/src/components/StatBox.jsx new file mode 100644 index 0000000..39d36a9 --- /dev/null +++ b/frontend/src/components/StatBox.jsx @@ -0,0 +1,42 @@ +import { Box, Typography, useTheme } from "@mui/material"; +import { tokens } from "../theme"; +import ProgressCircle from "./ProgressCircle"; + +const StatBox = ({ title, subtitle, icon, progress, increase }) => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + + return ( + + + + {icon} + + {title} + + + + + + + + + {subtitle} + + + {increase} + + + + ); +}; + +export default StatBox; diff --git a/frontend/src/data/mockData.js b/frontend/src/data/mockData.js new file mode 100644 index 0000000..2561158 --- /dev/null +++ b/frontend/src/data/mockData.js @@ -0,0 +1,1283 @@ +import { tokens } from "../theme"; + +export const mockDataTeam = [ + { + id: 1, + name: "Jon Snow", + email: "jonsnow@gmail.com", + age: 35, + phone: "(665)121-5454", + access: "admin", + }, + { + id: 2, + name: "Cersei Lannister", + email: "cerseilannister@gmail.com", + age: 42, + phone: "(421)314-2288", + access: "manager", + }, + { + id: 3, + name: "Jaime Lannister", + email: "jaimelannister@gmail.com", + age: 45, + phone: "(422)982-6739", + access: "user", + }, + { + id: 4, + name: "Anya Stark", + email: "anyastark@gmail.com", + age: 16, + phone: "(921)425-6742", + access: "admin", + }, + { + id: 5, + name: "Daenerys Targaryen", + email: "daenerystargaryen@gmail.com", + age: 31, + phone: "(421)445-1189", + access: "user", + }, + { + id: 6, + name: "Ever Melisandre", + email: "evermelisandre@gmail.com", + age: 150, + phone: "(232)545-6483", + access: "manager", + }, + { + id: 7, + name: "Ferrara Clifford", + email: "ferraraclifford@gmail.com", + age: 44, + phone: "(543)124-0123", + access: "user", + }, + { + id: 8, + name: "Rossini Frances", + email: "rossinifrances@gmail.com", + age: 36, + phone: "(222)444-5555", + access: "user", + }, + { + id: 9, + name: "Harvey Roxie", + email: "harveyroxie@gmail.com", + age: 65, + phone: "(444)555-6239", + access: "admin", + }, +]; + +export const mockDataContacts = [ + { + id: 1, + name: "Jon Snow", + email: "jonsnow@gmail.com", + age: 35, + phone: "(665)121-5454", + address: "0912 Won Street, Alabama, SY 10001", + city: "New York", + zipCode: "10001", + registrarId: 123512, + }, + { + id: 2, + name: "Cersei Lannister", + email: "cerseilannister@gmail.com", + age: 42, + phone: "(421)314-2288", + address: "1234 Main Street, New York, NY 10001", + city: "New York", + zipCode: "13151", + registrarId: 123512, + }, + { + id: 3, + name: "Jaime Lannister", + email: "jaimelannister@gmail.com", + age: 45, + phone: "(422)982-6739", + address: "3333 Want Blvd, Estanza, NAY 42125", + city: "New York", + zipCode: "87281", + registrarId: 4132513, + }, + { + id: 4, + name: "Anya Stark", + email: "anyastark@gmail.com", + age: 16, + phone: "(921)425-6742", + address: "1514 Main Street, New York, NY 22298", + city: "New York", + zipCode: "15551", + registrarId: 123512, + }, + { + id: 5, + name: "Daenerys Targaryen", + email: "daenerystargaryen@gmail.com", + age: 31, + phone: "(421)445-1189", + address: "11122 Welping Ave, Tenting, CD 21321", + city: "Tenting", + zipCode: "14215", + registrarId: 123512, + }, + { + id: 6, + name: "Ever Melisandre", + email: "evermelisandre@gmail.com", + age: 150, + phone: "(232)545-6483", + address: "1234 Canvile Street, Esvazark, NY 10001", + city: "Esvazark", + zipCode: "10001", + registrarId: 123512, + }, + { + id: 7, + name: "Ferrara Clifford", + email: "ferraraclifford@gmail.com", + age: 44, + phone: "(543)124-0123", + address: "22215 Super Street, Everting, ZO 515234", + city: "Evertin", + zipCode: "51523", + registrarId: 123512, + }, + { + id: 8, + name: "Rossini Frances", + email: "rossinifrances@gmail.com", + age: 36, + phone: "(222)444-5555", + address: "4123 Ever Blvd, Wentington, AD 142213", + city: "Esteras", + zipCode: "44215", + registrarId: 512315, + }, + { + id: 9, + name: "Harvey Roxie", + email: "harveyroxie@gmail.com", + age: 65, + phone: "(444)555-6239", + address: "51234 Avery Street, Cantory, ND 212412", + city: "Colunza", + zipCode: "111234", + registrarId: 928397, + }, + { + id: 10, + name: "Enteri Redack", + email: "enteriredack@gmail.com", + age: 42, + phone: "(222)444-5555", + address: "4123 Easer Blvd, Wentington, AD 142213", + city: "Esteras", + zipCode: "44215", + registrarId: 533215, + }, + { + id: 11, + name: "Steve Goodman", + email: "stevegoodmane@gmail.com", + age: 11, + phone: "(444)555-6239", + address: "51234 Fiveton Street, CunFory, ND 212412", + city: "Colunza", + zipCode: "1234", + registrarId: 92197, + }, +]; + +export const mockDataInvoices = [ + { + id: 1, + name: "Jon Snow", + email: "jonsnow@gmail.com", + cost: "21.24", + phone: "(665)121-5454", + date: "03/12/2022", + }, + { + id: 2, + name: "Cersei Lannister", + email: "cerseilannister@gmail.com", + cost: "1.24", + phone: "(421)314-2288", + date: "06/15/2021", + }, + { + id: 3, + name: "Jaime Lannister", + email: "jaimelannister@gmail.com", + cost: "11.24", + phone: "(422)982-6739", + date: "05/02/2022", + }, + { + id: 4, + name: "Anya Stark", + email: "anyastark@gmail.com", + cost: "80.55", + phone: "(921)425-6742", + date: "03/21/2022", + }, + { + id: 5, + name: "Daenerys Targaryen", + email: "daenerystargaryen@gmail.com", + cost: "1.24", + phone: "(421)445-1189", + date: "01/12/2021", + }, + { + id: 6, + name: "Ever Melisandre", + email: "evermelisandre@gmail.com", + cost: "63.12", + phone: "(232)545-6483", + date: "11/02/2022", + }, + { + id: 7, + name: "Ferrara Clifford", + email: "ferraraclifford@gmail.com", + cost: "52.42", + phone: "(543)124-0123", + date: "02/11/2022", + }, + { + id: 8, + name: "Rossini Frances", + email: "rossinifrances@gmail.com", + cost: "21.24", + phone: "(222)444-5555", + date: "05/02/2021", + }, +]; + +export const mockTransactions = [ + { + txId: "01e4dsa", + user: "johndoe", + date: "2021-09-01", + cost: "43.95", + }, + { + txId: "0315dsaa", + user: "jackdower", + date: "2022-04-01", + cost: "133.45", + }, + { + txId: "01e4dsa", + user: "aberdohnny", + date: "2021-09-01", + cost: "43.95", + }, + { + txId: "51034szv", + user: "goodmanave", + date: "2022-11-05", + cost: "200.95", + }, + { + txId: "0a123sb", + user: "stevebower", + date: "2022-11-02", + cost: "13.55", + }, + { + txId: "01e4dsa", + user: "aberdohnny", + date: "2021-09-01", + cost: "43.95", + }, + { + txId: "120s51a", + user: "wootzifer", + date: "2019-04-15", + cost: "24.20", + }, + { + txId: "0315dsaa", + user: "jackdower", + date: "2022-04-01", + cost: "133.45", + }, +]; + +export const mockBarData = [ + { + country: "AD", + "hot dog": 137, + "hot dogColor": "hsl(229, 70%, 50%)", + burger: 96, + burgerColor: "hsl(296, 70%, 50%)", + kebab: 72, + kebabColor: "hsl(97, 70%, 50%)", + donut: 140, + donutColor: "hsl(340, 70%, 50%)", + }, + { + country: "AE", + "hot dog": 55, + "hot dogColor": "hsl(307, 70%, 50%)", + burger: 28, + burgerColor: "hsl(111, 70%, 50%)", + kebab: 58, + kebabColor: "hsl(273, 70%, 50%)", + donut: 29, + donutColor: "hsl(275, 70%, 50%)", + }, + { + country: "AF", + "hot dog": 109, + "hot dogColor": "hsl(72, 70%, 50%)", + burger: 23, + burgerColor: "hsl(96, 70%, 50%)", + kebab: 34, + kebabColor: "hsl(106, 70%, 50%)", + donut: 152, + donutColor: "hsl(256, 70%, 50%)", + }, + { + country: "AG", + "hot dog": 133, + "hot dogColor": "hsl(257, 70%, 50%)", + burger: 52, + burgerColor: "hsl(326, 70%, 50%)", + kebab: 43, + kebabColor: "hsl(110, 70%, 50%)", + donut: 83, + donutColor: "hsl(9, 70%, 50%)", + }, + { + country: "AI", + "hot dog": 81, + "hot dogColor": "hsl(190, 70%, 50%)", + burger: 80, + burgerColor: "hsl(325, 70%, 50%)", + kebab: 112, + kebabColor: "hsl(54, 70%, 50%)", + donut: 35, + donutColor: "hsl(285, 70%, 50%)", + }, + { + country: "AL", + "hot dog": 66, + "hot dogColor": "hsl(208, 70%, 50%)", + burger: 111, + burgerColor: "hsl(334, 70%, 50%)", + kebab: 167, + kebabColor: "hsl(182, 70%, 50%)", + donut: 18, + donutColor: "hsl(76, 70%, 50%)", + }, + { + country: "AM", + "hot dog": 80, + "hot dogColor": "hsl(87, 70%, 50%)", + burger: 47, + burgerColor: "hsl(141, 70%, 50%)", + kebab: 158, + kebabColor: "hsl(224, 70%, 50%)", + donut: 49, + donutColor: "hsl(274, 70%, 50%)", + }, +]; + +export const mockPieData = [ + { + id: "hack", + label: "hack", + value: 239, + color: "hsl(104, 70%, 50%)", + }, + { + id: "make", + label: "make", + value: 170, + color: "hsl(162, 70%, 50%)", + }, + { + id: "go", + label: "go", + value: 322, + color: "hsl(291, 70%, 50%)", + }, + { + id: "lisp", + label: "lisp", + value: 503, + color: "hsl(229, 70%, 50%)", + }, + { + id: "scala", + label: "scala", + value: 584, + color: "hsl(344, 70%, 50%)", + }, +]; + +export const mockLineData = [ + { + id: "japan", + color: tokens("dark").greenAccent[500], + data: [ + { + x: "plane", + y: 101, + }, + { + x: "helicopter", + y: 75, + }, + { + x: "boat", + y: 36, + }, + { + x: "train", + y: 216, + }, + { + x: "subway", + y: 35, + }, + { + x: "bus", + y: 236, + }, + { + x: "car", + y: 88, + }, + { + x: "moto", + y: 232, + }, + { + x: "bicycle", + y: 281, + }, + { + x: "horse", + y: 1, + }, + { + x: "skateboard", + y: 35, + }, + { + x: "others", + y: 14, + }, + ], + }, + { + id: "france", + color: tokens("dark").blueAccent[300], + data: [ + { + x: "plane", + y: 212, + }, + { + x: "helicopter", + y: 190, + }, + { + x: "boat", + y: 270, + }, + { + x: "train", + y: 9, + }, + { + x: "subway", + y: 75, + }, + { + x: "bus", + y: 175, + }, + { + x: "car", + y: 33, + }, + { + x: "moto", + y: 189, + }, + { + x: "bicycle", + y: 97, + }, + { + x: "horse", + y: 87, + }, + { + x: "skateboard", + y: 299, + }, + { + x: "others", + y: 251, + }, + ], + }, + { + id: "us", + color: tokens("dark").redAccent[200], + data: [ + { + x: "plane", + y: 191, + }, + { + x: "helicopter", + y: 136, + }, + { + x: "boat", + y: 91, + }, + { + x: "train", + y: 190, + }, + { + x: "subway", + y: 211, + }, + { + x: "bus", + y: 152, + }, + { + x: "car", + y: 189, + }, + { + x: "moto", + y: 152, + }, + { + x: "bicycle", + y: 8, + }, + { + x: "horse", + y: 197, + }, + { + x: "skateboard", + y: 107, + }, + { + x: "others", + y: 170, + }, + ], + }, +]; + +export const mockGeographyData = [ + { + id: "AFG", + value: 520600, + }, + { + id: "AGO", + value: 949905, + }, + { + id: "ALB", + value: 329910, + }, + { + id: "ARE", + value: 675484, + }, + { + id: "ARG", + value: 432239, + }, + { + id: "ARM", + value: 288305, + }, + { + id: "ATA", + value: 415648, + }, + { + id: "ATF", + value: 665159, + }, + { + id: "AUT", + value: 798526, + }, + { + id: "AZE", + value: 481678, + }, + { + id: "BDI", + value: 496457, + }, + { + id: "BEL", + value: 252276, + }, + { + id: "BEN", + value: 440315, + }, + { + id: "BFA", + value: 343752, + }, + { + id: "BGD", + value: 920203, + }, + { + id: "BGR", + value: 261196, + }, + { + id: "BHS", + value: 421551, + }, + { + id: "BIH", + value: 974745, + }, + { + id: "BLR", + value: 349288, + }, + { + id: "BLZ", + value: 305983, + }, + { + id: "BOL", + value: 430840, + }, + { + id: "BRN", + value: 345666, + }, + { + id: "BTN", + value: 649678, + }, + { + id: "BWA", + value: 319392, + }, + { + id: "CAF", + value: 722549, + }, + { + id: "CAN", + value: 332843, + }, + { + id: "CHE", + value: 122159, + }, + { + id: "CHL", + value: 811736, + }, + { + id: "CHN", + value: 593604, + }, + { + id: "CIV", + value: 143219, + }, + { + id: "CMR", + value: 630627, + }, + { + id: "COG", + value: 498556, + }, + { + id: "COL", + value: 660527, + }, + { + id: "CRI", + value: 60262, + }, + { + id: "CUB", + value: 177870, + }, + { + id: "-99", + value: 463208, + }, + { + id: "CYP", + value: 945909, + }, + { + id: "CZE", + value: 500109, + }, + { + id: "DEU", + value: 63345, + }, + { + id: "DJI", + value: 634523, + }, + { + id: "DNK", + value: 731068, + }, + { + id: "DOM", + value: 262538, + }, + { + id: "DZA", + value: 760695, + }, + { + id: "ECU", + value: 301263, + }, + { + id: "EGY", + value: 148475, + }, + { + id: "ERI", + value: 939504, + }, + { + id: "ESP", + value: 706050, + }, + { + id: "EST", + value: 977015, + }, + { + id: "ETH", + value: 461734, + }, + { + id: "FIN", + value: 22800, + }, + { + id: "FJI", + value: 18985, + }, + { + id: "FLK", + value: 64986, + }, + { + id: "FRA", + value: 447457, + }, + { + id: "GAB", + value: 669675, + }, + { + id: "GBR", + value: 757120, + }, + { + id: "GEO", + value: 158702, + }, + { + id: "GHA", + value: 893180, + }, + { + id: "GIN", + value: 877288, + }, + { + id: "GMB", + value: 724530, + }, + { + id: "GNB", + value: 387753, + }, + { + id: "GNQ", + value: 706118, + }, + { + id: "GRC", + value: 377796, + }, + { + id: "GTM", + value: 66890, + }, + { + id: "GUY", + value: 719300, + }, + { + id: "HND", + value: 739590, + }, + { + id: "HRV", + value: 929467, + }, + { + id: "HTI", + value: 538961, + }, + { + id: "HUN", + value: 146095, + }, + { + id: "IDN", + value: 490681, + }, + { + id: "IND", + value: 549818, + }, + { + id: "IRL", + value: 630163, + }, + { + id: "IRN", + value: 596921, + }, + { + id: "IRQ", + value: 767023, + }, + { + id: "ISL", + value: 478682, + }, + { + id: "ISR", + value: 963688, + }, + { + id: "ITA", + value: 393089, + }, + { + id: "JAM", + value: 83173, + }, + { + id: "JOR", + value: 52005, + }, + { + id: "JPN", + value: 199174, + }, + { + id: "KAZ", + value: 181424, + }, + { + id: "KEN", + value: 60946, + }, + { + id: "KGZ", + value: 432478, + }, + { + id: "KHM", + value: 254461, + }, + { + id: "OSA", + value: 942447, + }, + { + id: "KWT", + value: 414413, + }, + { + id: "LAO", + value: 448339, + }, + { + id: "LBN", + value: 620090, + }, + { + id: "LBR", + value: 435950, + }, + { + id: "LBY", + value: 75091, + }, + { + id: "LKA", + value: 595124, + }, + { + id: "LSO", + value: 483524, + }, + { + id: "LTU", + value: 867357, + }, + { + id: "LUX", + value: 689172, + }, + { + id: "LVA", + value: 742980, + }, + { + id: "MAR", + value: 236538, + }, + { + id: "MDA", + value: 926836, + }, + { + id: "MDG", + value: 840840, + }, + { + id: "MEX", + value: 353910, + }, + { + id: "MKD", + value: 505842, + }, + { + id: "MLI", + value: 286082, + }, + { + id: "MMR", + value: 915544, + }, + { + id: "MNE", + value: 609500, + }, + { + id: "MNG", + value: 410428, + }, + { + id: "MOZ", + value: 32868, + }, + { + id: "MRT", + value: 375671, + }, + { + id: "MWI", + value: 591935, + }, + { + id: "MYS", + value: 991644, + }, + { + id: "NAM", + value: 701897, + }, + { + id: "NCL", + value: 144098, + }, + { + id: "NER", + value: 312944, + }, + { + id: "NGA", + value: 862877, + }, + { + id: "NIC", + value: 90831, + }, + { + id: "NLD", + value: 281879, + }, + { + id: "NOR", + value: 224537, + }, + { + id: "NPL", + value: 322331, + }, + { + id: "NZL", + value: 86615, + }, + { + id: "OMN", + value: 707881, + }, + { + id: "PAK", + value: 158577, + }, + { + id: "PAN", + value: 738579, + }, + { + id: "PER", + value: 248751, + }, + { + id: "PHL", + value: 557292, + }, + { + id: "PNG", + value: 516874, + }, + { + id: "POL", + value: 682137, + }, + { + id: "PRI", + value: 957399, + }, + { + id: "PRT", + value: 846430, + }, + { + id: "PRY", + value: 720555, + }, + { + id: "QAT", + value: 478726, + }, + { + id: "ROU", + value: 259318, + }, + { + id: "RUS", + value: 268735, + }, + { + id: "RWA", + value: 136781, + }, + { + id: "ESH", + value: 151957, + }, + { + id: "SAU", + value: 111821, + }, + { + id: "SDN", + value: 927112, + }, + { + id: "SDS", + value: 966473, + }, + { + id: "SEN", + value: 158085, + }, + { + id: "SLB", + value: 178389, + }, + { + id: "SLE", + value: 528433, + }, + { + id: "SLV", + value: 353467, + }, + { + id: "ABV", + value: 251, + }, + { + id: "SOM", + value: 445243, + }, + { + id: "SRB", + value: 202402, + }, + { + id: "SUR", + value: 972121, + }, + { + id: "SVK", + value: 319923, + }, + { + id: "SVN", + value: 728766, + }, + { + id: "SWZ", + value: 379669, + }, + { + id: "SYR", + value: 16221, + }, + { + id: "TCD", + value: 101273, + }, + { + id: "TGO", + value: 498411, + }, + { + id: "THA", + value: 506906, + }, + { + id: "TJK", + value: 613093, + }, + { + id: "TKM", + value: 327016, + }, + { + id: "TLS", + value: 607972, + }, + { + id: "TTO", + value: 936365, + }, + { + id: "TUN", + value: 898416, + }, + { + id: "TUR", + value: 237783, + }, + { + id: "TWN", + value: 878213, + }, + { + id: "TZA", + value: 442174, + }, + { + id: "UGA", + value: 720710, + }, + { + id: "UKR", + value: 74172, + }, + { + id: "URY", + value: 753177, + }, + { + id: "USA", + value: 658725, + }, + { + id: "UZB", + value: 550313, + }, + { + id: "VEN", + value: 707492, + }, + { + id: "VNM", + value: 538907, + }, + { + id: "VUT", + value: 650646, + }, + { + id: "PSE", + value: 476078, + }, + { + id: "YEM", + value: 957751, + }, + { + id: "ZAF", + value: 836949, + }, + { + id: "ZMB", + value: 714503, + }, + { + id: "ZWE", + value: 405217, + }, + { + id: "KOR", + value: 171135, + }, +]; diff --git a/frontend/src/data/mockGeoFeatures.js b/frontend/src/data/mockGeoFeatures.js new file mode 100644 index 0000000..58a223a --- /dev/null +++ b/frontend/src/data/mockGeoFeatures.js @@ -0,0 +1,13549 @@ +export const geoFeatures = { + type: "FeatureCollection", + features: [ + { + type: "Feature", + properties: { + name: "Afghanistan", + }, + geometry: { + type: "Polygon", + coordinates: [ + [ + [61.210817, 35.650072], + 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{ + x: "others", + y: 14, + }, + ], + }, + { + id: "france", + color: tokens("dark").blueAccent[300], + data: [ + { + x: "plane", + y: 212, + }, + { + x: "helicopter", + y: 190, + }, + { + x: "boat", + y: 270, + }, + { + x: "train", + y: 9, + }, + { + x: "subway", + y: 75, + }, + { + x: "bus", + y: 175, + }, + { + x: "car", + y: 33, + }, + { + x: "moto", + y: 189, + }, + { + x: "bicycle", + y: 97, + }, + { + x: "horse", + y: 87, + }, + { + x: "skateboard", + y: 299, + }, + { + x: "others", + y: 251, + }, + ], + }, + { + id: "us", + color: tokens("dark").redAccent[200], + data: [ + { + x: "plane", + y: 191, + }, + { + x: "helicopter", + y: 136, + }, + { + x: "boat", + y: 91, + }, + { + x: "train", + y: 190, + }, + { + x: "subway", + y: 211, + }, + { + x: "bus", + y: 152, + }, + { + x: "car", + y: 189, + }, + { + x: "moto", + y: 152, + }, + { + x: "bicycle", + y: 8, + }, + { + x: "horse", + y: 197, + }, + { + x: "skateboard", + y: 107, + }, + { + x: "others", + y: 170, + }, + ], + }, + ]; \ No newline at end of file diff --git a/frontend/src/index.css b/frontend/src/index.css new file mode 100644 index 0000000..ae855b9 --- /dev/null +++ b/frontend/src/index.css @@ -0,0 +1,35 @@ +@import url("https://fonts.googleapis.com/css2?family=Source+Sans+Pro:wght@400;600;700&display=swap"); + +html, +body, +#root, +.app, +.content { + height: 100%; + width: 100%; + font-family: "Source Sans Pro", sans-serif; +} + +.app { + display: flex; + position: relative; +} + +::-webkit-scrollbar { + width: 10px; +} + +/* Track */ +::-webkit-scrollbar-track { + background: #e0e0e0; +} + +/* Handle */ +::-webkit-scrollbar-thumb { + background: #888; +} + +/* Handle on hover */ +::-webkit-scrollbar-thumb:hover { + background: #555; +} diff --git a/frontend/src/index.js b/frontend/src/index.js new file mode 100644 index 0000000..cbc4561 --- /dev/null +++ b/frontend/src/index.js @@ -0,0 +1,14 @@ +import React from "react"; +import ReactDOM from "react-dom/client"; +import "./index.css"; +import App from "./App"; +import { BrowserRouter } from "react-router-dom"; + +const root = ReactDOM.createRoot(document.getElementById("root")); +root.render( + + + + + +); diff --git a/frontend/src/scenes/bar/index.jsx b/frontend/src/scenes/bar/index.jsx new file mode 100644 index 0000000..ecf6014 --- /dev/null +++ b/frontend/src/scenes/bar/index.jsx @@ -0,0 +1,16 @@ +import { Box } from "@mui/material"; +import Header from "../../components/Header"; +import BarChart from "../../components/BarChart"; + +const Bar = () => { + return ( + +
+ + + + + ); +}; + +export default Bar; diff --git a/frontend/src/scenes/calendar/calendar.jsx b/frontend/src/scenes/calendar/calendar.jsx new file mode 100644 index 0000000..c590f09 --- /dev/null +++ b/frontend/src/scenes/calendar/calendar.jsx @@ -0,0 +1,131 @@ +import { useState } from "react"; +import FullCalendar, { formatDate } from "@fullcalendar/react"; +import dayGridPlugin from "@fullcalendar/daygrid"; +import timeGridPlugin from "@fullcalendar/timegrid"; +import interactionPlugin from "@fullcalendar/interaction"; +import listPlugin from "@fullcalendar/list"; +import { + Box, + List, + ListItem, + ListItemText, + Typography, + useTheme, +} from "@mui/material"; +import Header from "../../components/Header"; +import { tokens } from "../../theme"; + +const Calendar = () => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + const [currentEvents, setCurrentEvents] = useState([]); + + const handleDateClick = (selected) => { + const title = prompt("Please enter a new title for your event"); + const calendarApi = selected.view.calendar; + calendarApi.unselect(); + + if (title) { + calendarApi.addEvent({ + id: `${selected.dateStr}-${title}`, + title, + start: selected.startStr, + end: selected.endStr, + allDay: selected.allDay, + }); + } + }; + + const handleEventClick = (selected) => { + if ( + window.confirm( + `Are you sure you want to delete the event '${selected.event.title}'` + ) + ) { + selected.event.remove(); + } + }; + + return ( + +
+ + + {/* CALENDAR SIDEBAR */} + + Events + + {currentEvents.map((event) => ( + + + {formatDate(event.start, { + year: "numeric", + month: "short", + day: "numeric", + })} + + } + /> + + ))} + + + + {/* CALENDAR */} + + setCurrentEvents(events)} + initialEvents={[ + { + id: "12315", + title: "All-day event", + date: "2022-09-14", + }, + { + id: "5123", + title: "Timed event", + date: "2022-09-28", + }, + ]} + /> + + + + ); +}; + +export default Calendar; diff --git a/frontend/src/scenes/contacts/index.jsx b/frontend/src/scenes/contacts/index.jsx new file mode 100644 index 0000000..002aadf --- /dev/null +++ b/frontend/src/scenes/contacts/index.jsx @@ -0,0 +1,103 @@ +import { Box } from "@mui/material"; +import { DataGrid, GridToolbar } from "@mui/x-data-grid"; +import { tokens } from "../../theme"; +import { mockDataContacts } from "../../data/mockData"; +import Header from "../../components/Header"; +import { useTheme } from "@mui/material"; + +const Contacts = () => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + + const columns = [ + { field: "id", headerName: "ID", flex: 0.5 }, + { field: "registrarId", headerName: "Registrar ID" }, + { + field: "name", + headerName: "Name", + flex: 1, + cellClassName: "name-column--cell", + }, + { + field: "age", + headerName: "Age", + type: "number", + headerAlign: "left", + align: "left", + }, + { + field: "phone", + headerName: "Phone Number", + flex: 1, + }, + { + field: "email", + headerName: "Email", + flex: 1, + }, + { + field: "address", + headerName: "Address", + flex: 1, + }, + { + field: "city", + headerName: "City", + flex: 1, + }, + { + field: "zipCode", + headerName: "Zip Code", + flex: 1, + }, + ]; + + return ( + +
+ + + + + ); +}; + +export default Contacts; diff --git a/frontend/src/scenes/dashboard/index.jsx b/frontend/src/scenes/dashboard/index.jsx new file mode 100644 index 0000000..5feeaba --- /dev/null +++ b/frontend/src/scenes/dashboard/index.jsx @@ -0,0 +1,284 @@ +import { Box, Button, IconButton, Typography, useTheme } from "@mui/material"; +import { tokens } from "../../theme"; +import { mockTransactions } from "../../data/mockData"; +import DownloadOutlinedIcon from "@mui/icons-material/DownloadOutlined"; +import EmailIcon from "@mui/icons-material/Email"; +import PointOfSaleIcon from "@mui/icons-material/PointOfSale"; +import PersonAddIcon from "@mui/icons-material/PersonAdd"; +import TrafficIcon from "@mui/icons-material/Traffic"; +import Header from "../../components/Header"; +import LineChart from "../../components/LineChart"; +import GeographyChart from "../../components/GeographyChart"; +import BarChart from "../../components/BarChart"; +import StatBox from "../../components/StatBox"; +import ProgressCircle from "../../components/ProgressCircle"; + +const Dashboard = () => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + + return ( + + {/* HEADER */} + +
+ + + + + + + {/* GRID & CHARTS */} + + {/* ROW 1 */} + + + } + /> + + + + } + /> + + + + } + /> + + + + } + /> + + + {/* ROW 2 */} + + + + + Revenue Generated + + + $59,342.32 + + + + + + + + + + + + + + + + Recent Transactions + + + {mockTransactions.map((transaction, i) => ( + + + + {transaction.txId} + + + {transaction.user} + + + {transaction.date} + + ${transaction.cost} + + + ))} + + + {/* ROW 3 */} + + + Campaign + + + + + $48,352 revenue generated + + Includes extra misc expenditures and costs + + + + + Sales Quantity + + + + + + + + Geography Based Traffic + + + + + + + + ); +}; + +export default Dashboard; diff --git a/frontend/src/scenes/faq/index.jsx b/frontend/src/scenes/faq/index.jsx new file mode 100644 index 0000000..fcf70e5 --- /dev/null +++ b/frontend/src/scenes/faq/index.jsx @@ -0,0 +1,86 @@ +import { Box, useTheme } from "@mui/material"; +import Header from "../../components/Header"; +import Accordion from "@mui/material/Accordion"; +import AccordionSummary from "@mui/material/AccordionSummary"; +import AccordionDetails from "@mui/material/AccordionDetails"; +import Typography from "@mui/material/Typography"; +import ExpandMoreIcon from "@mui/icons-material/ExpandMore"; +import { tokens } from "../../theme"; + +const FAQ = () => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + return ( + +
+ + + }> + + An Important Question + + + + + Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse + malesuada lacus ex, sit amet blandit leo lobortis eget. + + + + + }> + + Another Important Question + + + + + Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse + malesuada lacus ex, sit amet blandit leo lobortis eget. + + + + + }> + + Your Favorite Question + + + + + Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse + malesuada lacus ex, sit amet blandit leo lobortis eget. + + + + + }> + + Some Random Question + + + + + Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse + malesuada lacus ex, sit amet blandit leo lobortis eget. + + + + + }> + + The Final Question + + + + + Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse + malesuada lacus ex, sit amet blandit leo lobortis eget. + + + + + ); +}; + +export default FAQ; diff --git a/frontend/src/scenes/form/index.jsx b/frontend/src/scenes/form/index.jsx new file mode 100644 index 0000000..7fbcba2 --- /dev/null +++ b/frontend/src/scenes/form/index.jsx @@ -0,0 +1,154 @@ +import { Box, Button, TextField } from "@mui/material"; +import { Formik } from "formik"; +import * as yup from "yup"; +import useMediaQuery from "@mui/material/useMediaQuery"; +import Header from "../../components/Header"; + +const Form = () => { + const isNonMobile = useMediaQuery("(min-width:600px)"); + + const handleFormSubmit = (values) => { + console.log(values); + }; + + return ( + +
+ + + {({ + values, + errors, + touched, + handleBlur, + handleChange, + handleSubmit, + }) => ( +
+ div": { gridColumn: isNonMobile ? undefined : "span 4" }, + }} + > + + + + + + + + + + +
+ )} + + + ); +}; + +const phoneRegExp = + /^((\+[1-9]{1,4}[ -]?)|(\([0-9]{2,3}\)[ -]?)|([0-9]{2,4})[ -]?)*?[0-9]{3,4}[ -]?[0-9]{3,4}$/; + +const checkoutSchema = yup.object().shape({ + firstName: yup.string().required("required"), + lastName: yup.string().required("required"), + email: yup.string().email("invalid email").required("required"), + contact: yup + .string() + .matches(phoneRegExp, "Phone number is not valid") + .required("required"), + address1: yup.string().required("required"), + address2: yup.string().required("required"), +}); +const initialValues = { + firstName: "", + lastName: "", + email: "", + contact: "", + address1: "", + address2: "", +}; + +export default Form; diff --git a/frontend/src/scenes/geography/index.jsx b/frontend/src/scenes/geography/index.jsx new file mode 100644 index 0000000..3a9ff43 --- /dev/null +++ b/frontend/src/scenes/geography/index.jsx @@ -0,0 +1,24 @@ +import { Box, useTheme } from "@mui/material"; +import GeographyChart from "../../components/GeographyChart"; +import Header from "../../components/Header"; +import { tokens } from "../../theme"; + +const Geography = () => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + return ( + +
+ + + + + + ); +}; + +export default Geography; diff --git a/frontend/src/scenes/global/Sidebar.jsx b/frontend/src/scenes/global/Sidebar.jsx new file mode 100644 index 0000000..f82c441 --- /dev/null +++ b/frontend/src/scenes/global/Sidebar.jsx @@ -0,0 +1,242 @@ +import { useState } from "react"; +import { ProSidebar, Menu, MenuItem } from "react-pro-sidebar"; +import { Box, IconButton, Typography, useTheme } from "@mui/material"; +import { Link } from "react-router-dom"; +import "react-pro-sidebar/dist/css/styles.css"; +import { tokens } from "../../theme"; +import HomeOutlinedIcon from "@mui/icons-material/HomeOutlined"; +import PeopleOutlinedIcon from "@mui/icons-material/PeopleOutlined"; +import ContactsOutlinedIcon from "@mui/icons-material/ContactsOutlined"; +import ReceiptOutlinedIcon from "@mui/icons-material/ReceiptOutlined"; +import PersonOutlinedIcon from "@mui/icons-material/PersonOutlined"; +import CalendarTodayOutlinedIcon from "@mui/icons-material/CalendarTodayOutlined"; +import HelpOutlineOutlinedIcon from "@mui/icons-material/HelpOutlineOutlined"; +import BarChartOutlinedIcon from "@mui/icons-material/BarChartOutlined"; +import PieChartOutlineOutlinedIcon from "@mui/icons-material/PieChartOutlineOutlined"; +import TimelineOutlinedIcon from "@mui/icons-material/TimelineOutlined"; +import MenuOutlinedIcon from "@mui/icons-material/MenuOutlined"; +import MapOutlinedIcon from "@mui/icons-material/MapOutlined"; + +const Item = ({ title, to, icon, selected, setSelected }) => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + return ( + setSelected(title)} + icon={icon} + > + {title} + + + ); +}; + +const Sidebar = () => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + const [isCollapsed, setIsCollapsed] = useState(false); + const [selected, setSelected] = useState("Dashboard"); + + return ( + + + + {/* LOGO AND MENU ICON */} + setIsCollapsed(!isCollapsed)} + icon={isCollapsed ? : undefined} + style={{ + margin: "10px 0 20px 0", + color: colors.grey[100], + }} + > + {!isCollapsed && ( + + + ADMINIS + + setIsCollapsed(!isCollapsed)}> + + + + )} + + + {!isCollapsed && ( + + + profile-user + + + + Birhan Energies + + + Consultancy Firm + + + + )} + + + } + selected={selected} + setSelected={setSelected} + /> + + + Data + + } + selected={selected} + setSelected={setSelected} + /> + } + selected={selected} + setSelected={setSelected} + /> + } + selected={selected} + setSelected={setSelected} + /> + + + Pages + + } + selected={selected} + setSelected={setSelected} + /> + } + selected={selected} + setSelected={setSelected} + /> + } + selected={selected} + setSelected={setSelected} + /> + + + Charts + + } + selected={selected} + setSelected={setSelected} + /> + } + selected={selected} + setSelected={setSelected} + /> + } + selected={selected} + setSelected={setSelected} + /> + } + selected={selected} + setSelected={setSelected} + /> + } + selected={selected} + setSelected={setSelected} + /> + } + selected={selected} + setSelected={setSelected} + /> + + + + + ); +}; + +export default Sidebar; diff --git a/frontend/src/scenes/global/Topbar.jsx b/frontend/src/scenes/global/Topbar.jsx new file mode 100644 index 0000000..9ece5f2 --- /dev/null +++ b/frontend/src/scenes/global/Topbar.jsx @@ -0,0 +1,54 @@ +import { Box, IconButton, useTheme } from "@mui/material"; +import { useContext } from "react"; +import { ColorModeContext, tokens } from "../../theme"; +import InputBase from "@mui/material/InputBase"; +import LightModeOutlinedIcon from "@mui/icons-material/LightModeOutlined"; +import DarkModeOutlinedIcon from "@mui/icons-material/DarkModeOutlined"; +import NotificationsOutlinedIcon from "@mui/icons-material/NotificationsOutlined"; +import SettingsOutlinedIcon from "@mui/icons-material/SettingsOutlined"; +import PersonOutlinedIcon from "@mui/icons-material/PersonOutlined"; +import SearchIcon from "@mui/icons-material/Search"; + +const Topbar = () => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + const colorMode = useContext(ColorModeContext); + + return ( + + {/* SEARCH BAR */} + + + + + + + + {/* ICONS */} + + + {theme.palette.mode === "dark" ? ( + + ) : ( + + )} + + + + + + + + + + + + + ); +}; + +export default Topbar; diff --git a/frontend/src/scenes/invoices/index.jsx b/frontend/src/scenes/invoices/index.jsx new file mode 100644 index 0000000..2203560 --- /dev/null +++ b/frontend/src/scenes/invoices/index.jsx @@ -0,0 +1,83 @@ +import { Box, Typography, useTheme } from "@mui/material"; +import { DataGrid } from "@mui/x-data-grid"; +import { tokens } from "../../theme"; +import { mockDataInvoices } from "../../data/mockData"; +import Header from "../../components/Header"; + +const Invoices = () => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + const columns = [ + { field: "id", headerName: "ID" }, + { + field: "name", + headerName: "Name", + flex: 1, + cellClassName: "name-column--cell", + }, + { + field: "phone", + headerName: "Phone Number", + flex: 1, + }, + { + field: "email", + headerName: "Email", + flex: 1, + }, + { + field: "cost", + headerName: "Cost", + flex: 1, + renderCell: (params) => ( + + ${params.row.cost} + + ), + }, + { + field: "date", + headerName: "Date", + flex: 1, + }, + ]; + + return ( + +
+ + + + + ); +}; + +export default Invoices; diff --git a/frontend/src/scenes/line/index.jsx b/frontend/src/scenes/line/index.jsx new file mode 100644 index 0000000..a784e1d --- /dev/null +++ b/frontend/src/scenes/line/index.jsx @@ -0,0 +1,16 @@ +import { Box } from "@mui/material"; +import Header from "../../components/Header"; +import LineChart from "../../components/LineChart"; + +const Line = () => { + return ( + +
+ + + + + ); +}; + +export default Line; diff --git a/frontend/src/scenes/pie/index.jsx b/frontend/src/scenes/pie/index.jsx new file mode 100644 index 0000000..95e2e2b --- /dev/null +++ b/frontend/src/scenes/pie/index.jsx @@ -0,0 +1,16 @@ +import { Box } from "@mui/material"; +import Header from "../../components/Header"; +import PieChart from "../../components/PieChart"; + +const Pie = () => { + return ( + +
+ + + + + ); +}; + +export default Pie; diff --git a/frontend/src/scenes/prices/index.jsx b/frontend/src/scenes/prices/index.jsx new file mode 100644 index 0000000..03e6bb2 --- /dev/null +++ b/frontend/src/scenes/prices/index.jsx @@ -0,0 +1,17 @@ +import React from 'react'; +import PriceGraph from '../../components/PriceGraph'; +// import PriceRange from '../../components/PriceRange'; +import PriceDistribution from '../../components/PriceDistribution'; +import { Container, Typography } from '@mui/material'; + +const Prices = () => { + return ( + + Brent Oil Price Analysis + + + + ); +}; + +export default Prices; diff --git a/frontend/src/scenes/team/index.jsx b/frontend/src/scenes/team/index.jsx new file mode 100644 index 0000000..86d73da --- /dev/null +++ b/frontend/src/scenes/team/index.jsx @@ -0,0 +1,109 @@ +import { Box, Typography, useTheme } from "@mui/material"; +import { DataGrid } from "@mui/x-data-grid"; +import { tokens } from "../../theme"; +import { mockDataTeam } from "../../data/mockData"; +import AdminPanelSettingsOutlinedIcon from "@mui/icons-material/AdminPanelSettingsOutlined"; +import LockOpenOutlinedIcon from "@mui/icons-material/LockOpenOutlined"; +import SecurityOutlinedIcon from "@mui/icons-material/SecurityOutlined"; +import Header from "../../components/Header"; + +const Team = () => { + const theme = useTheme(); + const colors = tokens(theme.palette.mode); + const columns = [ + { field: "id", headerName: "ID" }, + { + field: "name", + headerName: "Name", + flex: 1, + cellClassName: "name-column--cell", + }, + { + field: "age", + headerName: "Age", + type: "number", + headerAlign: "left", + align: "left", + }, + { + field: "phone", + headerName: "Phone Number", + flex: 1, + }, + { + field: "email", + headerName: "Email", + flex: 1, + }, + { + field: "accessLevel", + headerName: "Access Level", + flex: 1, + renderCell: ({ row: { access } }) => { + return ( + + {access === "admin" && } + {access === "manager" && } + {access === "user" && } + + {access} + + + ); + }, + }, + ]; + + return ( + +
+ + + + + ); +}; + +export default Team; diff --git a/frontend/src/theme.js b/frontend/src/theme.js new file mode 100644 index 0000000..ac45e79 --- /dev/null +++ b/frontend/src/theme.js @@ -0,0 +1,214 @@ +import { createContext, useState, useMemo } from "react"; +import { createTheme } from "@mui/material/styles"; + +// color design tokens export +export const tokens = (mode) => ({ + ...(mode === "dark" + ? { + grey: { + 100: "#e0e0e0", + 200: "#c2c2c2", + 300: "#a3a3a3", + 400: "#858585", + 500: "#666666", + 600: "#525252", + 700: "#3d3d3d", + 800: "#292929", + 900: "#141414", + }, + primary: { + 100: "#d0d1d5", + 200: "#a1a4ab", + 300: "#727681", + 400: "#1F2A40", + 500: "#141b2d", + 600: "#101624", + 700: "#0c101b", + 800: "#080b12", + 900: "#040509", + }, + greenAccent: { + 100: "#dbf5ee", + 200: "#b7ebde", + 300: "#94e2cd", + 400: "#70d8bd", + 500: "#4cceac", + 600: "#3da58a", + 700: "#2e7c67", + 800: "#1e5245", + 900: "#0f2922", + }, + redAccent: { + 100: "#f8dcdb", + 200: "#f1b9b7", + 300: "#e99592", + 400: "#e2726e", + 500: "#db4f4a", + 600: "#af3f3b", + 700: "#832f2c", + 800: "#58201e", + 900: "#2c100f", + }, + blueAccent: { + 100: "#e1e2fe", + 200: "#c3c6fd", + 300: "#a4a9fc", + 400: "#868dfb", + 500: "#6870fa", + 600: "#535ac8", + 700: "#3e4396", + 800: "#2a2d64", + 900: "#151632", + }, + } + : { + grey: { + 100: "#141414", + 200: "#292929", + 300: "#3d3d3d", + 400: "#525252", + 500: "#666666", + 600: "#858585", + 700: "#a3a3a3", + 800: "#c2c2c2", + 900: "#e0e0e0", + }, + primary: { + 100: "#040509", + 200: "#080b12", + 300: "#0c101b", + 400: "#f2f0f0", // manually changed + 500: "#141b2d", + 600: "#1F2A40", + 700: "#727681", + 800: "#a1a4ab", + 900: "#d0d1d5", + }, + greenAccent: { + 100: "#0f2922", + 200: "#1e5245", + 300: "#2e7c67", + 400: "#3da58a", + 500: "#4cceac", + 600: "#70d8bd", + 700: "#94e2cd", + 800: "#b7ebde", + 900: "#dbf5ee", + }, + redAccent: { + 100: "#2c100f", + 200: "#58201e", + 300: "#832f2c", + 400: "#af3f3b", + 500: "#db4f4a", + 600: "#e2726e", + 700: "#e99592", + 800: "#f1b9b7", + 900: "#f8dcdb", + }, + blueAccent: { + 100: "#151632", + 200: "#2a2d64", + 300: "#3e4396", + 400: "#535ac8", + 500: "#6870fa", + 600: "#868dfb", + 700: "#a4a9fc", + 800: "#c3c6fd", + 900: "#e1e2fe", + }, + }), +}); + +// mui theme settings +export const themeSettings = (mode) => { + const colors = tokens(mode); + return { + palette: { + mode: mode, + ...(mode === "dark" + ? { + // palette values for dark mode + primary: { + main: colors.primary[500], + }, + secondary: { + main: colors.greenAccent[500], + }, + neutral: { + dark: colors.grey[700], + main: colors.grey[500], + light: colors.grey[100], + }, + background: { + default: colors.primary[500], + }, + } + : { + // palette values for light mode + primary: { + main: colors.primary[100], + }, + secondary: { + main: colors.greenAccent[500], + }, + neutral: { + dark: colors.grey[700], + main: colors.grey[500], + light: colors.grey[100], + }, + background: { + default: "#fcfcfc", + }, + }), + }, + typography: { + fontFamily: ["Source Sans Pro", "sans-serif"].join(","), + fontSize: 12, + h1: { + fontFamily: ["Source Sans Pro", "sans-serif"].join(","), + fontSize: 40, + }, + h2: { + fontFamily: ["Source Sans Pro", "sans-serif"].join(","), + fontSize: 32, + }, + h3: { + fontFamily: ["Source Sans Pro", "sans-serif"].join(","), + fontSize: 24, + }, + h4: { + fontFamily: ["Source Sans Pro", "sans-serif"].join(","), + fontSize: 20, + }, + h5: { + fontFamily: ["Source Sans Pro", "sans-serif"].join(","), + fontSize: 16, + }, + h6: { + fontFamily: ["Source Sans Pro", "sans-serif"].join(","), + fontSize: 14, + }, + }, + }; +}; + +// context for color mode +export const ColorModeContext = createContext({ + toggleColorMode: () => {}, +}); + +export const useMode = () => { + const [mode, setMode] = useState("dark"); + + const colorMode = useMemo( + () => ({ + toggleColorMode: () => + setMode((prev) => (prev === "light" ? "dark" : "light")), + }), + [] + ); + + const theme = useMemo(() => createTheme(themeSettings(mode)), [mode]); + return [theme, colorMode]; +}; diff --git a/notebooks/kaim-week-10-eda.ipynb b/notebooks/kaim-week-10-eda.ipynb new file mode 100644 index 0000000..8b57750 --- /dev/null +++ b/notebooks/kaim-week-10-eda.ipynb @@ -0,0 +1,2199 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2024-11-04T07:19:43.835476Z", + "iopub.status.busy": "2024-11-04T07:19:43.835057Z", + "iopub.status.idle": "2024-11-04T07:19:43.840880Z", + "shell.execute_reply": "2024-11-04T07:19:43.839455Z", + "shell.execute_reply.started": "2024-11-04T07:19:43.835418Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "import numpy as np \n", + "import pandas as pd\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Input Data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0", + "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a", + "execution": { + "iopub.execute_input": "2024-11-04T07:21:05.157402Z", + "iopub.status.busy": "2024-11-04T07:21:05.157021Z", + "iopub.status.idle": "2024-11-04T07:21:05.176938Z", + "shell.execute_reply": "2024-11-04T07:21:05.175841Z", + "shell.execute_reply.started": "2024-11-04T07:21:05.157341Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
DatePrice
020-May-8718.63
121-May-8718.45
222-May-8718.55
325-May-8718.60
426-May-8718.63
\n", + "
" + ], + "text/plain": [ + " Date Price\n", + "0 20-May-87 18.63\n", + "1 21-May-87 18.45\n", + "2 22-May-87 18.55\n", + "3 25-May-87 18.60\n", + "4 26-May-87 18.63" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(\"../data/Brent_Oil_Prices.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Preprocessing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1) Need to convert Date column to standard format" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:21:08.600889Z", + "iopub.status.busy": "2024-11-04T07:21:08.600538Z", + "iopub.status.idle": "2024-11-04T07:21:09.477544Z", + "shell.execute_reply": "2024-11-04T07:21:09.476642Z", + "shell.execute_reply.started": "2024-11-04T07:21:08.600834Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
DatePrice
01987-05-2018.63
11987-05-2118.45
21987-05-2218.55
31987-05-2518.60
41987-05-2618.63
\n", + "
" + ], + "text/plain": [ + " Date Price\n", + "0 1987-05-20 18.63\n", + "1 1987-05-21 18.45\n", + "2 1987-05-22 18.55\n", + "3 1987-05-25 18.60\n", + "4 1987-05-26 18.63" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import seaborn as sns\n", + "from matplotlib import pyplot as plt\n", + "\n", + "df['Date'] = pd.to_datetime(df['Date'], errors='coerce')\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Exploration" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Visualizing Full Data as a line plot**" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:21:14.236789Z", + "iopub.status.busy": "2024-11-04T07:21:14.236433Z", + "iopub.status.idle": "2024-11-04T07:21:15.827000Z", + "shell.execute_reply": "2024-11-04T07:21:15.825834Z", + "shell.execute_reply.started": "2024-11-04T07:21:14.236732Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Brent Oil Price Trend')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.lineplot(x='Date',y='Price',data = df)\n", + "plt.title(\"Brent Oil Price Trend\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Function to plot Oil Price Trend between specific period**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:21:18.676821Z", + "iopub.status.busy": "2024-11-04T07:21:18.676481Z", + "iopub.status.idle": "2024-11-04T07:21:18.684034Z", + "shell.execute_reply": "2024-11-04T07:21:18.682815Z", + "shell.execute_reply.started": "2024-11-04T07:21:18.676769Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "def plot_price_trend(df, start_date, end_date):\n", + " \"\"\"\n", + " This function filters the dataframe for the specified date range and \n", + " plots the line plot of the data using seaborn.\n", + " \n", + " The dataframe may not be indexed on any Datetime column.\n", + " In this case, we use mask to filter out the date.\n", + " \n", + " PS - There is another function provided later in the notebook \n", + " which used indexed column to filter data\n", + " \"\"\"\n", + " mask = (df['Date'] > start_date) & (df['Date'] <= end_date)\n", + " sdf = df.loc[mask]\n", + " plt.figure(figsize = (10,5))\n", + " chart = sns.lineplot(x='Date',y='Price',data = sdf)\n", + "# chart.set_xticklabels(chart.get_xticklabels(), rotation=45)\n", + " plt.title(\"Brent Oil Price Trend\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:21:20.280848Z", + "iopub.status.busy": "2024-11-04T07:21:20.280489Z", + "iopub.status.idle": "2024-11-04T07:21:20.617632Z", + "shell.execute_reply": "2024-11-04T07:21:20.616715Z", + "shell.execute_reply.started": "2024-11-04T07:21:20.280785Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_price_trend(df,'2017-01-01','2019-01-01')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Forecast Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1) Using Prophet" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Step 1) - First we import the Prophet class from fbprophet module and then create an instance of this." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:21:26.300434Z", + "iopub.status.busy": "2024-11-04T07:21:26.300069Z", + "iopub.status.idle": "2024-11-04T07:21:26.305865Z", + "shell.execute_reply": "2024-11-04T07:21:26.304646Z", + "shell.execute_reply.started": "2024-11-04T07:21:26.300379Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "from fbprophet import Prophet\n", + "m = Prophet()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Step 2) - Note that Prophet requires the date column as 'ds' and outcome varible as 'y'.\n", + "So we change this in our dataframe and check its data." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:21:27.736333Z", + "iopub.status.busy": "2024-11-04T07:21:27.735981Z", + "iopub.status.idle": "2024-11-04T07:21:27.748454Z", + "shell.execute_reply": "2024-11-04T07:21:27.747291Z", + "shell.execute_reply.started": "2024-11-04T07:21:27.736264Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " ds y\n", + "0 1987-05-20 18.63\n", + "1 1987-05-21 18.45\n", + "2 1987-05-22 18.55\n", + "3 1987-05-25 18.60\n", + "4 1987-05-26 18.63" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pro_df = df\n", + "pro_df.columns = ['ds','y']\n", + "pro_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Step 3) - Next we fit this dataframe into the model object created and then create a forecast for the Oil Price for the next 90 days. \n", + "\n", + "This might take ~1mins" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:21:29.770629Z", + "iopub.status.busy": "2024-11-04T07:21:29.770248Z", + "iopub.status.idle": "2024-11-04T07:22:01.619293Z", + "shell.execute_reply": "2024-11-04T07:22:01.618432Z", + "shell.execute_reply.started": "2024-11-04T07:21:29.770574Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "m.fit(pro_df)\n", + "future = m.make_future_dataframe(periods = 90)\n", + "forecast = m.predict(future)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Step 4) - We check the forecast data has several components - trend, weakly and yearly seasonality - and for each of these components, we have the lower and upper confidence intervals data." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:22:28.388337Z", + "iopub.status.busy": "2024-11-04T07:22:28.387986Z", + "iopub.status.idle": "2024-11-04T07:22:28.417672Z", + "shell.execute_reply": "2024-11-04T07:22:28.416473Z", + "shell.execute_reply.started": "2024-11-04T07:22:28.388268Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " ds trend yhat_lower yhat_upper trend_lower trend_upper \\\n", + "0 1987-05-20 16.091459 3.424344 30.520547 16.091459 16.091459 \n", + "1 1987-05-21 16.095581 3.986759 30.788828 16.095581 16.095581 \n", + "2 1987-05-22 16.099704 3.389839 32.321938 16.099704 16.099704 \n", + "3 1987-05-25 16.112071 2.777861 31.414910 16.112071 16.112071 \n", + "4 1987-05-26 16.116194 3.265780 31.932238 16.116194 16.116194 \n", + "\n", + " additive_terms additive_terms_lower additive_terms_upper weekly \\\n", + "0 0.965758 0.965758 0.965758 -0.502636 \n", + "1 1.113534 1.113534 1.113534 -0.387102 \n", + "2 1.097784 1.097784 1.097784 -0.430363 \n", + "3 1.161349 1.161349 1.161349 -0.421475 \n", + "4 1.061815 1.061815 1.061815 -0.530509 \n", + "\n", + " weekly_lower weekly_upper yearly yearly_lower yearly_upper \\\n", + "0 -0.502636 -0.502636 1.468394 1.468394 1.468394 \n", + "1 -0.387102 -0.387102 1.500636 1.500636 1.500636 \n", + "2 -0.430363 -0.430363 1.528147 1.528147 1.528147 \n", + "3 -0.421475 -0.421475 1.582823 1.582823 1.582823 \n", + "4 -0.530509 -0.530509 1.592324 1.592324 1.592324 \n", + "\n", + " multiplicative_terms multiplicative_terms_lower \\\n", + "0 0.0 0.0 \n", + "1 0.0 0.0 \n", + "2 0.0 0.0 \n", + "3 0.0 0.0 \n", + "4 0.0 0.0 \n", + "\n", + " multiplicative_terms_upper yhat \n", + "0 0.0 17.057217 \n", + "1 0.0 17.209115 \n", + "2 0.0 17.197488 \n", + "3 0.0 17.273420 \n", + "4 0.0 17.178009 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "forecast.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Step 5) - We plot these components of the forecast fit model." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:22:43.714577Z", + "iopub.status.busy": "2024-11-04T07:22:43.714216Z", + "iopub.status.idle": "2024-11-04T07:22:45.472886Z", + "shell.execute_reply": "2024-11-04T07:22:45.471711Z", + "shell.execute_reply.started": "2024-11-04T07:22:43.714523Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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bZDLjfz2N/m7l0tJSvPXWW9i/fz+OHj0KrVaL1atX45FHHsEDDzyAvLw8eHh4YPny5VKXSkRkEh5edwyHy5vw7NgofHdnf5Q8lYZXJ8ail7cTXtl2CnEvb0PfV7fjrd/yUd3c83dRvv17AdRagdn9zHOqvCsxSumNovoWZFc0SV0KddGGY5WIf3kbHtt4HAND3PH1nGS8NTkeKcHuJhEMARMIhwCg0WjQ0tICjUYDlUoFhUKBrVu3Ytq0aQCAuXPnYs2aNRJXSURk/P57uBzv7izE7cmBuHtQCGQyGdwcbPDgiF747R9DcXzJKDw0IgJtGh0WrslGwLM/4cYP9+CbQ2VoVWu7vb6mVg3e21mIUUovjOnt0+37M1Z/Xne4gfMsm4yTNWcx4cM9mLB8L9RagX9PjsdXc5JxU7w/7G2M627kyzH608qBgYF4+OGHERISAgcHB4wdOxbJyclwd3eHXN5RflBQEEpLSyWulIjIuJ2uVWHelwcR6+eMp8dGwdH2wh8BSm9nvDIxDi/fFIttp87gk73F2JRbhY05VXC1l2N6nwDc0T8YQ8I8uuUoyPK9Rahv0Zj9VHmX0zfAFc621thfXC91KXQZKrUWj2/MwSvb8iG3kmHhsHDcPSgEcX4uJnOk8K+M/juvrq4Oa9euRUFBAdzd3XHLLbfghx9+uGC9i70AGRkZyMjIAABUVFSgrKzsgnWqq6sNW7QRs5ReLaVPgL2aK0P3qtYKTP0yF+1aHZYM8oZDewPKyi59w0OUI7B0pB+evc4H3+eewbrcOny+vxgf7ilCsKstpsd5YWqsF0Ldr37mknP7VGsFXtmahwRfBwzwEp1+Xpuyrr6mKQon7Dtdi9LSUpMLGZbwvSqEwLrcOjz7SxEqVVqMCXfB35J8MDDEHTa6ZpSXG9/MJ1fK6MPhzz//jPDwcPj4dJxemDJlCnbu3In6+npoNBrI5XKUlJQgICCg08enp6cjPT0dAJCSknLR9S623BxZSq+W0ifAXs2VIXt9fGMOMsvP4oXx0Zh9nbLLNzncHxKE+9OAysZWfLCnCN9nV+K1XeV4dVc5Bod64I7+wZjeNwDuDjZdru3PPldmlqC0qR0PjYpFTK/QLm/HFHTlNR0Xr8KSDTmot3ZBnAkO52PO36tHyhuxYM1RbDt1Br087PD8hDhMTby6978xMvprDkNCQrB7926oVCoIIbBlyxbExsZi1KhR+OabbwAAK1aswKRJkySulIjIOP18ohpLt57EzfH++Md14dd096ufqz2eSOuNPYuG4cCDw/GPoWGoaGrF3785DL+nf8S0T/Zj/bFKqLW6Lm1XCIGXt51CmIcDpiQorro+c/K/eZbN/yicqahvUWPBd0eR9NqvOFDagCWpSqyc3AvzBoaaTTAETODI4cCBAzFt2jT069cPcrkcSUlJSE9Px4033oiZM2fiiSeeQFJSEubNmyd1qURERqeyqQ23rzqAMA8H/N+4KLjYG+5jv0+gG96ekoA3tHHYeLwKq7JK8WNuNb49Ug4vRxvc2i8Qc1OC0e8Khu/4+UQNDpU14okxkQj1tIyp8i4nOcgNjjbW2FtcJ3UpFk+nE/h4XzEe3ZCDM6p2TElQYP7gUIzo5YWqygqpyzM4ow+HAPDss8/i2WefPW9ZREQE9u7dK1FFRETGT6cTmPvFAdSp1HhjVl/EK7rn1KS1tRVuivPHTXH+aGpV49PMEqw5UoH3d53G278XIsrHCXcOCMHsfoEIcu988N+Xt52El6MNZvQ131ORXWVjbYXBYR7IKmmAEMLkrjs0F3uL6vCP/x7FvuJ69AlwxeuT4jAxzt+gv2gZG/PtjIjIwr26/RR+zK3Go6lKTE3smVO1LvY2uG9oOO4bGo7CWhU+2H0aG3OqsGRDDh7dkIORSi/c0T8YUxIU+ruRD5Y24KcTNbhvSBhi/aQbfNsYjVJ64YkfapBXfRa9fZ2lLseiVDW14dGNOfhobzG8HG3wr+ujcEf/IAR7mP+RbYZDIiIztOd0HR7beByjI73x0MgIyK17/hLzME9HPH9DDJ4bH42dhbX4dH8JNuRUYe4XBzH/m8OYmqDAjRGOWHeqAg42VpiRpOBsIH8xIqLjusONx6sYDnuIRqvDOzsK8fSPuWhu1+L25ED8fXAoBod6Wsz7k+GQiMjM1LeoMfOzTPg42eK5cVHwcrr6oWYMQSaTYWi4F4aGe6Fdo8W3R8rxzaFyrM2uxOdZGgDArKQADAzxlLROY9Q/xB32civsPc3rDnvCLydrcP93R5Fd0YRBIe54eGQvjI/x7XRMUHNmWd0SEZk5IQTSvz6E4voWfDi9DwaFGVfgspVbY1ZSEGYlBaGmuQ3/3nIU2fUCd6QEW+xUeZdiJ7fGwBAPZJbyusPuVFzXgoe/P4avDpUhwNUOr0yIwa39AqFw6/waWXPHcEhEZEY+3FOErw+V4x9DwzCrX6DU5VySt7Md0vsrzHo8PENIjfTGMz/moqBWhQgvJ6nLMSutai1e3X4KL/x8ElqdwN8HhSB9UCiSruAOe3PGcEhEZCayK5qw4LujGBjijsdGR8JOblrzuVLnRvTyhADwQ04V7rsuXOpyzMb6Y5VYtOYoTp1RYZTSCw8Mi0BalI/JzYPcHRgOiYjMgKpdgxmfZsLJ1hrPjYuGws1e6pLIQAaGeMDW2gq7T9cxHBpAXnUzFq3NxsacKoR5OODfk+Mxo28AvJ2lvTbXmBgsHLq4XHqC6cbGRkPtioiI/uKBtdk4VtmEtyfHY3Rvb6nLIQOyt7FG/2A3ZJVeei5surTmNg2e/zkPr23Ph421DIuGhePuQSEmOTVhdzNYOGxqagIAPPXUU/D398ftt98OIQRWrlyp/xoRERneVwfLkLG7CHf2D8adA4It+lopc5Ua6Y3nf85DUV0LQjws8yaJqyWEwJcHy/Dw98dQ2tCKG2N8cf914UiN9IaNBEM8mQKDPys//vgj7r33Xri4uMDV1RX33HMPvv32W0PvhoiIAOSfOYu/fXUIiQoXPDEm0uKG3LAUIyK8oBPADzmVUpdiUg6XNWLUe7sw6/MsuNjJsXx6H3w+ux+uj/ZlMLwEgz8z1tbWWLlyJbRaLXQ6HVauXAlra17cSURkaO0aHWZ9ngUB4Llx0Yjw5p2s5mpwmAdsrGTYxfEOr0idqh33//cIkl7bjoOlDXg0VYn18wbgroEhcHewkbo8o2fwXzFXrVqFhQsXYuHChR0Dnw4dilWrVhl6N0REFu+JH45jb1E9XrwxBjfG+kldDnUjR1s5+gW5IauE1x1eik4n8NHeIjy68ThqVe2YmqDA/CGhGB7hJcksQabK4OEwLCwMa9euNfRmiYjoHJuOV+HlbacwLbHjh5+lTOtlyVIjvfHSL6dQ1tCCAAsdnPlS9pyuwz++O4L9xQ3oG+CKNyfF4aY4f7jY81KLrjL4M1ZdXY0PPvgAhYWF0Gg0+uUfffSRoXdFRGSRyhtbMWfVASi9HfHM2N5wtedpMkswIsILS7ecxA/HqzBvYKjU5RiNyqY2LNmQg0/2FcPbyRb/Ny4Kc1OCEOzhKHVpJsvg4XDSpEkYNmwYxowZw2sNiYgMTKsTuG3lATS1afDu1ATEKTgMh6UYEuYJaxmwo6CO4RCAWqvDOzsK8fSPuVC1azEnOQjzh4RiYIgHj6RfI4OHQ5VKhRdffNHQmyUiIgAvbj2JrSdr8GRaJG6O95e6HOpBLvZy9A3keIcAsDWvBgvWHEV2RROGhHrgwRERGB/jy7v1DcTgV2dOmDABGzduNPRmiYgs3o6CWjz1Yy6uj/LBwmHhvMDeAqUqvZFd0YTKxjapS5FEUZ0Kt6zYj9H/2YV6lRqv3hSLb+9IwdQ+AQyGBmTwT5Y333wTEyZMgL29PVxdXfXjHRIR0dWrVbXj1s+z4O9ih39dHwUvJ071ZYlG9PKCRiewKbdK6lJ6VKtai+d+OoHoF3/B99mVmD84FN/P648HRkTA35VTRRqawWM2Z0MhIjIsIQTu/uoQyhpb8dGMPhgQ6iF1SSSR68I9YSXrOIo8t3+w1OV0OyEEvs+uxAPrspF/RoVUpRceGB6BtCgf2Ml5X0N3MXg4/HPKvIKCAjz55JMoLi5GeXk5BgwYYOhdERFZhPd2nsZ3RyqwaHg4pvcNkLockpCbgw0SFK7ItIDxDk9UN2PRmmz8cLwK4Z4OeHdKPKb3DYSXk63UpZk9g59Wvvfee7Fr1y79wNfOzs647777DL0bIiKLcKisAQ+uy8bQMA/8c6SSR0sIqUpvHK1oRE2zeV532NymwZL1OYh/eRt+zT+DB4ZHYP28AbhnaDiDYQ8x+JHDPXv2ICsrC0lJSQAADw8PtLe3G3o3RERm72ybBjM+zYSLnRz/uj4KCjdeW0XAyF5eeP3XfGzOrcatyUFSl2MwQgh8caAUi78/hrLGNtwU64f7hoYhNdKb8yD3MIM/2zY2NtBqtZDJOsYYqq6uhpXVte2mvr4e06ZNQ3R0NGJiYrBr1y7U1tYiLS0NkZGRSEtLQ10d55skIvNy/3dHcaL6LJ4bF4VRkd5Sl0NGYliEJ2QAfiuolboUgzlU1oCR7+7E7JUH4GZvg4+m98Gntybh+mhfBkMJGPwZX7BgASZPnoyqqio8/vjjuO666/DYY49d0zYXLlyIcePG4fjx4zh06BBiYmKwbNkyjB49Gnl5eRg9ejSWLVtmoA6IiKT335wz+HhfMeYNDMbtKUH6X7iJPBxtEefvYhbzLNeq2vGP/x5Bv9d+xaGyRjw+Wonv5w3AnQND4O7AmX+kYvDTyrNnz0ZycjK2bNkCIQTWrFmDmJiYq95eY2Mjfv31V3zyyScAAFtbW9ja2mLt2rXYtm0bAGDu3LkYOXIkB98mIrOQV92MJT8VISnQFY+NjuT4bXSBUUovZOwuQr2qHe6OpncdnlYn8NHeIjy6IQd1LWpMTVRg/uBQjOjlDWvObiI5g37i6HQ6JCYm4ujRo4iOjjbINvPz8+Hj44M777wThw4dQnJyMt58801UVlZCoVAAABQKBaqqOh/zKSMjAxkZGQCAiooKlJWVXbBOdXW1QWo1BZbSq6X0CbBXc9Om0WHqF7mwgsDiAV6wa2tAWZnpHyG6GEt4Tf9kyF4TPa3QptHhmz25uCHKy2DbNZRL9ZpZ1ownthbjcKUKCb4OeGFUAFIjPOBoq0ZlRXkPVmkY5vgeNmg4tLKyQp8+fVBUVISQkBCDbFOj0SArKwtvv/02Bg4ciIULF3bpFHJ6ejrS09MBACkpKQgI6HwYiIstN0eW0qul9AmwV3PywNqjOFKlwr9GBGDGkDiLmCPW3F/Tcxmq15tdvfC3dfk4WAvcbaTP3197rWhsxZINOVixvwQ+TrZ4blwU5vYPQpC7o0QVGo65vYcNfq6ivLwccXFxGDBgAJycnPTL161bd1XbCwoKQlBQEAYOHAgAmDZtGpYtWwY/Pz+Ul5dDoVCgvLwcvr6+BqmfiEgq32dX4I1fCzCzbwBmJvpYRDCkq+PtbIdoXyeTmGdZrdXh7d8L8OzmE1C1azE3JQjzB4dhQIg73+NGyuDhsLm5GevXr9f/XwiBRx555Kq35+/vj+DgYOTm5iIqKgpbtmxBbGwsYmNjsWLFCixZsgQrVqzApEmTDFE+EZEkSupbcOfqg4jyccITab3hpONsU3Rpo5TeWLGvBE2tarjYG+fNG1tOVOP+NUeRU9mMIWEeeGhEBMZF+/I6WiNn8FdHo9FgxIgR5y1raWm5pm2+/fbbmD17Ntrb2xEREYGPP/4YOp0O06dPx/LlyxESEoKvv/76mvZBRCQVrU5g9sosqNRavHBDNOL8XVBWxnBIlzaylzfe23kaP+fVYHKCQupyzlPS2IYFP+3Ht4fLEehmj9cmxmJWUiDnQTYRBguH7733Ht59913k5+cjMTFRv7ypqQlDhw69pm337dsX+/fvv2D5li1brmm7RETG4LmfTuDX/Fo8e31vTIzzl7ocMhHDIzwBANtOnjGacNiq1uLlbafwws8nICDD/MGh+PvgEPQJcONwTCbEYOHw1ltvxfjx4/Hoo4+ed8OIi4sLPD09DbUbIiKzsv1UDf710wncGOOLf1wXDjkH/KUr5O/g3JhZAAAgAElEQVRqD6W3o1FcdyiEwLrsSjywNhsFtSoMD3HGP8fEYEyUD6d8NEEGC4dubm5wc3PDF198YahNEhGZtZrmNsxeeQBBbg54emxveJrgeHUkrVG9vLHqQCnOtmngZCfNdXy5Vc1YuOYofsytRoSnI96bmoARfjLE9OJRcFPFX1GJiCQghMCdXx5CVXMbXrghGv1DPKQuiUzQSKUXzrZrsfVkTY/vu6lVg0fWH0PCK9vwe0EtHhwegfV3D8D8IWFw4+wmJo23CxERSeCt3wqw/lglHh4ZgWl9jON6MTI9I3p1DIC99WQNbuqh61WFEFiVVYrF64+hvLENN8X64R9DwzAq0pvzIJsJhkMioh6WWVyPxeuPYXiEJx4cHsFrsuiqBbo5IMzDocfmWT5Y2oD7vzuK3wtqEevnjBfGR2NygoJHCs0MwyERUQ9qatVg5ueZ8HSwwTNjo6Bwc5C6JDJxo5Te+PZwOVraNXDopvEDa1XtePKHXPxnVyFc7eV4Ykwk7hoQjHAvp8s+lkwPwyERUQ8RQuCebw8j/4wK709LxEil8c2JS6ZnpNILH+8rxrZTZzA+xs+g29bqBD7ccxqPbzyOuhY1bukTgPmDQzAswhvWnN3EbDEcEhH1kE/3l2BlVinmDw7Frf0COe4bGcSIiD+uO8yrMWg43FlQi/vXHEVWSQP6Bbri35MTMCHOD84S3RVNPYevMBFRD8itasa93x5BcpAb/jmqF6cPI4MJ9XREkJs9Mg003mFFYyse2ZCDT/eXwNfZFs+Pj8KclCAEuTsaZPtk/PjpRETUzVrVWkz/NBO2chmeGxfF67TI4EYpvfH9sQq0qbWws7m6G5zUWh3e+q0Az24+gVaNFnf2D8bfB4eif7A7rHgK2aIwHBIRdbOHvz+Gw+WNeGNSHMZG+UpdDpmhUUovfJZZgt8KajGmt0+XH/9TbjUWrDmK41XNGBrmgYdG9MK4GF84XGXQJNPGcEhE1I2+O1KOd3YU4rZ+gbhzQDCPwFC3+HO8w59PVHcpHBbWqvDQumz890gFgtzs8frEWNzaLwi+LnbdVSqZAIZDIqJucrpWhbu+PIhYP2c8OiYSrvYcC466R7inIxSudlc83mGLWouXtp7Esq0nAQD3DglF+qAQJAa48UYpYjgkIuoOGq0Ot67Mglor8ML4aMT6uUhdEpkxmUyGkb28sDm3Gu0aLWwvMrC6EAJrjlbgwbXZKKxrQVqkNxYOj8CY3t4cjJ30OM8NEVE3eGbzCewsrMNjo5W4IdawY88RdWaU0htnVGrsKqzr9OvHK5swLmMPpnyyH9ZWMvxnagK+uD0ZN8b6MRjSeXjkkIjIwLacqMYLW/IwKc4Pfx8cxvlmqUf8ed3h5hPVGKH01i9vatXgXz+dwBu/5sNeboWHR0Rg3qAQRPvyaDZ1juGQiMiAqpracNuqAwjzcMDjY3rDy8lW6pLIQkR6O8HX2VZ/3aEQAiuzSvHP9cdQ3tiGiXF++MfQMIxUevMXFrokhkMiIgPR6QTmrj6AWlU7Pp2VhP4h7lKXRBbkz+sOt506g31FdXhgbTZ2FNYh1s8ZS2+Iwc3x/nBz4E1RdHkMh0REBvLa9nxsOl6NJalK3JzgL3U5ZIFGKr3x1aFyDHzzd7g72OCJMZG4a0AwB16nLmE4JCIygL1FdXh0Yw5SlV5YcF0YL/AnSdwQ7QtfZ1ukKr1xz+AwDI3whDXH1qQuYjgkIrpGDS1qzPwsCz5OtngyLRIKNwepSyILFerpiJKn0qDRCc5uQleN4ZCI6BoIIZD+9WEU1anwwS19MKKX9+UfRNSNbKytwFxI18JkblfSarVISkrChAkTAAAFBQUYOHAgIiMjMWPGDLS3t0tcIRFZouV7ivDVoTLcMyQM0/sGcHYJIjJ5JhMO33zzTcTExOj//8gjj+CBBx5AXl4ePDw8sHz5cgmrIyJLlF3RhAVrjmJAiDseGhkBJzuejCEi02cS4bCkpAQbNmzA3XffDaDjNM7WrVsxbdo0AMDcuXOxZs0aKUskIgvTotZixmeZcLCxxr+uj0KYJ+8GJSLzYBK/5i5atAgvvfQSmpqaAABnzpyBu7s75PKO8oOCglBaWtrpYzMyMpCRkQEAqKioQFlZ2QXrVFdXd1PlxsdSerWUPgH2KpVHfjqN7IomLEsNRJyLutPPlmthTL12J0vpE2Cv5socezX6cLh+/Xr4+voiOTkZ27ZtA9Bx5PCvLnadT3p6OtLT0wEAKSkpCAgI6HS9iy03R5bSq6X0CbDXnvbv3wvw+eEazE0JwvzU+G4bWNgYeu0JltInwF7Nlbn1avThcMeOHVi3bh02btyI1tZWNDY2YtGiRaivr4dGo4FcLkdJSYnZvTBEZJyWbsnDYxuPY0SEFx5JVXLGCSIyO0Z/zeHSpUtRUlKCwsJCrF69GqmpqVi5ciVGjRqFb775BgCwYsUKTJo0SeJKicicCSHw6IYcPLbxOMZH++Dlm2IQ4+cidVlERAZn9OHwYl588UW89tprUCqVOHPmDObNmyd1SURkpnQ6gfu/O4plW09iSoI/XpoQi/4hHlKXRUTULYz+tPK5Ro4ciZEjRwIAIiIisHfvXmkLIiKzp9HqcPdXh7BifwluTw7Ek2m9EenjLHVZRETdxqTCIRFRT2rTaDF75QF8e7gc8weH4pFRvRDmxSFriMi8MRwSEXVC1a7B1BX7sel4NR4cHoGHRvZCgJu91GUREXU7hkMior9obFXjpuV78Vt+LZ4YE4kFw8Lh42wndVlERD2C4ZCI6BxnzrZj3Ae7cbC0Ec+Pj8b8IaHwcLSVuiwioh7DcEhE9Ifyxlakvb8bedXNeHlCDO4aGAJXe45jSESWheGQiAjA6VoVxry/G6UNLXjz5njcnhwEJzt+RBKR5eEnHxFZvBPVzRj93i40tGrw7pQEzEwKhL2NtdRlERFJguGQiCzaobIGjH1/N9RagfenJWBqYgBs5SY7PwAR0TVjOCQii7X7dB3Gf7AHdtYyfHBLIibF+0NuzWBIRJaN4ZCILNIvJ2tw0/K98HCwwbtTEnBjrB+srGRSl0VEJDmGQyKyKG0aLdZlV+L2VQcQ6GaPd6ckYGyUD2QyBkMiIoDhkIjMWHObBofKGpFV0oCs0gYcKG1AdkUTNDqBGF9nvD05HqN7+0hdJhGRUWE4JCKzUKtqxwF9CGxEVkk9TtSchRAdX/dwsEG0rzNuTw5ClI8TRvf2QUqwu7RFExEZIYZDIjI55Y2t5x0NzCppwOm6Fv3X/VzsEO3jjJG9vBDl64xoX2f09nGCt5MdXO3lPIVMRHQJDIdEZLSEECisbUFWaT0OlDZi16lKZFcfRWVzm36dEHcHRPk6YWKcH6J8nBHj5wKltyO8nWzhaMuPOCKiruInJxEZBa1O4ER1M7JK/jga+MdRwfoWDQDAWgaEuNmif7A7on2dEeXrjDh/F4R5OsLL0ZZjExIRGQjDIRH1uHaNDtkVTfoQmFXSgENljVCptQAAW2sZlN5OSFV6dwRBH2f0CXCBvLUB0eEhsOaQM0RE3YbhkIh6RFGdChtyqrA+uxJbT9agVaMDADjZWqO3jxMmxfnprw9MDHCFwtUebn+5PrCsTMVgSETUzRgOiahbaHUCe07XYX1OJb7PrsTRiiYAQKCbPSbF+6OPwhXRvs7oG+gKX2c7ONnx44iIyBjw05iIDKa+RY0fj1dhfU4lNuZUoValhrUM6BvohoXDwpGq9MbwCE+4O9pKXSoREV0EwyERXTUhBI5XNWPDsSqsP1aB3wvqoBUCbvZyDA33xHVhnhgX7YM4f1feMEJEZCKMPhwWFxdjzpw5qKiogJWVFdLT07Fw4ULU1tZixowZKCwsRFhYGL766it4eHhIXa7ZEEJAoxOwseYPdDpfm0aL7afO6K8fzK9VAQAivZ0wJyUI14V74vooHwS42XM8QSIiE2T04VAul+PVV19Fv3790NTUhOTkZKSlpeGTTz7B6NGjsWTJEixbtgzLli3Diy++KHW5Jket1eFUzVkcr2pGbnXH38ermnC8qhn1LRq42Mnh62wLfxc7+Lvaw8/ZDn4udvBzsdX/2/ePv515zZjZKm9sxcacKmzIqcTm3GqcbdfCztoK/UPcMb1vAFKVXhgY6gFXexupSyUiomtk9D/NFQoFFAoFAMDFxQUxMTEoLS3F2rVrsW3bNgDA3LlzMXLkSIbDSzhzth3Hq5qx50QNKjLrkVvdjJzKZuSfUUH75/xiALydbBHq4YDRSm94OdmioVWD2rPtOKNSI7O4HrUqNRrbNJ3uw8HGCr7Odh1B0uXPEGl3TqD8X5D8612oZFx0OoGs0gZsOFaJ9ccqsb+kAUDHzCPjonwwLMILY3p7I9LbmaeLiYjMjNGHw3MVFhbiwIEDGDhwICorK/WhUaFQoKqqqtPHZGRkICMjAwBQUVGBsrKyC9aprq7uvqJ7kEYncLq+DafqWnGqtuPPydpW5NW2or5Vq1/PxkqGQBcbBLvZor+/B4JdbRHuYYcYH0cEuNjBwcaq0+Cm0Qm0qrVobtOgolmN8uZ2VDWrUdeqQV2rFnUtf/zd2o5DpSrUt2rR0KqFuGBLHePYeTnI4eNk0/HHUQ5vRxv4OMnh42ij/7e3gw3cHaxh1cUgaS6v6ZUwVK/N7Vr8droRW/Ib8HN+A6pVGsgAxPrY466+XhgU6IxBwa7wdLTpeH/omlFT1WyQfV8pvq7mx1L6BNiruTLHXk0mHDY3N2Pq1Kl444034OrqesWPS09PR3p6OgAgJSUFAQEBna53seXGqE7V3nEKuLIZudXNOF7VjJzKJuSfUUGt+18U83S0QZiHA0YpfRDq6YAwD0cE2LRhaGw4vJxsYCe37rYa2zU6tPwRJEsbWlHS0IryxlbUqtSoVXUciaxVtaNOpUZJUzsOV7agtkUNre7CKCm3ksHbyfaiRyP/d3rbFj7Odvpx8EzpNb1WV9tr/pmzWH+sEhuOVWHbqRq0awWcba0xOMwD14V7YpTSG30D3OBibzwfFXxdzY+l9AmwV3Nlbr0azyf+JajVakydOhWzZ8/GlClTAAB+fn4oLy+HQqFAeXk5fH19Ja7SsLQ6gcJa1R/XAnYEwOOVHX9Xn23Xrye3kiHY3R6hHo4YHOqBME9HhHk6oo/CFWFejnC1k8PK6txBhMsQ4Gbf7fXbyq1gK7eCm4MNAt0dMOAS67ZrdFCptTjbrkFFYxtK6ltQ0dSGM6r2P8JkR5CsValRXN+CQ2WNqFW1o117YZCUyQAvR1t42VshyPO0Pji62MlhJQOsrWSwtpLBSiaDtUwGayt0/Fu/HH8sl+mXd7as8+Ud/79gHStZ58v/uk0ZYGUlO2f5+Y8993W8WmqtDjsLa7H+WBU2HKtEzh9H/sI8HDCjbwCGhnkiNdIbYZ6OvBmJiMhCGX04FEJg3rx5iImJwYMPPqhfPnHiRKxYsQJLlizBihUrMGnSJAmrvHoNLWp9+Mut+t/feTVnzws/7g5yhHo4YkhYRwAM9XBAlK8z4v1d4O1kC0dbo38pL+rPIOnuYINANwckB7tfdN02jRYtah3OtmlQ3dyOkoYWVDa16Y9E1qrUOKNqR2V9E6qb23C8qhm1qna0qnWdnt42NRcGS0AGQG59WL+sI0z+JQj/8e/ShhbUt2ggt5IhOcgND4+IwHXhnhgc5gkfZ1teB0pERMYfDnfs2IHPPvsMCQkJ6Nu3LwDghRdewJIlSzB9+nQsX74cISEh+PrrryWu9OK0OoGiuhYcr2rS3xGcW9WMnKpmVDa16dezlgGB7g4I83BAcpC7/lRwgsIV4Z4OcHOwsfijOXZya9jJrTuCpLsD+ga5dbpeaWkpvP38oWrXol0roBMCOp2ARuig1QEarQ4anYBWAFrtOct1Omj1y3VQ6wR0AtDqdNDo8MfXhP4xOh2gEx3LhAC0QuiXdSzv+AXn/OX/+3rHtsUf65z/9Y7lf2zzvO2fs44QaFWpILd3OG/5ufvQ6v5XQ29vJwwJ88CIXl6I9XPhrCRERHQBo//JcN1110GIzo/5bNmypYerubzsiiYcLG343+ngyo6jgH/OIwsArnZyhHk6YECwO0I9HBDm6QillxPiFM7wde44BcojONdGJpPpg6S5Kysru+LrXYQQfG8REdElGX04NDVPbTqO/x6pgJWsYw7ZUA9HTEtU6ENgrJ8zwj0d4eFoC3sb8w8uZFwYDImI6HIYDg3s/8ZFI31QKEI8HP4Yz89Gf/csERERkbFjODSwWH8XxPq7SF0GERER0VWx7LsbiIiIiOg8DIdEREREpMdwSERERER6DIdEREREpMdwSERERER6MnGxEabNkLe3N8LCwi5YXl1dDR8fn54vSAKW0qul9AmwV3NlKb1aSp8AezVXptJrYWEhampqrmhdiwqHF5OSkoL9+/dLXUaPsJReLaVPgL2aK0vp1VL6BNiruTLHXnlamYiIiIj0GA6JiIiISM/6mWeeeUbqIoxBcnKy1CX0GEvp1VL6BNirubKUXi2lT4C9mitz65XXHBIRERGRHk8rExEREZEewyERERER6ZllOLzrrrvg6+uL+Ph4/bJDhw5h8ODBSEhIwE033YTGxkYAgFqtxty5c5GQkICYmBgsXbpU/5j6+npMmzYN0dHRiImJwa5du3q8l8vpSq/t7e248847kZCQgD59+mDbtm36x2RmZiIhIQFKpRILFiyAMV5tYKhe/zRx4sTztmVMDNXrF198gYSEBCQmJmLcuHFXPMZVTykuLsaoUaMQExODuLg4vPnmmwCA2tpapKWlITIyEmlpaairqwMACCGwYMECKJVKJCYmIisrCwBw8OBBDB48GHFxcUhMTMSXX34pWU8XY6heAaCoqAhjx45FTEwMYmNjUVhYKEVLF9XVXo8fP47BgwfDzs4Or7zyynnb2rRpE6KioqBUKrFs2bIe7+VSDNknAGi1WiQlJWHChAk92seVMGSvr7/+OuLi4hAfH49Zs2ahtbW1x/u5lK72unLlSiQmJiIxMRFDhgzBoUOHLrkdkyDM0Pbt20VmZqaIi4vTL0tJSRHbtm0TQgixfPly8cQTTwghhFi5cqWYMWOGEEKIs2fPitDQUFFQUCCEEGLOnDnigw8+EEII0dbWJurq6nqwiyvTlV7//e9/izvuuEMIIURlZaXo16+f0Gq1Qggh+vfvL3bu3Cl0Op0YN26c2LhxYw93cnmG6lUIIb799lsxa9as87ZlTAzRq1qtFj4+PqK6uloIIcTixYvF008/3bONXEZZWZnIzMwUQgjR2NgoIiMjRXZ2tli8eLFYunSpEEKIpUuXin/+859CCCE2bNggxo0bJ3Q6ndi1a5cYMGCAEEKI3NxcceLECSGEEKWlpcLf39/ovl8N1asQQowYMUJs3rxZCCFEU1OTOHv2bA93c2ld7bWyslLs3btXPPbYY+Lll1/Wb0ej0YiIiAhx6tQp0dbWJhITE0V2dnbPN3QRhurzT6+++qqYNWuWuPHGG3uuiStkqF5LSkpEWFiYUKlUQgghbrnlFvHxxx/3bDOX0dVed+zYIWpra4UQQmzcuFH/vXqx7ZgCswyHQghRUFBw3g9WFxcXodPphBBCFBUViZiYGCGEEKtWrRITJkwQarVa1NTUiMjISHHmzBnR0NAgwsLC9I8xZlfa67333is+++wz/Xqpqaliz549oqysTERFRemXr1q1SqSnp/dQ9V1zrb0K0fHDdOjQoSI7O9tow6EQ195re3u78Pb2FoWFhUKn04m///3v4v333+/ZJrpo4sSJYvPmzaJ3796irKxMCNHxAdu7d28hhBDp6eli1apV+vXPXe9ciYmJ+rBorK621+zsbDF06FBJar5al+v1T08//fR5QWLnzp1i7Nix+v+/8MIL4oUXXuiZoq/C1fYphBDFxcUiNTVVbNmyxSjD4V9dba8lJSUiKChInDlzRqjVanHjjTeKH3/8sUdr76or7VUIIWpra0VAQMAlt2MKzPK0cmfi4+Oxbt06AMDXX3+N4uJiAMC0adPg5OQEhUKBkJAQPPzww/D09ER+fj58fHxw5513IikpCXfffTfOnj0rZQtX7GK99unTB2vXroVGo0FBQQEyMzNRXFyM0tJSBAUF6R8fFBSE0tJSSWrvqq72CgBPPvkkHnroITg6OkpW99Xoaq82NjZ47733kJCQgICAABw7dgzz5s2TsoVLKiwsxIEDBzBw4EBUVlZCoVAAABQKBaqqqgAApaWlCA4O1j+ms/fq3r170d7ejl69evVc8V10Lb2eOHEC7u7umDJlCpKSkrB48WJotVpJ+rgSV9LrxVzJ620srqVPAFi0aBFeeuklWFkZ/4/la+k1MDAQDz/8MEJCQqBQKODm5oaxY8f2RNlXpau9Ll++HOPHj7/kdkyB8b8LDeSjjz7CO++8g+TkZDQ1NcHW1hZAxw8Sa2trlJWVoaCgAK+++iry8/Oh0WiQlZWFe+65BwcOHICTk5PRXe9yMRfr9a677kJQUBBSUlKwaNEiDBkyBHK5vNPrC2UyWU+XfVW62uvBgwdx8uRJTJ48WeLKu66rvarVarz33ns4cOAAysrKkJiYeN41tcakubkZU6dOxRtvvAFXV9eLrne592p5eTluv/12fPzxx0b7Q/Zae9VoNPjtt9/wyiuvYN++fcjPz8cnn3zSjRVfvSvt9WJM5bPpWvtcv349fH19TWKsvGvtta6uDmvXrkVBQQHKyspw9uxZfP75591Q6bXraq+//PILli9fjhdffPGatmMM5FIX0FOio6OxefNmAMCJEyewYcMGAMCqVaswbtw42NjYwNfXF0OHDsX+/fsxfPhwBAUF6VP+tGnTTCYcXqxXuVyO119/Xb/ekCFDEBkZCQ8PD5SUlOiXl5SUICAgoGeLvkpd7XX79u3IzMxEWFgYNBoNqqqqMHLkyE5vWDE2Xe314MGDAKA/gjZ9+nSjfA+r1WpMnToVs2fPxpQpUwAAfn5+KC8vh0KhQHl5OXx9fQF0HDn684gpcP57tbGxETfeeCOee+45DBo0qOcbuQKG6FWtViMpKQkREREAgJtvvhm7d+82uqPCXen1Yi71ehsLQ/S5Y8cOrFu3Dhs3bkRraysaGxtx2223GV1oMkSvP//8M8LDw+Hj4wMAmDJlCnbu3Inbbrut2+vviq72evjwYdx999344Ycf4OXldcntmALj/NW6G/x5+Fen0+G5557D/PnzAQAhISHYunUrhBA4e/Ysdu/ejejoaPj7+yM4OBi5ubkAgC1btiA2Nlay+rviYr2qVCr9qfGffvoJcrkcsbGxUCgUcHFxwe7duyGEwKeffopJkyZJVn9XdLXXe+65B2VlZSgsLMTvv/+O3r17m0QwBLrea2BgII4dO4bq6mr912JiYqQp/iKEEJg3bx5iYmLw4IMP6pdPnDgRK1asAACsWLFC/36cOHEiPv30UwghsHv3bri5uUGhUKC9vR2TJ0/GnDlzcMstt0jSy+UYqtf+/fujrq5O/7pu3brV6D6butrrxfTv3x95eXkoKChAe3s7Vq9ejYkTJ3Zr7V1hqD6XLl2KkpISFBYWYvXq1UhNTTW6YGioXkNCQrB7926oVCoIIbBlyxaT/1wqKirClClT8Nlnn6F3796X3Y5J6PnLHLvfzJkzhb+/v5DL5SIwMFB8+OGH4o033hCRkZEiMjJSPPLII/oL+5uamsS0adNEbGysiImJES+99JJ+OwcOHBDJyckiISFBTJo0SX83kjHpSq8FBQWid+/eIjo6WowePVoUFhbqt7Nv3z4RFxcnIiIixH333WeUN+IYqtc//fWGD2NiqF7fe+89ER0dLRISEsSECRNETU2NVC116rfffhMAREJCgujTp4/o06eP2LBhg6ipqRGpqalCqVSK1NRUcebMGSGEEDqdTtx7770iIiJCxMfHi3379gkhhPjss8+EXC7Xb6NPnz7iwIEDUrZ2AUP1KoQQmzdvFgkJCSI+Pl7MnTtXtLW1SdVWp7raa3l5uQgMDBQuLi7Czc1NBAYGioaGBiFEx13bkZGRIiIiQjz33HNStnUBQ/b5p19++cUob0gxZK9PPfWUiIqKEnFxceK2224Tra2tUrZ2ga72Om/ePOHu7q5fNzk5+ZLbMQWcPo+IiIiI9CzmtDIRERERXR7DIRERERHpMRwSERERkR7DIRERERHpMRwSERERkR7DIRFRN3vmmWfwyiuvSF0GEdEVYTgkIiIiIj2GQyKibvD8888jKioKY8aM0c+09NZbbyE2NhaJiYmYOXOmxBUSEXXOYuZWJiLqKZmZmVi9ejUOHDgAjUaDfv36ITk5GcuWLUNBQQHs7OxQX18vdZlERJ3ikUMiIgP77bffMHnyZDg6OsLV1VU/H3BiYiJmz56Nzz//HHI5fzcnIuPEcEhE1A1kMtkFyzZs2ID77rsPmZmZSE5OhkajkaAyIqJLYzgkIjKw4cOH47vvvkNLSwuamprw/fffQ6fTobi4GKNGjcJLL72E+vp6NDc3S10qEdEFeF6DiMjA+vXrhxkzZqBv374IDQ3FsGHDIJPJcNttt6GhoQFCCDzwwANwd3eXulQiogvIhBBC6iKIiIiIyDjwtDIRERER6TEcEhEREZEewyERERER6TEcEhEREZEewyERERER6TEcEhEREZEewyERERER6TEcEhEREZEewyERERER6TEcEhEREZEewyERERER6TEcEhEREZEewyERERER6TEcEhEREZGeXOoCepK3tzfCwsK6fT9qtRo2Njbdvh9Lxee3+/C57V58frsPn9vuxee3+/TUc1tYWIiamporWteiwmFYWBj279/f7fspKytDQEBAt+/HUvH57T58brsXn9/uw+e2e/H57T499dympKRc8bo8rUxEREREegyHRERERKTHcEhERK+xF/IAACAASURBVEREegyHRERERKTHcNgNdEJIXQIREREZOSEEhBFmBoZDA3t0Qw7mr8+XugwiIiIycp/sK8YtX51Anapd6lLOw3BoYG72cmw4UY/PM4ulLoWIiIiM1Jmz7Vj8/TE0tWlhYyWTupzzMBwa2IMjeiHc3Q7//D4Hza1qqcshIiIiI7RkQw7qWzVYONAXzvbGNcA4w6GB2cqt8Mr1oShvasPCtdlSl0NERERGZmdBLT7cU4RbkwIxKsJD6nIuwHDYDQYFuWB2v0Cs2F+CfUV1UpdDRERERkKj1eGeb4/Az8UO9w0Ng4ONtdQlXYDhsJu8MSkOzrbWSP/6MHQ647sTiYiIiHreW78X4HB5IxaPiED/YHepy+kUw2E38Xa2w8s3xeJgWSNe3867l4mIiCxdSX0Lnt6Ui2HhnpidHAQrI7sR5U8Mh91o3oAQpAS54f9+PoGKxlapyyEiIiIJLVqbDbVOYPHIXvB3/X/27jssinP7A/h3C7v0DgKCIIJEaSuCDQtWbjQhJlHB2BtqNMUkRtIUk3glV6O5ifkZid3kauySGLtRE40FlaIQRSlKlV6XZcv7+wOdiIBBZZkFzud5fGRm3pk5cxjg7Dsz7+jzHU6jqDjUIqFQgI1hMlTUqDF7dwLf4RBCCCGEJ4eS87AnIQcze3XCiOds+A7nsag41DJve1O82d8FMdfz8GtyHt/hEEIIIaSFyZVqzN93DS4WBpgT6AypWPceQnkYr8Xh9OnTYWtrCy8vrwaXM8bw5ptvws3NDT4+Prhy5Qq3bMuWLXB3d4e7uzu2bNnSUiE/lc/+9RzsTaR4Y981KNUavsMhhBBCSAv69/EUpBZWIWKIG7zsTPkO5x/xWhxOnToVhw8fbnT5oUOHkJKSgpSUFERHR2Pu3LkAgKKiIixduhQXLlzAxYsXsXTpUhQX6+6QMUZSMb4b44PUwip89Gsy3+EQQgghpIXcuFeBL367heefs8U4mQPf4TQJr8XhwIEDYWlp2ejyAwcOYPLkyRAIBOjTpw9KSkqQk5ODI0eOYPjw4bC0tISFhQWGDx/+2CJTF4R42eH552zx9R/puHGvnO9wCCGEEKJljDG8vicR+mIR3h7QGRaGEr5DahIx3wE8TlZWFpycnLhpR0dHZGVlNTq/IdHR0YiOjgYA5ObmIjs7W7tBA8jPz29w/tIBHfDbrXxM/eESdod6QCDQzUfYdV1j+SXPjnKrXZRf7aHcahfl9+nsSy7CyVsFeLOXLboZKxusQXQxtzpdHDJWf/BogUDQ6PyGhIeHIzw8HADg7+8PB4eW6dJtaD8ODsCSEUp88OtfOJalwdReTg2sSZqipb6P7RHlVrsov9pDudUuyu+TKZEr8dmZa+jewRhvDfWCk7VRo211Lbc6/bSyo6Mj7t69y01nZmbCwcGh0fmtwbtBXeBhY4SIg0kokyv5DocQQgghWvDxob+QX6nAh0Pd4fqYwlAX6XRxGBISgq1bt4IxhvPnz8PMzAz29vYIDg7G0aNHUVxcjOLiYhw9ehTBwcF8h9skeiIhNobKkFdRgzf2X+M7HEIIIYQ0s9i7Jfi/c+kY6+uAEE87vsN5YrxeVh4/fjxOnTqFgoICODo6YunSpVAqa3vT5syZg5EjR+LXX3+Fm5sbDA0NsWnTJgCApaUlPvnkEwQEBAAAFi9e/NgHW3RNv86WmOLviB8uZ+L1vs7o7dJ6YieEEEJI49Qahjm7E2BpoId5gS4w0dfpO/gaxGvE27dvf+xygUCAb7/9tsFl06dPx/Tp07URVotY9ZInDlzPRfjuBFx9Z5DOvl+REEIIIU333bl0XM4sxbLnPRDYSjt/dPqycltmaSjB6hAvJOSUY8Vvt/gOhxBCCCHPKLesGh8e+gu9OpljaoBTq+34oeKQR1MCHNHH2Rz/PnEL2aVyvsMhhBBCyDN4NyYJcqUaiwZ3gYOZAd/hPDUqDnkkEAiwMVSGKqUa4bsS+A6HEEIIIU/pxM18/O9qFqb6O+H5bh34DueZUHHIs24dTLBgoCsOJt9DzLUcvsMhhBBCyBNSqNR4fW8iHM308XqgMwz0RHyH9EyoONQBkcFd4Wimj7f2X0eNSsN3OIQQQgh5Ait+u42b+ZVYNNgNvg5mfIfzzKg41AGGEjG+G+ON9GI5Ig4m8R0OIYQQQpootbASy46nYJi7NcJ6OLSJV+NScagjRnW3w4vdO+D/zmYgObec73AIIYQQ8g8YY3hj3zUIBQK8M8gV1sZSvkNqFlQc6pC1Y7whEgowc2d8g++PJoQQQoju2JeYi1+T72FOX2cMdbfhO5xmQ8WhDuloZoClwR44l1GMDRfu8B0OIYQQQhpRoVDhrf3X0NXGCOF9O0EibjslVds5kjbi7YGd0b2DMT789S+UVNXwHQ4hhBBCGhB55AaySqvxwRA3eNia8B1Os6LiUMeIRUJsDJWhoLIG8/Zd4zscQgghhDwiIbsMX/2ehtFednjZ257vcJodFYc6qLezBab3csKOq1n4I7WQ73AIIYQQcp9GwzB3TwJMpCLM7+8CMwM9vkNqdlQc6qiVIZ4wN9DD7N0JUGvo4RRCCCFEF2y6dBfn0ovxVn9XDOpizXc4WkHFoY4yN9DDf0d7ISmvAstPpPAdDiGEENLuFVQo8P4vSejR0RQzejtBJGz9Yxo2hNfi8PDhw/Dw8ICbmxuioqLqLV+wYAFkMhlkMhm6du0Kc3NzbplIJOKWhYSEtGTYLWaCX0f072yJL07ewt2SKr7DIYQQQtq1RQeTUVqtQsQQNzhZGPIdjtaI+dqxWq3GvHnzcOzYMTg6OiIgIAAhISHo3r0712b16tXc19988w2uXr3KTRsYGCAuLq5FY25pAoEA68f5wnvlKYTvTMCh8D58h0QIIYS0S2fTirDx4l1M7umIF7p34DscreKt5/DixYtwc3ODq6srJBIJwsLCcODAgUbbb9++HePHj2/BCHWDh60x3gvqgsM38rE3MYfvcAghhJB2R6nWYM7uBNiZSDEv0AWGEt761loEb0eXlZUFJycnbtrR0REXLlxosG1GRgbS0tIwZMgQbl51dTX8/f0hFosRERGB0aNHN7hudHQ0oqOjAQC5ubnIzs5uxqNoWH5+frNub6aXCbZe1MObe+Lha6qCgZ6oWbff2jR3fsnfKLfaRfnVHsqtdrX3/H53KRfXcsuxdJADOoqrkJ0tb7Zt62JueSsOG3o9XGMvq96xYwfGjBkDkejvoujOnTtwcHBAamoqhgwZAm9vb3Tp0qXeuuHh4QgPDwcA+Pv7w8HBoZmO4PGaez8bwiT41/cX8NXlEnzzinezbrs1aqnvY3tEudUuyq/2UG61q73m926xHKvOx2GAqyXmDPaCrUnzvz9Z13LL22VlR0dH3L17l5vOzMxsNDk7duyod0n5QVtXV1cEBQXVuR+xLQp+zhYve9sh+nwGruWU8R0OIYQQ0i68deAaVBqGhYO6aKUw1EW8FYcBAQFISUlBWloaampqsGPHjgafOr5x4waKi4vRt29fbl5xcTEUCgUAoKCgAGfPnq3zIEtb9e0r3tATCTFzZ3yDPa+EEEIIaT4Hk/KwLzEXs3p3wojnbPgOp8XwVhyKxWKsWbMGwcHB6NatG8aNGwdPT08sXrwYMTExXLvt27cjLCysziXn5ORk+Pv7w9fXF4MHD0ZERES7KA7tTfWx7PnncOFOCb77M4PvcAghhJA2q6pGhfl7E+FqaYjZ/ZwhFbef+/15fdxm5MiRGDlyZJ15n376aZ3pyMjIeuv169cPiYmJ2gxNZ83v3xnrL9zBJ4f+QqivAyyNJHyHRAghhLQ5y46nIL1YjnVjvOFlZ8p3OC2K3pDSyoiEAmwOk6FYrsTre9pngUwIIYRoU3JeOVacuo1R3Wwx1le3HhZpCVQctkI9ncwxq48zdsZn49StAr7DIYQQQtoMxhhe35MIA7EIbw3oDAvD9neFjorDVuqLUd1gZSTB3D2JUGvo4RRCCCGkOfx4JQunbhdiXqALBrtZ8x0OL6g4bKXMDPTwzcte+OteBT47epPvcAghhJBWr7iqBu/GXIeXnQlm9ekEsah9lknt86jbiFCZAwZ1scLK07eRUVTFdziEEEJIq/bRob9QUFmDiCFu6GxlxHc4vKHisBUTCARYP84XSrUGs3bG8x0OIYQQ0mpdvFOM7/7MQKivA17ysuM7HF5RcdjKuVkbIWKIG46lFGBnXBbf4RBCCCGtjlrDMHdPIqwNJZjX3wXGUl5H+uMdFYdtwIfD3OFiYYB3YpJQVaPiOxxCCCGkVVl7Lh1XMkvxziBX9HW25Dsc3lFx2AZIxSKsH+eLrNJqvBuTxHc4hBBCSKuRU1aNjw79hd6dzDHZ3xFCoeCfV2rjqDhsI4Z2tcFYX3usv3AHcVmlfIdDCCGEtArvxiShWqnGosFucDAz4DscnUDFYRvyzcveMNATYdbOeDBGYx8SQgghj3P8Zj62X83CFH8nPN/Nlu9wdAYVh21IBxMplo98DrGZpfjmjzS+wyGEEEJ0lkKlxry9iXAy18frgc7Q1xPxHZLOoOKwjZnbzwUyB1NEHrmJggoF3+EQQgghOuk/v93GzfxKLBrsBl8HM77D0SlUHLYxQqEAm8JkKK1WYs7uBL7DIYQQQnTO7YJKLDueguHu1gjr0RECAT2E8jBei8PDhw/Dw8MDbm5uiIqKqrd88+bNsLGxgUwmg0wmw/r167llW7Zsgbu7O9zd3bFly5aWDFvnyTqaYW4/F+xNzMWJm/l8h0MIIYToDMYY5u9LhFgowDuDXGFlJOE7JJ3DW3GoVqsxb948HDp0CElJSdi+fTuSkuoPwxIaGoq4uDjExcVh5syZAICioiIsXboUFy5cwMWLF7F06VIUFxe39CHotOUju8HGWILX9yRCpdbwHQ4hhBCiE/Yk5ODwX/mY09cZQ7va8B2OTuKtOLx48SLc3Nzg6uoKiUSCsLAwHDhwoEnrHjlyBMOHD4elpSUsLCwwfPhwHD58WMsRty4m+mJ8+4o3bhZUYsmRG3yHQwghhPCuvFqFtw9cR1cbI4T37QQ9Ed1d1xDe3g+TlZUFJycnbtrR0REXLlyo127Pnj04c+YMunbtitWrV8PJyanBdbOyGn51XHR0NKKjowEAubm5yM7ObuYjqS8/Xzcu5fa1ZhjQyQSrTt/GCy76cDaX8h1Ss9CV/LZFlFvtovxqD+VWu9pKfiNP3UV2aTW+/pcTjJXlyM4u5zskncwtb8VhQ+PwPXpD6Isvvojx48dDKpXiu+++w5QpU3Dy5MkmrftAeHg4wsPDAQD+/v5wcHBohuj/WUvt559smWiBbl/8ho9O5+Dk3H58h9NsdCW/bRHlVrsov9pDudWu1p7f+OxSbLyaj5e97TB5gCdM9fX4Domja7nlrT/V0dERd+/e5aYzMzPrJcfKygpSaW1v16xZs3D58uUmr0tqdbYyxEfD3fDbrUL8eDmT73AIIYSQFqfRMMzdnQhTqRhv9HfRqcJQFzWpOFyzZk2zP/AREBCAlJQUpKWloaamBjt27EBISEidNjk5OdzXMTEx6NatGwAgODgYR48eRXFxMYqLi3H06FEEBwc3a3xtyaLB7uhiZYj3f0lCpULFdziEEEJIi9pw8Q7+zCjGWwM6Y4CrNd/h6LwmFYe5ubkICAjAuHHjcPjw4WZ5NZtYLMaaNWsQHByMbt26Ydy4cfD09MTixYsRExMDAPj666/h6ekJX19ffP3119i8eTMAwNLSEp988gkCAgIQEBCAxYsXw9LS8pljaqskYiE2hsqQXabA2weu8x0OIYQQ0mLyKxRY9Esy/DqaYUZvJ4iENKbhPxGwJlZ6jDEcPXoUmzZtQmxsLMaNG4cZM2agS5cu2o6x2fj7+yM2Nlbr+8nOztbJy9wTfriCn+Kzcf7NQPg7WfAdzlPT1fy2BZRb7aL8ag/lVrtac36n7YjDtsuZ2D6hB8bKOvIdTj0tldsnqYGafM+hQCCAnZ0d7OzsIBaLUVxcjDFjxuD9999/6kBJy/pqtCeM9EQI35XQLL2/hBBCiC77PbUQmy/dxSS/jhjVvQPf4bQaTSoOv/76a/Ts2RPvv/8+AgMDkZiYiLVr1+Ly5cvYs2ePtmMkzcTGWIr/vNANV7PKsPpMKt/hEEIIIVqjVGswd08i7E2keD3QBYYS3gZoaXWalKmCggLs3bsXzs7OdeYLhUL88ssvWgmMaMesPs74/sIdfHr0Jib6OcLWpG2MfUgIIYQ8bPXpVFzPLceqkO7wdzLnO5xW5bE9h0VFRSgqKsLbb78NExMTbvrBPwDcE8SkdRAKBdgUJkOFQoXwXfF8h0MIIYQ0u4yiKiw9ehODXK0wwc+x0bGQScMe23PYs2dPCASCRgedTk2lS5Otkbe9Kd7o3xlf/Z6GI3/dQ/BztnyHRAghhDSbt/Zfg4YxLAxypStkT+GxxWFaWlqjy+iBhtbt8+efw09x2Zi3NxHJiwbT+yUJIYS0CT9fz8WB63l4o78LhnnY8B1Oq9SkimDx4sV1pjUaDSZOnKiVgEjLMJKKsXaMN24XVuHjQ3/xHQ4hhBDyzCoVKryx7xpcLQ0xu68zpGIR3yG1Sk0qDu/cuYPly5cDABQKBUaPHg13d3etBka07yUvewR72ODr39NwM7+C73AIIYSQZ/L58RRkFMsRMcQNnnamfIfTajWpONy0aRMSExOxfPlyvPjiixg8eDAiIyO1HBppCevG+AAAZu2kh1MIIYS0Xkm55Vh56jZe6GaLsbLWOWC3rnhscXjlyhVcuXIFV69exVtvvYWffvoJ7u7uGDRoEK5cudJSMRItcrY0xOIRXXEmtQhbLt3lOxxCCCHkiTHG8PreRBjqifDWgM4wN9DjO6RW7bEPpLz77rt1pi0sLJCUlIR3330XAoEAJ0+e1GpwpGW8F9QFmy/dxaKDyXjF2w4m+vRDRQghpPX44XImTt8uxIdD3RDkZs13OK3eY4vD3377raXiIDzSEwmxMVSG/mvO4s3917AprAffIRFCCCFNUlxVg3djkuBtZ4JZfTpBTKNvPLMmZTAvLw8zZszA888/DwBISkrChg0btBoYaVmBnS0xuacjtsVm4kJGMd/hEEIIIU3y4a9/obCqBhFD3OBiacR3OG1Ck4rDqVOnIjg4GNnZ2QCArl274quvvnrmnR8+fBgeHh5wc3NDVFRUveWrVq1C9+7d4ePjg6FDhyIjI4NbJhKJIJPJIJPJEBIS8syxEGDVS54w0RcjfFcCNBoax5IQQohuu3inGOvOZyBU5oAQLzu+w2kzmlQcFhQUYNy4cRAKa5uLxWKIRM82dpBarca8efNw6NAhJCUlYfv27UhKSqrTpkePHoiNjUVCQgLGjBmD999/n1tmYGCAuLg4xMXFISYm5pliIbWsjCT48kVPJOSUYcWpW3yHQwghhDRKpdZgzu4EWBtKML+/C4ylj71TjjyBJhWHRkZGKCws5N5NeP78eZiZmT3Tji9evAg3Nze4urpCIpEgLCwMBw4cqNNm8ODBMDQ0BAD06dMHmZmZz7RP8s+m9XJC707m+PfxW8gplfMdDiGEENKg/zuXjqtZZXh3kCv6dLLkO5w2pUnF4apVqxASEoLbt28jMDAQkydPxjfffPNMO87KyoKTkxM37ejoiKysrEbbb9iwgbvnEQCqq6vh7++PPn36YP/+/c8UC/mbQCDAxlAZKpVqhO9K4DscQgghpJ7s0mp8fOgG+jpbYLK/I4RCAd8htSlN6oP18/PD6dOncePGDTDG4OHhAT29ZxvupKF3Mz/omXzUDz/8gNjYWJw+fZqbd+fOHTg4OCA1NRVDhgyBt7c3unTpUm/d6OhoREdHAwByc3O5+ya1KT8/X+v70CZzAOF+Nlgbew/bfr+OoV0s+A6pjtaeX11GudUuyq/2UG61S9fyO/eXVFQr1ZgjMwOrLEZ2Zet9kFLXcgs0sTisqqrCqlWrkJGRge+//x4pKSm4ceMGXnjhhafesaOjI+7e/XvQ5czMTDg41B/R/Pjx41i2bBlOnz4NqVTKzX/Q1tXVFUFBQbh69WqDxWF4eDjCw8MBAP7+/g3uQxtaaj/asvJVW8Sk/IYlZ3IQ2rcbJGLdGhqgtedXl1FutYvyqz2UW+3Slfweu5GPmBvFmN2nE8b17Q59vdb//mRdye0DTfqLP23aNEgkEvz5558Aagu7jz/++Jl2HBAQgJSUFKSlpaGmpgY7duyo99Tx1atXMXv2bMTExMDW1pabX1xcDIVCAaD2YZmzZ8+ie/fuzxQPqctQIsa6Md5IK5Ljg1+T+Q6HEEIIQbVSjdf3JqCTuQFe7+fSJgpDXdSk4vD27dt4//33uUvJBgYGDV4WfhJisRhr1qxBcHAwunXrhnHjxsHT0xOLFy/mnj5euHAhKioqMHbs2DpD1iQnJ8Pf3x++vr4YPHgwIiIiqDjUglHd7TCqmy2+/SMdyXnlfIdDCCGknfvi5C3cKqjCoiFd4O1gync4bVaTLitLJBLI5XLunsDbt2/XucT7tEaOHImRI0fWmffpp59yXx8/frzB9fr164fExMRn3j/5Z9+N8YFH1G+YuTMef8wPbPS+UEIIIUSbbhVUYvnJWxjR1QZhPTrS3yMtalLP4dKlS/Gvf/0Ld+/exYQJEzB06FD85z//0XZsRAc4mhsgMrgrzqUXY+PFu/+8AiGEENLMGGOYtycRYqEA7wxyhaWhhO+Q2rQmFYdbt27FqFGjsHjxYrz22muIjY1FUFCQlkMjumLBQFd0szXGh78mo7RKyXc4hBBC2pld8Tk4ejMfc/s5Y4i7Nd/htHlNfiCluroaMTExePPNNzF79mz897//1XZsREeIRUJsCpMhv6IG8/fT5XxCCCEtp6xaibcPXMNztsaY3ccFeiLdGj2jLWpShocMGYKPPvoIn332GWbOnInY2FisXbtW27ERHdLb2QLTejnhf1eycDatkO9wCCGEtBOLD99AbpkCHwxxg5uNEd/htAtNKg6HDh2KwMBA/PTTT/Dw8MClS5fw119/aTs2omNWvtgd5gZ6mL0rEWrNsz2tTgghhPyTq5ml+OaPNLzqY4/R3nZ8h9NuNKk49PHxgUQiwbVr15CQkIBr165BLqf37rY3FoYSrA7xxPW8ckSdSOE7HEIIIW2YRsMwd08CzA30MC/QGab6z/ZmNtJ0TSoOV69ejTNnzmDfvn2wsrLCtGnTYG5uru3YiA6a5O+Ifi4WiDp5C1kl9AGBEEKIdnx/IQMX7pTgrQGdMcCVHkJpSU0qDtesWYPQ0FDIZDLs378f06dPx6FDh7QdG9FBAoEAG0NlUKg1mLUrnu9wCCGEtEH3yhWIOJiMno5mmN7LCSIhjWnYkpo0CLZcLsc777yDnj17Qixu0iqkDfOwNca7g7og6uQt7L+Wg9Fe9nyHRAghpA1Z+EsSKhRqRAxxg6O5Id/htDtN6jlcuHAhevfuTYUh4Swe0RVO5vp4a/91VCtVfIdDCCGkjTh9uwBbYzMxqacjRnaz5TucdokGCyJPxUBPhOixPrhTLMf7vyTzHQ4hhJA2oEalwdw9iXAwleL1QBcYSqhTig9UHJKn9q/nOuAlLzus+zMD13PK+A6HEEJIK7f6TCqS8yqwMKgLejqa8R1Ou0XFIXkm//eKN/REQszcGQ/GaOxDQgghTyejqAqfHr2JoC5WmNDTEQIBPYTCFyoOyTNxMNPH58974PydEqz7M4PvcAghhLRSb+6/Bg1jeG+QK2yMpXyH067xWhwePnwYHh4ecHNzQ1RUVL3lCoUCoaGhcHNzQ+/evZGens4tW758Odzc3ODh4YEjR460YNTkUW/0d4WXnQk+OXwDxZU1fIdDCCGklYm5louY63kI7+OM4R70EArfeCsO1Wo15s2bh0OHDiEpKQnbt29HUlJSnTYbNmyAhYUFbt26hQULFmDRokUAgKSkJOzYsQPXr1/H4cOH8frrr0OtVvNxGASASCjApjAZCitr8PreRL7DIYQQ0opUKlR4Y981dLEyxJx+zpCI6aIm33j7Dly8eBFubm5wdXWFRCJBWFgYDhw4UKfNgQMHMGXKFADAmDFjcOLECTDGcODAAYSFhUEqlaJz585wc3PDxYsX+TgMcp+/kzlm9XHGzvhsnL5VyHc4hBBCWonPjqXgTokcHwxxQ7cOJnyHQ9DEQbC1ISsrC05OTty0o6MjLly40GgbsVgMMzMzFBYWIisrC3369KmzblZWVoP7iY6ORnR0NAAgNzcX2dnZzX0o9eTn52t9H7pogb8FdsdnIvynyzg+xVNrI9q31/y2BMqtdlF+tYdyq13ayu+NAjm+PH0LwV1M0b+DoEX+RusaXTx3eSsOG3qy9dEnkxpr05R1HwgPD0d4eDgAwN/fHw4ODk8T7hNrqf3oEgcA37wiwIQfr2Lj9QosCfbQ3r7aYX5bCuVWuyi/2kO51a7mzi9jDOP3nYORRIyFw7rDo7NNs26/NdG1c5e3y8qOjo64e/cuN52ZmVkvOQ+3UalUKC0thaWlZZPWJfwY36MjBrpaYsWp28goquI7HEIIITpqa2wmzqQW4Y3+nTGoixXf4ZCH8FYcBgQEICUlBWlpaaipqcGOHTsQEhJSp01ISAi2bNkCANi9ezeGDBkCgUCAkJAQ7NixAwqFAmlpaUhJSUGvXr34OAzyCIFAgPXjfKFUazBrVzzf4RBCCNFBRVU1eO/nJPjYm2Bm704Qi+ghFF3C22VlsViMNWvWIDg4GGq1GtOnT4enpycWL14Mf39/hISEYMaMGZg0aRLc3NxgaWmJHTt2AAA8PT0xbtw4dO/eHWKxGN9++y1EIhFfh0Ie4W5jjEWD3fDZ8RTsjs/GGF/q1SWEEPK3Dw4mo7iqBt+M9oKzpSHf4ZBHCFg7eq2Fv78/YmNjtb6f7Ozs15SL2wAAIABJREFUdn+ZW6FS47mo36DSMNyIGNys78ek/GoP5Va7KL/aQ7nVrubM7/mMYvT9+g9M8OuIdWN8YCRt3+9Pbqlz90lqIOrHJVohFYvw/ThfZJZW472fk/55BUIIIW2eSq3BnN0JsDWWYF6gS7svDHUVFYdEa4Z1tcEYH3usv3AH8dmlfIdDCCGEZ2vOpiM+uwzvDuqC3p0s+A6HNIKKQ6JV37zsBalIiFk74xscgogQQkj7kFUqxyeH/kI/ZwtM9neEUEtj4ZJnR8Uh0So7U30sH9UNl+6W4tuz6XyHQwghhCcLDlyHUs3w/uAusDPV5zsc8hhUHBKtm9vPBb4Oplhy5AYKKhR8h0MIIaSFHfnrHnbF52BaLycEP2fLdzjkH1BxSLROJBRgU6gMJXIl5u5J5DscQgghLUiuVGPe3kR0sjDA6/1coK9HQ8/pOioOSYvo4WiGuf1csCchBydTdO89koQQQrQj6sQt3C6sQsTgLvCyN+E7HNIEVBySFrN8ZDdYG0swd08iVGoN3+EQQgjRspv5FYg6eQvBHjYI7dERAgE9hNIaUHFIWoyJvhhrXvbCzfxKLD16k+9wCCGEaBFjDPP2JEJPJMCCga6wNJTwHRJpIioOSYsa6+uAIW7WWHU6FakFlXyHQwghREt+isvG8ZQCvN7PBUPcrfkOhzwBKg5JixIIBPh+nA/UGobw3Ql8h0MIIUQLSuVKLDhwHd1sjRHexxl6Iio3WhP6bpEW52plhA+HueFESgG2X8nkOxxCCCHN7JPDN5BXrsAHQ93gZmPEdzjkCVFxSHgRMcQdXawMsfDnZFQqVHyHQwghpJlcySzBt2fTMMbHHqO97PkOhzwFKg4JLyRiITaE+iKrrBoLYq7zHQ4hhJBmoNYwzNmdCAsDPcwP7AwTfTHfIZGnwEtxWFRUhOHDh8Pd3R3Dhw9HcXFxvTZxcXHo27cvPD094ePjg59++olbNnXqVHTu3BkymQwymQxxcXEtGT5pJoO6WCNM5oBNF+/i8t365wAhhJDW5fvzGbh0twRvD3RFoKsl3+GQp8RLcRgVFYWhQ4ciJSUFQ4cORVRUVL02hoaG2Lp1K65fv47Dhw/j7bffRklJCbd8xYoViIuLQ1xcHGQyWUuGT5rRf0d7wVBPhPBdCWCM8R0OIYSQp5RXrsAHvyYjwMkM0wKcIBLSmIatFS/F4YEDBzBlyhQAwJQpU7B///56bbp27Qp3d3cAgIODA2xtbZGfT2/WaGtsTaT44oVuuJJVhq/OpPIdDiGEkKe08OckVCjUWDTYDR3NDfgOhzwDXm4GyMvLg7197U2q9vb2uHfv3mPbX7x4ETU1NejSpQs376OPPsKnn37K9TxKpdIG142OjkZ0dDQAIDc3F9nZ2c10FI2jIvbJvOCsh7UdDLD0yA0M6yiGlaHeY9tTfrWHcqtdlF/todxq1z/l99zdcmy7nInXvCzhZ6Fpkb+1bYUunrtaKw6HDRuG3NzcevOXLVv2RNvJycnBpEmTsGXLFgiFtR2dy5cvh52dHWpqahAeHo4vvvgCixcvbnD98PBwhIeHAwD8/f3h4ODwhEfydFpqP23Ftokm8Ft1Gkt+v4e90wL+sT3lV3sot9pF+dUeyq12NZbfGpUGi3+4gY6m+nh3mCc6O5m3cGStn66du1orDo8fP97osg4dOiAnJwf29vbIycmBra1tg+3KysowatQofP755+jTpw83/0Gvo1QqxbRp07By5crmDZ60OB8HU8zv3xn//T0NR2/cwwiPhs8JQgghuuXL07eRnFeBr17yRA9HM77DIc2Al3sOQ0JCsGXLFgDAli1b8NJLL9VrU1NTg5dffhmTJ0/G2LFj6yzLyckBUPvexv3798PLy0v7QROt+/z552BnIsW8vYlQqjV8h0MIIeQfpBVW4bNjNzHYzQoT/DpCIKCHUNoCXorDiIgIHDt2DO7u7jh27BgiIiIAALGxsZg5cyYAYOfOnThz5gw2b95cb8iaCRMmwNvbG97e3igoKMDHH3/Mx2GQZmYsFePbV7xxq6AKnxy+wXc4hBBCHoMxhjf3XwMAvDuoC6yNG773n7Q+vDyQYmVlhRMnTtSb7+/vj/Xr1wMAJk6ciIkTJza4/smTJ7UaH+HPy952GNHVBv89k4oZvZzgbmPMd0iEEEIacOBaLn5JysPbAzpjeFcbvsMhzYjekEJ0ikAgQPRYHwBA+K4EnqMhhBDSkAqFCm/uv4YuVoaY3dcZEjGVE20JfTeJznG2NMQnw91x6nYhtl66y3c4hBBCHvHp0Zu4W1KND4a64bkOJnyHQ5oZFYdEJy0c7AZ3ayMsOpiMimol3+EQQgi571pOGVafSUWIZweM8dGtIVhI86DikOgkPZEQG0N9kVuuwJv7r/MdDiGEEAAaDcPcPYkwkojwZv/OMDN4/EsLSOtExSHRWf1drTDRryO2Xs7EhYxivsMhhJB2b0vsXfyRVoQ3+ndGkJs13+EQLaHikOi01S95wlgiwuzdCdBoGN/hEEJIu1VYWYOFPyfBx94UM3t3gkhIYxq2VbwMZUNIU1kbS/FliCdm7ozHl6duY+EQN75DIoS0MMYYSuRKZBTL7/+rQkaxHHfuf51eLEepXAkjSQKMJCIYSUQwkYphfP+fkUQEY4kYRlIRjCUiGEnEMJbenycR/d2mXlsxPYX7kIiDySiRK7HmZW84WxryHQ7RIioOic6bFuCE6PMZWHYiBZP8HfkOhxDSzDQahpzyamQU1RZ/d0r+LgBr51WhokZdZx2pSIgOplLYm0gR6GIJPbUC0NOHXKlGlVKNaqUGJXIlcsqqIVdquPlypRpPchFCLBRwBSdXVErFMG5KgdngfBGMpGLoi4Wt6m0il7IqsP7CHUz064gXPTvwHQ7RMioOic4TCgXYGCqD75enEb4rAd89TwUiIa2JQqXGHa6nr37v391SOZTquhWbqVQMO1Mp7Eyk8LLvAHsTKexMpbA30YerlSGcLQxgqq8HI4kIYpEQ2dnZcHCo/+SsWsOgVGuguv+/Uq1BRY0apXIlyhUqlFarUK5QobxahSqlGlU1alSrNKiqUUOuUkNeo4b8/nT1/QKzUqFGQUUN5PeLTblSg0qlGuonqDqFAsBQr24xaawvhvFjC8z7BepDheqjvaCGElGzF50qtQYfnLiDDsYSzO/fGUZSKh3aOvoOk1bB084Ebw/ojC9PpyKnpAIedrlwMje4/0+f+9rSUK9VfRonpC0o5S75VnHF38OXfPPKFXXaCwDYGEtgZyKFm7URBrha3i/+9OFgqg93GyPYmUi5ouhZfqZFQgFEQlGdebZPvbW/aTQMSo0GKjWD8n7hWaVUo0yuROn9YrPsfuFZWaOu03Mpr9HUKzwfTJdUKeu2VapRo2560SkAYKBXW0gaSkQwuX+J3EQqrltQPqbAfLS3c1tsJpLz5fjPC90Q4GTeDNkjuo6KQ9JqfPovD+SUK5CYWYSTKQW4V1lT75O6gZ4QjmYG6GRhgE4NFI9O5gYw0afTnpCm0mgY8ioUdQo+rvevqPbrMoWqzjp6IgHsTGp7+Xp3Mq8t/Ez0YW8qRScLA7haGcHKUA/GUjH09USN7Fm3CYUCSIUi1OtEs3i27Wo0DCoNg0qjgVJdW3RWq9QolatRplCi7H7hWa5QoUKh4i6hP1xMypX3ezpValTV1F5Szy1ToEpZVadttUrT5Lh6ORhhUk9HCOkhlHaB/kqSVsNQIsaPE/yQnZ0Na1s7lFYrkV5UhduFVcgorkJeeQ3yyhXIq1Agr1yBhOwyFFTW4NHP3KZSMRzN9R8pIOsWkq31DxYhT6pGpUFmqbzO/X3cfX9FVbhTIq/Xc2UsEcHeVB92plJ062DMFX72JlJ0tjKEs4UhzAz0YHz/ki9pOqFQAIlQAMkjg4k4PmOHHWOMu7Re+z9DjUqDMoUSpXIVd4m9QlH79d+9lxqoNQwDOghgZ6r/bEGQVoOKQ9IqScRC2BhLYWMsRUCnhj+qy5VqlFTV4HZRFdIKq3CnWI68CgVyy2uLx7TCKpzPKEaJXFVvXStDPTiZG8DZouHi0cFMH3r0R4+0AuXVqgYv92YUy5FeXIXccgXYI5+grI0ktYWepSH6ulhyhZ+DmQHcrAxhb6bPXYKknqTWQSAQQE8kqPd7yx5NK/iys7O1ERbRUVQckjbLQE8EAzMD2JsZoH9nq3rLGWOoqlEjv7IGtwsrkVpYhezSaq54zKtQ4FpuOU6kFNR7UlIoAGyNpY8UkHUvX9uZSOkPJ9EqxhjuVdQgo7iq0Yc9iuV1Xz8pFgrQwaS22PN3NK+9/Hv/wQ8nc0O4WRvByqj2kq8B9aAT0i7xUhwWFRUhNDQU6enpcHFxwc6dO2FhUb/3RyQSwdvbGwDQqVMnxMTEAADS0tIQFhaGoqIi+Pn5Ydu2bZBIJC16DKT1EwgEMJKKYSQVw8XSEEPd67fRaBgqa9TIKa/G7YLaAjKnrPr+pevay9gX75bg56Q8KB65f0csFMDB9NHL1/p1eiGtjCT0AA1plFKtQVZp9SP3+clxp6Tq/v/yeveNGUlE9ws+fQxzt+ae+LU30UdnK0N0tjSEqX7t+H/U+00IaQgvxWFUVBSGDh2KiIgIREVFISoqCl988UW9dgYGBoiLi6s3f9GiRViwYAHCwsIwZ84cbNiwAXPnzm2J0Ek7IxQKYKIvhom+MbraGDfYRqXWoEKhQmapHLcKqpBeVFWn9zGvXIHTtwuRV6GA6pEHaPTFQnQ0a+j+x7+LSHp3adtVqVDV7ekr+fu+v/RiOXLKquuNyWdlqAc7k9pzplcnc254Fwez2id/7U30uSFeqOeaEPI0eCkODxw4gFOnTgEApkyZgqCgoAaLw4YwxnDy5En873//49aPjIyk4pDwRiwSwtxQAnNDCbzszRpsU6PSoLxaibQiOW4XVSKjSF6neMwrV+B6bjkKKmvqFQPGEhGczO8/gf3gErbZ/QLy/jRd/msZKrUGCpUG1ara/2u/Vj80r/bJUYVKA4Vag2rl38vkSjVuZBeisCYLd+7f71dUVfeSr0gogJ1x7Xh+MgdTPP+cDfewh6NZ7RAvVoZSGEtFMNBr/vHsCCEE4Kk4zMvLg729PQDA3t4e9+7da7BddXU1/P39IRaLERERgdGjR6OwsBDm5uYQi2tDd3R0RFZWVqP7io6ORnR0NAAgNze3RW6qzc/P1/o+2rPWnF8HMeBgK8AAW0MAdV8/VaPSoLRahcyyamSU1CC7XIF7lSrcq1Ihv1KJ1PwyXEgvQolCXW+75voi2BtL4GgqgYPJ/X+metzXdsZ6kDThEqIu5pYxhho1g0LNUKPWQKFiUNz/v0atQY2aoVqlud9Gg5oHyx9qX6PWoPqh9rXFW932dear6q9fo2Z4guHmGqQvAjoYS9DBSIx+HQ3RwUgPHYzEsDXSg5OZFE5mEphIxTDQE0NP9GjhxwB1BVTlFSgpB0qeLZQ2RxfP3baE8qs9uphbrRWHw4YNQ25ubr35y5Yta/I27ty5AwcHB6SmpmLIkCHw9vaGqalpvXaP+/QcHh6O8PBwAIC/v3+DI+hrQ0vtp71qy/n1bWQ+YwxyZe2bGW4VViKtqAqZJdV1eh/TyhQ4n1WJ8kfGnXsw6HAnCwM4WxjWe3jGyVwfdia1Ty0+yO2DXrLaHrCGe8kUqvvLHukla7hX7f48pbrRbdbfxpMNAPw4IqEAEpEAEpGw9p9YWGdaTySCvlQPJiIBpCIh9MTC2v8ftBEL/15XJKg3rScSQiqubWegJ4S+uLZ3z0BPCAO92gGJlaUFcHV2gpFEDBFd8m12bfn3gi6g/GqPruVWa8Xh8ePHG13WoUMH5OTkwN7eHjk5ObC1bXi8+gfJcnV1RVBQEK5evYpXX30VJSUlUKlUEIvFyMzM1LmkEqINAoEAhhIxOlmK0amRl94/eIAmr7watwqrkFZUiezS2sIx9/5l7Ni7JTiYpKj3IINYKIChnhAqTRwUKg3Uj45v8pQeLpz0RH8XXA9P64uFMJWKHyq46hZkevWKMSEkYkGdaam4tgjT1xPCUE8IfT0RDPUeFGgiSMRCiASC+2/MENz/Gg99LdD6ZdpsTQVM9ekeUkKIbuPlsnJISAi2bNmCiIgIbNmyBS+99FK9NsXFxTA0NIRUKkVBQQHOnj2L999/HwKBAIMHD8bu3bsRFhbW6PqEtEcPP0Dj9k8P0JRVI7WgCqlFlcgrUyCvogZFpWUwNjau1zvWYFEnrp020BPd7yUTcoXY3z1mQoiFwkcKsrpfCwWP7/0nhBDSsngpDiMiIjBu3Dhs2LABnTp1wq5duwAAsbGx+O6777B+/XokJydj9uzZEAqF0Gg0iIiIQPfu3QEAX3zxBcLCwvDxxx+jR48emDFjBh+HQUirVOcBGru6t2lkZ2dTTzwhhLRzvBSHVlZWOHHiRL35/v7+WL9+PQCgX79+SExMbHB9V1dXXLx4UasxEkIIIYS0RzQCKiGEEEII4VBxSAghhBBCOFQcEkIIIYQQDhWHhBBCCCGEI2CsmQYzawWsra3h4uKi9f3k5+fDxsZG6/tpryi/2kO51S7Kr/ZQbrWL8qs9LZXb9PR0FBQUNKltuyoOW4q/vz9iY2P5DqPNovxqD+VWuyi/2kO51S7Kr/boYm7psjIhhBBCCOFQcUgIIYQQQjiiyMjISL6DaIt69uzJdwhtGuVXeyi32kX51R7KrXZRfrVH13JL9xwSQgghhBAOXVYmhBBCCCEcKg4JIYQQQgiHisNHLFu2DJ6envDx8YFMJsOFCxeeeZuRkZFYuXJlM0TXegkEAkyaNImbVqlUsLGxwQsvvNAs22+POS4sLIRMJoNMJoOdnR06duzITdfU1DT7/vr374+4uLhm3y5fFixYgK+++oqbDg4OxsyZM7npd999F6tWrWrStrR9/m3evBnz58/X2vZbSmPnrLm5Obp37671/beVPD4tkUjE5V8mkyE9Pb1em+zsbIwZM6bB9YOCgnRuyJWW9iQ1wubNm5Gdnf3M++Qj7+IW3ZuO+/PPP/HLL7/gypUrkEqlKCgo0Mof2fbIyMgI165dg1wuh4GBAY4dO4aOHTvyHVarZmVlxRVrkZGRMDY2xnvvvcdzVK1Hv379sGvXLrz99tvQaDQoKChAWVkZt/zcuXN1ikfy7Bo7Z9PT05/pg6JKpYJYTH/O/omBgcFjP+CpVCo4ODhg9+7dLRhV6/GkNcLmzZvh5eUFBweHJu9DV85l6jl8SE5ODqytrSGVSgHUvlHFwcEBLi4u3KjisbGxCAoKAlD7y2369OkICgqCq6srvv76a25by5Ytg4eHB4YNG4YbN25w87///nsEBATA19cXr776KqqqqlBeXo7OnTtDqVQCAMrKyuDi4sJNtxXPP/88Dh48CADYvn07xo8fzy0rKirC6NGj4ePjgz59+iAhIQEA5fhp3Lp1CzKZjJuOiorC559/DgBISUlBcHAwevbsiYEDB+LmzZsAgB07dsDLywu+vr4YPHgwAKCqqgpjx46Fj48PwsLCUF1dzW0zPDwc/v7+8PT0xKeffgoAOHLkCMaOHcu1OXToEMaNG6f1431agYGBOHfuHADg+vXr8PLygomJCYqLi6FQKJCcnIwePXpgxYoVCAgIgI+PD5YsWcKt39j5FxQUhEWLFqFXr17o2rUrfv/9dwCAWq3GwoULuW2tW7cOQO3vnYEDB0Imk8HLy4trv2nTJnTt2hWDBg3C2bNnue3//PPP6N27N3r06IFhw4YhLy8PGo0G7u7uyM/PBwBoNBq4ubk1+W0IukCtVmPWrFnw9PTEiBEjIJfLAdTtNSkoKODecrV582aMHTsWL774IkaMGEF5fEqP5jE9PR1eXl4AALlcjrCwMPj4+CA0NJT7ngDA3Llzud8BD34uTpw4gZdffplrc+zYMbzyyiste0Ba1FiN8OmnnyIgIABeXl4IDw8HYwy7d+9GbGwsJkyYAJlMBrlc/thaIjw8HCNGjMDkyZN1I++McMrLy5mvry9zd3dnc+fOZadOnWKMMebs7Mzy8/MZY4xdunSJDRo0iDHG2JIlS1jfvn1ZdXU1y8/PZ5aWlqympobFxsYyLy8vVllZyUpLS1mXLl3YihUrGGOMFRQUcPv76KOP2Ndff80YY2zq1Kls3759jDHG1q1bx955552WOuwWYWRkxOLj49mrr77K5HI58/X1Zb/99hsbNWoUY4yx+fPns8jISMYYYydOnGC+vr6MMcpxUy1ZsoQ7/pSUFC5/jDG2fPly9tlnnzHGGAsKCmK3bt1ijDH2xx9/sOHDhzPGGHvuuedYbm4uY4yx4uJixhhjX3zxBZs1axZjjLErV64woVDIrl69yhhjrLCwkDHGmFKpZP3792fXr19narWade3alcv/2LFj2a+//qrV435Wzs7OLCMjg3333Xds7dq17OOPP2YHDx5kf/zxBxswYAA7cuQImzVrFtNoNEytVrNRo0ax06dPP/b8GzRoEHduHTx4kA0dOpQxVnvOPfg+VFdXs549e7LU1FS2cuVK9vnnnzPGGFOpVKysrIxlZ2czJycndu/ePaZQKFi/fv3YvHnzGGOMFRUVMY1Gwxhj7Pvvv+f2FRkZyVavXs0YY+zIkSPslVdeaaEsPp2Hz9m0tDQmEom482vs2LFs27ZtjLHafF66dIkxxlh+fj5zdnZmjDG2adMm1rFjR+5cbK95fBJCoZD5+voyX19fNnr0aMZY/TympaUxT09PxhhjX375JZs2bRpjjLH4+HgmEom478WD9iqVig0aNIjFx8czjUbDPDw82L179xhjjI0fP57FxMS06DFqU2M1woNcMMbYxIkTuWN++Nxl7PG1hJ+fH6uqqmKM6UbeqefwIcbGxrh8+TKio6NhY2OD0NBQbN68+bHrjBo1ClKpFNbW1rC1tUVeXh5+//13vPzyyzA0NISpqSlCQkK49teuXcOAAQPg7e2NH3/8EdevXwcAzJw5E5s2bQJQ+0l32rRpWjtOvvj4+CA9PR3bt2/HyJEj6yz7448/uHsShwwZgsLCQpSWlgKgHDeXkpISnD9/Hq+++ipkMhnmzZvH3Q8TGBiIyZMnY/369dBoNACAM2fOYOLEiQCAHj16wNPTk9vW9u3b4efnBz8/PyQnJyMpKQlCoRCvvfYa/ve//6GoqAiXL1/GiBEjWv5An8CD3sNz586hb9++6Nu3Lzfdr18/HD16FEePHkWPHj3g5+eHv/76CykpKY89/wBwn9p79uzJ3dd19OhRbN26FTKZDL1790ZhYSFSUlIQEBCATZs2ITIyEomJiTAxMcGFCxcQFBQEGxsbSCQShIaGctvOzMxEcHAwvL29sWLFCu78nj59OrZu3QoA2LhxY6s7vzt37sz1eD+ct8cZPnw4LC0tAYDy2AQPLivHxcVh37593PyH8/iwh38H+Pj4wMfHh1u2c+dO+Pn5oUePHrh+/TqSkpK4e8t/+OEHlJSU4M8//8Tzzz+v/QNrIY3VCL/99ht69+4Nb29vnDx5kjuXnkRISAgMDAwA6Ebe+b+wrWNEIhGCgoIQFBQEb29vbNmyBWKxmPuD+fClNQBc9/KDdVUqFYDaBzAaMnXqVOzfvx++vr7YvHkzTp06BaD2j1R6ejpOnz4NtVrNdeu3NSEhIXjvvfdw6tQpFBYWcvNZA8NtPsgh5fjJPHy+ArXnrFgsBmMM1tbWDd5z9P333+PChQv45Zdf4Ovry13WbyjHKSkp+O9//4uLFy/C3NwcEydO5H4upk+fjldffRUAEBoaCpFIpI1DbDb9+vXDuXPnkJiYCC8vLzg5OeHLL7+Eqakppk+fjlOnTuGDDz7A7Nmz66z31VdfNXr+AX+fsw+fr4wxfPPNNwgODq7X/syZMzh48CAmTZqEhQsXwtTUtNHtv/HGG3jnnXcQEhKCU6dO4cF7DJycnNChQwecPHkSFy5cwI8//vg0KeHNoz/nDy6lPe73r5GREff1wIEDKY9P6eE8Pqqh/KWlpWHlypW4dOkSLCwsMHXqVO57M23aNLz44ovQ19fH2LFjdeL+ueb0aI2wbt06JCQkIDY2Fk5OToiMjKx3nj7Q1HMZ4D/v1HP4kBs3biAlJYWbjouLg7OzM1xcXHD58mUAwJ49e/5xOwMHDsS+ffsgl8tRXl6On3/+mVtWXl4Oe3t7KJXKer90Jk+ejPHjx7epT6qPmj59OhYvXgxvb+868wcOHMjl49SpU7C2toapqWmj26EcN87Ozg7Z2dkoLi5GdXU1d5+nhYUF7O3tuR4DjUaD+Ph4AEBqair69OmDzz77DBYWFsjKyqrzPYmPj+c+DZeVlcHExASmpqbIycnBkSNHuH07OTnB2toaUVFRmDp1agse9dMJDAzEL7/8AktLS4hEIlhaWnKfvPv27Yvg4GBs3LgRFRUVAICsrCzcu3fvsedfY4KDg7F27VruPtebN2+isrISGRkZsLW1xaxZszBjxgxcuXIFvXv35j5AKZVK7Nq1i9tOaWkp9zDXli1b6uxj5syZmDhxIsaNG6fzhXlTPfz793EPSlAem9/DvwOuXbvGfWgsKyuDkZERzMzMkJeXh0OHDnHrODg4wMHBAZ9//nmr+B3wJBqqETw8PADU3n9YUVFR5xw1MTFBeXk5N93UWkIX8t62SvpnVFFRgTfeeAMlJSUQi8Vwc3NDdHQ0kpOTMWPGDPz73/9G7969/3E7fn5+CA0NhUwmg7OzMwYMGMAt++yzz9C7d284OzvD29u7zokzYcIEfPzxx3Ue1GhrHB0d8dZbb9WbHxkZiWnTpsHHxweGhob1flk/inLcOH19fXz44YcICAiAq6trnSFCduzYgblz5yIyMhI1NTWYOHEifH19sWDBAqSlpYExhhEjRsDLywuurq6YMmUKfHx84OfnB39/fwC1ue95XXQwAAAgAElEQVTevTvXJjAwsM7+X3vtNZSVlaFr164tetxPw9vbGwUFBXjttdfqzKuoqIC1tTVGjBiB5ORk9O3bF0DtZaUffvjhsedfY2bOnIn09HT4+fmBMQYbGxvs378fp06dwooVK6CnpwdjY2Ns3boV9vb2iIyMRN++fWFvbw8/Pz+o1WoAtT8rY8eORceOHdGnTx+kpaVx+wgJCcG0adPa1Ief9957D+PGjcO2bdswZMiQRttRHpvf3Llzud/LMpkMvXr1AgD4+vpyt5o09DtgwoQJyM/Pb5HhiVpSYzWCubk5vL294eLigoCAAK791KlTMWfOHBgYGODPP//EkiVLmlRL6ELe6fV5OmT37t04cOAAtm3bxncobRblWPvmzJmDvn37YsqUKXyH0u7ExsZiwYIF3JO65OlQHp/N/Pnz0aNHD8yYMYPvUNqV5sw79RzqiDfeeAOHDh3Cr7/+yncobRblWPtkMhksLCzqDDlEWkZUVBTWrl3bLu6R0ybK47Pp2bMnjIyM8OWXX/IdSrvS3HmnnkNCCCGEEMKhB1IIIYQQQgiHikNCCCGEEMKh4pAQQgghhHCoOCSEtDsikQgymQyenp7w9fXFqlWr6gwcrg0LFy6Ep6cnFi5cqNX9PPxuXEIIeRr0tDIhpN158BoxALh37x5ee+01lJaWYunSpVrb57p165Cfn1/nTSCEEKKLqOeQENKu2draIjo6GmvWrAFjDOnp6RgwYAD37uhz584BACZNmoQDBw5w602YMAExMTF1tsUYw8KFC+Hl5QVvb2/89NNPAGoHVa6srETv3r25eQ94e3ujpKQEjDFYWVlx7/WdNGkSjh8/DrVajYULFyIgIAA+Pj5Yt24dt+6KFSu4+UuWLKl3bKmpqejRowcuXbrUPMkihLQL1HNICGn3XF1dodFocO/ePdja2uLYsWPQ19dHSkoKxo8fj9jYWMycOROrV6/GSy+9hNLSUpw7d67em3z27t2LuLg4xMfHo6CgAAEBARg4cCBiYmJgbGzc4HutAwMDcfbsWTg7O8PV1RW///47Jk+ejPPnz2Pt2rXYsGEDzMzMcOnSJSgUCgQGBmLEiBFISUlBSkoKLl68CMYYQkJCcObMGXTq1AlA7au+wsLCsGnTJshkshbJIyGkbaDikBBCUNvrBwBKpRLz589HXFwcRCIRbt68CQAYNGgQ5s2bh3v37mHv3r149dVX673c/o8//sD48eMhEonQoUMHDBo0CJcuXUJISEij+x0wYADOnDkDZ2dnzJ07F9HR0cjKyoKlpSWMjY1x9OhRJCQkcO9sLS0tRUpKCo4ePYqjR4+iR48eAGpf7ZWSkoJOnTohPz8fL730Evbs2QNPT09tpIsQ0oZRcUgIafdSU1MhEolga2uLpUuXokOHDoiPj4dGo4G+vj7XbtKkSfjxxx+xY8cObNy4sd52nuadAgMHDsS3336LO3fuYNmyZdi3bx92797Nva+ZMYZvvvkGwcHBddY7cuQIPvjgA8yePbvO/PT0dJiZmcHJyQlnz56l4pAQ8sTonkNCSLuWn5+POXPmYP78+RAIBCgtLYW9vT2EQiG2bdsGtVrNtZ06dSq++uorAGiw6Bo4cCB++uknqNVq5Ofn48yZM+jVq9dj9+/k5ISCggKkpKTA1dUV/fv3x8qVK7niMDg4GGvXroVSqQQA3Lx5E5X/z959x0dRrY8f/+xueu+NQEJIID0hCSVUQwkdpINYUMpVwXLB7rVeewcbRmkiiKIURUUvCkgJBEIH6UkIKZAE0nt2fn/wNT9RxEAy2d3keb9evl4mOzvnmYfJ7LNnzjlTVsagQYNYtGgRpaWlAGRlZXHhwgUALCwsWLt2LZ9++ikrVqxofJKEEK2K9BwKIVqdiooKoqOjqampwczMjNtuu405c+YAcO+99zJ27FhWrVpFQkICtra29e/z9PQkJCSEm2+++ar7HT16NMnJyURFRaHRaHjttdfw8vL6x3i6detWX4T27t2bxx9/nF69egEwffp00tPTiYmJQVEU3N3dWbt2LYmJifz222/Ex8cDYGdnx2effYZOpwPA1taW9evXM3DgQGxtbRk1atSNJ0wI0arIs5WFEKKBysvLiYiIYO/evTg6Oho6HCGEUIXcVhZCiAbYuHEjwcHB3HfffVIYCiFaNOk5FEIIIYQQ9aTnUAghhBBC1JPiUAghhBBC1JPiUAghhBBC1JPiUAghhBBC1JPiUAghhBBC1JPiUAghhBBC1JPiUAghhBBC1JPiUAghhBBC1JPiUAghhBBC1JPiUAghhBBC1JPiUAghhBBC1JPiUAghhBBC1DPZ4jAzM5OEhARCQkIICwtj3rx5hg5JCCGEEMLkaRRFUQwdxI3IyckhJyeHmJgYSkpKiI2NZe3atYSGhv7te9zc3PD391c9tpqaGszNzVVvpzWRnKpL8qsuyW/zkDyrS/KrLrXzm56eTn5+foO2NVMtCpV5e3vj7e0NgL29PSEhIWRlZV2zOPT392fPnj2qx5adnY2Pj4/q7bQmklN1SX7VJfltHpJndUl+1aV2fuPi4hq8rckWh3+Unp7Ovn376Nat219eS0pKIikpCYDc3Fyys7NVjycvL0/1Nlobyam6JL/qkvw2D8mzuiS/6jKm/Jp8cVhaWsrYsWN55513cHBw+MvrM2fOZObMmcDlqrm5vvXIt6umJzlVl+RXXZLf5iF5VpfkV13Gkl+TnZACl+/Pjx07lilTpjBmzBhDhyOEEEIIYfJMtjhUFIVp06YREhLCnDlzDB2OEEIIIUSLYLK3lbdv386yZcuIiIggOjoagJdeeomhQ4caODIhhFCXXq9wIq+Uc0WVFJRVc6miBjOtBjdbCzq42RLiYYeZzmS/+wshDMxki8NevXphoqvwCCHEdVEUhcO5Jaw5lMuvZwrYfbaQ4qrav93e2lxLr/YuTIjyYWJ0G+ytTPZSL4QwALliCCGEkcouquSj5AyW7z3H6YJyNEAnDzsSO7kT6mmHr6M1nvaWuNpaoFcULpRUcexCKYdyS9iWdpEZqw7y4LojzOjWjicGBOFuZ2noQxJCmAApDoUQwogoisKO9Eu8uy2Nrw/mUKdX6NbOiYnRPvQPcqNzG0ecbSz+cT91dXq+O3aBBTvSmb8tjaSdZ3l5WDCze7ZHq9U0w5EIIUyVFIdCCGEEKmrqWLkvi3e3pbEvqxg7Cx0To30YH+lNQpAbDlbX9+QEnU7LyDAvRoZ5kZpZyKzVh3hg7RE+S81ixa0xBLrZqnQkQghTJ8WhEEIY0NlL5XywPYNPdmVQUF5DgKsNj/cLZEqMLyGedk3Syxfb1onk+3vxzq9pPL3hGBGvb2bJpGgmdm7TBEcghGhppDgUQohmpigKW04X8O62NNYezgWgb4ArE6N9GBvpjZsKYwM1Gg3/7hvA2Egvhn+SwqTP9pJ6rohXhoXIbWYhxBWkOBRCiGZSWFHDZ6nn+Cg5g8O5JThamXFbrC/jIr3pF+SGjYX6l+R2zjakPNibKcv38vrm0xzOLWb11C5YmetUb1sIYRqkOBRCGA1FUThXWEnaxXJKqmopq65DURQ87C3xtLOknbM1dpamddlSFIXdWaWs2bKPLw9kU1GjJ9jDjqcGBjEm3Itwb4dmX5PQylzHV3fE8fxPJ3j2pxP0X5DMTzO7Y2tiuRVCqEOuBEIIg6qoqePbI+f56mA2m04VkF9Wfc3t/Z2t6dzGka7tnLgp0I1YX0fMjWzBZ0VROJBdzJcHsvlyfzanC8qxtdAxNNiD0RHe9A9yw8vByqAxajQanhnUCQ97C2avPkyv97az6d4eOFlf38QXIUTLI8WhEMIgiitreHvLGd7dlkZBeQ1uthZ0b+dEuJc9vk7WOFqb4WhljqIo5JVVc76kiszCSk7ml7HnXCFr/m+sno25ju5+TvQPcqdvB1e6tHXCwqz5i8Wq2jq2p13ip+N5rD6Uw8n8MnQaiGvrxM1B9kzoGkSkj4PR3b69p0d7HCzNmLryAD3f3caO+3rhKAWiEK2aFIdCiGalKApLd5/jkfVHySurpk+AC5OifUjs5IG/iw26BkyO0OsVjl8o4Ydjeew6e4nUc0U8+cMxAKzMtPTwdyYh0I2bOrjSpZ0TlmZNX5AVV9awL6uIlLOFbDyRz9a0Aipq9Oi0GmLaOPBE/0ASOrgS186Z8kt5+Pg4N3kMTWVKbFsszXRM+mwvfd7fwfb7eprc7XshRNORv34hRLPJL61i6sr9fPfbBSK9HXhrZCjDw7yu+1amVqshxMuBEC8H4HLBeTKvjO9+u0DK/xWLT204DoBOo6Gjuy2d2zgS5eNAmJc9fs7Wl3snrczQaP6+GK3TK2QXVZJ+qZy0i+WkX6zg2IVSUs8VciKvrH67ABcbRoV50a2dE/H+zoR42l+xLmH5pes6PIMYF+XDp3V6bluxj34fJrNlVg+sjayXUwjRPKQ4FEI0i73nCrl58W7Ol1Qxt28As3v54+/SNAsxazQaOnrY0dHDDrjcs3gyv5QNx/I4mFPMybwyfj6Vz4p9WVe8z8pMi72lGQ5WZliZadErUKcoVNTUUVRRe9XnF3vZWxLsYUe/QDdCPOyI8HEgzNMeN1sLk18S5pYYXypq6pjx5UEGfbSTjXfHG+QWvRDCsKQ4FEKobvOpfEYu2o2thY6FE6IYF+Wj6tg7rVZDJw97OnnY1/+usqaOMwXl7Msq4uylCi6UVlFQXk1ZdR1l1XVU1+nRajRoAQszLQ6WZthZmuFma4GPgxU+jpZ0dLfFw84KZxtzo5sE01SmdfOjrLqOB9YeYcTCXXw3vVuzz6YWQhiWFIdCCFWtP3qecUv30MbBivfGhDM42OOat3LVYmWuI9TLnlAv+3/euJW7v3cAFTV1PPbdMcYu3cPqqV0aNBZUCNEyyNdBIYRqVh/MYfTi3XRwteHjCVEMCfE0SGEort+j/YJ4akAQ3xw5zy2fpaLXK4YOSQjRTKTnUAihiq1nCrhl+V5CPe34YGwEPdu7GjokcZ2eHxJMeU0db245g0azlxVTYkx+XKUQ4p9JcSiEaHJHcksYuSgFb3tL3hoZJoWhCXt9RCgK8NaWM2iA5VIgCtHiSXEohGhS2UWVDE7aiZlWy7ujw+nf0d3QIYlG0Gg0vDEiFEWBt389A0iBKERLJ8WhEKLJVNXWMXbpHi6W1/Dx+EiGhXoaOiTRBDQaDW+ODAUuF4i1eoUVt8YYbMZ2nV7hRF4pv50v5XxpFeXVdViaabGuK6eHzp5O7nZSvArRCFIcCiGazINrj7Az4xKvDgthfLSPTD5pQX4vEHVaDW9sPs35D5P5dlrXZnvUXllVLd8ePc+XB7L55WQ+RZV/XYMSgG/O4GxtzvBQT+6I86VfkJuch0JcJykOhRBNYtGusyxIzuCOOF/+Fe/XYtcBbM00Gg2vjwjF19GKud8eJe6drfx8d3faOduo1mZqZiHztqbx1cFsKmr0uNlakBDoRpS3Ax3cbPBztsbJ2oKq2joOp2WRVmHGnswi1hzKYVnqOTq52/LGyDCGhRhmCSUhTJEUh0KIRtufVcS9qw/RtZ0TTw0MarbeJGEYD/QJoL2LDbcs30vkG1v4eHwU46N9mmz/tXV61h7OZd7WNLalXcTWQsfQYA8SO7mT2NGDts7WV113sY1ZBT4+l+Morqjhgx3pfJicwYiFKfQOcOGDMRGEezs0WZxCtFRSHAohGqWsqpZJy1JxsDTjpSHBdHCzM3RIohmMDPdi5/29mLgslQnLUpl0KIcF4yIb9cXgUnk1C3dl8u62NM4WVtDGwYo5fQKYEO1DjK/jdfVGO1ib81j/IObe1IEX/neSd349Q/Rbv/LUgCD+M7CjLOotxDVIcSiEaJQH1x3hRF4ZH46NICHQzdDhiGYU7u3A/rl9eWDNYZJ2ZvDj8TyeSezIjO7tsLFo2MeLoijsOlvIgh3pfLE/m8paPTFtHLm/lz9jIr3xd7Fp1O1gc52W5wZ3YnYvf6Ys38uzP53gh2MX+OqOOHydrG94v0K0ZCZdHN51112sX78eDw8PDh8+bOhwhGh1vjqQzSe7znJnl7ZMifWVGaKtkLlOywfjIpnUuQ1zvjnCg+uO8MyPx5kS04bREd50a+eMvdWVHzUXy6vZlXGJ7367wPqj58m4VIGNuY5hIR6MifAmsZM7bnaWTRqnu50lP87szvvb03hk/W+Ev76Zr6fG0T9IlloS4s9MujicOnUqs2fP5vbbbzd0KEK0OmcvlTNj1QHCvex5vH8gdpYmfTkRjdSngyu7H+zNN0fO8962NBbuyuSDHRloAA97S1xszFEUyCutoqC8BgBLMy3d2jlxe5wvQ0M8iPZxxMpcp1qMGo2G2b0CSAh0Y/gnKQxK2sVbI0O5v3eAam0KYYpM+mrep08f0tPTDR2GEK1ObZ2eKcv3UVOn8MKQTgS5yzhDcbn4GhXuxahwL/JKq1h9KId954rIKamipKoWDRDqaYePgxXBHnb09Hemg5vdX3oW1Rbmdfl2+LBPdvHA2iMczC5hwbgIzGSGvRCAiReHDZGUlERSUhIAubm5ZGdnq95mXl6e6m20NpJTdV1vft/akc22tIs81sOLGCd9s/xdmbLWev6O8LNghN+1btuWU3KxnJImau968/z56PY8vlHLwpSzHDpXwJLRgTg2c6FqSlrredxcjCm/Lf6vYObMmcycOROAuLi4+mUO1NZc7bQmklN1NTS/284U8PbOHIYEe/DQ4ChcbS1UjqxlkPO3eVxvnj+b2oZuW88w55ujDFlxgo13xxPoZqtSdKZPzmN1GUt+pQ9dCNFgl8qrmbJ8H94OVvxnQJAUhqJFuK93AN9P70ZhRQ2xb/3KxhPG04MjhCFIcSiEaBBFUZix6iBZxZW8OCSYeH9nQ4ckRJMZ2MmdlAd642przuCPd/H+9jRDhySEwZj0beXJkyezefNm8vPz8fX15bnnnmPatGmGDkuIFumj5Ay+PpjD/b3aMy7SWx5FJlqcjh527P13H4Z+ksLs1YfZe66I98dEqDqD+s8KK2rYnnaR5IxLpBWUU1RZg0ajwcPOglBPe/oEuBLX1lH+/oSqTLo4/Pzzzw0dghCtwuGcYv697gjxfs480Kc9trJsjWihnGws+HVWD+7++iALd2WSnH6JtXd1oaOKM/IvlVezfG8Wn+45x55zhSgK6LQavOwscbAyQ68oJKdXsyglE4B2Ttbc18ufe3r4y9+iUIWcVUKIayqvrmXislRsLXQ8m9iRAFcZrC9aNjOdlk8mRDMgyI27vzpE9JtbeHVYCPf2bN9kj93T6xW2nCngk51n+fpQDlW1eoI97JjZrR2d2zjSq70L3o5W2Fro0Gk0VNfpOZ1fztojOaw9dJ6H1//Ga5tO896YcMZH+UhPomhSUhwKIa7pwXVH+O18Ke+NCad/R3mahGg9JnX2pXs7ZyYu28v9a4+QtPMsH0+IorvfjY+3zSqqYOnucyzcdZYzF8uxtzRjZJgno8K8GBzs8beTvMx0WiJ8HIjwceCpgZ349kguD397lInL9vLVgRyWTI5u8CMLhfgnciYJIf7Wir3n+HjnWabG+XJLjG+T9ZoIYSr8XW3Z+UAvFuzI4NmfjhM/fxtDQzx4NCGQ3gEuDeqxK66sYc2hXJbvPcfPJ/PRKxDr68h/u3ZiTIQXwR721/3oyRFhXpeXk/r2KPO3pnEot4RN98Tj5WB1o4cqRD0pDoUQV7X3XCHTvjhATBsHHukXiJO1uaFDEsIgNBoN9/T055aYNjz63VFW7sum7287aOtkzcgwT3r6u9DJwxZXGws0GiiqrOVMQTk7My6x9UwBuzMLqa5TaONgxdQubRkR6slNgW6N/psy02l55+ZwerV34bYV++jyzla2zuqBvwz9EI0kxaEQ4i8ulFRx8+LdOFqb88qwEEI87Q0dkhAG52htzoJxUbw6LIQPd2Sw/uh5Fu46y/vb06+6vU6rIdTDjonRbUjo4EpCoCvtnG2uu5fwn4yL8sHL3pKhn6TQ+/0d7HqgFz6O1k3ahmhdpDgUQlyhpk7PhGWpXCip5pMJkfQPknGGQvyRo7UFj/UP4rH+QRRV1LAj/SKHc0sorqxFowEbcx1e9pZE+TjSztkaFxtz1SeM9Apw5fvpXUlM2knfD3aw9999m/2Z1aLlkDNHCFFPr1eY+vl+tpwu4PlBnRgX5dPkvRxCtCSO1uYMCfFkSIinoUOhV4Arq26PY9SiFIZ+sovN9/aQccLihsgTUoQQwOUnoDy47ggr9mUxq4c/s3v5N+viv0KIxhsW6smbI8PYlnaRh745YuhwhImS4lAIAcALG0/y7rY0psS04YkBgTjbyHOThTBFD/QJYHyUN/O3pfHd0fOGDkeYICkOhWjlFEXhlW1ZPL3hOMNCPPjv4E4ymF0IE7doYjTtnKy5c+V+cosrDR2OMDFSHArRitXW6Zn2xQHe3ZXL6HAv3h4VRntZBkMIk2dnacaaO7tQVFnDuKV7UBTF0CEJEyLFoRCt1KXyakYt3s3i3ZncFuHC26NCCVLx+bFCiOYV3caRV4eHsD39Em9uOW3ocIQJkeJQiFZoR9pFYt76lR+P5/F4v0Ae7e2Ln4v0GArR0tzfK4Dufk489+MJzl4qN3Q4wkRIcShEK1JQVs3s1Yfo9f52qmr1fDI+kv8MDMJZnn4iRIuk1Wr4dHJnauoUpq7cb+hwhImQdQ6FaAXySqt4b1s687edobiylvGR3jzYJ4Dufs5oNBoKDR2gEEI1Qe52PJ3YkSd/OMbCXRlM6+Zn6JCEkZPiUIgW6nxJFT8dv8C6I+f55kguNXUKfQNcuaeHH0NDPOXpCUK0Io8kdGDF3iweXf8bYyO8cZKlqsQ1yKeDECZOr1fIuFTBkfMlHMm9/N+B7CIO5pQA4GpjzrhIb8ZEeDOgoztOcgtZiFbHTKdlyeRour6zlfvXHuHTWzobOiRhxKQ4FCajpk7PsQulXCqvwdXWgmAPu1b3aKiaOj0Hs4vZdbaQPZmFHM4t4ej5Esqq6+q38bCzIMDFhnt7+NHD34V4f2faOVljppMhxkK0ZnFtnbgtzpfle7O4v3d74to6GTokYaSkOBRG71xhBc/8cpYvj+yn9A9FkKuNObfEtOHx/kF4O1gZMEJ1FVfWsP7oeb4+mMOGY3mU11zOgbO1OYFuNowI9STA1YYAVxuCPezxc7bGzdZCHn0nhPiLN0aEsuZQLrNXHyL5/l5oNK3rC7ZoGCkOhVFbuS+Lu786SFl1LYmdPIj3c8bFxpy80mq2p1/kg+3pfLzzLK8ND2F2r/Yt6kKXeamCN7ac5uOdGVTU6HGztWBoiAexvo5E+TgS5WOPq60FlmZSBAohGsbdzpLnB3fk3+uOsjglk7u6tTN0SMIISXEojNZbW04z95ujRHjZ81A3V8Z1D8HG4spT9lB2Ef/66hD3rz3CTyfyWHV7nMn3mBWUVfP497+xOCUTBRga7MGocE8SO7nTxsEabSu7lS6EaFqze7bnwx0ZPLXhGLfE+GBlLqWAuJIMQhJG6d2tacz95igDgtxYcVsMAwJd/1IYAkT4OLL9vp482T+Q745eoOe72yiurDFAxI2nKAqf780i5NVNLErJZGykN+umxvHl7bFM6+ZHWycbKQyFEI1mptPy/pgIsoureHrDcUOHI4yQFIfC6Px0/AIPrjtM3wBX3h8bTriXwzW312g0vDA0hMWTojmQU0Kf93ZQUlnbTNE2jaKKGsYs2cMty/fiYWfJ8ls6s2hiFMPCvEy+J1QIYXwGdHSnf5AbH+7IILe40tDhCCNj0sXhhg0b6NSpE4GBgbzyyiuGDkc0gdziSm75bC8Brja8PCyYju72DX7vHV3asmxyNIdzixmUtJPaOr2KkTad4xdK6TZvK98ePc8Dvdvz7bQuTOzc5qo9pUII0VTm3RxOeU0dc9YdMXQowsiYbHFYV1fHrFmz+OGHHzh69Ciff/45R48eNXRYohEURWHGqoOUVtXxytAQ4v1drnsfk2N8mXdzOMkZl7j9830oiqJCpE1nw7ELdH1nKxdKq/lgTDgvDwuhvas841gIob4wL3vuiGvLlwdz2J9VZOhwhBEx2eIwJSWFwMBAAgICsLCwYNKkSaxbt87QYYlGWLE3i/VHzzO7lz/DQj1veD+zerXn/l7+fL4vm+d/OtGEETatL/ZlMWJhCl4OliybHM30bn5Yyy1kIUQzemloMBY6DXO/kd5D8f+ZbHGYlZVF27Zt63/29fUlKyvLgBGJxiiprOXh9UcJ9bTj3p7+jR5n9/aocIYEu/PcTydYtT+7iaJsOot2neWW5XuJ9LZn4YTLYwtlsokQorl5OVjxSEIgv5wq4LujuYYORxgJkx3UdLXbhVdb4y4pKYmkpCQAcnNzyc5Wv1DIy8tTvY2W5qVfz5FTXMUTPTywqioiO/vKWxw3ktN3E30ZcqGYO1fuw1NXQaCrdVOF2yhL9l/gyZ8zifO24dV+3gRYVTXLeXktcs6qS/LbPCTPN+bWYBve32bGQ+sOEe1Y97frxUp+1WVM+TXZ4tDX15fMzMz6n8+dO4ePj89ftps5cyYzZ84EIC4u7qrbqKG52mkJsooq+GTfPoaGeHBbrzAc/+bZvzeS05/ucSH6zS3c+U06Bx7qi52lYU/5JSmZPPlzJn0CXHh/TATh3teeid2c5JxVl+S3eUieb8wrwxWmf3mAdenV3Nuz/d9uJ/lVl7Hk12RvK3fp0oWTJ0+SlpZGdXU1K1euZOTIkYYOS9yAF/53kjq9wr+6+/1tYXij/F1s+OK2WNIvlTN2yR6DTlBZdSCbaV/up1s7J6MrDIUQrdvULm0J9rDjpY2nqKwxraXARNNTvTh86KGHOHKk6Qe6mpmZ8d577zFo0CBCQkKYMGECYWFhTd6OUFf6xXI+2XWW0eFeDEJ57/MAACAASURBVOjopkobg4I9eG5QJ346kcdTBlrw9fvfzjNl+V4ivB2kMBRCGB2dVsP8m8PJKq6UhbGF+sVhcHAwM2fOpFu3bixYsICioqabLj906FBOnDjB6dOnefLJJ5tsv6L5vP3rGeDyt1Y11/V7ckAQw0M9ePnnk6w/0ryDrjefymfskj10cLXl/TERxLZ1atb2hRCiIQZ2cqdfoCsLks9yXhbGbtVULw6nT5/O9u3b+fTTT0lPTycyMpJbbrmFTZs2qd20MHIXy6tZuOssgzu5c1Ogq6ptaTQaVt4aS4CrDVOW7+N0fqmq7f0u5ewlRixMwcfBivdGh9Oz/fWv3SiEEM1l/ugIyqpreVAWxm7VmmXMYV1dHceOHePYsWO4ubkRFRXFW2+9xaRJk5qjeWGkPkrOoKy6jltjfZvlaSC2lmb8ML0bCjDk4xTKqtQdV3Mwu5jBSbtwtDbn/THh9O/ormp7QgjRWL8vjL3qYA4HZGHsVkv14nDOnDl06tSJ77//nieeeILU1FQeffRRvv32W/bt26d288JIVdXWMX9rGvF+zgwJ8Wi2dgPd7Vg+pTOn8suY9FmqahNUDucU039BMuY6DR+MiWBQcPMdoxBCNMbLw0Kw1Gml97AVU704DA8P5+DBg3z00Ud07dr1itdSUlLUbl4YqeWpWeSWVHFrbBscrJp2hvI/GRHmxRMDglh/9AJP/dD0A69/O19C/wXJaIAFYyMZHur5t+uGCSGEsfG0t+TRfh3YfLqg2cdoC+Og2r28vXv3AhAdHc2xY8f+8npMTAyOjo5qNS+MmKIovLnlNB3dbBkd7mWQGP47uBOHsot58eeTONuYM/emDk2y38M5xQz8aCd1eoWPxkUyKlyefCKEMD0PJwTy4Y4MHl7/G0NDPOU61sqoVhzOnTv3b1/TaDT88ssvajUtjNymUwUcPV/Ks4kd8XY0zFNLNBoNX02NY3DSLh769ii2Fjru7uHfqH1uOpXP6MW7MddpWTAukpsjvOWCKoQwSdbmOl4dFsIdK/czf2saD/YNMHRIohmpVhxu2rQJvV5PcnIyPXv2VKsZYYI+Ss7AwdKM0RGG6TX8nblOy/czupLwQTL3fn2IOkVh1jWeDHAty1PPcecX+2nrZM38UWEMkW/aQggTd2usL29uOc0rv5xkWre2hg5HNCNVxxxqtVoeeughNZsQJuZCSRVrDucwLNSDUE97Q4eDpZmOjXd3J97fmdmrDzPr60NU1+ob/P6q2joeXHuYW1fsI9LbgYXjoxgaKoWhEML0abUaPhwbyfnSauZ8I5NTWhPVJ6QkJiby9ddfG/SxZcJ4LNmdSU2dwpgIb8x0xvH0RhsLM7bc24MpMW34YEc6sW//Smpm4TXfoygKG0/kEf3mr8zbmsakaB+WTIrmpiA3mXwihGgxerR3YXJnH5bsPsexvHJDhyOaieqLy7311luUlZVhZmaGlZUViqKg0WgoLi5Wu2lhZPR6hY93ZdC5jQMDjGzNPzOdls+mxDCwozsPrjtM3DtbGRriwczufvQOcMHFxgJFUcgqquTH43ks3HWW5IxL+Dpa8e7N4UyJbYOzjYWhD0MIIZrc26PC+fbIeR75Xwa7IzvIF+BWQPXisKSkRO0mhInYfLqAU/nl/HdwJ5ysm3f5moa6o0tbRoR68tj3v/H1wRy+/+0CADbmOvSKQuX/3XL2dbTikYQO3NLZh0gfR7lYCiFaLE97S54b3Im53xxl6e5MpnZtZ+iQhMrUfywFcOnSJU6ePEll5f9/VmOfPn2ao2lhRD5KzsDRyoxR4Z6GDuWaXGwtSBofxbxRYXx1MIeUs4UUVtQA4ONoRZS3A70DXPB1spaiUAjRKtzfqz0fbj3N498fY3yUD7aWzVI+CANR/V/3k08+Yd68eZw7d47o6Gh27txJfHy8LGXTyhSUVbPmcA7jIr0J8TD8RJSGsLYw47a4ttwWJ7P0hBCtm5lOy6sD/Rj75QnmfnuEBeOiDB2SUJHqMwLmzZvH7t278fPzY9OmTezbtw93d+MabybU9/m+LGrqFEaGehnNRBQhhBAN172tPeOjvFmUksmhbHnuckum+qe0lZUVVlZWAFRVVREcHMzx403/yDJh3JbuyaSjuy39gtwMHYoQQogbNP/mcCx1Wqau3I9eL6uQtFSqF4e+vr4UFhZy8803M3DgQEaNGoWPj4/azQojciS3hD2ZRQwP8cTD3tLQ4QghhLhBXg5WvDUqjL1ZxbzyyylDhyNUovqYwzVr1gDw7LPPkpCQQFFREYMHD1a7WWFElu7ORKfVMCzUw9ChCCGEaKTp3dqxbM85Xtx4konRPnRwszV0SKKJNcvgr23btrF48WL69u1LfHw8WVlZzdGsMAK1dXo+Sz1HD39nuvs5GzocIYQQjaTRaPj0ls4oKNz++T55yEULpHpx+Nxzz/Hqq6/y8ssvA1BTU8Ott96qdrPCSGw8mU9OSRXDQzyxsZClD4QQoiXwd7HhhSHB7Ei/xJtbThs6HNHEVC8O16xZwzfffIOt7eVuZx8fH1kYuxVZujsTB0szhoca99qGQgghrs+DvQPo4e/M0xuOczRXPtdbEtWLQwsLCzQaTf1iwWVlZWo3KYxEUUUNaw/nMijYnY7uMiZFCCFaEq1Wwxe3xWKu1TLh01Rq6vSGDkk0EdWLwwkTJvCvf/2LwsJCPv74YwYMGMCMGTPUblYYgS8PZFNZq2d4iKesbSiEEC2Qr5M1C8ZHcuR8CXO/OWrocEQTUX0QmKWlJQMGDMDBwYHjx4/z/PPPM3DgQLWbFUZgye5M2rtYM6CjrG0ohBAt1eTObVh7KIf3t6cxJNidISEyjMjUqd6dc/78eR5//HEyMjIYMGAAAwYMULtJYQRO5pWyI/0Sw0I88XawMnQ4QgghVPTJhGjaOVlz24p9ZBVWGDoc0UiqF4cvvPACJ0+eZNq0aSxZsoSgoCCeeOIJTp++8dlNq1atIiwsDK1Wy549e5owWtFUPt1zDq0GhoZ41I83FUII0TLZW5nx7bSulFXXMXJRCrUy/tCkNctAMI1Gg5eXF15eXpiZmXHp0iXGjRvHI488ckP7Cw8PZ/Xq1fTp06eJIxVNQa9XWLonk27tnOnh72LocIQQQjSDcG8HPhgbwd6sYmatPmzocEQjqD7mcP78+SxduhQ3NzemT5/O66+/jrm5OXq9nqCgIF577bXr3mdISIgKkYqmsulUPpmFldwd74ejtbmhwxFCCNFM7uzaji2nC0jamUGXto5M7+5n6JDEDVC9OMzPz2f16tX4+V15gmi1WtavX6928yQlJZGUlARAbm4u2dnZqreZl5enehvG7INf07A119LdlSbLd2vPqdokv+qS/DYPybO6GprfZ3u5cyDzIvd+fQh3XSVd2tirHFnLYEznr+rF4fPPP/+3r12rB3DAgAHk5ub+5fcvvvgio0aNanD7M2fOZObMmQDExcXh4+PT4Pc2RnO1Y2yKK2v44dQ+hgR70DOiA5Zmuibbd2vNaXOR/KpL8ts8JM/qamh+f7rXneg3tzD923T2/rs3bZ1tVI6sZTCW89don2e2ceNGQ4cgbsBXB3KoqNEzItSzSQtDIYQQpsPdzpINM7rRff52Bn60k90P9sHeymhLDvEnsjKxaFJL9mTi52xNQqCroUMRQghhQBE+jqy4NYZT+WUkJu2kulZmMJsKkywO16xZg6+vL8nJyQwbNoxBgwYZOiQBnMovY+uZi4wI9aStk9xCEEKI1m5UuBfvjolgZ8YlJny6B71eMXRIogFMso939OjRjB492tBhiD/5dE9m/dqGWq2sbSiEEALu6eFPdlElL2w8yazVh/hwXKShQxL/wCSLQ2F89HqFpbvP0a2dM939nA0djhBCCCPy/OBOZBVVsiA5Ax8HK55K7GjokMQ1SHEomsTm0wWcLaxgZvd2ONtYGDocIYQQRkSj0fDxhChyS6p4+sfjeNhZ8K8e/oYOS/wNkxxzKIzPopSz2FroGBriYehQhBBCGCGdVsPqqXF093Ni1upDfLEvy9Ahib8hxaFotPzSKr46mMPQEA/CvBwMHY4QQggjZWWu46eZ8YR42nP75/vYcOyCoUMSVyHFoWi0JbvPUVWrZ2yENxZmckoJIYT4e/ZWZmyZ1QNfJ2vGLtnDtrQCQ4ck/kQ+yUWj6PUKH+1MJ9rHgYRAN0OHI4QQwgS42FiwdVZPnK3NGf5JCgeyiwwdkvgDKQ5Fo/x8Mp9T+eWMi/TGw97S0OEIIYQwET6OVmyZ1QMzrYaBC3ZyMq/U0CGJ/yPFoWiUBcnpOFmbMSzE09ChCCGEMDEd3GzZdE88VbV6+n2YTFZhhaFDEkhxKBohu6iSdUfOMyLUizBve0OHI4QQwgRF+DiyYWY3CsqruenDHRSUVRk6pFZPikNxw5J2ZlCnVxgb4YW5Tk4lIYQQNybe34W1d3Yl41IFCR8kU1JZY+iQWjX5RBc3pLy6lve2pdG7vQt9ZSKKEEKIRkrs5M6KKTEcOV/CwI92UlVbZ+iQWi0pDsUNWZSSSUF5DXfE+eJkbW7ocIQQQrQA46J8+GhcJLvOFjLk413U1ukNHVKrJMWhuG61dXre3HKaSG8HBssTUYQQQjSh6d39eG14CJtOFTD+01T0esXQIbU6UhyK6/bVwRzSL1Zwe5wvbRytDR2OEEKIFubhhEAeTQhk7eFcZqw6gKJIgdiczAwdgDAtiqLw6i+n8HO2ZmSYLF8jhBBCHS8PC+ZieTUf7zqLi40Fr48INXRIrYYUh+K6/O9EHvuzi/nPgCAC3WwNHY4QQogWSqPRsGBcJJcqanhj82naOVlxX+8AQ4fVKshtZdFgiqLw1IbjeNpbMiHKB41GY+iQhBBCtGBarYYVt8bQ09+Zf39zlO+Onjd0SK2CFIeiwdYeziXlbCEzurUjzEsWvRZCCKE+c52W76Z3w8/Zmsmf7eVQTrGhQ2rxpDgUDVJTp+fJH47h52zNrbFt0Gql11AIIUTzcLQ25+e74zHXaRjy8S4ulFQaOqQWTYpD0SAfbE/nt/Ol3NerPR3d7QwdjhBCiFbG38WG9dO6kl9aTWLSLiprZJFstUhxKP7RhZIqnvnxOPF+zkyJaSNjDYUQQhhEvL8LiyZFcSC7mEnLUmWJG5VIcSj+0ew1hyivqWNu3wC8HKwMHY4QQohW7JYYXx7vF8i6I+d5YeNJQ4fTIklxKK5p1YFsVh3IYUa3dgwNlXUNhRBCGN4LQ4IZ1Mmd5348LjOYVSDFofhbaQXlzFx1gBAPO+7v3R5rc52hQxJCCCHQajV8eXssfs423LpiL6fzSw0dUotiksXhww8/THBwMJGRkYwePZrCwkJDh9TiVNTUMf7TPdTWKbw8NJhOHrJ0jRBCCOPhYGXODzO7UVunMOyTFMqraw0dUothksXhwIEDOXz4MAcPHqRjx468/PLLhg5JNXq9wvELpXx7JJclKZl8vDODlfuySM0spEKlmVq1dXomfprK3nNFPDeoE8PkdrIQQggj1NHdjhW3xnAir4zxS2WCSlMxycfnJSYm1v9/9+7d+eqrrwwYTdPT6xV+OpHHp3vO8dPxCxSU11x1O60GAlxtGNTJg5FhnvTt4IqlWeNu/VbV1nHH5/v59uh5Hk3owIzufpjpTPI7hBBCiFZgRJgXTyV25PmfTvDsj8d5bnCwoUMyeSZZHP7RokWLmDhx4t++npSURFJSEgC5ublkZ2erHlNeXt4NvU9RFNYdu8TbO7M5dbEKewst8b52RHq60M7BAi87C6zMtBRX13HqYiVnLlVxvKCST3Zm8P72dGzMtQwOdGR0iCu92zlgrru+JWfOl9Yw6/szJGeWMqOzG1NDbSm5eIGSGzqapnWjORUNI/lVl+S3eUie1WXM+Z0ZbseOUw68sPEkHWz1DOjgZOiQrpsx5VejGGkf7IABA8jNzf3L71988UVGjRpV//979uxh9erVDVp7Ly4ujj179jR5rH+WnZ2Nj4/Pdb3n+IVS7vpiPzvSLxHoZsPUuLaMCveik4cd5v/Qc3epvJpVB7L57rcLbDpVQElVLS7W5oyP8uGWmDb0au9yzSeaVNfqWbz7LE98f4yy6jqe7B/Efb3b42Rtfl3HoKYbyaloOMmvuiS/zUPyrC5jz29pVS2d3/qVvNIqUv/dhw5utoYO6bqond/rqYGMtudw48aN13x96dKlrF+/np9//tmkF2VWFIXFKZnct+Yw5joNTw0MYmqXtgS4NvykdraxYGa8PzPj/SmprOGz1CzWHs5l6Z5MPtqZgauNOb3au9CzvQsR3g642lhQU6cn41IFO9Iv8vWhHHKKq4j0duDpgUEMD/Ns9O1pIYQQojnZWZrxw4xudH5zC8M+2cW+uX1llY0bZLTF4bVs2LCBV199lS1btmBjY2PocG5YWVUt0788wMr92cT5OvL84E4kdvJA14jnFttbmXNPT3/u6enP+eJKluw5x9YzBezNKmLdkb+uBWWh09DD34XHEgIZG+lNGyfrxhySEEIIYTCBbrZ8NqUzoxfvYdKyVNbe2cWkO5AMxSSLw9mzZ1NVVcXAgQOBy5NSFixYYOCors+FkipGLEphT2Yh9/Tw47F+gbRzbtpC19PBikf7BfJov0Bq6vQcu1DK/qxi8suq0Gk0eNhZEunjgL+LNTYWJnkqCCGEEFcYFe7NY/0CefmXU7zy8ykeHxBk6JBMjklWBKdOnTJ0CI1yKr+MwUk7OVdUyWvDQ/lXvB92lur+U5jrtER4OxDh7aBqO0IIIYShvTAkmN2ZhTy14Rhd2joxoJO7oUMyKbJGSTM7mltCj/nbyC+rZsHYCO7v3V71wlAIIYRoTbRaDV/dEUcbJ2smfpZK5qVyQ4dkUqQ4bEYn80rpvyAZvaKwcEIUt8W1/ceZyEIIIYS4fo7W5vwwvSuVNXqGfJxCVa06D45oiaQyaSbpF8vpvyCZyto6PhwbwegI70ZNPBFCCCHEtYV6ObBwYhRHzpdw++f7DB2OyZDisBmcK6yg34fJFFbU8v7oCMZF+Vxz3UEhhBBCNI1JndvwYO/2fLk/h7e3nDZ0OCZBikOV5RZX0n9BMhdKq3hvdDiTOreRafVCCCFEM3pjZBi927vwyPrf2Hwq39DhGD0pDlWUX1rFgAU7OXupgnmjwrg11ld6DIUQQohmptNqWHtXFzztLRn/aSoZF2WCyrVIcaiSS+XVJCbt5FR+GW+PCmNq13ZSGAohhBAG4mJjwQ/Tu1JRU8fAj3ZSUllr6JCMlhSHKiitrmPIx7s4lFPC6yNCmNatnUw+EUIIIQwswseRL2+P5UxBGUM/2UVtnd7QIRklKQ6bWFlVLbevPsWezEJeGRrMzHg/Wa5GCCGEMBJDQzx5a1QY29Iucsfn+1EUxdAhGR1ZfbmJTVm+l93ZpbwwOJh7evpjaSYP/RZCCCGMyf29AziVX8a729Jxt7PgnZvDDR2SUZHisInNvakDwY4a7uvdXp5XLIQQQhipeTeHk19WzbytaTjbmPNMYqdmj6G0qpZDOcXE+7s0e9vXItVLE+sd4EoHqyp5JJ4QQghhxDQaDctuiaGospZnfzyBnYUZc2/q0GztF1fWMPTjXezPLubU4/2ard2GkMFwQgghhGiVdFoNa6Z2IaGDKw99e5TnfjreLO1eKLm81N2us4U8NSAIV1uLZmm3oaQ4FEIIIUSrZWGmZcPM7gwN8eDZH0/w4NrDqk5SOZFXSvy72ziYXcxrw0O4r3d7o5u4alzRCCGEEEI0MwszLd/c1ZXJnX2YtzWNCZ+mUl7d9Osg7ki7SI/527hYXs2CcRHc08PfKOcnGF9EQgghhBDNTKfVsHxKDD4OVry15QyHcor5dlpXgtztGr1vvV7hzS2nefKHY3jZWzL/5nCGh3piZmQ9hr8zzqiEEEIIIZqZRqPhjZFhfHl7LLklVXR+61eWpJxt1G3m7KJKEpN28sj63+jV3oUlk6IZFe5ltIUhSM+hEEIIIcQVxkX5EN3GgbFLUrnziwN8siuTeTeHEdvWqcH7KK+u5f3t6fz3fyepqdPznwFBzOjWjnYuNipG3jSkOBRCCCGE+JNANzv2zenDSxtP8saW08S9s5WEQFdm9fRncCcPbK+yZJ2iKJzIK+Oz1HN8lJxBXlk1vdu78O8+AQwN9TCZB2NIcSiEEEIIcRVarYb/JHbk3p5+PP3jCb7cn824palY6DRE+TgS6mmHs405NXUK5wor2JdVzNnCCrQaiPdz5qWhwYwK98LdztLQh3JdpDgUQgghhLgGF1tL3hsTwVsjQll1MIcNxy5w9HwJPx7Po7iyFnOdBldbCzq62zKpsw83dXClh78Ljtbmhg79hkhxKIQQQgjRABbmOqbE+jIl1heAypo6ymvqUBQw12mwszBDq9UYOMrGk+JQCCGEEOIGWJnrsDI3jXGE18N451Ffw1NPPUVkZCTR0dEkJiaSnZ1t6JCEEEIIIVoEkywOH374YQ4ePMj+/fsZPnw4zz//vKFDEkIIIYRoEUyyOHRwcKj//7KyMjQa07+/L4QQQghhDEx2zOGTTz7Jp59+iqOjI5s2bTJ0OEIIIYQQLYJGacwzYVQ0YMAAcnNz//L7F198kVGjRtX//PLLL1NZWclzzz131f0kJSWRlJQEQG5uLikpKeoE/Ad5eXm4u7ur3k5rIjlVl+RXXZLf5iF5VpfkV11q53fkyJHs2bOnQdsabXHYUBkZGQwbNozDhw//47Zubm74+/urHpP8ATU9yam6JL/qkvw2D8mzuiS/6lI7v+np6eTn5zdoW5O8rXzy5EmCgoIA+OabbwgODm7Q+xqalMaKi4trcHUuGkZyqi7Jr7okv81D8qwuya+6jCm/JlkcPvbYYxw/fhytVoufnx8LFiwwdEhCCCGEEC2CSRaHX3/9taFDEEIIIYRokXTPPvvss4YOoiWKjY01dAgtjuRUXZJfdUl+m4fkWV2SX3UZS35NfkKKEEIIIYRoOia5CLYQQgghhFCHFIdCCCGEEKJeqy4O7ezsDB3CNd111114eHgQHh5u6FBuiEaj4bbbbqv/uba2Fnd3d4YPH94k+7/pppsaNO1/8ODBODk5NVm7xkzNnBcUFJCQkICdnR2zZ89u9P5M2T9dOxp6bv7uySefpG3btkZ/TWqIF198kbCwMCIjI4mOjmbXrl03tJ/NmzezY8eOJovL39+/SZczM+R1RaPRMHfu3Pqf33jjDQw1faApz1lTuMYY+99oU9UNrbo4NIS6uroGbzt16lQ2bNigYjTqsrW15fDhw1RUVADwv//9jzZt2lzXPmpraxsdx8MPP8yyZcsavR9T0BQ5/ztWVlb897//5Y033miS/Yn/b8SIEc3y9Ca1JScns379evbu3cvBgwfZuHEjbdu2vaF9NXVx2BhXuw4Z8rpiaWnJ6tWrm23tXrX8Oa9yjbk6Q9QNrb44LC0tpX///sTExBAREcG6deuAyyuJh4SEMGPGDMLCwkhMTKz/wP1jr0B+fn79U1fS09Pp3bs3MTExxMTE1F/YNm/eTEJCArfccgsRERE89dRTzJs3rz6GJ598kvnz5/8ltj59+uDi4qLm4atuyJAhfPfddwB8/vnnTJ48uf61lJQUevToQefOnenRowfHjx8HYMmSJYwfP54RI0aQmJgIwGuvvUZERARRUVE89thj9ftYtWoVXbt2pWPHjmzduvWqMfTv3x97e3u1DtHo3EjOe/fuzf79++u369mzJwcPHrxiv7a2tvTq1QsrK6tmOArjt3nz5it6jWbPns2SJUuu2GbhwoX8+9//rv/5448/Zs6cOX/ZV/fu3fH29lYt1uaSk5ODm5sblpaWwOWnUvn4+ACQmppK3759iY2NZdCgQeTk5ACXr6cPPvggPXr0IDw8nJSUFNLT01mwYAFvv/020dHRbN26lby8PMaOHUuXLl3o0qUL27dvB+DZZ5/ljjvuIDExEX9/f1avXs0jjzxCREQEgwcPpqampj6+119/na5du9K1a1dOnToFcM39zpw5k8TERG6//fa/HKshrytmZmbMnDmTt99++y+vZWRk0L9/fyIjI+nfvz9nz56lqKgIf39/9Ho9AOXl5bRt25aamhpOnz7N4MGDiY2NpXfv3hw7dgy4XGTcc889JCQkEBAQwJYtW7jrrrsICQlh6tSpV7Q5d+5cYmJi6N+/P3l5eQDX3O+cOXNISEjg0UcfvWI/pnKNaRV1g9KK2draKjU1NUpRUZGiKIqSl5endOjQQdHr9UpaWpqi0+mUffv2KYqiKOPHj1eWLVumKIqi9O3bV9m9e3f9e/z8/BRFUZSysjKloqJCURRFOXHihBIbG6soiqJs2rRJsbGxUc6cOaMoiqKkpaUpnTt3VhRFUerq6pSAgAAlPz//qjGmpaUpYWFhKhy9+mxtbZUDBw4oY8eOVSoqKpSoqChl06ZNyrBhwxRFUZSioiKlpqZGURRF+d///qeMGTNGURRFWbx4sdKmTRuloKBAURRF+f7775X4+HilrKxMURSl/vd9+/ZV5syZoyiKonz33XdK//79/zaWP7bbkt1ozpcsWaI88MADiqIoyvHjx+vP3atZvHixMmvWLJWPxLjZ2tr+5ZyaNWuWsnjxYkVR/v81orS0VAkICFCqq6sVRVGU+Ph45eDBg9fcrykrKSlRoqKilKCgIOWee+5RNm/erCiKolRXVyvx8fHKhQsXFEVRlJUrVyp33nmnoiiXczV9+nRFURRly5Yt9de7Z555Rnn99dfr9z158mRl69atiqIoSkZGhhIcHFy/Xc+ePZXq6mpl//79irW1tfL9998riqIoN998s7JmzRpFURTFz89PeeGFFxRFUZSlS5fW/9tda78xMTFKeXn53x6voa4rtra2SlFRkeLn56cUFhYqr7/+uvLMM88oiqIow4cP+GvBWQAAC2xJREFUV5YsWaIoiqIsXLhQGTVqlKIoijJy5Ejll19+URTlcv6nTZumKIqi9OvXTzlx4oSiKIqyc+dOJSEhQVEURbnjjjuUiRMnKnq9Xlm7dq1ib2+vHDx4UKmrq1NiYmLqPxsB5bPPPlMURVGee+65+mvDtfY7bNgwpba29m+Pz5ivMa2lbjDJRbCbkqIoPPHEE/z6669otVqysrI4f/48AO3btyc6Ohq4vPZQenr6NfdVU1PD7Nmz2b9/PzqdjhMnTtS/1rVrV9q3bw9cHvvi6urKvn37OH/+PJ07d8bV1VWdAzSwyMhI0tPT+fzzzxk6dOgVrxUVFXHHHXdw8uRJNBrNFd/wBw4cWP/tZ+PGjdx5553Y2NgAXPGtaMyYMUDD/n1aixvJ+fjx4/nvf//L66+/zqJFi/7SMyBujK2tLf369WP9+vWEhIRQU1NDRESEocNSjZ2dHampqWzdupVNmzYxceJEXnnlFeLi4jh8+DADBw4ELt8m+2NP6e+923369KG4uJjCwsK/7Hvjxo0cPXq0/ufi4mJKSkqAy73l5ubmREREUFdXx+DBgwGIiIi44rrwezuTJ0+u79G91n5HjhyJtbV1o/OiBgcHB26//Xbmz59/RYzJycmsXr0agNtuu41HHnkEgIkTJ/LFF1+QkJDAypUruffeeyktLWXHjh2MHz++/v1VVVX1/z9ixAg0Gg0RERF4enrWn7thYWGkp6cTHR2NVqtl4sSJANx6662MGTPmH/c7fvx4dDqdCllpHq2hbmj1xeHy5cvJy8sjNTUVc3Nz/P39qaysBKi/NQKg0+nqu4fNzMzqu+d/3xbg7bffxtPTkwMHDqDX66/oGre1tb2i3enTp7NkyRJyc3O56667VDs+YzBy5EgeeughNm/eTEFBQf3vn3rqKRISElizZg3p6encdNNN9a/9MV+KoqDRaK6679//jXQ6XZOMT2wprjfnNjY2DBw4kHXr1vHll18azfM9jdkfrwNw5bXgj6ZPn85LL71EcHAwd955Z3OFZzA6nY6bbrqJm266iYiICJYuXUpsbCxhYWEkJydf9T1//vu+2t+7Xq8nOTn5qsXa79cBrVaLubl5/fu1Wu0V14U/7vf3/7/Wfv983TY2Dz74IDExMdc8r34/zpEjR/L4449z8eJFUlNT6devH2VlZTg5OV0xpOSP/pjXP34e/jmvf25Pr9dfc7/Gntd/0hrqhlY/5rCoqAgPDw/Mzc3ZtGkTGRkZ//gef39/UlNTAfjqq6+u2Je3tzdarZZly5ZdcxDp6NGj2bBhA7t372bQoEGNPxAjdtddd/H000//pcekqKiofrLEn8dq/VFiYiKLFi2ivLwcgIsXL6oWa0txIzmfPn06999/P126dDH5sa7Nwc/Pj6NHj1JVVUVRURE///zzVbfr1q0bmZmZrFix4orxny3R8ePHOXnyZP3P+/fvx8/Pj06dOpGXl1dfHNbU1HDkyJH67b744gsAtm3bhqOjI46Ojtjb29f34MHl68B77713xb6v1+/tfPHFF8THxzfZfg3FxcWFCRMmsHDhwvrf9ejRg5UrVwKXi5hevXoBl3t1u3btygMPPMDw4cPR6XQ4ODjQvn17Vq1aBVz+In7gwIHrikGv19d/Dq5YsYJevXo1yX6NWWuoG1ptcVhbW4ulpSVTpkxhz549xMXFsXz5coKDg//xvQ899BAffvghPXr0uGK22L333svSpUvp3r07J06cuOa3IwsLCxISEpgwYcLfdq9PnjyZ+Ph4jh8/jq+v7xUXAFPi6+vLAw888JffP/LIIzz++OP07Nnzmn8QgwcPZuTIkcTFxREdHX3dM9l69+7N+PHj+fnnn/H19eXHH3+87mMwNTeS89jYWBwcHK7ZC+Hv78+cOXNYsmQJvr6+V9yOay1+v3a0bduWCRMmEBkZyZQpU+jcufPfvmfChAn07NkTZ2fnq77+yCOP4OvrS3l5Ob6+vgZblqSxSktLueOOOwgNDSUyMpKjR4/y7LPPYmFhwVdffcWjjz5KVFQU0dHRV8xEdnZ2pkePHtx9993117kRI0awZs2a+gkp8+fPZ8+ePURGRhIaGsqCBQuuO76qqiq6devGvHnz6idz3Oh+jeW6Mnfu3Cs+h+bPn8/ixYuJjIxk2bJlV0ximDhxIp999ln9bWC4XEAuXLiQqKgowsLC6idXNJStrS1HjhwhNjaWX375haeffrpR+zXma0xrqhta7ePzDhw4wIwZMwy2fIRerycmJoZVq1bx/9q7g5CoujCM43+9LZKiWjmFCC1UrEktywylnNJmVSM1FIwpRbSIUsjFBK1KKIqIFHEhLZQKoSAK2kUSkUVUErYJmyBsI+ItcEpzMdrbwrg0n5Top/j1zfPbzczhnMNd3Hnm3DPnzc3NXZQ5iPxqcHCQQCBAf38/6ekp+7txRnO5d+zZs4fGxkYqKysXcGZ/p0AgwJUrV9iyZctiT0Xkj1IpN6TkN0B7ezuRSITz588vyvhv374lJyeHyspKBUP5T7hx4walpaVcuHBBwfAPZnvvGBkZIS8vj4yMDAVDkb9YquWGlF05FBEREZHptEQgIiIiIh6FQxERERHxKByKiIiIiEfhUERSluM4bNy4Eb/fT1FREVevXk062HohRKNR/H4/0Wh0QccREZkr/SFFRFLW8uXLGR0dBWB4eJiamhrKy8tpampasDFXrFiB67pJlRQWysTEBEuWpHwhLBGZJa0ciogAmZmZXLt2jba2NsyMgYEBtm/fTnFxMcXFxd6hzXV1dUkH+h46dIj79+8n9WVmRKNRNmzYQEFBgVeZIxQKMTY2RmlpqfceTJ1flpubi+u63uucnBw+ffqE67qEw2FKSkooKSnh2bNnALx8+ZKysjI2bdpEWVkZ7969A6Yq3xw4cIC9e/cSDAYX7oKJyP+XiYikqGXLlk17b9WqVTY0NGRjY2M2Pj5uZmaxWMw2b95sZmaPHz+26upqMzMbGRmxtWvXWiKRSOrjzp07VlVVZRMTEzY0NGTZ2dk2ODj42zHNzM6dO2fNzc1mZvbgwQPbv3+/mZlFIhHr6ekxM7OPHz9afn6+mZnF43Fv3IcPH3rtOzs7LSsryz5//jzHqyIiqU7PG0REfmE/d9okEgnq6+vp6+vDcRxisRgAFRUVnDx5kuHhYe7evUs4HJ726Pbp06dEIhEcx8Hn81FRUcGrV68IhUK/Hffo0aNUV1dz6tQpOjo6vDKG3d3dSSXEvnz5wtevX4nH4xw+fJj379+TlpZGIpHw2uzevVv1sUVkzhQORUR++vDhA47jkJmZSVNTEz6fjzdv3vD9+3eWLl3qtaurq6Orq4tbt27R0dExrR+bw1bu7OxsfD4fjx494sWLF3R1dQFTj5ifP39ORkZGUvuGhgZ27tzJvXv3GBgYIBAIeJ/9qT6riMhMtOdQRARwXZfjx49TX19PWloa8XicNWvWkJ6ezs2bN5mcnPTaHjlyhJaWFgD8fv+0vnbs2MHt27eZnJzEdV2ePHnC1q1bZ5zDsWPHqK2t5eDBgziOA0AwGKStrc1r09fXB0A8HicrKwuY2mcoIjJfFA5FJGWNj497R9lUVVURDAY5e/YsACdOnOD69ets27aNWCyWtBrn8/lYt26d9+j3n/bt20dhYSFFRUXs2rWLy5cvs3r16hnnEwqFGB0dTeq3tbWV3t5eCgsLWb9+Pe3t7QCcPn2aM2fOUF5enhRcRUT+LR1lIyIyS9++faOgoIDXr1+zcuXKeeu3t7eXxsZGenp65q1PEZHZ0sqhiMgsdHd3k5+fT0NDw7wGw0uXLhEOh7l48eK89SkiMhdaORQRERERj1YORURERMSjcCgiIiIiHoVDEREREfEoHIqIiIiIR+FQRERERDw/AIKa4hOF8yjSAAAAAElFTkSuQmCC", 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", 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" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " yhat yhat_lower yhat_upper y\n", + "ds \n", + "2023-02-08 82.884363 68.667174 96.393592 NaN\n", + "2023-02-09 83.095195 68.793864 96.536590 NaN\n", + "2023-02-10 83.155521 69.386811 97.828261 NaN\n", + "2023-02-11 84.833175 71.047633 97.881214 NaN\n", + "2023-02-12 84.951297 70.871146 99.819429 NaN" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cmp_df.tail(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the original y data is NaN towards the end because, these are the predicted dates." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Step 7 - Then, we visualize the original and forecast data alongside each other" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:23:07.747308Z", + "iopub.status.busy": "2024-11-04T07:23:07.746916Z", + "iopub.status.idle": "2024-11-04T07:23:08.065543Z", + "shell.execute_reply": "2024-11-04T07:23:08.064473Z", + "shell.execute_reply.started": "2024-11-04T07:23:07.747227Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(17,8))\n", + "#plt.plot(cmp_df['yhat_lower'])\n", + "#plt.plot(cmp_df['yhat_upper'])\n", + "plt.plot(cmp_df['yhat'])\n", + "plt.plot(cmp_df['y'])\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Step 8) - From above graph, we are not able to readily see how many months data was forecast. \n", + "\n", + "So, We need a function which will show us the original and forecast data between a specified date range." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:23:18.469138Z", + "iopub.status.busy": "2024-11-04T07:23:18.468582Z", + "iopub.status.idle": "2024-11-04T07:23:18.475746Z", + "shell.execute_reply": "2024-11-04T07:23:18.474782Z", + "shell.execute_reply.started": "2024-11-04T07:23:18.469061Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "def plot_price_forecast(df,start_date, end_date):\n", + " \"\"\"\n", + " This function filters the dataframe for the specified date range and \n", + " plots the actual and forecast data.\n", + " \n", + " Assumption: \n", + " - The dataframe has to be indexed on a Datetime column\n", + " This makes the filtering very easy in pandas using df.loc\n", + " \"\"\"\n", + " cmp_df = df.loc[start_date:end_date]\n", + " plt.figure(figsize=(17,8))\n", + " plt.plot(cmp_df['yhat'])\n", + " plt.plot(cmp_df['y'])\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Stpe 9) - Using this function, we can see that, the original graph (orange) does not have data towards the end. This data can be taken from the forecasted graph (blue). " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:23:24.597431Z", + "iopub.status.busy": "2024-11-04T07:23:24.597047Z", + "iopub.status.idle": "2024-11-04T07:23:24.905532Z", + "shell.execute_reply": "2024-11-04T07:23:24.904560Z", + "shell.execute_reply.started": "2024-11-04T07:23:24.597366Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " y\n", + "ds \n", + "1987-05-20 18.63\n", + "1987-05-21 18.45\n", + "1987-05-22 18.55\n", + "1987-05-25 18.60\n", + "1987-05-26 18.63" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arima_df = df.set_index('ds')\n", + "arima_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Step 3) - Next we write a function that plots the Rolling mean and standard deviation and then checks the stationarity of the time series using Augmented Dickey - Fuller Test\n", + "\n", + "Credit - https://www.kaggle.com/freespirit08/time-series-for-beginners-with-arima" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:23:37.422857Z", + "iopub.status.busy": "2024-11-04T07:23:37.422441Z", + "iopub.status.idle": "2024-11-04T07:23:37.432296Z", + "shell.execute_reply": "2024-11-04T07:23:37.431454Z", + "shell.execute_reply.started": "2024-11-04T07:23:37.422751Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "# Perform Augmented Dickey–Fuller test to check if the given Time series is stationary:\n", + "def test_stationarity(ts):\n", + " \n", + " #Determing rolling statistics\n", + " rolmean = ts.rolling(window=12).mean()\n", + " rolstd = ts.rolling(window=12).std()\n", + "\n", + " #Plot rolling statistics:\n", + " orig = plt.plot(ts, color='blue',label='Original')\n", + " mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n", + " std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n", + " plt.legend(loc='best')\n", + " plt.title('Rolling Mean & Standard Deviation')\n", + " plt.show(block=False)\n", + " \n", + " #Perform Dickey-Fuller test:\n", + " print('Results of Dickey-Fuller Test:')\n", + " dftest = adfuller(ts['y'], autolag='AIC')\n", + " dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n", + " for key,value in dftest[4].items():\n", + " dfoutput['Critical Value (%s)'%key] = value\n", + " print(dfoutput)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Step 4) - Next, we use this function to check if our given timeseries data is stationary or not" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:23:39.869528Z", + "iopub.status.busy": "2024-11-04T07:23:39.869186Z", + "iopub.status.idle": "2024-11-04T07:23:40.533687Z", + "shell.execute_reply": "2024-11-04T07:23:40.532472Z", + "shell.execute_reply.started": "2024-11-04T07:23:39.869479Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of Dickey-Fuller Test:\n", + "Test Statistic -1.993856\n", + "p-value 0.289274\n", + "#Lags Used 29.000000\n", + "Number of Observations Used 8981.000000\n", + "Critical Value (1%) -3.431078\n", + "Critical Value (5%) -2.861862\n", + "Critical Value (10%) -2.566941\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "test_stationarity(arima_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Observation - The null hypothesis of ADF test is the Time series is NOT stationary. We see that the Test Statistic (-1.95) is higher than 10% Critical Value (-2.56). This means this result is statistically significant at 90% confidence interval and so, we fail to reject the null hypothesis. \n", + "\n", + "This means that our time series data is NOT stationary." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Step 5) - Some definitions - \n", + "\n", + "Correlation - Describes how much two variables depend on each other. \n", + "\n", + "Partial Correlation - When multiple variables are involved, two variables may have direct relation as well as indirect relation (i.e x1 and x3 are related and x2 and x3 are related. Due to this indirect relation, x1 and x2 might be related). This is called partial correlation.\n", + "\n", + "Auto Correlation - In a time series data, variable at a time step is dependent upon its lag values. This is called auto-correlation (i.e. variable depending upon its own values)\n", + "\n", + "Partial Autocorrelation - describes correlation of a variable with its lag values after removing the effect of indirect correlation.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:23:50.580133Z", + "iopub.status.busy": "2024-11-04T07:23:50.579749Z", + "iopub.status.idle": "2024-11-04T07:23:51.196014Z", + "shell.execute_reply": "2024-11-04T07:23:51.195094Z", + "shell.execute_reply.started": "2024-11-04T07:23:50.580066Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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e5oUkvQ34MPDTETFawHbNzGyWigj/+4ANks4FngKuAH6xcQFJrwc+B2yOiP0FbNPMbEGICCIgCEaqCWkEaUAaQaRQS4Ig2D80QuTTX3LKCqRWnSrFaTv8I6Im6VrgTqAXuCkidki6AeiPiK1k3TwnAV/PP9CTEXFpu9s2MytaRJCkQRJBmkItTbO/eUg//cJIPi9brpYGRysJATz81AukkU2rz08DhkaqADzw5MFJ2xuu1AB4fP+RsWlnnLyCOc7+Qo78iYhtwLamadc3DL+tiO2YmbVSD+w0ssuNQyPVLMDzEK8Pj1ZTgmDX/iGShmBPIhgayUL4nieeb7mNekj/6Nkjk+ZVkzTfbm0uPt6cKCT8zcxmI/Kj5Magrh9hP3NoZOwIunGZ4UpCRLB9z0GSNCVJIUmz0D+ch+/DTx1qub3RWgLA4FClZVvKxOFvZrMS+f8crSTU0nQ8wNOgUksJYPezR7IAz0O9HvBDIzWCaHmUXT/CfmJw8hE2QC0/yj5aSebok5WDw9+shOpH3Gl+MfKF4epYgNePskeqWT/2zqeHJoV7LQ2Gjmb92Nv3TO7HHqlmwbzvhZEpt2+d5fA3W4AigmoyHsYBPHt4dDy8k6CWphMuRGahnlJLsouQMN5N8si+yd0klVp2hP38kcldJLbwOfzNOiRNg2rDEXUE7B8ayQI8qR9hp2N93A/uOTih77vuyGgW4I89c3jSNhbihUibHw5/szY0d58cHK6MHZFXk3RSgNcvUjYefcN4gDfe7ldX7+Medh+3Fcjhb5arfxGnfptgNe86qSUT7+X+wcAL2fT8CB3Gu08e3TfU8r19kdK6jcPfFqVqkoV2tR7eSUq16SJmNakHePa3/kWcqW4TrHehHB51F4otfA5/63r1vvFqPcSTlAh48rnhsXCvjgV4dgth/+4DLd/LFzHNMg5/m3f13zpJI8b6yGtpSrWWhXy9f/z7Tx4Yu/DZqN518tTBoy3f28ym5/C3QkQElSQ7Oq/WsqPzNLIv+VSTlEoyfoReTca7WFr1kdf7x0er6bx+BrMycfjbMUX+Dc5K3t1SyYO9mmRH6GkE/bufp5q0Pjqf6ks+ZtZZDv+SStPsSL2WBhHB3oNHx8J9NA/4oZHa2O2JrdSP0JuD38y6n8N/Ear/tkqlofvl8cHDY+GeTc8Cezi/c+XHzw1Peh/3n5stXg7/BSg7Ok8YzY/SswdEwEMDBycEO4x3v+w/5Ienmdk4h38Xqibjod4Y7g88eYBKLaXp5pex2xePjPoLRGY2Mw7/DqnUUkZqCSOVhJFq9gNcaQT37X5+7FujjcsCjPjuFzMriMN/DqVpMFJLGK5kR/BpGjw0cJCRajrp3vX6t0ebg9/MbC44/AsQERytJtnF1TT76YDhSo3RWvZNVIDR/PfN3TVjZt3A4X+cAjg0UmV4NOFIpcbwaMJwpUYa4xdX/dMBZtbtHP7TGKkmDI3UGBqpcni0RpoGO6b44S8zs4XC4d8gYvxBGT98ZoihkSqV2ngffNp8m42Z2QJV6vCv1FIOj9Y4PFLj0EiVI6O1sYdqPHfYXTdmtniVJvwjguFKQqWWkkTwwJMHfOukmZVWKcJ/78GjDBw4SpI/zAN8z7yZlVtPEW8iabOknZJ2Sbquxfzlkm7L598raX0R252p0drk++rNzMqs7fCX1AvcCFwMbASulLSxabGrgQMR8QrgU8CftLtdMzObPbX7y42S3gR8LCJ+Nh//EEBE/FHDMnfmy3xX0hLgaWBNHGPjp730vHj77900qzZtf3A7AJtetwnIbtes5N+gfeyRhwHYsPE1Ldc91nyv63XnYt1ubZfX7dy6p6xY2vJ9ZuL29/2r+yOib7rligj/y4HNEfGr+fi7gAsi4tqGZR7OlxnIxx/Pl3m26b2uAa4BOOnMl/+LSz56S1ttq2sMfzOzbjcf4V/EBV+1mNZcUWayDBGxBdgC0NfXF7f92pvabx3wo2eP8LSfKGVmC8QF555GT0+r2Jze7e+b2XJFXPAdANY1jK8F9k61TN7tcyrwfAHbNjOzWSgi/O8DNkg6V9Iy4Apga9MyW4Gr8uHLgW8dq7+/aGeeuoL1q1ey+qRlLF9ayA1OZmYLWtvdPhFRk3QtcCfQC9wUETsk3QD0R8RW4AvALZJ2kR3xX9Hudo/HiqW9nHnqCdn5BjBaSzg8UuPwaI2hkexbvb4T1MzKpJAveUXENmBb07TrG4ZHgH9XxLaKsHxJL8tP6uXFJy0Hst/sOVypNRSEib/pY2a22JTiG77T6ekRp6xYOuEK+0g14dBIlcMj2dnBcMW/w29mi4fDfworlvayYmkvp5+cjdeSlKH8zOBIpcaR0WTs8YpmZguNw3+GlvT28KITl/GiE5eNTasm6fhDXfKCcLSaMH+Xss3MZsfh34alvT2curKHU1eOdxdFRPZA9mr2hK+RavYM3+wB7R1srJlZA4d/wSRxwrJeTljWy2kNZwmQXUcYzQvDSDVhpJYwUk0Z8dmCmc0zh/88ql9HOJWJX92OCEZrKaPVlJFaMulvLXFlMLNiOfy7gKQpCwNkF5tHa/VXVhTqw5VaStXFwcyOk8N/AVjS28OS3h5OXN56fpLGWCGo1MYLRaWWUkmyv36egZk1cvgvAr09YuWyJaxcNvUytWS8ENQLRCVJqTZM8xmEWXk4/EuifvZwrAJRv/ZQLwjVJMbOHqoNL3/72Wzhc/jbmMZrD8cSEXlBCKr1YlEfHyscKbU0fLHarEs5/O24Scp+H2kJMMV1iLo0jbEzh1q9ODQM1wtGLc2Gfcur2fxw+Nuc6ukRK3qmP5uA7Iyilo4XhdqE4hBj1y1qSbhYmLXJ4W9dQxJLe8XS3pk/c6GWF4axopCkVNPxwlFLx88y3A1lNs7hbwtadiGbGZ1ZwPjZRS0Jqun4WURWOFpMywuJ75S1xcbhb6UyfnYBJzCzggHZdykai0Qtzc8k8uJQLyiNRSPJX2bdyOFvNgO9PaK3J7/IfRzSeoHIi0WSn10kebFIGuZNGE/CZxs2pxz+ZnOop0cs6xHLZvG47HrhSNK8YDScUdTqBaQ+P5k4nqS+GG7H5vA361L1wgHH10VVV++Oai4KrYpH41lHGuEzjxJw+JstUvWL4bPVeOZRS1PSlElFY6rC4gLS/Rz+ZtZS45kHszjzgKyAJDG5SDQWk8aikowVjWz5egFyF1bxHP5mNmd6ekQP2d1V7agXgXpRSJpfkV1MzwpNSpIycZ7vvprE4W9mXW/iWcjsRYwXhMYzjyRiwnBjl1facDbSXEwW8hmJw9/MSkMSS3rVEHztnZKkzWcWeeFoPusYKyoRRGTXQtK8AGXT8vH8NR/aCn9JpwG3AeuB3cA7I+JA0zKbgM8CpwAJ8PGIuK2d7ZqZdYOiurU64fhvPp7oOuCuiNgA3JWPNxsG3h0RrwY2A5+WtKrN7ZqZWRvaDf/LgC/lw18Cfr55gYj4YUQ8lg/vBfYDa9rcrpmZtaHd8D8jIvYB5H9PP9bCks4HlgGPTzH/Gkn9kvoHBwfbbJqZmU1l2j5/Sf8AvKTFrA8fz4YknQncAlwVEWmrZSJiC7AFoK+vbwFfRzcz627Thn9EvG2qeZKekXRmROzLw33/FMudAvw98JGIuGfWrTUzs0K02+2zFbgqH74K+NvmBSQtA/4n8OWI+Hqb2zMzswK0G/5/DLxd0mPA2/NxJPVJ+ny+zDuBtwDvkbQ9f21qc7tmZtYGRZd+Ra2vry/6+/s73QwzswVF0v0R0Tfdcu0e+ZuZ2QLUtUf+kgaBH7fxFquBZwtqTlG6sU3Qne3qxjaB23U8urFN0J3tKrJNL42Iab9L1bXh3y5J/TM59ZlP3dgm6M52dWObwO06Ht3YJujOdnWiTe72MTMrIYe/mVkJLebw39LpBrTQjW2C7mxXN7YJ3K7j0Y1tgu5s17y3adH2+ZuZ2dQW85G/mZlNweFvZlZCiy78JW2WtFPSLkmtHi7TEZJ2S/pB/vMWHfvqsqSbJO2X9HDDtNMkfVPSY/nfF3VBmz4m6amGnwS5ZJ7btE7StyU9KmmHpP+UT+/0vpqqXZ3eXyskfU/Sg3m7fj+ffq6ke/P9dVv+W1+dbtPNkn7UyZ+bkdQr6QFJd+Tj87+fIn+m5GJ4kT2Q83HgZWTPDXgQ2NjpduVt2w2s7oJ2vAV4A/Bww7RPANflw9cBf9IFbfoY8Nsd3E9nAm/Ih08Gfghs7IJ9NVW7Or2/BJyUDy8F7gXeCNwOXJFP/3Pg17ugTTcDl3dqX+Xt+QDwVeCOfHze99NiO/I/H9gVEU9ERAW4lexpY5aLiO8AzzdNnvaJbB1oU0dFxL6I+H4+PAQ8CpxN5/fVVO3qqMgczkeX5q8A3gr8VT59XvfXMdrUUZLWAj8HfD4fFx3YT4st/M8G9jSMD9AF/zByAXxD0v2Srul0Y5oc1xPZ5tG1kh7Ku4XmtXulkaT1wOvJjhy7Zl81tQs6vL/yroztZM/1+CbZWfjBiKjli8z7v8fmNkVEfV99PN9Xn5K0fD7bBHwa+B2g/lCrF9OB/bTYwl8tpnW80ufeHBFvAC4GfkPSWzrdoC73WeDlwCZgH/DJTjRC0knAXwPvj4hDnWhDKy3a1fH9FRFJRGwC1pKdhZ/XarFOtknSa4APAT8B/EvgNOB356s9kt4B7I+I+xsnt1h0zvfTYgv/AWBdw/haYG+H2jJBZA+vJyL2kz3c5vzOtmiCZ/InsdUft9nyiWzzKSKeyf/hpsBf0IH9JWkpWcB+JSL+Jp/c8X3Vql3dsL/qIuIgcDdZ//oqSfUnBnbs32NDmzbnXWcREaPAF5nfffVm4FJJu8m6pd9KdiYw7/tpsYX/fcCG/Mr5MuAKsqeNdZSkEyWdXB8G/jXw8LHXmlfTPpFtvtUDNvdvmef9lffDfgF4NCL+e8Osju6rqdrVBftrjaRV+fAJwNvIrkd8G7g8X2xe99cUbfrnhuItsr71edtXEfGhiFgbEevJ8ul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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from statsmodels.graphics.tsaplots import plot_acf,plot_pacf\n", + "plot_acf(arima_df)\n", + "plot_pacf(arima_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:24:01.319709Z", + "iopub.status.busy": "2024-11-04T07:24:01.319334Z", + "iopub.status.idle": "2024-11-04T07:24:01.333021Z", + "shell.execute_reply": "2024-11-04T07:24:01.331499Z", + "shell.execute_reply.started": "2024-11-04T07:24:01.319637Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "# Implementing own function to create ACF plot\n", + "def get_acf_plot(ts):\n", + " #calling acf function from stattools\n", + " y = ts['y']\n", + " lag_acf = acf(y, nlags=500)\n", + " plt.figure(figsize=(16, 7))\n", + " plt.plot(lag_acf, marker=\"o\")\n", + " plt.axhline(y=0,linestyle='--',color='gray')\n", + " plt.axhline(y=-1.96/np.sqrt(len(y)),linestyle='--',color='gray')\n", + " plt.axhline(y=1.96/np.sqrt(len(y)),linestyle='--',color='gray')\n", + " plt.title('Autocorrelation Function')\n", + " plt.xlabel('number of lags')\n", + " plt.ylabel('correlation')\n", + " \n", + "def get_pacf_plot(ts):\n", + " #calling pacf function from stattools\n", + " y = arima_df['y']\n", + " lag_pacf = pacf(y, nlags=50)\n", + " plt.figure(figsize=(16, 7))\n", + " plt.plot(lag_pacf, marker=\"o\")\n", + " plt.axhline(y=0,linestyle='--',color='gray')\n", + " plt.axhline(y=-1.96/np.sqrt(len(y)),linestyle='--',color='gray')\n", + " plt.axhline(y=1.96/np.sqrt(len(y)),linestyle='--',color='gray')\n", + " plt.title('Partial Autocorrelation Function')\n", + " plt.xlabel('number of lags')\n", + " plt.ylabel('correlation')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:24:09.244337Z", + "iopub.status.busy": "2024-11-04T07:24:09.243962Z", + "iopub.status.idle": "2024-11-04T07:24:09.805906Z", + "shell.execute_reply": "2024-11-04T07:24:09.804934Z", + "shell.execute_reply.started": "2024-11-04T07:24:09.244266Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "get_acf_plot(arima_df)\n", + "get_pacf_plot(arima_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "trusted": true + }, + "source": [ + "Step 6) - Next we see some methods to make the data stationary" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:24:16.101390Z", + "iopub.status.busy": "2024-11-04T07:24:16.101014Z", + "iopub.status.idle": "2024-11-04T07:24:16.306226Z", + "shell.execute_reply": "2024-11-04T07:24:16.305161Z", + "shell.execute_reply.started": "2024-11-04T07:24:16.101330Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Log Transformation\n", + "ts_log = np.log(arima_df)\n", + "plt.plot(ts_log)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:24:17.875567Z", + "iopub.status.busy": "2024-11-04T07:24:17.875178Z", + "iopub.status.idle": "2024-11-04T07:24:18.099501Z", + "shell.execute_reply": "2024-11-04T07:24:18.098482Z", + "shell.execute_reply.started": "2024-11-04T07:24:17.875502Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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1987-05-20NaN
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1987-05-26NaN
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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of Dickey-Fuller Test:\n", + "Test Statistic -1.554817e+01\n", + "p-value 2.116688e-28\n", + "#Lags Used 2.900000e+01\n", + "Number of Observations Used 8.970000e+03\n", + "Critical Value (1%) -3.431079e+00\n", + "Critical Value (5%) -2.861862e+00\n", + "Critical Value (10%) -2.566942e+00\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "ts_log_ma_diff.dropna(inplace=True)\n", + "test_stationarity(ts_log_ma_diff)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:24:32.955982Z", + "iopub.status.busy": "2024-11-04T07:24:32.955636Z", + "iopub.status.idle": "2024-11-04T07:24:33.698267Z", + "shell.execute_reply": "2024-11-04T07:24:33.697399Z", + "shell.execute_reply.started": "2024-11-04T07:24:32.955929Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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+jpEul2sT3zHYeTxupGZkY6RTFrCvOLnzV9OeAKQcOlZhMqkzehWVcma7fwQv+/4LQP3nBiOMNFx28cD89BYyL13BtKHXA49xOSKJejG3iLGwxalqVX55oRXjVhRsyho7qC1V7cxxsTFT6jt75JdN/GwyA6Qp7g4WCCHYW6cV56vUoUnkDaIt7Bi3/w82LvFloZ0rQZ/2Jy41ixbzfPh2VDO08emsPb+LkX+vRF5/H+Hp+cDn8rjx4e9HOJeWwCddX+SntsMwzcki1diMhM3bOe/zFO3rOJW7TKqiV1EpR95Ze5Z1vrcIPP438WbW2DdvDkCAQzUA0gJvGkTR91l4kO3hVwmv0xAnoEfDKgR92p+o5AyuR6XcoWwuVqkNKDPQ+g4OFDYwtGtcg4EvfotjagLpxqZcNDNj0+SO+eUOliYEfdq/oH6H0Yw8t5Okn37F9ouKXYSsCJxSFdNWhJUjAJlaE/xdPTE6eJwxS46z639d8HSxKleZVNONiko5IKWkzce7+NsvhMYRNwAIn7sANMpPMM7cBoDcKMNEdnWPD8cr5iY1hvYvctzF2qzYGeUVp5q8Ovg99v664Y6yQc2Vm9DXk3tx/suhpY7t3a4JftUaELDqn/uU/vHGOVVxPXWsXYPT7ytmmwsutWkVeon3dy/hzK7y3ymrKnoVlXIgOjmTqORMOgf4sWnF2wA0HD8mvzze3BYwjKJffyqEYed3oUNg98rYMrXp2ciVHfXaUaXGnQuozzSrxpX5fehSzxkjjSi1r4WjmnGqmhcNo25AVtY9y/+4UydOcTmdM3Uw9pYmHJ3ZnePujQF4xXcjmTcfzi7ou6EqehWVciA6JZO60TdZsfYDAPbUbgUODvnl8ebWAOii7227fFJG9h27Lt9dfYrh53eR0u0pqF69hJZFsTZTrLg5ucUvBptqjcosk5mxEafcvDDNzYFjFbcAWRGExKdRN+YWqcZmUKMGAFVtzdldpw0Lur7E+CGz6T9xRLnLpSp6FZVyICEtm8l6d8TpfSYz8ZmifuY5RlqSTC0hpuyKPiM7l6Zzd+D90Y78Y0eux9A58BRVU2KxmfxGmfsa3lJRSm1qOZRSs2xcbNAKHYKk/3YZpL/7JSYlk72Xox76OJk5uZy6Fc/ffiHUiQ0h2MUdRMHTT46Rlp/bDsXluRHY2Vg8dHluR12MVVEpByat8mNX0Bn+a9mL5OfG4jusaBxAIRQ7vVls2RX9zPXncU2KwSI7g8CYVE4GxTFt7VlWH19HkqklNv37l96JnnZ1HIssqD4owToTrjq5E71mG50+/shg/d4rz/96gkvhSfh/2Bsr04en7gb9cIRL4cqO4COxwdj26VFsvQFN3R6aDHdDVfQqKuWAcVQkjulJtBjSk97PtryjfOuUTiQts8QiMbHUvjJzcgmOS2f3xQi2rppG9aQoPByqgRC0CbmAT7A/Gxt04RkTk4dxKmXihzEtOLW9Af0vH1T2BojSbfuGIi0rh+wcia2FMZfCEqmaHMP1yGSauds/tDEvhScxY99SmoVdwS05hpyWzYuUP+9Tk5XHbmJjXjEqV1X0KioPQFRSBjk6iZtd8SF+VxwNwj80kUZRAQA4dyw++ZqliZZgUwvckkqOEyOl5MNNF1l2JAgAr6hAqicpZgmP+DCSzKx4d/8Koi3saLmt+F2r5UX/plV538WDMWe3Q0QEVK1abmPnhWa+Mr8PnYJOs/KvOWxLn0qzpV8afKzrUcnYWZjQIuQSrx1fl39c69O2SL3ZAxrQu5ErjdxsDS5DWVAVvYrKfZKVo6PNgt0AJZo95mxUwhDPCTxNppEW01atiq1nZqIh2dQSo+SSQxX/ezaMZUeCaBxxnW43TuZ7dwD8sPGz/JvJ+Snv0aRmlfs6J0MSbq334AkNLTdFLwvtLG4wawvv3zgJgOvBPQ9lrB5fK6mx3wo6VbSwedEZvanWiI51y3+jVB6qoldRuUd0Oknfbw+SrdPhHh9O7bhQoHhF3zrYn8+2LaJ2fBjb6rWnr0XxC3FmxkYkm1iSG3Wj2PFq60MFDzu/iy+3LswvW9eoG0Mv7M1X8rdsq+D1/tsPeIaGId1JUfQyNBRRwg3O0LScv4vnT21m3s7/I0ujxUSXA4BHbMFNceb68/x54hZ+s3vgaGV632MdDYilUeQNJhxfR/XESK451kBISYqpBc1sbB74XAyJquhVVO6RJQcDuBKZjEaXy7llU7DKSift/DAsmjQqUm/gd4d498gaaseHAdDn82kl9mlloiXayg67pFjQ6fI3UmVk57LxTCgAQup4+2DRlIOBU6bz3O7uDD+/ixUt+uNfpQ5XnBwNebr3Tc+nmsPPkBMahvFDHktKSWaOjrjULEafVUw3eUr+gntDGt26CGlpYGHBnydu4ZoUw7c7rvDRkKb3PebffiFsWfZm/vv/azuURe1HkaE1IeDBTsfgqIpeReUeyczRUSU5hj5Xj2KVlQ7A1dWbaVZI0d+MTeXSrVgaRyoz9GhLO5z79SuxT41GEG9ug1aXCykpoJ8RTv3rLFvOh9Mo8gbvHFhBteRo3un3Fv826IJzajxtbKtwqFZzDtVSTAXe1SvGBlwcokoVdAhygkMfuqLv/MVeguPSqZEQQcOoQD7p+iJBdm70unaUCJ8uNPp1LgQEEOnuSauQC/y9ajpLfAfBkILdu/2+PUj/plWZ2O3u8Xk2nQ0jJiUT390FsYMyjbRsa9OXNJNHMx2jquhVVO7ChbBEGla1QRTyGjl6JYKdv07EJjOVLI2WLK0x13cdptnHSvmui5GMW+HLkEv7cUhPYtyQ9znq3oQLxndXd4mm+vgnCQn5in7L+XAAlv81B6c0xSMnrllrsnKNSatajaR0ZbNU/SrWvNC+Jj0aVLxtPg9zSzNiLWwxDw196GNFRiUx4NrR/PADk76bRpPfA/ivfntet9Cve9y4wXt+Gbx7YCUA3W/4su18OF/uuMLMvg24GJbI9eDYUhX95D9PK/8v7gOg18vfE21pz4znO3J23XlWvlL8gntFoip6FZUS2HcliheXKot5QZ/2R0rJquO3SDp5GpvMVAC+6PwCfa4eoW6hhdHMHB3mWRl8veUbLjl7sMuzTX68mLuRZGapvEhIAHd3AJpWtyXgRni+kv+vrg+/zR+NBIQQ+AbFsftyFK92rn1H8u9HgTAbZ2oG3QSg77cHuRSeZFB/fQD/0ERe8tvIzH3LAP3TUyMvVr/qQlRyJufOBwJw7fBp/FMSaBvsDyihCla+PZcbrZ5m3ApfFm/4hPoxt+CzgWBU/E7gvMVeq8w0ph5axQWX2lzVR/4c2dqdEa1qFJkUPCqoO2NVVEogIDoVpESjy+VqZDKjfj7G7A3+tAy5CECH135jVafh3HCsTu2YW3jM2MIX/11GIpm76ycAcqa8SdBnA1g4qvndhgJQdsaCouj11K9ijf9CZcv8y0PnMGHIbBAiX5m08nDgyIzuj6SS1+kkUVb25EZEAuRvKJq53nDZlvxDExmw6CBD/Au8ar7v+gIIgU9tR572dsPCxYkEMytSL1xm5DllF/HQZz8H4N0DK0BKqiVG0e/qEerEhZB6uOSwDSmZOVhlpnH8hxcA2D9sHG62Zvk7ih9FJQ/qjF5FpUQS0rKYuW8pE06s58PETzlu35ju10/Q9+oRwq0cWT53GG725iw/tQHr87uonhDB7jWBHPRuyqorhwixcSF15JjSB9KTaFbIdKPH7FZQ/uuRE4cyttqdbool+fBXNC1q2nPWzAaTyFtM//scdWKC2f3r63zWZSwMWWaQMSb/eZpWoRepH3OL93q9waYGnfn9nd5F6thbmnDFqSYWfr68mBjFtTbd8KvekGl9pvD59kUc/vFlwm0KXB8TDx/HsnOHYseLTs5k1t7fsMzO4LpDdV5Z+C5vGD/6alSd0auolMDlsEQmnFgPQJ9tv9Mo4jq/rfuIdrfO41u9IZ5VrLEw0bLTXrHpHvppHNuXTsb+8D6ss9K5NmkabT3Lnk4vSa/odbEFvvSWQdcB+KDHBHp3a0qXeo9Pej4rUy1xFjZo4+NZ4xvMG8f+AmD6/uXE+F954P6llCSkZTHl8GqiLe240XsQM0a3o2l1uyL1TLVGXKxSmyaRN7DPSKb6HMX7aW8dxeWzWnI0rUIvsa1ee1JMzEk961/imFHJmbgnhJOl0fL6uK8wfQyUPBhQ0QshjIQQp4UQmw3Vp4pKRRGVnEHAIT8ALjl70DbYn493LM4v/2/oq/mvT7l5kSsKfkqz9v4KQOfxw+7pUT4vJn1OeET+McsIZSFze71293EWFYuTlSkJ5taY52TimhRDm5CLXHSpBYDJ1gdXE+tOhWIaEU7noNOYvzWF1f/ryZi27nfU23o+nAtV6gBKXHjzvr0I+rQ/bg1qM63PFPzcvNhcvyOBcz7hsrMHZtu3ljhmVFIGDaICWd+4O0tnDHjgcygvDDmjfxO4ZMD+VFTKncS0bK5FJtPm4900D7sMwFsD3yFDa0Kz8Kv4uXnhMX0zH88aWdBICMYO/5ArToqSqR9zi1tN22DkcW+JoJ9q40mqsRm5YYqnTVaODm1wMFkaLS3bNjTMCZYjJlpN/s3r2I8vUiMxknWNuhNoX/WekpLodBL/0ET+9gspsvN145lQnrpxAgCrESUnRKnjbMnW+h2Y130cl39amb9HoXVNe/7y7sXQ579k0qAZ9OjRnB11faiRGAlxxe9QDjl/Dcf0JJ5+sR/V7cs/CuX9YhBFL4SojrI18BdD9KeiUlF4f7SDnt8o29r7XTlMjIUtmkaNOF5DSRyxuUEnPh/aFFuLAlfJgd5uHKrVnN6vLCbQXrGhXxn07D2P3bGuEzGWdsgIRdEfvBZNtaQoIqwdWfxC6wc9tQrBvn7tIu+zOnTilJsXTkFXy9yHzye7GbjoAL99/w8N3llPcFwaAMcuh/Oy779ccvaAJk1KbD/36UakmZjza+tBNGjTOP94jk65aYxp607Agn5Ym2m5qf/8CAq6o5+sHB1+G5VFX/PWdwame5QxlIFpITANsC6pghDiVeBVAHf3Ox+vVFQeJVySY+kW4MfNKdPY8lYX2ga8RZOI6/y6du4d5pgvhjVldOsa5Ogkg9O/wi0phrdGDL/nMc2NjYgzt8UpNlZ5b2KEbVI0Nl6Pb4LtZNcCb6B53V6h79j++O3ehmtyLOTmlujGmEdOro6o5EwWbv6KQRf3c7x6I/rodOz4YADtbp6jTlwIVz5ddNfomIU/r8Khil/tXJvTwQn8r2c9NBqBpamWpLy9DMUEl0tIy6JRZAA6BJpmzcp6CR4JHnhGL4QYAERJKf3uVk9K+bOUspWUspWz8+OzoKRSuUnOyMZjxhb+uxBBelYuQuqYvXtJfpKQmqMGodEIoq0c2OPZplibu5mxEe09najhYEGCuQ0Xq9SmVyPXe5bFwsRI8aVPSCQ+NYsxPx/DPSECXY3Hd2KU7qLMkPfUbsWvbQbT3tOJ+CrV0Uodb368jlO34ktsGxiTiud722gRcolBF/cD0DbkAr/9/SFdPt6BT/B5coWG+m+8WGZ5LE0LbixuduZsnNgBJ328GxszY1JNzADITbxT0a88dpOGUQEk1vAAq/JN7v2gGMJ00wF4WggRBKwGugshfjdAvyoqD515mxWf+Akr/UhMz2bwhb2M893I86f1C3L6mdvp93ty4cPeJXUDFFUi94OFiZJlSpOYwP/tv4FDehIuqfHk3MUs8ahjZG3FmJHzmdbvTda/0R4AmyZeAMRcvMbHW4ou6207H47HjC1EJ2fS7ct9AAzz30WqsRmjRylbj9uGXODtQ6sY7L+XA7Wag3WJhoR8LE2Uz8aylOQjz3dXZMtOSb2j7Ls912kUGcBFl9p3lD3qPLCil1LOlFJWl1J6AKOAPVLK5x5YMhWVcuByRLKSGANISM+i242C+CWnq9YHc8VH3d7SpFQlYWOm2O1f7Xx/isBEK4i0coDgEGKSM2mj38GZU7/BffX3KGCi1XDEoxkvDGpLC33ijxRnZZa/as1s5OEjReq/vkoJ99v6410Y6XJ57djfDPXfQ2aXbhyt6c2o0QsAmHhsLVVTYqnyftGUjCXx7+SOzBnQEDPju9+MtfrcrUb2AAAgAElEQVTootmpaXeU2WSkUCMxknq9O5VpzEeJx8MJVEXlIXHhVhy7f32Dyz2eISHNh1rxYeyt3ZK/mvTEtG1rSt/PWoCZsdEDbe/P1UGEtSPmOZnsOHaVH85sJ9bcBode3e67z4rmfKgSuiFv4RPglxBJW8+29Lx+nPWr3kX+NgWhz4ZlpMvl9KIxfPTUeKwzU5mxfxkA0S1a8d9bnem9EL5vN4JJR/8i3MqRhmNL9rYpTB1nK+o4l25u0VrmKfr0O8oa6QPUOXf2KdOYjxIG3TAlpdwnpXx8nEtVnmjiU7OoFRdKnbhQ+v+1mFE/HaVWXChp7rXZ5tURUbt8H9GFgBhLZdZbJTmWzkGn2diwK2b2j05EynvlXIii6I8HxOYf696gCpOffpct9ZXdp+EbtwOQnpVL3yuHsclM5cutC/lg95L8NtccqlPf1RovV2v+bvwUOgQfPTXe4CkKTawVRZ+Tpszo41Oz8JixhWuRyXQMOkOu1hh8nnBFr6LyONF83k4aRhVEDq8dF4pldgY+fdvx2dAmfD3C+y6tDY+pVkOshaLU+145DEDLTvcfL/1RoFdDJZrm1F7184897e1GhrEZM/pOQYcgcuc+AD7afIGuAUV9OnZ6KpEgk1orG8bWTGhHkEM1ak/fxMQfyma2uRfyTDe5acqMvvm8nZjmZNHz6/3UjQ0mxb0W2D5+N15V0as80TSMLFD025ZOAsCiaydGtnYv9wBVTarZkmCmLCxOPaQkGPEYNbhcZTA0C0c148/xPvlBv0CJvQ+QbGrJNacaxO8+CMCfJ4JpEBXIAQ/FYHbRpRbjh87BY/pmendSNozZmhvT3csFAHdHw29Y0pgrXjekp1N75hZqxYVy5ashvBJ8jLoxN8msU9fgY5YHqo2+FGJSMtFqBHYWJhUtioqBMdLl0uP6CW7ZVsE9MRLT3BzOutalaasWFSKPEIKrzgW7aU+51adF68fLX/t2LEy0tKtTNONV4dvnmar16XH9uHJc6qgVH8pR9yZ8+NSrRFvZ59crvIj6w5gW3IxLzV/8NiRGWi1ZGi1kZKAzUVI3Arz/p+Lxc7VBE1wMPurDR1X0pdBqvvJBX53fFxOt+gBUWYhLzWLC8XV4xoXwh3cfxpxV7MSh78zGW1Nxn3Om1gSP6ZsVTyAhCKpAWR4WzWooQcfaeDgQ4FgNx/NJJEbG4hUdhEV2Jh0Gd2N+Ug1MtRp83O24EV3U1dHcxAgv14eTk1WrEWRqjclJSwdrSb8rh4qUO3Z+/GIOgaroy0xGTq6q6CsJ/12IYO/lKEZdU+KO/+gzjIMezegW4MvTE0dVsHR6HtG45oaghoMFV+f3xT8skSXblY1lY99dTqPYYAAsunSETREMaVGdBYMbk1vIY+dhY6QRZGhNyUxOw9kqgVrx4XzS9cX8pCYW7dqWmyyGRFX0ZSQ7R1fRIqgYiAkrlQW/qYlR/NWkB+17tGaNryvbvDoywuzRMdGV92JweWKi1dDC3R6Ttq1hI9SLvkm9mJuka02p6dOMP1zjaeFujxACrVH53fS0RsqMXpeejmfsLQD8q3jS4bXfaBR5g5/dHp1UjfeCOkUtI1m5qqI3FJvPhdF/0cEikQjLC51OgpTUiQ3GOS2BAc/1ZkZfr3KXozTmDWrMkBaPXtYoQ7M5Xku2xgj3xAg8Y0MIsq8KRka0r+NU6uamh4FGCDK1JpCeTs14JbjcTfuqhNq6sOMxDBWdh6roy0hCWnZFi1BpmPTHaS6EJVXIzTMkPp2xpzaz+5fXATBt51PqjteKoCJughVBrsaIUBsXGkQF0jnwFDcca1SoPFqNhiwjY0RGBjUSI9EZGXHouxcqVCZDoCr6uyClpF50EGv+mMFzCzaRmZNb0SJVKnJyDafMpJQsPRzIzdg7Y5TkkZ6Vy4tLTxTJL2rk0xYTrYZzc3txdX5fg8lzv4xtp3jdlKdduiIxM9Zwy86Vp26cRIMkY8y9h3c2JEYaZUaflZqGa0os2VVcQavlrwntWP5ymwqV7UFQFf1dyM6VTDi+jrbB/qxdNY1jAcUnI1C5Pxp98B+dPt9TesUycCEsiQ83XWTMkuMl1mkwZzth4bF4RQdywaU2EwbPAmPFRc/GzPiRWGzXGikyZD8hpsJD07sTbKfYvXVCMOzdsRUqj2KjNyEpMRX7tCR0DopraJtaDo9VGsfbqfhv9iNMenauYq8DaseHYRoUcPcGKmXGOUW5aQbH3hk86n4Y8N0hXj+2FpcLp4stj0vNQqPLZc+S1zDNzeHzLmP5r157g4xtSPo1UQJ+dar7+CqVe8HR0oRbdornTbKJBZiZVag8GiHINDLGNCcL+/RkMmwdSm/0GPDoGScfIXp/c4DZGQWmANvjh6HX4+leVZFs9w/HxsyYtrUdGb3kGHWjb7Lzt4nctHMlR6OF+b3zZ9b3w+wN5/GIC2X6/uUkOlYBpuaXZeXoMNIIWszbSbvgC7glx5AjNByo1Rwv19LD25Y3LWvaP1BgtMcNIQTnXJXdpraZJZvdygutRpBhbIpTWgLm2RmYuz7eISjyUBX9XYhIysApLYEzVevRLPwqplERpTdSuYPXfldCz26c2IETgXEMi7gGQM0E5XpGnL2EWUOv+959/PuxW7yq94nX6JR1lOxcHYnp2bSav4vG1WywyUjhu38/A8Bn4nIuzuuHkaby+qo/Thxzb8If3n3YVr89KytYFiONINXYDKusdOwyUjBzfRz3wd6JquhLwTEtkWuONXBIS+TSziPkRiZTt8qjNxN8HHjmh8N4xIXStVDMd4BJC7cTUD+Sg9O6ERSbSsOqNvccZyZvG30eU/86y79nwwDwD01i9fr5OKUlsqueD19P7o25Sfm77qkUjxQaZvWZhINlxe9hMNIIUk3Msc5IxSYjBRwdS2/0GKAq+lKwT08izsKWc651aRl6iWdX+rLnncc3PnhFotHlsm/JBEAJWDW1/9tsWzoFp9QEfFOzmLDSj0PXY+hU14kqNmbYmRsze0DDYvuSUlJr5la0GoFVZhotQi8DYB0fw4mLIWw9dYtFW74m2dSC0Wf+Q4PixbL31el8/BgvqlVmOtd1qmgR0GoEKSbm2GckKwecKl4mQ6Aq+rsgpA779GTizG0ItqvCgCuHaG+h+tPfC8kZ2XQJ8MMjPgzfagWZkiKsHImxUIJWOacqeUMPXY/h6Yv7CQx342BVxW5bkqJfcjCAetFBeIdfI97cBq3Usa5FH4ae2s6srzfxTPg1nr50oEib5pNXMbNzy4dxmioGoLm7femVHjJG+vzA+agz+sqPbUYKRlJHvIUNlllKfOqnjmyGN3pVsGSPD03m7iBg7Vw0SL5vNyL/+MFazenZpTE5izU8ffEAgfbViLB2ZNGmL0gzNqXh/9YV219AdApuduYs2HKJs6umY5uZyvkqdcg2NWONV1eGntpOk4jrTDnyZ36bUGtnBr3wNdvnD6GKTcV6daiUzAvtapZe6SFjrNUQY1Eo3ryq6Cs3Ukoc0pRM8KnWdux09eGdg7+Tal85HuXKA7+b8TinxOWbTcad3ICfmxcf9HyNt98ZzsqTIQQ6VKN16EV+/+t9lrQeBIBFdibjTqwn28gYUDxQcnWSOrOUhN11XaxoE3Ih30ujSeQNIlr4cMGlNjlCwzdbvgZgRu9JtAm5wPzu4/h6Yg9VyT/ilHf8/+IwMdKQYWxacEBV9JUbnVTs8wCfv96DxtuUlGhmqckVKdZjw7GAWEb9fIzR10/kHzPLyeJkjUb4u3ri5mjFc21rEmLrQl191MLxJzeQamyGZXYGs/f+pjSSP4IQJKRlAVAjIYLwTBve9NtMgpmSA9QuI4U4d09STS3QSmWj0U7Ptqxu1ofVzfqwZ2oXapchX6iKihCQZlxoQlBJbPTqhqkSyNHpcExTlDtOTghrK3KFBpPUpIoV7AHxmLEFjxlbCI5LI/Ehxu8Z9fMx3JKi+OS/74mxsMs/fsOhGgApmTm42Jiy2Gc4x2s0zi9f1nJg0Y5SUgCITc2iSnIMB38ah//CEQy4cogddX244aAE/kpro+Tx3OTVCYBa//yJu4OSgcjRyhSVR5eVr7Th+zH3kob94aERgvRKOKNXFX0J6HQFM3qcnNAYGRFrYYtFfOzdGz7CZGQXxOrp9Plehv7fkYc63v/9swCA4zUa5R+bMXkgk7t70tLdnvOhiZys0ZiRYz7lRHVl0bXujMlMGfguSSb6NHGRkQBs94/g6YtFF1frr/w/5j01nqUtB9Jg8suMbVeT2b3eoONrv+LZuBb/vdWZPVO7YGtu+ExEKoajU11nBjR1q2gxACX7Vbq2kKK3qhxPgqqiL4FcKYvM6I2NBBHWjthEh1esYPfAsYBYPGZs4XqUYm7yen877W6e5f3dSzj53XOMX/bxQxl3w+lQasaH0TTiOuFWjszvPo4/vPuQpdHi2LkdU3vVR6MRdC60zX/8kPcZNXoB1o0b8m/DLkx6ZrpSEK5cb2MjDTP3LQXgmmMN/u/b9Xh71+GMW30+7DEBSytzJj9Vl0Rza0Jsldgp5iZGqslG5Z5QZvSFTDePwLqBIVAVPUqM8iZz/2PNyVv5x3JzJVWTY8i0tgULC7QaDaE2LthHht7RftIfp2j98a7yFLlMbNJvGDpyo+Ap5Kf1H/OK70ac0xIYeX4nQdv3GXzct9acoXnYFQDGjvgQizoezO71Ot5vrgZLy/x6ztYFM6dEc2uOuTfN38gUrI9/QoASX2jRv2fQIPmnYVd6jvuRHqN63DGuk2qiUXlAhKCo6aaS8EQpep1O8vn2y0QlZRQ5npmjIzkjh+nrzucfy5USm4xUMm0V314LUyOuOtXEMeIWZBRtv/lcOHGJafgGPVrRLY31kRCTM3IAsM5MxSZLCSL2TYcx6BCk/LPJ4ONaZKUze88vAAQ6VOOVjrXRaYxINynq9ZInH8BnQ5uw/o32eFe35f0BDWnZpTm5QgM3bgDgnqiESzjZpEORtl3rOxeJKrj9rU4cmdHd4Oek8mQgbrfRVxIeWNELIcyEECeEEGeFEBeEEB8aQrCHwalb8Szed4Opa88WOV5cAowcnQ6rrDSyLZVH/zkDGhLg4IZGSggMLKiXq6N1sD+XvhpK1O9/5R/X6SSv/+5Xocp/87nwfFnSs3JpHXwBgNGjPibh3ZnctHfFJeBKkTYZ2bkPtEibkZ3LuwdW4JSWSISVA9e+GMRA76rF1s2LNTO0RXVGtnbPTx33Ssda2NpaEmjvRq6fH+GJ6bjr4+K8PaEP/+tZL3+hddlLbYrECfdytcHNzvy+5VdRKWK6qSQYYkafCXSXUnoDzYA+QggfA/RbIr8eCmTflah7bpenWBLTiyqyzOxcjHS5uCTH5mf20enAKjONHCslro2TlSlB9voFo2tKUK5cncTzvW2MObMdE10OxsuX5ff50eaLnDx+ide/VGzkLy49QXpW+SYuiUnJBCAyOYOVx4J46sYJkk3M6Tz2aXo3duWiS23Sff2KtHnqq/14f7Tjvsf8dvc16kffBGDc0DkAmGoVc0wdZ8s76gd92p+vismN+uuhQPyqNSBpz0HaLdiNp94F07lFE6Y8VfeR8LlWqZxkGimL96e9WlewJIbjgRW9VEjRvzXW/z209DgXw5KYt/kiLy49ec9t84JcpehNGXnciE5l6dq5nFg8lnMrNwDKjN4mM5UcS0XRS0m+ol+zajcXwhKZ++8FrDNT6X3tKADesUH5fSYlp7H6j5mc/OEFDvR7jme+nM4P85bds8wPgmNqAkGfDcBs0UI+2XYZn1vnOVezMa/3aYyNmTGnqjWgZkIEoacvERSjbD4KTVB2AG8+F3ZfY/647wZ1Y26xpklPuo3pAyiJoN/pVY9Fo+/Nhe5UNS/sM5KpExtC7dhQIq0cwNa29IYqKg+CEIwavYBfx86qaEkMhkFs9EIIIyHEGSAK2CmlvCPNjxDiVSGErxDCNzo6+r7H2nclkv8dWMm7+5ffc9ulh4N4f/cSGh3Ymn9s58VIDp0NonOQkrBCLFBcAnU6sMpKz5/R66Qk0dyaQPuq1D+4nZkzf2PlUaU/05xs1jXqhkt8JEREkJGdS+iW3XjGhQDwst+/DL64j6d//QSyszkWEMstAyTckFIqya5vIzAmld+P3aTDzTMAzN77G+0Dz1AnLhSvscMAaFzNlgMeiuL9evYSun65j41nlIVmm4wU/rfixB39lkZMSiZVk6JxTkugzYBOTO1VP79sUve6NHIru5J+sb0Hp92U9s+e2caAywfz45arqDxsjrk3Jc21WkWLYTAMsjNWSpkLNBNC2AH/CCEaSyn9b6vzM/AzQKtWre57xn9gyd+sProGgOGzVvPciE4806xsH4h9WiKv+G5U3mTNR6c1ZvwKX3pcU+5Lx2s0pu0VX4iIIDrTlNqZacTp/Wh1epPOLs+2jD+5gX9X/I+9tVvSLcCPRe1GsqtuW4Ze2EvoyrUMyW7Aa1ePkK0xot0by+ga4IdZdibzd/7I+Q+/ZlSOskGof9OqLBrVvNS46H4347AxM74jPHKtmcoN69zcXtiYFfiK9190kLSsXBbcKlhcXrVmNgCOLz2Xf+y6Uw2STCxof/MMx90b8+bqMzQLu8KGlVNJMLMi54NwtNZld0984/dTDLh0EAC3F0aWuV1xzBnQkLqHbpBpZMzLfv8C8EezPvR8oF5VVMqOsVHlMQ8a1OtGSpkA7AP6GLLfPH4bOIHVfxY8Ti3/8kUyX3ixzO1bh1zMfz1+9Dz2X42m+/UT/LJ+HgAfd3sZALluHZfDE7HKSiNXP6P3crUB4N8GXcg0Uu6P3QL82F+rBS/vXsE517pccvbA/IPZuF4+x6izOzjZrg97vhjJxOXz+b15P2UX5y9LGOy/h39WTOWVd8ew79sVpco99Mej9PzmwJ0FUtIs7Aozft5X5HCafi2gbbA/u+q0JkBvcvrBZzi4FWxMkULD+aqeDL2wl30/jWfejsVsWKlkZ7LLSCF4xZpSZStMRk4u3hHXuGVbBVOvevfU9nY0GkGuxogVLZRYN8G2VfhxZeV5lFZ59NEaVR6nREN43TjrZ/IIIcyBHsDlB+23OGwbeXGyWkNGjv6EbzqMwSI7kxHnd/HNjB+L7Pq8naCYVOrM2kqHm2fINNKSrjVlyfr5fP3JH0zbv5w0Y1Om9nubc651ueFQjYNfL8UoKwtjXS6u1RXXvTz/7vNV61L/nQ1Menoa0ZZ2WH/0AVbmJiAE37cbiUN6EhtXTsU8J5O2383HxsyYWk6WnPmgF4t9htMk8gbfbPka94Rw6kffxGf6a5Bacgq13Zci81/73Yxn1XFloTMxLZuh/nvYsHIqUz98GZmk7OLNydXRJtifzcvepE5cKCdqNOal4XOZ9PQ0+m9aWqTvFS+34bSbFwBaqeP508oTwt7aLYkzt8Fk+/Z7+nw6ezrRJtgflx6d76ldSfjUdmBBt5dp+8YyOr32K2ZmFZ+YQuXJwURV9EWoCuwVQpwDTqLY6DcboN87GPrp27QOuYB5z+5823EMTd9czS3bKrz92Rv8vPsyfxy/xcz15+5o992e6+TqJO1unueouze/6KMkblrxNl4xN9nz6gxeXvIBC4Y05UhNb1qEXOSbNcoCq5lDQZwWy0JZiTY36EzrSb/TdPQAAGb182JLg0580ENJrLGzfnuMmjfLr29nYcKmBgUK8NefNvPS8LlYZmeQsmIV8alZZBfj5vnKcl/ePPQHS9bNY+jiw7z3jz+BMal4f7SDof67AagTF8KlX1cTnZzJzouRTD2wksaRiv/5iHmTuWnvxuYGnfFwKur10qmuEz+2HcZnXcYSYuPMTs+2vDjsA9ZO/Ig9dVrjtGebsgpdRjRhobikxmPWrUuZ29yNdrWdkEJDpLUT/7zx6CXyVqncVKZUkw9so5dSngPKNSLRh083ossX+7Cq4sTaJj2YemgVlu+/x6ynxgPwyZCiCX03nAnFPi2RWvGh3Ozck6/qDUYjdUw8tpYgu6r0mPc2Zva2NKxqw6QaTXj+9FZm7FsGgElN9/x+js16ipXHbuJsZYpPbUfSs3PzH+9e6VibBVsvs7zFAM5WrccLL90Zs37OsOY8E/UVSWZW7H2+E42upnDFyR2babN45UQmF6vUviMxtGNqAm8f/gOAFmGXmXJ4NZMinufN6ydof+sc37YfxUt+m0jftoPWkdWwTU/mpH5X6qGa3nTs2JzLbZuiKcYdUQhBqqkFP/oM50ef4fnXdkiLanz23xaG+e+G0FCoXv2un4eUkk+3XybWT78m4OV11/plJW9dpFkNu0ciKYXKk4VWVfQVS01HS4I+7U+uTtIoJoF+Vw4z1m8TS1sOpEZiFGPfCGL54on59XNzdczb8SPGuly6zX0T/rjFihb9scpKw+zV8Yy0V7xBhBAcrancJAZf3Kc0di9Q9NZmxrzR1bNYmYw0gt1Tu3ApPInlRxwY0q3xHXX6N6nKbLcCT5SV432YGTSZ1X/MZOuyKZypWpecmZ3Q2trkp8r7n1/BztX1v78LQNfAAt93z8mvcHROEF32buLf82dpGnFdGevFb7nk7EEAYGZccn7UhlVtuBiumH0+HdKEUW2U882LMpl45jy2pSj6m7Fp/LQ/gGFBilkJD4+71i8recHIejSoHAmaVR4vNJVI0SOlLPe/li1bSkNRc/pm2XHCL1KCDLV2khJkpkYrt2w+nl9n6ifrpAT5vc9wKaWUl8OTZM3pm2XN6ZulTqe7o7+vOj4rpWK0kDI62mCySinljahkmZCWVWS88YPfyx8veelKKaWUvkFx0vOdf2SwjYs8WNNbhls5FMgE8oxrXdn51Z9lfGqmfP2ZGUXKlrYYIGtO3yxfW+lbJpl0Op30DYotcuzrPw5LCXJT/Y6ltu/x1T5Zc/pm+VPrwTJdayJldvY9XJGSiUxKl9PWnpUJqVmlV1ZRMRB5uuH9DecrWpQ7AHzlfejcx3JGfzvBdq6E2DhTPUnxzzfR5XD1k4Xg/hU9G1Yh8aTiIz/x23cAqO9qzbxBjTl8LabYHZZH3ZsUvDFwPOrboykGfdqflh8ZM1Zrwk//fMy+z34mpFY7TLUaRp7bSfWkKGb1nkiYjTODL+zlt1bP4B1+lRqD+/LfiNaYGRuxtX4Hxg15n0ytMRopmfPtFA6amhQJGnY3hBC0rOlQ5JhTrWrkCk3+ZrC7ERKvbLJqGnGNy84eNNMa5mvlYm3GZ8Oall5RReUhUJy583GlUih6AH9XT6onRfNby6cZe2ozbx3+k8WvZnNq1f9RPzpIqdSgIDn18z41ed7nzhyVzWrY4SsbsqzFAHI1RrxSDh/2zP4NeSctm/WNuvP0pf203HSOTK0Jf1/Yy0WXWjR+aTgH9gfwRZexjGhVnb987Qgc0zb/JvVWz3osFIKD07qRlaujjgFC8+p0kp/aDmHciQ3Uf+cf/pjclRbudgghCIpJLbKw6+Fkie3xQ/gE+3PtufEPPLaKyqOAaqN/hPhudHPOBiew/OZALDPTabL4c76Y5sCM/ct49vQ2mv/fYX6IDCDcpQZVra1L7W/FK20YsOgQc3u+BsArD/sEgGEtqzOgaVUmXTvOmLPbmXhkDdvrd6BF6GUypk1nam8vmlRXFiRdbc34fFjR2DBvPlWX17rUuast/l6xNTfmWBVPTHQ51Iu+ydAfj1Db2ZKJXT2ZuvYso9u488kQ5cnnUlgiQfr9DbL/AIPJoFJ+ZGdnExISQsZtkVmfRJY8rQThszbL4dKlSxUig5mZGdWrV8fY2DBJcx57RT/Q242B3m54HArkaM2m+HvXYbjPMMJsnFi06UsaRgXiHX4V2bFTmfqzMTPmrwntmPLnaZaMbfWQpS/AzNiIE/pMTFOOrmGKfvevea8eCI2gb5PiI0CCYnoxpJIHeNrbjW9dagHgFR1I58BT7Kjrw1lPJYfmnydu5St659R4AOLNrIlv1c6gcqiUDyEhIVhbW+Ph4fHEB4xzTMogIikDF2tTXG3LPxKqlJLY2FhCQkKoVauWQfqsPDsC9FjoFV5eHtIBlw/ilhyD21MdytyHq60Zf73WrtxT0CWZWbGqWdFNxcLnoQYCLRGNRnBLn/zji22LePfgSr7YtpDWHootv1v9ghjwNRKUTV1b3vmU5h6VI8fmk0ZGRgaOjo5PvJKHwhEZK+ZaCCFwdHQ06NNVpVH0Q1tUZ2y7mmg0gi1TOhJp7cQt2yqMOLdTqdD80Ug+fDcaV7Phvd6T6D92IQBLWg8qkpGpvMnVFH1KsM1IITsnlx//WYDPQWVPXEpmDjX0SUGeG9MNE22l+Uo9cahK/tHB0J9FpflVfjXCmw+fUWbxjdxsqWZnjkluNg55Cb4b3+nX/qix5lXF7HHB1ROP6Zv5uPu4CpXnvX4N2FFXeaI44t6Uqsmx/PL7XvpePcKEpUp8IN+gOGok6sM0GMh/XkVFxbBUGkV/OwO93firSaFYhy6P/qYbS1MtB6d148dnWzC+Uy0CP+lXofK83LEWEwbPwvOdDWyt3wGznCwaXSnYrKWLT8DOwgT3hAgynVzAXM3spPJghISE8Mwzz1C3bl3q1KnDm2++SVZW1h31wsLCGDZsWKn99evXj4SEhPuS5ctP5vPll1/eV9tHjUqr6Kf1rs/XnZ/n3b5vMnnguxUtTpmp4WBB3yZVea9/wwp/lDbSCKTQkGOkxa+64pr6xbZF+eWHl/zF2eAEGkQFkl6/QUndqKiUCSklQ4YMYdCgQVy7do2rV6+SkpLCe++9V6ReTk4Obm5u/P3336X2uXXrVuzs7EqtV4JE99nu0aPSKvq87ctrm/ZkU0PDBNl6krnkXIvD+vAQh2p6k2mk5cL6HXzw7wVck2PJqelRsQKqPPbs2bMHMzMzXnrpJQCMjIz45ptv+O2331i8eDHDhw9n4MCB9OrVi6CgIDCyC7oAACAASURBVBrrzbFpaWmMGDGCpk2bMnLkSNq2bYuvry8AHh4exMTEEBQURIMGDRg/fjyNGjWiV69epKcrG/2WLFlC69at8fb2ZujQoaSnPXhSoEeNx969sixcmf9QwuM/WQjBs6MWUDs2hFBbF7YunYJ7fDhGulwc0xKJcalS0RKqGIi33oIzZwzbZ7NmsHDh3etcuHCBli1bFjlmY2ODu7s7OTk5HD16lHPnzuHg4EBQUFB+ncWLF2Nvb8+5c+fw9/enWbNmFMe1a9f4888/WbJkCSNGjGDdunU899xzDBkyhPHjlY1+s2fP5o+Vyxgw+uVKNJ+vxDP6wuQlp1Z5cAIcq5OpNeGmnSu14sNwTE1AgyTW2qH0xioqd0FKWay5Mu94z549cXC483t26NAhRo0aBUDjxo1p2rT4sBm1atXKvwm0bNky/2bh7+9Pp06daNKkCatWreJKBW2SephU6hn9XxPaIe8hnrrKnXT0dCIrV8eJwDgAXu5Qi+d83Nm9pzrdA3w5sXgsADWbqvlcKwulzbwfFo0aNWLdunVFjiUlJREcHIyRkRGWJbgal/U3bmpaEPvJyMgo33Tz4osvsmHDBry9vVm2bBnbd+6+zzN4dKnUM/r/b++8w6Qo0j/+KZawBBEQFE5EQBFBsgQRlHQgKiCIoNyBKCoo+gM9vTOLOSBmMaBiAkkCYsa7FQRJCkoGQTKIsOSwwIb5/v7o3tlZ2IUNszvL+H6ep5/prqp+69vVNW9XV1dXN61WjmbV7QWe3DDq5maMH9Ccwe1qUKZEER7pXJtq5Uvy+2lnpUtXrE3ryAg0ooZ27dqRkJDARx95n9dMSUnh7rvv5oYbbqBEiRKZ7teyZUvGjx8PwPLly1myZEmmaTNi//79VKpUiaSkJEaPHp3zAyjARLWjN8LHXe3PY+Ej3sdUnHP8GjqvfsMriDnNum6M3OGcY/LkyUyYMIEaNWpw3nnnERsby9NPP33c/QYOHEh8fDz16tXjueeeo169epx66qlZzveJJ56gWbNmtG/fnvPD9NGcgoaLRNdG48aNlfpU3Dg5qXrfVzTdtJSVFaqyL7bUMV/GMk4uVqxYQa1aJ+cQ2ZSUFJKSkoiNjWXNmjW0a9eOVatWUbRozr4xHL//MFv3HqZCqWJUKhO5d0MyOifOuQWSsj0JV1T30Rt5y0/+fEIt/YnODCMSJCQk0KZNG5KSkpDEm2++mWMn7+E9EI6mp3vm6I1ccUebc7m7w3mRlmH8hTnllFOwHoLjY330Rq64+ZJqEX+D1zDCSerEfMWiaII+a9EbOWLJox1YtGkvZUrk5hbZMAoepxYvwjkVSlGiaPS8f2OO3sgRp8QWoWUN65s3opOSxaLLNUbPvYlhGIaRIbl29M65s5xz05xzK5xzy5xzg8MhzDCMvxYxMTE0aNCAOnXq0Llz5xNOLxw6sdn06dPp1Mn7XvHnn3/Os88+GxZNqS9r7d+/Pxg2ePBgnHPs2LEjLHnkB+Fo0ScDd0uqBVwE3O6cqx0Gu4Zh/IUoXrw4CxcuZOnSpZQrV47hw4fnyE6XLl247777wqbr3HPPZcqUKQAEAgGmTZvGmWeeGTb7+UGuHb2krZJ+8df3AyuAk6sUDMMoUDRv3pwtW7YA3lw2//73v6lTpw5169Zl3Lhxx933gw8+4I477gC8FvmgQYO4+OKLqV69enAO+0AgwMCBA7ngggvo1KkTV1xxRabz2/fq1SuY5/Tp02nRogWFC6f14Y8aNYqmTZvSoEEDBgwYQEpKCgC33XYbjRs35oILLmDIkCHB9FWrVmXIkCE0atSIunXrsnLlyhyWUtYJ6xMH51xVoCEwL5x2DcPIRyI1T7FPSkoKcXFx3HTTTQBMmjSJhQsXsmjRInbs2EGTJk249NJLs5z11q1b+fHHH1m5ciVdunThmmuuYdKkSaxfv54lS5awfft2atWqRb9+/TLcv0aNGkyZMoXdu3czZswYevfuzTfffAN4b6+OGzeOWbNmUaRIEQYOHMjo0aO5/vrreeqppyhXrhwpKSm0a9eOxYsXB2fWLF++PL/88gtvvPEGw4YN4913383y8eSEsD2Mdc6VAiYCd0ral0F8f+fcfOfc/Pj4+HBlaxhGlHDo0CEaNGjAaaedxq5du2jf3vsU6I8//kivXr2IiYnhjDPOoFWrVvz8889Zttu1a1cKFSpE7dq12bZtW9Bmjx49KFSoEBUrVqRNmzbHtXH11VczduxY5s2bxyWXXBIMj4uLY8GCBTRp0oQGDRoQFxfH2rVrARg/fjyNGjWiYcOGLFu2jOXLl6ezB+mnS85LwtKid84VwXPyoyVNyiiNpBHACPDmuglHvoZh5AERmqc4tY9+7969dOrUieHDhzNo0KBcTzUeOj1xqq3s2rzuuuto1KgRffv2pVChtPaxJPr27cszzzyTLv26desYNmwYP//8M2XLluWGG27g8OHDx2iKiYkhOTk528eUXcIx6sYB7wErJL2Ye0mGYfyVOfXUU3n11VcZNmwYSUlJXHrppYwbN46UlBTi4+OZMWMGTZs2zVUeLVu2ZOLEiQQCAbZt28b06dOPm75KlSo89dRTDBw4MF14u3bt+PTTT9m+fTsAu3btYsOGDezbt4+SJUty6qmnsm3btmBXT6QIR4u+BdAHWOKcS+3Ye0DS12GwbRjGX5CGDRtSv359xo4dS+/evZkzZw7169fHOcfQoUOpWLFirro8unfvTlxcHHXq1OG8886jWbNmJ5zaeMCAAceE1a5dmyeffJIOHToQCAQoUqQIw4cP56KLLqJhw4ZccMEFVK9enRYtWuRYaziwaYoNwzippynOKQcOHKBUqVLs3LmTpk2bMmvWLCpWrBhpWUFsmmLDMIxc0qlTJ/bs2UNiYiIPP/xwgXLy4cYcvWEYf0lO1C8fTdhcN4ZhGFGOOXrDMIwoxxy9YRhGlGOO3jAMI8oxR28YRoGgIE5TPHfuXJo1a0aDBg2oVasWjz76aDC/2bNnZ7pfqVKlwpJ/uDBHbxhGgaAgTlPct29fRowYEdTVs2dP4MSOvqBhjt4wjAJHQZmmePv27VSqVAnw7jhq167N+vXreeutt3jppZdo0KABM2fOZN26dTRv3pwmTZrw8MMPh7MowoKNozcMIx133nknC8M8TXGDBg14+SScpviuu+6iZs2atG7dmo4dO9K3b1+qVq3KrbfeSqlSpbjnnnsA7y7itttu4/rrr8/xnUheYi16wzAKBAVxmuJHHnmE+fPn06FDBz755BM6duyYYbpZs2bRq1cvAPr06ZOdw84XrEVvGEY6stryDjcFdZric845h9tuu41bbrmFChUqsHPnzgzTeRP5FkysRW8YRoGiIE1T/NVXXwUvCqtXryYmJoYyZcpwyimnpPtgeIsWLRg7diwAo0ePzpW2vMAcvWEYBY7QaYq7detGvXr1qF+/Pm3btg1OU5wbunfvTuXKlalTpw4DBgzIdJrijz/+mJo1a9KgQQP69OnD6NGjiYmJoXPnzkyePDn4MPaVV15h+PDhNGnShL179+ZKW15g0xQbhmHTFNs0xYZhGNGHTVNsGIYR5dg0xYZh/OWIRDeukTHhPhfm6A3DIDY2lp07d5qzLwBIYufOncTGxobNpnXdGIZB5cqV2bx5M/Hx8ZGWYuBdeCtXrhw2e+boDcOgSJEiVKtWLdIyjDzCum4MwzCiHHP0hmEYUY45esMwjCjHHL1hGEaUExZH75wb6Zzb7pxbGg57hmEYRvgIV4v+AyDjiZoNwzCMiBIWRy9pBrArHLYMwzCM8JJvffTOuf7OufnOufn2UoZhGEb+kW+OXtIISY0lNa5QoUJ+ZWsYhvGXx0bdGIZhRDnm6A3DMKKccA2vHAPMAWo65zY7524Kh13DMAwj94RlUjNJvcJhxzAMwwg/1nVjGIYR5ZijNwzDiHLM0RuGYUQ55ugNwzCiHHP0hmEYUY45esMwjCjHHL1hGEaUY47eMAwjyjFHbxiGEeWYozcMw4hyzNEbhmFEOeboDcMwohxz9Mdh/nzYty/SKgzDMHKHOfpMSEqCJk2gS5dIKzEMw8gd5ugzITnZ+/3hh8jqMAwj/9mzB5YujbSK8GGOPhNSUtLW7VvmhvHXol69xdStu4X16yOtJDyYo8+E5GR4m/7MpRlnnx1pNYZh5CebNtUHKnP/3YmRlhIWzNFnQkoK9OcdmvEThw8FIi3HMIwI0HX5U9neZ9s2cA7efz8PBOUQc/SZkNpHD7CaGpETYhhGxCiz5pds77Nihff7wQfh1ZIbzNFnQmgf/TmsjZyQk4DXX4cpUyKtwjDCw8aNG4PrpyTtzPb+qb4jJiZcinKPOfpMSE5I3zcnRUhILkhMhA8/zFvthw/DJ/83m+e6zmb37qzts2MHfPtt3mmKJi5rm8TFbjZJiSdhBcwGCQmwaVOkVUBKSgpnhzyUO5ffc2ADGvMzy+cnhFNaroh6Rx8f7734BJ7DGzrUczRHM3Ik6Z6wL4rzEiUD9wNbVq+nY8eOjBs3Lq8lh41nnoEbboBwSt67F2680ftdtw6GDYNptGE2LfhHuW+40C3gz60iMdHrqwTYsAH+/NNbJKh7+ja+vPx1kpMyd16JiYls3rw5uH3woNfvOWLEsWlvugmuvz7nxxTaTff117B1a9r2hg05t5sTJFGmTBkGDx5ClSpQbdp7zKYFK4Z/n21be/akP5aCTOfOUKUKfP55+rvp/GbnzvQt+NOJP+atySlT4Pfj+P99m/fxM00Zuf+avJCYMyTl+3LhhRcqL1i0SPr11/RhF14o9eFDPcTjuqzlAYF05ZXp0yQkSCBVrZoWVp9fNRZ0IxcI0KVNmwuQV2R5z6FD0qBB0oYNObfhuVXpjTe87WnTpFGjjr/PffdJ55yTtv3yy5tUo8anwe3HH5duZoQe6rPetx8IZrSXUyTQtYwRSCU4oMOH03Rcw3hdXmqG/kdbCbRl+ipJUkyMdM01UkqKdOCAl8+1194hQLt379a+fVJZduoXGugaxh+j+TK+0XiuUXJSkg4dOpQu7sgRKRBIn376dGndOmnCBE9XbZZqze8BHTwoXcsY/R+vaNMm6aqrvPjRo9Pvv3Wr1K+ftGdPxmW4a5fUtq20aVNa2L590mnE64sJnr5ff5WmTJGuu84716kkJCQE6xlI33CZBBp2zhtaudLTfvTxZEarZodUi2XauTNr6fOKq69OkXPe+c1I++HDh1WFz5RIYQ1hiBqf+YeOHJEOH5Z+/12KIUkvv5TxQQcC0ooVOdeWkCB99FGart9++y2k/FEAtHPyD9q9W6rJCnVlku7gVV3CD5nqqcmKYKUvRLL++10WT1gWAOYrBz43Khx9YmKiJKkMu9SI+cHwAwcOqCpvarFf6GuoJoEuq781mOb556UZM6T/8Kx6MC4Y3q3Et+lOeOiSnJwsyftDT5smDX02Rd9+lRzcd/9+accO6fPPc3Y827d7DvlqPtWZbBJIL77oOf1Zs9LSbdjgXdyO5t13pXOqB3QHr+pH0FN3LtHBg14FvJ3XVCN2Y7r0GzdK8fHeehGOqDlpmUB3AZo5c5HGjBmje3qs1xHQJ1wt8JxX0JOHLPGcJoEu5ytVZpnOZlQwbhvlFAf68t44ffTRd4JlwV2Lc1BHjkhQU4Cef36EYK8G8KYE+pX6wT/lqlVScrKUSGEJdNbpF6pVq1b66Sfvz79xo1ShbJIGDwroxhulM8/08ujKJHXic43g5qCmPjwiWBbcLs0ePce/tZtTNaD0J5Kkt94MqFWzQ2pXd5vm0USvd5mqLVvSyvGFF6S1a6Wb+gU0kW4ayOt65M69+vrtjTqrwiEJ9AnXacYMqTNT9AJ3KZHCupYxWrPmgB599FFNn74grUHhL4dBe0FXMVkd+FajXtkhSTp4UOrb13OIU6dK//qXV+fWr5f++EN6mvskUGu+z7CeJSVJA/olavUqr0DXrZPqsFgrZoX3yhBLI7WhiroySR34VpI0ceJEvf/+LCUnS4MGDRKgNSHHXJx9Op/FKlxYWsW5mki3dDZ/+EGqXjVFf+c7Xcp0Pf7QES1eLL34QkBt+Z8G3uL5hJHvBdSv1e+SpO++i9OoUQc1Y4Y0d65n5/bbvSz/9z/v/zRnzrx0//UDoCdKD9WCBTqmju/fL33wgXdBP4OtGsxLeuGJgwqE7D+LZnqdgWEry4g6eqAj8BvwO3DfidLnxtGvXy+dxQb1ujZFkvThhx8K0I8//qjx1NMB0IJZ6zRgwDu64oruwQJ/GbQWNADUlSKaO3eRpk07rDt4VTfynhaA5vh2evXqpVsuuCVTRw9OcXHr1Ij5asgCfcw/NYdmQY0l2a8hDJFAEwdNT6d/1aoElWS1Xn76YLrwXr2SNWWKtGnTDkF/laCLRvktiu0UUSmeUWU2agDDNfK9gK67TnqGezWKf+jgnkQFAtKkSV4L5UH+o6cppPW+3mqlKqsyGyXQOtBzOD34YEBz565WQkKCruR1Xeo6qDAH9CR36xPQ0k/m67///e8xx16dfx4TNgTU3l//FHQQ1Bx0Cag7yIWk/TCTMj2T0mrNBfoDNPY/n+tUKqWLb0aR4HolblcDftZC6qkZY/UfimluSNrT6aB2jFVbxqsXlTWM9mpOnL6mrZZwgRJBP4GeA10Mqhqy7wbQTaCn6aNkUApoGzFatSpJ/+BtbQG9wbVKAU2ltcbRTc35Ujt3St34QCWpqLp01y7/3AV8B/YtVSXQIdCVDNc20J9+/CeZ1jN0Rsj666AtoC+po9a8pQr8V99yrs6itoqwQzV5UH14W19wpX7gkqBDmgh67p7X9K9/3aO33lqoiRNnaOvWgMqzXWuopvfpq0AgoKI01oegCXRXivf30pQpCl7MDh+Wbu6yTVVZqx+mHlIgkL6FHghIS5eGbgf0+eefB/XPACWBtm+JD4ZVrnxpuuMtCdoGqkox/Q3UkbYC9BvoqxeXasSIxWrR4v9Uift0BO8imOIf5yQ6qRMTFAAlgnbsCOhdrlYC6I1Hnxag+lysZdRSd/5PX389XRCnqjyp2CKH9BCP69yiPdPpeYDT1A9UuVIbnQ3aA1oP6gG6jcf1K+fpZh7QJC7UdFBxSmhEyP6PgNqBNm/+UzExFVW69AQdTP/XzxYRc/RADLAGqA4UBRYBtY+3T24c/UV8FSzEGCoexxkXnKUM7dWAJjqn2vnBsFhQhRJXq0iRIipdumyu84gtWk2ASlBI5xSAY7Yl8kvxXKYrxYt6mJKqRQUBiqGUzgb1BJ1BaZ1NDVWihk4vPUQ1znxNreiqmpRStYrV1K1bt4gff2ZLkSykKUnRPMt/3Gs5vNVXZB19c2BqyPb9wP3H2yenjr4BwyJeSWyxJa+W1q27CtCzlIu4lvxeqlE84hpSl0K006SiPVTWxeTKTu1Mwh9s+WyO/J+Uc0cfjlE3ZwKhA6M2+2HpcM71d87Nd87Nj8/h5DH3vns1l3MxvenKDmAS8J6f+Rq8fqMXqM5EYB+wDq9ktwM1K03lmksmcDf/DoZNBFryGL1pz+3cwjTgIyqRDBwAJtOCd95R8Aw1YR7t+C+bgNfx+qo6ci+1ao7iW8pzxNfyOXBjhdtowkMsAN4GJgCT/d85wE3U4zPgTWC0r30F8CsQ7x/PQIYBq+jNOxwEEoCdwDRgLNV5i1iGcyEz/TzG+raacA+7gT3AUs7jELAeGMog7ir9FnuAlcAU4HqeJQUIADOB+X4eB4AB3MwfnBY8/nl4J/eQvx3PaRzw129jOAFgxqj1OA4gYC1VOQws9m0kAd/RFgEpwBE/31T7u4AhXMYhYKsfH/oPKcYClnIeKcA7XE1nXmG+H7d11AReKlSXJH/7BkbyE2dz2M9jBs3Y768PYzA7gOXAaC5kCyWQX749GcEP1CQA/FKoEeX5g2Rgr19n1vnH34HX2AEspTBHgPnUJsm3fwAowXxu5AEuPPNzFvjl2rPrQboyjgDwBNdTinm8884fzOF83ucypk+fzOrV4l52BY8Z9jGTM4Pbib6Ow34ZDeIu9vhltw1YDZTlR65q8x4zZ85k4sTZTPU1j/f3P+ifx2VAx9Kd+ZSS/AxMoyQP0pFRfv2YBfTmasYCG4GlQE8a0YNejADigLeAkcBnwPOcwWvAE8AbQDte5rPP9vA9LZCvYa+f716/ngu4isms5RAfcD2FCiWylLOCdSTg14O/MYUFwG7/PMUDQ7iKW2+dwsiR03n5xS+YD6wFLucl1gNb/PO1hJKMphe7KcYg/slzz33KFCoEyzQA/ARcy79IBB6nGcVIYknZ2mzduodlvoaNwNKvvqJ925X8wEXcwH3E8jH7gcXAAK5iPzCTs2jPZywDdgD7gSMUCeZXZ+B/yHdycnUIXYAewLsh232A1463T24fxvavPVMCjaZXsB8ydRnSaf4xYc2YE9y3KXPTxaVs2apffpGWLZNe4K50cY/yiEaOVHA7gdh08SuoKSUmKilJ+orLg+Gf0UVHtu1W/1sCas33uuT0ld6DXlL7Ertq+XKpJTMytJu6nIU35KbHKd8E093DUAk07ZM/9MqLyYolIZi+dcmf1J6pWrwooK+4XK8z0Bul4sevXSvd2HWXxtJTbYg7Jr/lnK+6LFKds/cdE/cr9YPrOyh3TPxLL3mjI/bule6/Py2qMhvVk7HBgE+4LsNjTV1C9YYuTZinWbOkL7hSAm38/Fd9MWZ/Wpp16zQZb5hMCk7fT00Mju65kfcE3rkvxiGBd64H8bIqVZJ+5OKgnZkzFXyeManJ0/r+e6V7aPt3vtMA3tTYsVIltugcVmeod948qX17KS7Oqz9JxEjyRuucxQa9/FJAhw97dTJV9+M8pPnzkrWd8tpBueDAgqbM1bv00yBe1h28qn68K4G+pqOu4EsJdIQieoNb1SV2arr/ypo10mM8fIy+xvykc0r9Kcl76J8avvDKBxRDkgbwpu7ovVufjErRdspLoFe5Q6NHS6+8lKIG/KL2TFWPTgmaPi2gGJK0eLF0ecVf0uUzml7BurOKc1WD3zI99/cwVCkp3gNhgQ5SPBgXOJigxdRJl37DJz8GjzMxUXqch/Qwj2nvXi/JXbyge3lGX3G5fqe6BNo0eKgSE6UtVErvNxiihixIq+8xjbShQiMFAgrmu4syUmKiHnrIS/bYY97ve9yoT7lag8t8IIHiaKPTSh3Wh/RRW/6XLp8Hyr+dK9/HX6HrJpUe1wR0IT/rln7JqsUy3cULwYJcvyZZf1BR6zg7rfL+mvbEqEoV6VEe0dvcolf4v3R2TysVMhYQNP+DJRoxwnNgR1fKTz/Yn24EzL8YJoFmc1GGI2FWrpTKsUON+UlP3btXkvTnnxIE9OqrUs/2u3QT7wQrSm8+UkKCt2+Nvx3QGK5V/1ozNHlSQCPfPJzO7g2M1IM8oUCKd5zeqBXpMm9knsqzXffe4o2kWL3aG50xaZLSHc9H9NaI/j9r40ZvNNF3/D1d/ELqSaA+fKirmBwMf567VY+F6Y51/37p44+9oXEgXcr0YPq+vB/8Yz3Ak8Hw1xmop7g/6GRDl5HcoNmzPdsV2KaBvK4/tgS0eHHIMaSk6H36SqBDFJMk1WKZJtBd777mFWR8vDdSJTHR2+XMMz2br3F7mh15w1HPYKt+mueVJ0i385oe5RE9+aT03ntpxzp2bJqGbkxMZ0fyHlCex0pNePWPYNhRI0A1hmuD+83pN0J/UFFvc0vQTN26XnTfvtLkyVKXLlKxYtIDD3hDQwWaWaKDwLvIhpKSkiapKIdVnu2qwDYdOeKVg+SNEkpNtKL/i0HdqVzVIUFP8oD+O35XOrup9TOUpCRvFNtAXg/a3EhljaaXihdJUu/e0lJqSxx70b+n80pJ0tOPJ+l7WuvJxpM1kW7eqCp5F8juTNBb9NdyztfezfvS5X3ZZWnDhw8dknr08Mrree4O5vHHcx9JUtBnzKK5/s53mjxZevTutAbOdsprXaWLJEn1WKgWzPT8gLxy+/JLL5/ly9MOoWcj76J/1ynvpKvCt/NacGPBOwuOLbRsEElHXxjvjqkaaQ9jLzjePrl19Bs3Sr16eX/a1MJsyQxdw3gF0uqs3uBWxdEm3b5z/Qb9nXd6w/OOphHz9RKD1fsfKUpO9v70pBZVyNX/aCpVSNJz/Fsfv3ckx8fVpbN3AVswP5Duyfzdfj39PuNRctqw4dg/3aJF3tjtrVu9ccJHs2aN1IXPNJem6sOHAm9YZyrnsTLdMS/C8zZzX/hRIK31R5GMvXVacGhmRqSkeGPgU+0UJlEtmSEIpGsNlz4loCFDpFdflS7hB93Ie8G4R9rPDtrbvz/9sNVrGK8HeUKS9CVXSOBdpCQtXCgNHZqxrl270sbsV2CbFlJPXZkUjA8t/337POeV2XGOpacEenfYbiUQq7k0zbxAMqA9U4PH+hCPax+l9EbsXZrvjxT+/fdj3w9JpVnTgO7iBfVrs0Z79ig4WuZoxvk3lF27SkuWHBuf2lCZ9sqxrZRdu7xyzMx2RnS6PDndhfyzSrcG3wNIHZH2KnfoZQalNTaGesOel/mjXJ95RipEsoqS1rCJj/feL+nSJetaQutS/Nj/SfLslmGXQHrpJS/dvHkKpjtCEa2tfImUFqRmzTK2Hxcn/fST1LSpVJo9mjkjoB07pJ49vQsfSB34VlcxWdOnZ113RkTM0Xt5cwWwCq9r+cETpQ/nOPrUk9CrlzfWPJVDh9LicmIvleHDve0L+TkYubzvsQ9T9u1TsNUZbo4ckSZOzPqLMlll1y6pf3+/dX8US5Z4DrosO1We7cHul8Sd+/SPf3jdGy9wlzb9fvjYnY/ixx+lcfRQbz7S1q1ea1+Srmu/I1imSV5jScnJ0m23Sb35SAJNpJsefTRz2336SC+/7K2ndstdUXVZtsoh9ZyXLZut3YLUr52oivyhDRukxboItwAADDpJREFU0/lTLS/MoKl7HMaOlZIpJIHu5nml4LT06oeztO/gwZ72W2/NifI0mjb17KxcmTs7qSQkSJdUSHtxaEXX+4Jx57JKBymuq8vEqSprg2kCB9KurqtWeReWw4czvnPIDs2ZFcxj706voh08KH33nRe8eLGXbutWBbvCBPq9ajtJ0ubNaY2C4zFmjLfr0S+ojUvrtU3XmMoJEXX02V3C6eiXLJG+/TbjuEaNvNve7NCqldSuXdr262l3oMGVGd9k4axHCUf1ogTp399zjKkO+nik3nnFxKQPf+O15Eyvxn9js/Zyii7kZz32WPa0ZveC+Ntv0muvpXVl5Ia5c5WjcdKpb1M+w70SaGGvrI3MCAS8boTk5BOnPR7JyUr38lc4+GnageBJWdg77dbK6+MO6Prr/TuunJ64LNL3+oD+yccqw64TltOdl6Q941t9bsewadi4MfdOXvoLO/q8JiNHP3/+CXeLGgYNkgYOzNQfZ4lAQOrUSfrmm/ThH3wgPcTjephjPXmhQml5jhmTtXxyozHSHN09OKfXK5GWlGv271dwoMHagc8Hw1et8g4z2EDL4xMX5487mDr1xGlnvJX2dvSq8zvnmaacklNHXzg/RvaczNSu7f3GxsKgw6+wi3IMPzeymvKTV17xflu1gl+yPzU34E1G9sUXx4b37AklbniYOnXg8aPiihWDQ4fgs8+y/oH22bOh8Elao6+6Cm+8q8/S+v/kooipCQ+lSkFtFjCLFhTrkXYSa9TwPGkqtVnGaexkZh7paNs2fX7HJTY2uBooXDRvBEWAk/RvkX+0aQO//ebNBNis2SAaN4ZTT420qvynZ09vCSfFi8PMmVC37rFxc+Z4Tv6qq7Jur3nz8GnLbyZPJjiX7CS6kXjKaRHVEy5+L1Kbckm72VA98zQrqJ1/gk6AKx7i6GOKRFBJeDFHnwXOOw/mzfPWnYuslmijZcuMw+vX95a/Cs5BM+ZyBtv4gi78chJftELZvh1mzPCmIM6MDRu8u7eCQKij37HPWvR/OQriV2OM6OInmgXXGzaMoJAwUqbMibvejncRyG9CHX2hYtHToo/6D4+EizPO8H67d4+sDiN6mTYt0goMF1ssuF4mcXsElYQXa9FnkXPO8b7Wk+rwDSPctG7tLadFR/f8SUlM0bRb9gvWZjCC4CTFHH02qFgx0gqMaMda9ZFl9mxo6q8HXKGo6fKIluMwDMPINaHfqx3TY3LkhIQZc/SGYRg+xdK66FlVs3PkhIQZc/SGYRg+HTqkrReKiZ6x1OboDcMwfEJfhiwURd7RHsYahmH4lC8P57OCkhykW/Q06M3RG4ZhpFKoEPzG+QB0zer8OCcBUXRzYhiGkTtCpzgJBCKnI9yYozcMw8iALM94eRJgjt4wDCMDzNEbhmFEOdZ1YxiGEeVYi94wDCPKMUdvGIYRpdxzj/drjt4wDCNKSZ0m2vroDcMwopTUsfTm6A3DMKKUVEdvXTc+zrkezrllzrmAc65xuEQZhmFECnP0x7IUuBqYEQYthmEYESd11spocvS5mtRM0goA56JomjfDMP7SpH58pHAUTfmYb4finOsP9AeoUqVKfmVrGIaRLW65BTZuhIcfjrSS8HFCR++c+x+Q0WexH5Q0JasZSRoBjABo3LhxFN0UGYYRTRQrBkOHRlpFeDmho5f09/wQYhiGYeQNNrzSMAwjysnt8MpuzrnNQHPgK+fc1PDIMgzDMMJFbkfdTAYmh0mLYRiGkQdY141hGEaUY47eMAwjyjFHbxiGEeWYozcMw4hynCIwoYNzLh7YEEaT5YEdYbSXGwqKFtNxLAVFi+k4loKipaDrOFtShewai4ijDzfOufmSCsTsmQVFi+k4loKixXQcS0HREq06rOvGMAwjyjFHbxiGEeVEi6MfEWkBIRQULabjWAqKFtNxLAVFS1TqiIo+esMwDCNzoqVFbxiGYWSCOXrDMIwop8A6eufcSOfcdufc0pCw+s65Oc65Jc65L5xzpf3wIs65D/3wFc65+0P2ucv/gPlS59wY51xsHuoo6px73w9f5Jxr7YeXcM595Zxb6Wt5No/LI0MdIXEjnHOrfD3dc6DlLOfcNL+slznnBvvh5Zxz/3XOrfZ/y/rhzjn3qnPud+fcYudcoxBbff30q51zfSOlw48v7Zzb4px7PYLlMdS3scJPk+XvdOZAx/l+/TninLvnRHbyuEwy1OLHlXHOferX1xXOueZ5qOOf/jlZ7Jyb7ZyrH2Kro3PuN/+83ZfH5ZGpDj8+xjn3q3PuyywJkFQgF+BSoBGwNCTsZ6CVv94PeMJf/wcw1l8vAawHqgJnAuuA4n7ceOCGPNRxO/C+v346sADvYloCaOOHFwVmApfntw5/+zHgSX+9EFA+B+emEtDIXz8FWAXUBoYC9/nh9wHP+etXAN8ADrgImOeHlwPW+r9l/fWy+a0jxN4rwCfA6xEqj4uBWUCMv8wBWuehjtOBJsBTwD0nspPHZZKhFj/uQ+DmkP9PmTzUcXFqHQQuDzk3McAaoLqvYVF2yiRcOkLs/cuvq19mKf/s/snzc8Fz1qGObR9pD5DPApb7672AL/CmXT7NL8RyeI5+k79eGPgS6JCHOoYDvUPSxQFNM7D3CnBLJHT45VEyzOdpCtAe+A2oFFKxf/PX3wZ6haT/zY/vBbwdEp4uXX7p8NcvBMYCN5BNRx/G8miOd1Eujtc4mA/UyisdIeke5SjnmpGdvCyTzLQApfEaay4/6upRacsCW/z15sDUkLj7gfvzW4e/Xdn/T7cli46+wHbdZMJSoIu/3gPPuQF8ChwEtgIbgWGSdknaAgzzw7YCeyV9l4c6FgFXOecKO+eq4TmPs0J3dM6VATrjnah81eHnDfCEc+4X59wE59wZuRHgnKsKNATmAWdI2grg/57uJ0u94Kay2Q/LLDxfdTjnCgEvAP/OSd7h0iFpDjANr65uxXMsK/JQR3bt5IhcaqkOxAPv+10V7zrnSuaTjpvw7rwg/+tqZjoAXgb+AwSymufJ5uj7Abc75xbg3f4k+uFNgRTgb0A14G7nXHW/v+sqP+xvQEnnXO881DESrwLMxzsZs4Hk1J2cc4WBMcCrktZGQEdhvNbALEmN8LoGhuU0c+dcKWAicKekfcdLmkGYjhOe3zoGAl9L2pRBfL7pcM6dC9TCO0dnAm2dc5fmoY48txMGG4XxuizflNQQr0GXrf7xnOhwzrXBc7D3pgZlkCwv62qGOpxznYDtkhZkJ99cfWEqv5G0EugA4Jw7D7jSj/oH8K2kJGC7c24W0BjvRKyTFO/vMwmv72tUXuiQlAzclZrOOTcbWB2y6whgtaSXc5N/LnTsBBJI+yrYBLxKlG2cc0XwKuxoSZP84G3OuUqStjrnKgHb/fDNpL+zqQz84Ye3Pip8egR0NAcucc4NBEoBRZ1zByRl2aGESUdvYK6kA77Nb/D68GfkkY7s2skWYdKyGdgsKfWO4lOy6eizq8M5Vw94F+852s4QHRmds/zW0QLo4py7AogFSjvnRkk6bgP2pGrRO+dO938LAQ8Bb/lRG/FaP86/rbsIWOmHX+S8US8OaAfk6FY4Kzr8fEr66+2BZEnL/e0ngVOBO3Obf051yOvg+4I059oOWJ6DfB3wHrBC0oshUZ8DqSNn+uL1Q6aGX++fn4vwutC2AlOBDs65sv7dVwc/LF91SPqnpCqSqgL3AB9l08mHqzw2Aq38LrciQCuyUV9zoCO7drJMuLRI+hPY5Jyr6Qdlq85mV4dzrgowCegjaVVI+p+BGs65as65osB1vo181SHpfkmV/bp6HfD9iZx86o4FcsHr4tgKJOFdTW8CBuM9aF0FPEvag8hSeK3TZXiV4N8hdh7Dc/pLgY+BYnmooyrew5UVwP/wphQF7+ovP3yhv9yc3zr8uLPxWoiL8Z4TVMnBuWnpH8/ikOO5Au9BeBze3UMcUM5P7/AeEK8BlgCNQ2z1A373lxsjpSPE5g1kf9RNWHTgjex42z9vy4EX81hHRb8u7QP2+OulM7MTCS1+XAO8bsjFwGdkb2RWdnW8C+wOSTs/xNYVeP+1NcCDeVwemeoIsdmaLD6MtSkQDMMwopyTquvGMAzDyD7m6A3DMKIcc/SGYRhRjjl6wzCMKMccvWEYRpRjjt4wDCPKMUdvGIYR5fw/dQ+/Px6Zo+4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of Dickey-Fuller Test:\n", + "Test Statistic -1.272776e+01\n", + "p-value 9.519924e-24\n", + "#Lags Used 2.900000e+01\n", + "Number of Observations Used 8.981000e+03\n", + "Critical Value (1%) -3.431078e+00\n", + "Critical Value (5%) -2.861862e+00\n", + "Critical Value (10%) -2.566941e+00\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "# Exponentially weighted moving average \n", + "expwighted_avg = ts_log.ewm(halflife=12).mean()\n", + "\n", + "plt.plot(ts_log)\n", + "plt.plot(expwighted_avg, color='red')\n", + "ts_log_ewma_diff = ts_log - expwighted_avg\n", + "test_stationarity(ts_log_ewma_diff)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Step 8) - ARIMA models" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:24:40.805018Z", + "iopub.status.busy": "2024-11-04T07:24:40.804680Z", + "iopub.status.idle": "2024-11-04T07:24:41.032806Z", + "shell.execute_reply": "2024-11-04T07:24:41.031768Z", + "shell.execute_reply.started": "2024-11-04T07:24:40.804965Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of Dickey-Fuller Test:\n", + "Test Statistic -1.642711e+01\n", + "p-value 2.498580e-29\n", + "#Lags Used 2.800000e+01\n", + "Number of Observations Used 8.981000e+03\n", + "Critical Value (1%) -3.431078e+00\n", + "Critical Value (5%) -2.861862e+00\n", + "Critical Value (10%) -2.566941e+00\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "ts_log_diff.dropna(inplace=True)\n", + "test_stationarity(ts_log_diff)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:24:43.156032Z", + "iopub.status.busy": "2024-11-04T07:24:43.155685Z", + "iopub.status.idle": "2024-11-04T07:24:44.230369Z", + "shell.execute_reply": "2024-11-04T07:24:44.229411Z", + "shell.execute_reply.started": "2024-11-04T07:24:43.155978Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from statsmodels.tsa.seasonal import seasonal_decompose\n", + "decomposition = seasonal_decompose(ts_log, freq = 30)\n", + "\n", + "trend = decomposition.trend\n", + "seasonal = decomposition.seasonal\n", + "residual = decomposition.resid\n", + "\n", + "plt.subplot(411)\n", + "plt.plot(ts_log, label='Original')\n", + "plt.legend(loc='best')\n", + "plt.subplot(412)\n", + "plt.plot(trend, label='Trend')\n", + "plt.legend(loc='best')\n", + "plt.subplot(413)\n", + "plt.plot(seasonal,label='Seasonality')\n", + "plt.legend(loc='best')\n", + "plt.subplot(414)\n", + "plt.plot(residual, label='Residuals')\n", + "plt.legend(loc='best')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:24:46.505161Z", + "iopub.status.busy": "2024-11-04T07:24:46.504826Z", + "iopub.status.idle": "2024-11-04T07:24:47.099992Z", + "shell.execute_reply": "2024-11-04T07:24:47.099077Z", + "shell.execute_reply.started": "2024-11-04T07:24:46.505111Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of Dickey-Fuller Test:\n", + "Test Statistic -21.628388\n", + "p-value 0.000000\n", + "#Lags Used 37.000000\n", + "Number of Observations Used 8943.000000\n", + "Critical Value (1%) -3.431081\n", + "Critical Value (5%) -2.861863\n", + "Critical Value (10%) -2.566942\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "ts_log_decompose = residual\n", + "ts_log_decompose.dropna(inplace=True)\n", + "test_stationarity(ts_log_decompose)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T07:24:57.488607Z", + "iopub.status.busy": "2024-11-04T07:24:57.488258Z", + "iopub.status.idle": "2024-11-04T07:24:58.850595Z", + "shell.execute_reply": "2024-11-04T07:24:58.849569Z", + "shell.execute_reply.started": "2024-11-04T07:24:57.488557Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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X83RFJwO7vIKy2tGW3AJ+3rKPlk3iAEdhwannPV/5tE9frmFw1vRW7TrI6d1SXcsvtw1rvuDFhWy0micrCgZvLtrGuN6tWLAp1+t6T/d8ssqttLwt7wjFpYZVu/K56Z1lFb7u6Tkb+Pe8LWzae5jColL+fVkGc9fnMLRTMxJiy58evDXXOd318a+8s2QHWQ+PJ8qHwOKPv1TyHuwmPDPP7fns1XsA+Pc8R8HJGQxufPsX8guLmfHjZq4b3hnAa+B95Mt1bs8Xbc6jU/OEcum+X5fj9bftyRh4cs4GXpi7yev6WSt2M2vFbhrHRrHq/jOq3F4w1dtg4DxJlRr3EnplgQDgCevCI6ePlu3i3IHt3LZx3Mdx9Pd8sppPbzrFbdkMWxu7U2Q1h6ms8NLfYB8++/PWfQxOTyH38DGaN45lzpo9dExNoHNqY7/39fUax4/qWHGpW0frbxVcyFcbvPjDJk7p0pxTujYPaOis0xEfmgsWWjWDR2evp6PtpGGviW609VOt2Z3P+0t3ctfEnjz6ddngBMCv9vA3FroHx4Wb81xt4JU15Tnf0xe/OppHO9/xhdv6zLtG07xxrNfXfrpiN7sOHOXPpztOph/84hhSWVxqiIr0Oes1btWug66axj+/WscfT+3oc/CaNGOR18/D3jfgqdQYHvu67LxSUSCwq+jiu1Cqv8HA+v/nt5aSedfoam9n3sZcVu06yBrbqKN3fZwl8tddB92Gor7y0xav6ewl9GPFJczPyuV/P+/g4XP6uB14Ix6by7a8yjuhTpr2nevxBS8u5I2rhnDZK0uYeVmGq2lm67SJrNp10OfS1r88qsnOk5TzxFebXfLyYkb3bBmWfVfUNGPnLMm+Mt/7sRGIkY87mv28tTTl5Bcy8V8/VXkdRcZDczh3QFt6tk4q1+TmrHFcMKgdzRrHYrW2UFJq2F9wHBFo2igm8DcSoIO2mnzOoUJ+96+f3Na/tmArp9lqcVD5YAh/b9Zkn0hwVS25wMwbqa3D0DIyMkxmpv93HnOyDzfLvGs0GQ+VHyrqj9E9WzJnraN0nJoYG/SLkX69byyJcdF0ueMLim2/XnuzTyBD6Mb2aukq3f/p9E4cKCjifzr1sfLDa1cOdg0jvuKkdF5bsBWAkzo34+0/Dq3w+Jz7t+F0aNaI7IOFtGkaz6a9h2mZFEdjqxmq4FgxJ9w7u0beQ13iT5OvnYgsNcZk+P26+hgMlm7b5+qQAYiPjqx18814OrlLM4Z1auZWnQSIEEfJ7oJB7XivBq/GVcof8/4+wqd7XX9586mMf3oegzok88F1J7Focx6TZiyqgRzWPXUyGIjIOOBpIBKYaYyZ5rE+FngDGATkARcZY7ZWts1AgsH0r9bxvA/tcqHQ5OghUo7msyWlbVj2r1RdcdmwDuX6OuqS36/5gSbHCnhrwISQbL+mg0HAXf4iEgk8B4wHegGTRaSXR7Krgf3GmC7Ak8A/A91vZcIRCGKLjhF/vJDZr9zA9//+U43vv7Zyfi6hcsKeTbTKzw3pPmoVYxDjGMAQV1RIUmF4p0QJRF0OBCdtXc6/Pn2Uh75+PrAN1aaWGWNMQH/AMGC27flUYKpHmtnAMOtxFJCLVSup6G/QoEGmOvJz95vnTzzfGMfHHJS//XGNg7o9b3+f9Dwt5PvQP/2z/21p2jpk217XPM31+PkTzzfvnzDCbb3nc/1z/3v8lIurdf4zjpNspi/nbs+/gJuJROR8YJwx5hrr+aXAicaYG21pVllpdlrPN1lpcj22dS1wLUBaWtqgbdv8Lzkc3LydJp07VPftKKVU7VDNc3N1m4mCMbTU2yB5z3fhSxqMMTOAGeDoM6hOZkpatuL3lz1J2oHfGLZ9Jb+07UGjomNcuPJr9scn0SbfMWRs5uCzueWnt1nXIp0Rm5e6Xv9Lm+7EFx0jrvgYOQkpfNh7JAfiE0k4fpSO+3ZzxoaFfNBnJE2PHmZ01mK65lU8IuepkyfTYX82pRERpB7eT1az9iQcP0rrQ7lsataO2OIiDsfEUxQZxWc9T6Xp0UPEFx2j5eF99N+9HsHwXp/RpBzNp/vebRRGOYbpNS84wJisRfzSpgfjNyzgh46DSDmaz/74RPbHJbK8TXf6ZW+g4/7dvNPvDCat+JoPeo+iw/7dZCelcjgmnrb5e2l/8De65m5nyM415CQkszchmYTjR0k/kM3xiCgKo2L4oM8ouu/dxp7GKaQW7Cc/NoED8Yl0zttJSUQk2UnNGbZtJW0Olb84anNyG47ExNN7j/dmu92JzWlzKJcSiSCrWTuiSkvpvK98J/meximkHt5PBIa9CU3ZH5fEorQ+DN3+K93yyq66PRIdS6Mixyiv3xqnkNeoKXO6DKFp4SGaHj3M+PXzWd2yMwOy15PbqAnNjzhuSzq34yD6ZW8gudBxQdW8Dv1pfSiXLvt2UiIRLG7fm+YFB9iW3IoxWUvYH5dI4+NHiC4tYV98EjubtKBb7nbWpaazqmVneuZsceQhsRnNjhxk6I5VzOvQny55O2h9OI/HT7mY9gf3kHw0nzUtOpF0rID1zTvQNn8vJ29bTnFEJAN3rWN5m+502J/NsagY2uXn8EPHgfTYu5WWh8tf3FQQHcfmlLb02bOJYolgU7N2rGnRiaPRsWTsXEvH/bs4FhVD4+NHmdXzNPIaNWFe+gDaH9zDqVt+4WB8Ir32bGZZmx7sTWhKsyMHiSotITuxOSURESQVFrAtuTWd9u2iMCqGrclt6Ja7jaTCApa36c6mZu1IPpLP2I0LWdquFxubtXd97z90HESpCB3376Z5wQE2p7TlQFwiCUVHEWNILTjA0O0ruSbzE0okgpyEZIoio/gtsRlDdq7hcEw8y1t345RtK8q9712JqRyOjad7ruM4eK/3aFa27sLR6DhunfcWkaaU54ZeQOtDeaQcOciRmDg2Nk9j6PZfaXkoj8TjR5jbaRDNCw7QvOAAIzdnkh/TiKXtehJXfJz4omN02J/tOjZmdx1KhDGMyXK/BmRO58GM3uQYabU/LpH1qR1I37+b5KP5fNJrOB337WbwrjV81ymDVofz6GUdI07HIqOILSm7tuD6s6YQYAOU34JRMxgG3GeMOcN6PhXAGPOILc1sK81CEYkCfgNSTSU7r24Hct7hYwwKcBhpIJIKD2NEOBRb/ipFpYLG+dPRebXDou3BHOa/eBUA6bd/FpJ91LkOZOBnoKuIdBSRGGASMMsjzSzgcuvx+cB3lQWCQDRrHFvtDzEY8uMaayBQoSdSZwPBBYPaVZ2oltvVpEW4sxB0AQcDY0wxcCOOTuK1wLvGmNUi8oCInGklexloJiJZwK3AlED3Wx9NHd+jxvZ1w4jONbYv1bAlxUXx/MUDXc8fvaAfP90+Iow5Co6/TbiFF048P9zZCJqgzCZljPnCGNPNGNPZGPOwteweY8ws63GhMeYCY0wXY8wQY0z5CXpqsY+uP4k1D4Rm0qi/j+vuenytx+X+AO/+aZjr8eie/pVGPr7hZNpYE7M5OS+7j4poULOXKw9zbj2dZyYP4OQuzQLe1uQhacy+5TS3ZSd1dmz3xUsGsXDqKCb0ac2yu8cwf8pIANolN2Jop5Ry2wq1q0/pGLRtvd9nNP8cfkXQthdu9faMYD/In/3DgIC2lZIQQ6OYwPva7Sd2pxaJjpP1jSO6ICKccYJjHp0ld45ixb1jXZOdTRnfg5mXD+aKk9LLbePR8/t63V+LxFi6t0p0WzaiuyMYNIkPbJrhuuA/15wY7izUWl1aNObMfm34zzVDK0zTPiUegFevHMyiqaO8ppk8pD0Pn93b7Tj76fYRvHHVEBZOHcm43q1cs58mJ8TQtmm8K13j2Jo5Bif2be16fPfverneV3W8coVvTfGvXjm46kS1TL0NBmkpjpPo7/u1cbtphb+euqg/HZo5thUX7fi4zvexzXP6eX358bay6nDXFuVnC+3Xrgkr7hnLrWO6AfDSpRlsnTaRFolxNImPJjXR0QfinBmyW8vEctsw4DbRlnOu/ybx0eUmKbt0aAcePqc3lw3rwLRz+zDFo2nqM49ZVr0JdxX/xhFdfErXObVxhSexULppZBfXvDuVuWRomutxfLRjms+Prj8p6PmJiXL/mT/3h4EVpHR386huzLn1dEZ0b0HTRt5P3I+c25cIa4a6LY9MYNM/JtAuuRFRkRG0blL5Sfehs3szMK2pT3nxVaOY8tOlPveHgay6/wzXsTCye/kadq/WST5tv6eP6UbY9vHiJb593uFWb4PBuQMd00H8dUw312yK4CgtTx6SxuXDfLsWYWBasuuxM6j8dWw3n14bFxNJWrOyG1TEexyoz/1hIF1bJtKkUbTrB1UVr3HNwBtXDXE9vff3vci8azQJsVHcf+YJjO1VNmtnVGQEF5/YgajICCYNSaNHq/LBxalby7Lg9ej5fUmMjeLD60+iXXKjcs0CvnCelJbcMYrp57nXZpol+Da7ZdcWjTmlq+NGMVWdcFs1iaOVRzOZ3aTB7X3aZ0xkBH3aNnE9d35V9uB+/5kn0CIxlrl/G85fx3Zn0R2juPLkdK/ba9Mkjq3TJvLQ2X1YNHUUK+8by9oHx7F12kQGpCWX6zuqThPlhofGc1GG4/2d3Nm9KcheUgZYfs8Yt+fjTmgFOAo/Xaz3GBcdyaAOyW7pojyOWRFx3SjGF62axPHm1cGtvTn37pnXxrFRrmOhfYrjN+lsMWjTJI6E2Krn3E6IiaRVUsXHk5Pn9+4sTIKj6dYX3loRQq3eBoPB6SlsnTaR9OYJblNEL7lzNI+c24f7zjyBt/94Iu//ufyHbi9l20/mzq0kxkXz5EX9qszDgPbupZ64aPcDrrITVUXsP7WK2lyjIiNcU1+nN09gxmUZDOqQXGWfwx9OTHN7br/hzgUZ7fn1/jNcwdGz+ckXzpNMSkIMF9pOxFunTXT7zCsbbWK/YYyvp51f7h7jasO2m3ZeX6/BcOV9Y/n4hpMZ3j2Vxy/ox4aHx/PSpYNc6503SzLg6pOZPCSNJXeOJt1q1mscG8W9vz+BZXe7n2j/cGIa824f6XreqklcuTuD/en0zmydNpFld4/h1SsH0ygmyu/SZUxUhKvw0b2VozQ7aXB7r9O5e04z/dA5vbntjO6M7+0eNJwn/5E9WrD8njEs8wgi1RFIrd3Ti5cMcr3nV68czOxbTvNaM7zq5I68ftUQJvZpzac3nsKXt5xGj1ZlJf4R3VPdam1Oqx8Y59MNoX7nEWztAdLXGsiQjjXfn1Jvg4GdtwNORDipc3O3u6A5VdQG72SM4ZwB7VhyR+VNEM4SSEVaJHq/aUhl7AdJe+u2eKb89XvlfHDdScy8vHw7pv39/+OcPrRLdlTt7/ldL24Y0YVTuzYnOtL7D2D6+X2Zdm4f/nS6o+PbeWKd0KcVWx6ZwINn93aljRB47IJ+LLljlNcbidi/ok6V3HzHAL3aJBEbFcHNo7tW/IZtUhJiuGxYutd1zttR2iXFRdO/fVNeu3II51mBqY2trdt58i41hnf/PIzHLuhXrinGKTkhhvf/PMzVh9UiMdbn0nNyQoyruWGcx4m5Ms4aj3P0dsskR1PjtPP6VnijGqcV946leeNYbhjRpVw+HzirN6d1S+X5iwfStFEMiQHe3hLK13TjoyNZdf8ZPHDWCV7T2/scnE2nAMvuHsO43q3477VDuXVMN5LiouneKtFrgSsiQji9WyoiQp92TWgSH831ttF1T100gAsG+VZr9JR512gGdXA/pwQz4IVSgwgG9iq+L1KsJgvPH4NnqaCFD1VGT87mq9vH9agyWHhjP1GOtUra/awayNOT+vOel5pOZTybWpo2imHrtIlcdUpHRIQ3rz6RjQ97n5Xxwoz2TBqSRhurbTjVCm4lpQYRcWtGSEmIJSYqosLPzJcfTHx0JJMGtycpLpr1D413NRfZOTfz5tVD3JbHRns/1KeM78G8v48guYI2cW/+b4wjCBnjGBVTVR9SRnoK/74sg0uHduCPp5YfMRZMWQ+P55FzHbfSdJb4/RksUFna7q0SeeOqIeVquIGwf+0ZHZJZ++A4GsdGEWsFV89a4tzbhrse2/u7kq3fbJcWifxllG+FBDv78dekUTT92jcToWVWAAASN0lEQVRlyR2juGtiT7+24y3YOs8j6c1q9p7G/qq3dzqza9Ukjs3/mECpj9e5OW9D+ZeR3g+qQK6Wu3tiL5olxHDNqYEPcRvTq6Xb/WbP6h+eabMvGdqBJvHRxEVHMG9jLt7uCjqoQ+Udhfa4W1FcWPvgOI/XuCd88KwTmNi3Det/O8Qwj2ah4d1SuWNCD/7xheOethP6OAJpVGQE7VMa8e/LMji/ghuae3KOLPPnuslGMVFuNaVg+ud5ffhuXQ6zV+9xq3XdMKILLZPiODtMx4UvxNbYZ/80nQUv+zLnxaSvXJHhet11wzszKM29f6A6nCOeTrTVvFskxXHNqZ34dGU2TQMYfec8n3i741xt0iCCATiqhhFVtDL/79qh5BcWExEhQb2KuXFslOuepskJMdw50XOGb/+M7tmSQ4WOW/kF48bjT0/qH9Cd2yIjhLMHtGWOdSc1b0FXqvjs7Sd2XyvVnukutZqCPAMBOE4u157W2RUM2niMdPHWXFgR54/bn87SULpocBoXDS7fxh0TFVGuH6i2qSjwOxeXGkObJnGuWifAyB5lAyJuHxecCzUbx0ax9K7RXmtGn3h0+r559RAufXmJ27Lbx/Xgk+W7vG7bOQqxdZM4ny4az+gQeHCrjgYTDHxxYqfAL8Dx5ofbhnPgaFHVCX0083K/px2pVLBqFM72WW/DX6O9tKk/f/FAVxuw/ebxvjax+tKZV5GKmo3iKlgOMOfW0zhyvIT2KfHcMKJztduVVRnPEUlOzoB+UUZ7nriwf43kpVkV/SlOp3ZNLbfsuuGduW6496v6WyTF8fzFAxlawfnlrok9eejztQD8fOdoEuPCc1puEH0GwfL0pP70a9+UBD8vQGvWOJbOlXSK1he92zbhg+tOcg29tf/O7z+zfIfghD6tXf0dl1jXRsRFR9CvnW9jz6sTC84b6GiDTkko/8Nfce9YMu+qeIRMlxaJ9G3XFBHhtjN6uEYO1ZT6eBGdiLiuxbE30bRLbsTWaRNDVkCraRP6tHb1RXq6xtaPlJoYG9Q+GX9oMPDDqJ4t+eSGk92aB/5xTp8w5qj2GdQhmWgvfRgV/RCcnB2Glw7twImdmpUb++5NdeoFzlKXt9c2iY/26WKxcDnZy8inYPny5lN58ZJBVScMgbRmjVzXZ9Q3nVK9Fxhq4wCj2nvk1xEjepSvMioHf0o4UZERZD083hVoPce+e1OdZqJzBrTltQVbGd5dvze7nq2TfL66NhRqupYVTJ//xftV+1//32m0THQfPVcLY4CLBgMVUr/cPcbnjlZ/O8Or88Pq175pWKc4D1SEuI9KSa3GtSoquE5o433oure+s9pMgwHwp9M7uV3M4o+KRsnUxmpgOFTVPFSVHq0SeeCs3hQcLy63Tj/j2l3SVBUT3IfNfvvX013zU4WLBgNg6nj/Liyx0xNS6Ky4dyyxUREVNjdVNVxVqbqiNgww0Q7kEPnX5MCmzVZYF7JVXFpqiIHYs6blOSGbUtWlwSBEfte3TdWJlPLTh9edTIzVtzJ5SM2NwVfB4WwaCuQamVDRYBCg2veVNhy18PcUcmnNGnGRNRFdz9ZJ5aZFV3VDbRzCrMEgUA3whFRb2EtXMUGYlqOu8GWWWlU7RUdGcM/vevFhCG5iFKiG8wsKkdgoLZmFizMUxERFkHl3+Xn66zsth9RNV53Skc6pjTlnQO2aQFCDQYCaxEfXy2kC6gJnxSC5UXS5G8TUZ35MlqpqsScv6l+rrnnRYBAEoZwmQFVMh5YqFTwaDFSd5awZNLSSckPsOFehp8FA1Vllc96HNRs1rqEFP1UzNBiouquhl5C1iqCCSIOBqrPK+gwaVlHZOYItupbcaU3VD7XvygelfNRQ+wxuHduN2OgIzh3YrurESvlIg4GqsxpmvcBx9Wqw7v2rlFNAzUQikiIi34jIRut/uVmzRKS/iCwUkdUislJELgpkn0o5Oa9ALm1oVQOlQiDQPoMpwLfGmK7At9ZzT0eAy4wxJwDjgKdExLeb3CpVCW0xVyp4Ag0GZwGvW49fB872TGCM2WCM2Wg93g3kAPXunoNPXdSf6ef1DXc2GpSG2megVCgEGgxaGmOyAaz/LSpLLCJDgBhgU4D7rXXOHtCWC63ZJFXNiIlyHL5923m/7aBSyndVdiCLyByglZdVd/qzIxFpDbwJXG6MKa0gzbXAtQBpaWn+bF41QI1iovj4hpPp0iL8d4lSqq6rMhgYYyqcDlJE9ohIa2NMtnWyz6kgXRLwOXCXMWZRJfuaAcwAyMjI0Mq/qlL/9tr9pFQwBNpMNAu43Hp8OfCJZwIRiQE+At4wxrwX4P6UUkqFQKDBYBowRkQ2AmOs54hIhojMtNJcCJwGXCEiy60/vVefUkrVIgFddGaMyQNGeVmeCVxjPX4LeCuQ/SillAotnZtIKaWUBgOllFIaDJRSSqHBQCmlFBoMlFJKocFAKaX8NnlI/Zt6RoOBUkr56ZFz69+klBoMlFJKaTBQSimlwUAppRQaDJRSSqHBQCmlFBoMlFJKocFAKaUUGgyUUkqhwUAppRQaDJRSSqHBQCmlFBoMlFJKocFAKaUUGgyUUkqhwUAppRQaDJRSSqHBQCmlFBoMlFJKAVHhzkB989RF/dl76Fi4s6GUUn7RYBBkZw9oG+4sKKWU37SZSCmllAYDpZRSAQYDEUkRkW9EZKP1P7mStEkisktEng1kn0oppYIv0JrBFOBbY0xX4FvreUUeBH4IcH9KKaVCINBgcBbwuvX4deBsb4lEZBDQEvg6wP0ppZQKgUCDQUtjTDaA9b+FZwIRiQAeB26ramMicq2IZIpI5t69ewPMmlJKKV9VObRUROYArbysutPHfVwPfGGM2SEilSY0xswAZgBkZGQYH7evlFIqQFUGA2PM6IrWicgeEWltjMkWkdZAjpdkw4BTReR6oDEQIyKHjTGV9S8opZSqQYFedDYLuByYZv3/xDOBMeZi52MRuQLI0ECglFK1S6B9BtOAMSKyERhjPUdEMkRkZqCZU0opVTMCqhkYY/KAUV6WZwLXeFn+GvBaIPtUSikVfHoFslJKKQ0GSimlNBgopZRCg4FSSik0GCillEKDgVJKKTQYKKWUQoOBUkopNBgopZRCg4FSSik0GCillEKDgVJKKTQYKKWUQoOBUkopNBgopZRCg4FSSik0GCillEKDgVJKKTQYKKWUQoOBUkopNBgopZRCg4FSSik0GCillEKDgVJKKTQYKKWUQoOBUkopNBgopZRCg4FSSikCDAYikiIi34jIRut/cgXp0kTkaxFZKyJrRCQ9kP0qpZQKrkBrBlOAb40xXYFvrefevAE8aozpCQwBcgLcr1JKqSAKNBicBbxuPX4dONszgYj0AqKMMd8AGGMOG2OOBLhfpZRSQRRoMGhpjMkGsP638JKmG3BARD4UkWUi8qiIRAa4X6WUUkEUVVUCEZkDtPKy6k4/9nEqMADYDvwPuAJ42cu+rgWuBUhLS/Nx80oppQJVZTAwxoyuaJ2I7BGR1saYbBFpjfe+gJ3AMmPMZus1HwND8RIMjDEzgBkAGRkZxre3oJRSKlCBNhPNAi63Hl8OfOIlzc9AsoikWs9HAmsC3K9SSqkgCjQYTAPGiMhGYIz1HBHJEJGZAMaYEuBvwLci8isgwL8D3K9SSqkgqrKZqDLGmDxglJflmcA1tuffAH0D2ZdSSqnQ0SuQlVJKaTBQSimlwUAppRQB9hkopVRD9coVGRwvLg13NoJGg4FSSlXDyB4tw52FoNJmIqWUUhoMlFJKaTBQSimFBgOllFJoMFBKKYUGA6WUUmgwUEophQYDpZRSgBhTO+8hIyJ7gW1B3mxzIDfI26yO2pIPqD150Xy4qy35gNqTF81Hed7y0sEYk+otcWVqbTAIBRHJNMZkaD7K1Ja8aD5qZz6g9uRF81FeMPOizURKKaU0GCillGp4wWBGuDNgqS35gNqTF82Hu9qSD6g9edF8lBe0vDSoPgOllFLeNbSagVJKKS/qdDAQkVdEJEdEVtmW9RORhSLyq4h8KiJJ1vJoEXndWr5WRKbaXvN/IrJaRFaJyDsiEhfivMSIyKvW8hUiMtxa3khEPheRdVZ+poUjH7Z1M0Rkg5Wf8/zMR3sR+d76rFeLyM3W8hQR+UZENlr/k63lIiLPiEiWiKwUkYG2bV1upd8oIpeHKx/W+iQR2SUiz/qTjxB8JtOtbay10kgI89HDOn6OicjfqtpOTefDWtdURN63jtW1IjIsxHm52PpOVorIAhHpZ9vWOBFZb31vU8KVD2t9pIgsE5HPqty5MabO/gGnAQOBVbZlPwOnW4+vAh60Hv8B+K/1uBGwFUgH2gJbgHhr3bvAFSHOyw3Aq9bjFsBSHIG5ETDCWh4DzAPG13Q+rOf3Aw9ZjyOA5n7mozUw0HqcCGwAegHTgSnW8inAP63HE4AvAQGGAout5SnAZut/svU4uabzYdve08DbwLPVOEaC9ZmcBMwHIq2/hcDwEOajBTAYeBj4W1Xbqel8WOteB66x/Xaahvi7Ocl5HALjbd9NJLAJ6GTlY0WIPxOv+bBt71breP2syn37e0DXtj8cJ3T7iS+fsr6Q9sAa6/Fk4FMcd3drZn3IKTiCwQ7rcRTwGTA2xHl5DrjElu5bYIiX7T0N/DEc+bA+k4Qgfk+fAGOA9UBr24G/3nr8EjDZln69tX4y8JJtuVu6msqH9XgQ8F/gCqoRDIL4mQzDEbjjcRQgMoGeocqHLd19eJyEvW2npvMBJOEo0ElNHa8eaZOBXdbjYcBs27qpwNSazof1vJ31mx6JD8GgTjcTVWAVcKb1+AIcJz+A94ECIBvYDjxmjNlnjNkFPGYtywYOGmO+DnFeVgBniUiUiHTEcZJpb3+hiDQFfo/jy6zRfFj7BnhQRH4RkfdEpNr3+BORdGAAsBhoaYzJBrD+t7CSOYOy005rWUXLazQfIhIBPA7cVp19BzMvxpiFwPc4jtdsHCeftSHMh7/bqel8dAL2Aq9aTSIzRSShOvmoZl6uxlGDg5o/XivKB8BTwN8Bn27UXB+DwVXADSKyFEc167i1fAhQArQBOgJ/FZFOVtvbWdayNkCCiFwS4ry8guMgycTxhS0Aip0vEpEo4B3gGWPM5jDkIwpHqWK+MWYgjmaIx6qzYxFpDHwA3GKMya8sqZdlppLlNZ2P64EvjDE7vKyv0byISBegJ47vqC0wUkROC2E+QrqdIOQjCkfT6AvGmAE4Cn1+tdVXNy8iMgLHSfh25yIvyUJ5vHrNh4j8Dsgxxiz1dZ9R/maytjPGrAPGAohIN2CiteoPwFfGmCIgR0TmAxk4vqgtxpi91ms+xNEO91ao8mKMKQb+z5lORBYAG20vnQFsNMY8FWgeqpmPPOAI8JG16j0cB5pfRCQaxwH9H2PMh9biPSLS2hiTLSKtgRxr+U7ca0ftgN3W8uEey+eGIR/DgFNF5HqgMRAjIoeNMf52EAYjL5cAi4wxh61tfomjT+HHEOXD3+34LEj52AnsNMY4ayXvU41g4G9eRKQvMBNHv16eLS/evrOazsfJwJkiMgGIA5JE5C1jTIUF3XpXMxCRFtb/COAu4EVr1XYcJSixqpBDgXXW8qHiGMkjwCigWlVuX/Ni7SvBejwGKDbGrLGePwQ0AW4JRh6qkw/jaHD8lLKT8ChgjZ/7FOBlYK0x5gnbqlmAc0TQ5TjaRJ3LL7O+n6E4muuygdnAWBFJtmpxY61lNZoPY8zFxpg0Y0w68DfgjWoEgmB9JtuB063mvWjgdPw4ZquRD3+3U6P5MMb8BuwQke7WopAfryKSBnwIXGqM2WBL/zPQVUQ6ikgMMMnaRo3mwxgz1RjTzjpeJwHfVRYInC+qs384mlKygSIcEflq4GYcncMbgGmUdZw2xlHCXY3jQLnNtp37cQSGVcCbQGyI85KOo0NoLTAHxyyD4ChFGGv5cuvvmprOh7WuA46S5koc/RZpfubjFOu9rLS9lwk4Ou+/xVED+RZIsdILjg7tTcCvQIZtW1cBWdbfleHKh22bV1C90URByQuOESsvWd/bGuCJEOejlXUs5QMHrMdJFW2npvNhreuPo7lzJfAxfow4q2ZeZgL7bWkzbduagOO3tgm4M1z5sG1zOD50IOsVyEoppepfM5FSSin/aTBQSimlwUAppZQGA6WUUmgwUEophQYDpZRSaDBQSimFBgOllFLA/wP1P+Andp5jpQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = ARIMA(ts_log, order=(2, 1, 2)) \n", + "results_ARIMA = model.fit(disp=-1) \n", + "plt.plot(ts_log_diff)\n", + "plt.plot(results_ARIMA.fittedvalues, color='red')\n", + "# plt.title('RSS: %.4f'% sum((results_ARIMA.fittedvalues-ts_log_diff)**2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 381299, + "sourceId": 4528650, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 29840, + "isGpuEnabled": false, + "isInternetEnabled": false, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": ".week10", + "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": "3.10.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/kaim-week-10-predict.ipynb b/notebooks/kaim-week-10-predict.ipynb new file mode 100644 index 0000000..bfcce3a --- /dev/null +++ b/notebooks/kaim-week-10-predict.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":4528650,"sourceType":"datasetVersion","datasetId":381299}],"dockerImageVersionId":30786,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":5,"nbformat":4,"cells":[{"cell_type":"code","source":"!pip install watermark","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:38:46.800644Z","iopub.execute_input":"2024-10-30T12:38:46.801058Z","iopub.status.idle":"2024-10-30T12:39:02.203277Z","shell.execute_reply.started":"2024-10-30T12:38:46.801014Z","shell.execute_reply":"2024-10-30T12:39:02.202144Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"Collecting watermark\n Downloading watermark-2.5.0-py2.py3-none-any.whl.metadata (1.4 kB)\nRequirement already satisfied: ipython>=6.0 in /opt/conda/lib/python3.10/site-packages (from watermark) (8.21.0)\nRequirement already satisfied: importlib-metadata>=1.4 in /opt/conda/lib/python3.10/site-packages (from watermark) (7.0.0)\nRequirement already satisfied: setuptools in /opt/conda/lib/python3.10/site-packages (from watermark) (70.0.0)\nRequirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.10/site-packages (from importlib-metadata>=1.4->watermark) (3.19.2)\nRequirement already satisfied: decorator in /opt/conda/lib/python3.10/site-packages (from ipython>=6.0->watermark) (5.1.1)\nRequirement already satisfied: jedi>=0.16 in /opt/conda/lib/python3.10/site-packages (from ipython>=6.0->watermark) (0.19.1)\nRequirement already satisfied: matplotlib-inline in /opt/conda/lib/python3.10/site-packages (from ipython>=6.0->watermark) (0.1.7)\nRequirement already satisfied: prompt-toolkit<3.1.0,>=3.0.41 in /opt/conda/lib/python3.10/site-packages (from ipython>=6.0->watermark) (3.0.47)\nRequirement already satisfied: pygments>=2.4.0 in /opt/conda/lib/python3.10/site-packages (from ipython>=6.0->watermark) (2.18.0)\nRequirement already satisfied: stack-data in /opt/conda/lib/python3.10/site-packages (from ipython>=6.0->watermark) (0.6.2)\nRequirement already satisfied: traitlets>=5 in /opt/conda/lib/python3.10/site-packages (from ipython>=6.0->watermark) (5.14.3)\nRequirement already satisfied: exceptiongroup in /opt/conda/lib/python3.10/site-packages (from ipython>=6.0->watermark) (1.2.0)\nRequirement already satisfied: pexpect>4.3 in /opt/conda/lib/python3.10/site-packages (from ipython>=6.0->watermark) (4.9.0)\nRequirement already satisfied: parso<0.9.0,>=0.8.3 in /opt/conda/lib/python3.10/site-packages (from jedi>=0.16->ipython>=6.0->watermark) (0.8.4)\nRequirement already satisfied: ptyprocess>=0.5 in /opt/conda/lib/python3.10/site-packages (from pexpect>4.3->ipython>=6.0->watermark) (0.7.0)\nRequirement already satisfied: wcwidth in /opt/conda/lib/python3.10/site-packages (from prompt-toolkit<3.1.0,>=3.0.41->ipython>=6.0->watermark) (0.2.13)\nRequirement already satisfied: executing>=1.2.0 in /opt/conda/lib/python3.10/site-packages (from stack-data->ipython>=6.0->watermark) (2.0.1)\nRequirement already satisfied: asttokens>=2.1.0 in /opt/conda/lib/python3.10/site-packages (from stack-data->ipython>=6.0->watermark) (2.4.1)\nRequirement already satisfied: pure-eval in /opt/conda/lib/python3.10/site-packages (from stack-data->ipython>=6.0->watermark) (0.2.2)\nRequirement already satisfied: six>=1.12.0 in /opt/conda/lib/python3.10/site-packages (from asttokens>=2.1.0->stack-data->ipython>=6.0->watermark) (1.16.0)\nDownloading watermark-2.5.0-py2.py3-none-any.whl (7.7 kB)\nInstalling collected packages: watermark\nSuccessfully installed watermark-2.5.0\n","output_type":"stream"}]},{"cell_type":"code","source":"# Import of libraries\n\n# System libraries\nimport re\nimport string\nimport unicodedata\nimport itertools\nfrom collections import Counter\n\n# Library for file manipulation\nimport pandas as pd\nimport numpy as np\nimport pandas\n\n# Data visualization\nimport seaborn as sns\nimport matplotlib.pylab as pl\nimport matplotlib as m\nimport matplotlib as mpl\nimport matplotlib.pyplot as plt\nimport plotly.express as px\nfrom matplotlib import pyplot as plt\n\n# Configuration for graph width and layout\nsns.set_theme(style='whitegrid')\npalette='viridis'\n\n# Warnings remove alerts\nimport warnings\nwarnings.filterwarnings(\"ignore\")\n\n# Python version\nfrom platform import python_version\nprint('Python version in this Jupyter Notebook:', python_version())\n\n# Load library versions\nimport watermark\n\n# Library versions\n%reload_ext watermark\n%watermark -a \"Library versions\" --iversions","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:20.417461Z","iopub.execute_input":"2024-10-30T12:39:20.417937Z","iopub.status.idle":"2024-10-30T12:39:22.511058Z","shell.execute_reply.started":"2024-10-30T12:39:20.417864Z","shell.execute_reply":"2024-10-30T12:39:22.509973Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"Python version in this Jupyter Notebook: 3.10.14\nAuthor: Library versions\n\nplatform : 1.0.8\nre : 2.2.1\nplotly : 5.22.0\npandas : 2.2.3\nnumpy : 1.26.4\nmatplotlib: 3.7.5\nwatermark : 2.5.0\nseaborn : 0.12.2\n\n","output_type":"stream"}]},{"cell_type":"code","source":"data = pd.read_csv(\"/kaggle/input/brent-oil-prices/BrentOilPrices.csv\")\ndata","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:37.827919Z","iopub.execute_input":"2024-10-30T12:39:37.829063Z","iopub.status.idle":"2024-10-30T12:39:37.877612Z","shell.execute_reply.started":"2024-10-30T12:39:37.829007Z","shell.execute_reply":"2024-10-30T12:39:37.876458Z"},"trusted":true},"execution_count":3,"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":" Date Price\n0 20-May-87 18.63\n1 21-May-87 18.45\n2 22-May-87 18.55\n3 25-May-87 18.60\n4 26-May-87 18.63\n... ... ...\n9006 Nov 08, 2022 96.85\n9007 Nov 09, 2022 93.05\n9008 Nov 10, 2022 94.25\n9009 Nov 11, 2022 96.37\n9010 Nov 14, 2022 93.59\n\n[9011 rows x 2 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
DatePrice
020-May-8718.63
121-May-8718.45
222-May-8718.55
325-May-8718.60
426-May-8718.63
.........
9006Nov 08, 202296.85
9007Nov 09, 202293.05
9008Nov 10, 202294.25
9009Nov 11, 202296.37
9010Nov 14, 202293.59
\n

9011 rows × 2 columns

\n
"},"metadata":{}}]},{"cell_type":"code","source":"data.head()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:42.815352Z","iopub.execute_input":"2024-10-30T12:39:42.816165Z","iopub.status.idle":"2024-10-30T12:39:42.826837Z","shell.execute_reply.started":"2024-10-30T12:39:42.816118Z","shell.execute_reply":"2024-10-30T12:39:42.825610Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":" Date Price\n0 20-May-87 18.63\n1 21-May-87 18.45\n2 22-May-87 18.55\n3 25-May-87 18.60\n4 26-May-87 18.63","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
DatePrice
020-May-8718.63
121-May-8718.45
222-May-8718.55
325-May-8718.60
426-May-8718.63
\n
"},"metadata":{}}]},{"cell_type":"code","source":"data.tail()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:43.779066Z","iopub.execute_input":"2024-10-30T12:39:43.779773Z","iopub.status.idle":"2024-10-30T12:39:43.791537Z","shell.execute_reply.started":"2024-10-30T12:39:43.779727Z","shell.execute_reply":"2024-10-30T12:39:43.790225Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":" Date Price\n9006 Nov 08, 2022 96.85\n9007 Nov 09, 2022 93.05\n9008 Nov 10, 2022 94.25\n9009 Nov 11, 2022 96.37\n9010 Nov 14, 2022 93.59","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
DatePrice
9006Nov 08, 202296.85
9007Nov 09, 202293.05
9008Nov 10, 202294.25
9009Nov 11, 202296.37
9010Nov 14, 202293.59
\n
"},"metadata":{}}]},{"cell_type":"code","source":"data.shape","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:44.629436Z","iopub.execute_input":"2024-10-30T12:39:44.630317Z","iopub.status.idle":"2024-10-30T12:39:44.637370Z","shell.execute_reply.started":"2024-10-30T12:39:44.630266Z","shell.execute_reply":"2024-10-30T12:39:44.636221Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"(9011, 2)"},"metadata":{}}]},{"cell_type":"code","source":"data.info()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:45.527384Z","iopub.execute_input":"2024-10-30T12:39:45.528499Z","iopub.status.idle":"2024-10-30T12:39:45.554072Z","shell.execute_reply.started":"2024-10-30T12:39:45.528450Z","shell.execute_reply":"2024-10-30T12:39:45.552852Z"},"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"\nRangeIndex: 9011 entries, 0 to 9010\nData columns (total 2 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 Date 9011 non-null object \n 1 Price 9011 non-null float64\ndtypes: float64(1), object(1)\nmemory usage: 140.9+ KB\n","output_type":"stream"}]},{"cell_type":"code","source":"data.dtypes","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:46.444104Z","iopub.execute_input":"2024-10-30T12:39:46.444878Z","iopub.status.idle":"2024-10-30T12:39:46.453171Z","shell.execute_reply.started":"2024-10-30T12:39:46.444826Z","shell.execute_reply":"2024-10-30T12:39:46.451982Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"Date object\nPrice float64\ndtype: object"},"metadata":{}}]},{"cell_type":"code","source":"data","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:47.165444Z","iopub.execute_input":"2024-10-30T12:39:47.165859Z","iopub.status.idle":"2024-10-30T12:39:47.179409Z","shell.execute_reply.started":"2024-10-30T12:39:47.165818Z","shell.execute_reply":"2024-10-30T12:39:47.178178Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":" Date Price\n0 20-May-87 18.63\n1 21-May-87 18.45\n2 22-May-87 18.55\n3 25-May-87 18.60\n4 26-May-87 18.63\n... ... ...\n9006 Nov 08, 2022 96.85\n9007 Nov 09, 2022 93.05\n9008 Nov 10, 2022 94.25\n9009 Nov 11, 2022 96.37\n9010 Nov 14, 2022 93.59\n\n[9011 rows x 2 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
DatePrice
020-May-8718.63
121-May-8718.45
222-May-8718.55
325-May-8718.60
426-May-8718.63
.........
9006Nov 08, 202296.85
9007Nov 09, 202293.05
9008Nov 10, 202294.25
9009Nov 11, 202296.37
9010Nov 14, 202293.59
\n

9011 rows × 2 columns

\n
"},"metadata":{}}]},{"cell_type":"code","source":"# Check the first few rows of the 'Year' column to understand the format\n\nprint(data['Date'].unique())","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:48.425636Z","iopub.execute_input":"2024-10-30T12:39:48.426187Z","iopub.status.idle":"2024-10-30T12:39:48.435093Z","shell.execute_reply.started":"2024-10-30T12:39:48.426131Z","shell.execute_reply":"2024-10-30T12:39:48.433796Z"},"trusted":true},"execution_count":10,"outputs":[{"name":"stdout","text":"['20-May-87' '21-May-87' '22-May-87' ... 'Nov 10, 2022' 'Nov 11, 2022'\n 'Nov 14, 2022']\n","output_type":"stream"}]},{"cell_type":"code","source":"# Convert the 'date' column to datetime format, automatically inferring the format\ndata['Date'] = pd.to_datetime(data['Date'], dayfirst=True, errors='coerce') # 'dayfirst=True' for formats like \"20-May-87\"\n\n# Check if the conversion was done correctly\n#print(df.head())\n\n# Check if there were any invalid values after the conversion\nprint(data['Date'].isnull().sum()) # To ensure all dates were correctly converted\n\n# Remove possible null values caused by invalid dates\ndata = data.dropna(subset=['Date'])\n\n# Set the 'date' column as the index\ndata.set_index('Date', inplace=True)\n\n# Check the index to ensure the date is now a DatetimeIndex\nprint(data.index)","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:49.903566Z","iopub.execute_input":"2024-10-30T12:39:49.904719Z","iopub.status.idle":"2024-10-30T12:39:50.630067Z","shell.execute_reply.started":"2024-10-30T12:39:49.904663Z","shell.execute_reply":"2024-10-30T12:39:50.629001Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"0\nDatetimeIndex(['1987-05-20', '1987-05-21', '1987-05-22', '1987-05-25',\n '1987-05-26', '1987-05-27', '1987-05-28', '1987-05-29',\n '1987-06-01', '1987-06-02',\n ...\n '2022-11-01', '2022-11-02', '2022-11-03', '2022-11-04',\n '2022-11-07', '2022-11-08', '2022-11-09', '2022-11-10',\n '2022-11-11', '2022-11-14'],\n dtype='datetime64[ns]', name='Date', length=9011, freq=None)\n","output_type":"stream"}]},{"cell_type":"code","source":"# Plot the trend of coffee imports over time\n\nplt.figure(figsize=(20.5, 10))\nplt.plot(data.index, data['Price'], color='blue')\nplt.title('')\nplt.xlabel('Year')\nplt.ylabel('Import Value')\nplt.grid(False)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:53.465122Z","iopub.execute_input":"2024-10-30T12:39:53.465832Z","iopub.status.idle":"2024-10-30T12:39:54.322312Z","shell.execute_reply.started":"2024-10-30T12:39:53.465786Z","shell.execute_reply":"2024-10-30T12:39:54.321119Z"},"trusted":true},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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Calculate the Simple Moving Average (SMA) with different window sizes\n\ndata['SMA_3'] = data['Price'].rolling(window=3).mean() # 3-month moving average\ndata['SMA_6'] = data['Price'].rolling(window=6).mean() # 6-month moving average\ndata['SMA_12'] = data['Price'].rolling(window=12).mean() # 12-month moving average\n\n# Plot the original data and the moving averages\nplt.figure(figsize=(12, 6))\nplt.plot(data.index, data['Price'], label='Original Data', color='blue')\nplt.plot(data.index, data['SMA_3'], label='3-Month Moving Average', color='orange')\nplt.plot(data.index, data['SMA_6'], label='6-Month Moving Average', color='green')\nplt.plot(data.index, data['SMA_12'], label='12-Month Moving Average', color='red')\n\n# Add titles and labels\nplt.title('Moving Averages (1990-2022)')\nplt.xlabel('Year')\nplt.ylabel('Import Value')\nplt.legend()\nplt.grid(False)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:39:57.235140Z","iopub.execute_input":"2024-10-30T12:39:57.235564Z","iopub.status.idle":"2024-10-30T12:39:58.117862Z","shell.execute_reply.started":"2024-10-30T12:39:57.235521Z","shell.execute_reply":"2024-10-30T12:39:58.116764Z"},"trusted":true},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Feature engineering: Create 'Month' and 'Year' features for the model\n\ndata['Month'] = data.index.month\ndata['Year'] = data.index.year","metadata":{"execution":{"iopub.status.busy":"2024-10-18T00:13:19.231082Z","iopub.execute_input":"2024-10-18T00:13:19.231541Z","iopub.status.idle":"2024-10-18T00:13:19.239833Z","shell.execute_reply.started":"2024-10-18T00:13:19.231497Z","shell.execute_reply":"2024-10-18T00:13:19.238521Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"code","source":"# Define the features (X) and the target variable (y)\n\nX = data[['Month', 'Year']] # We can use 'Month' and 'Year' as features for simplicity\ny = data['Price'] # The target variable is the 'Value of Import'","metadata":{"execution":{"iopub.status.busy":"2024-10-18T00:13:21.743535Z","iopub.execute_input":"2024-10-18T00:13:21.745137Z","iopub.status.idle":"2024-10-18T00:13:21.752373Z","shell.execute_reply.started":"2024-10-18T00:13:21.745070Z","shell.execute_reply":"2024-10-18T00:13:21.751232Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"from sklearn.model_selection import train_test_split\n\n# Split the data into training and testing sets (80% training, 20% testing)\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)","metadata":{"execution":{"iopub.status.busy":"2024-10-18T00:13:22.483576Z","iopub.execute_input":"2024-10-18T00:13:22.484953Z","iopub.status.idle":"2024-10-18T00:13:22.682068Z","shell.execute_reply.started":"2024-10-18T00:13:22.484879Z","shell.execute_reply":"2024-10-18T00:13:22.680899Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"from xgboost import XGBRegressor\nfrom sklearn.metrics import mean_squared_error\n\n# Initialize XGBRegressor with GPU parameters\n\nxgboost_model = XGBRegressor(objective='reg:squarederror', # Objective for regression\n n_estimators=1000, # Increase the number of trees (epochs) for monitoring\n learning_rate=0.1, # Learning rate (step size shrinkage)\n max_depth=6, # Maximum depth of each tree (controls model complexity)\n subsample=0.8, # Subsample ratio of training instances\n colsample_bytree=0.8, # Subsample ratio of features when constructing each tree\n gamma=0, # Minimum loss reduction required to make a split\n reg_alpha=0.01, # L1 regularization (Lasso)\n reg_lambda=1, # L2 regularization (Ridge)\n min_child_weight=1, # Minimum sum of instance weight needed in a child node\n booster='gbtree', # Use tree-based boosters (default)\n random_state=42, # Seed for reproducibility\n verbosity=1 # Verbosity level of model training output (set to 1 for warnings)\n )\n\n# Define evaluation set\neval_set = [(X_train, y_train), (X_test, y_test)]\n\n# Train the model with evaluation metric and early stopping\nxgboost_model.fit(X_train, y_train,\n eval_set=eval_set, # Evaluation set for monitoring\n verbose=True # Output training information at each epoch\n )","metadata":{"execution":{"iopub.status.busy":"2024-10-18T00:13:24.240116Z","iopub.execute_input":"2024-10-18T00:13:24.241425Z","iopub.status.idle":"2024-10-18T00:13:28.941673Z","shell.execute_reply.started":"2024-10-18T00:13:24.241371Z","shell.execute_reply":"2024-10-18T00:13:28.940851Z"},"trusted":true},"execution_count":19,"outputs":[{"name":"stdout","text":"[0]\tvalidation_0-rmse:29.71404\tvalidation_1-rmse:30.10933\n[1]\tvalidation_0-rmse:29.70385\tvalidation_1-rmse:30.10919\n[2]\tvalidation_0-rmse:29.69774\tvalidation_1-rmse:30.10698\n[3]\tvalidation_0-rmse:26.96304\tvalidation_1-rmse:27.37985\n[4]\tvalidation_0-rmse:24.51802\tvalidation_1-rmse:24.94007\n[5]\tvalidation_0-rmse:22.34282\tvalidation_1-rmse:22.77091\n[6]\tvalidation_0-rmse:20.41851\tvalidation_1-rmse:20.84967\n[7]\tvalidation_0-rmse:18.70504\tvalidation_1-rmse:19.14052\n[8]\tvalidation_0-rmse:18.69844\tvalidation_1-rmse:19.13810\n[9]\tvalidation_0-rmse:17.19784\tvalidation_1-rmse:17.63467\n[10]\tvalidation_0-rmse:17.19178\tvalidation_1-rmse:17.63002\n[11]\tvalidation_0-rmse:15.86524\tvalidation_1-rmse:16.30441\n[12]\tvalidation_0-rmse:15.85971\tvalidation_1-rmse:16.30113\n[13]\tvalidation_0-rmse:14.69319\tvalidation_1-rmse:15.13642\n[14]\tvalidation_0-rmse:14.68862\tvalidation_1-rmse:15.13341\n[15]\tvalidation_0-rmse:13.66577\tvalidation_1-rmse:14.11203\n[16]\tvalidation_0-rmse:12.78114\tvalidation_1-rmse:13.22780\n[17]\tvalidation_0-rmse:12.01966\tvalidation_1-rmse:12.46232\n[18]\tvalidation_0-rmse:12.01570\tvalidation_1-rmse:12.45778\n[19]\tvalidation_0-rmse:11.35594\tvalidation_1-rmse:11.79285\n[20]\tvalidation_0-rmse:11.35178\tvalidation_1-rmse:11.78885\n[21]\tvalidation_0-rmse:11.34871\tvalidation_1-rmse:11.78590\n[22]\tvalidation_0-rmse:10.78758\tvalidation_1-rmse:11.21811\n[23]\tvalidation_0-rmse:10.78468\tvalidation_1-rmse:11.21515\n[24]\tvalidation_0-rmse:10.78275\tvalidation_1-rmse:11.21312\n[25]\tvalidation_0-rmse:10.29687\tvalidation_1-rmse:10.72007\n[26]\tvalidation_0-rmse:9.88517\tvalidation_1-rmse:10.30101\n[27]\tvalidation_0-rmse:9.54304\tvalidation_1-rmse:9.94914\n[28]\tvalidation_0-rmse:9.54113\tvalidation_1-rmse:9.94669\n[29]\tvalidation_0-rmse:9.25014\tvalidation_1-rmse:9.64749\n[30]\tvalidation_0-rmse:9.01171\tvalidation_1-rmse:9.39783\n[31]\tvalidation_0-rmse:9.00950\tvalidation_1-rmse:9.39454\n[32]\tvalidation_0-rmse:9.00808\tvalidation_1-rmse:9.39279\n[33]\tvalidation_0-rmse:9.00676\tvalidation_1-rmse:9.39083\n[34]\tvalidation_0-rmse:8.80783\tvalidation_1-rmse:9.18159\n[35]\tvalidation_0-rmse:8.64017\tvalidation_1-rmse:9.00448\n[36]\tvalidation_0-rmse:8.50467\tvalidation_1-rmse:8.86035\n[37]\tvalidation_0-rmse:8.50327\tvalidation_1-rmse:8.85757\n[38]\tvalidation_0-rmse:8.50224\tvalidation_1-rmse:8.85544\n[39]\tvalidation_0-rmse:8.38791\tvalidation_1-rmse:8.73060\n[40]\tvalidation_0-rmse:8.38702\tvalidation_1-rmse:8.72867\n[41]\tvalidation_0-rmse:8.38664\tvalidation_1-rmse:8.72829\n[42]\tvalidation_0-rmse:8.29276\tvalidation_1-rmse:8.62511\n[43]\tvalidation_0-rmse:8.29215\tvalidation_1-rmse:8.62344\n[44]\tvalidation_0-rmse:8.29174\tvalidation_1-rmse:8.62262\n[45]\tvalidation_0-rmse:8.21337\tvalidation_1-rmse:8.53450\n[46]\tvalidation_0-rmse:8.21299\tvalidation_1-rmse:8.53443\n[47]\tvalidation_0-rmse:8.15062\tvalidation_1-rmse:8.46448\n[48]\tvalidation_0-rmse:8.15025\tvalidation_1-rmse:8.46363\n[49]\tvalidation_0-rmse:8.14989\tvalidation_1-rmse:8.46210\n[50]\tvalidation_0-rmse:8.14963\tvalidation_1-rmse:8.46171\n[51]\tvalidation_0-rmse:8.14944\tvalidation_1-rmse:8.46137\n[52]\tvalidation_0-rmse:8.10014\tvalidation_1-rmse:8.40345\n[53]\tvalidation_0-rmse:8.10000\tvalidation_1-rmse:8.40233\n[54]\tvalidation_0-rmse:8.05929\tvalidation_1-rmse:8.35424\n[55]\tvalidation_0-rmse:8.02656\tvalidation_1-rmse:8.31636\n[56]\tvalidation_0-rmse:8.02645\tvalidation_1-rmse:8.31574\n[57]\tvalidation_0-rmse:8.02636\tvalidation_1-rmse:8.31638\n[58]\tvalidation_0-rmse:7.99644\tvalidation_1-rmse:8.28062\n[59]\tvalidation_0-rmse:7.97565\tvalidation_1-rmse:8.25297\n[60]\tvalidation_0-rmse:7.97546\tvalidation_1-rmse:8.25248\n[61]\tvalidation_0-rmse:7.97537\tvalidation_1-rmse:8.25197\n[62]\tvalidation_0-rmse:7.97540\tvalidation_1-rmse:8.25205\n[63]\tvalidation_0-rmse:7.95677\tvalidation_1-rmse:8.22815\n[64]\tvalidation_0-rmse:7.94072\tvalidation_1-rmse:8.20854\n[65]\tvalidation_0-rmse:7.92889\tvalidation_1-rmse:8.19301\n[66]\tvalidation_0-rmse:7.92877\tvalidation_1-rmse:8.19235\n[67]\tvalidation_0-rmse:7.92874\tvalidation_1-rmse:8.19238\n[68]\tvalidation_0-rmse:7.91984\tvalidation_1-rmse:8.17854\n[69]\tvalidation_0-rmse:7.91092\tvalidation_1-rmse:8.16677\n[70]\tvalidation_0-rmse:7.90453\tvalidation_1-rmse:8.15671\n[71]\tvalidation_0-rmse:7.90444\tvalidation_1-rmse:8.15596\n[72]\tvalidation_0-rmse:7.89895\tvalidation_1-rmse:8.14860\n[73]\tvalidation_0-rmse:7.89889\tvalidation_1-rmse:8.14843\n[74]\tvalidation_0-rmse:7.89890\tvalidation_1-rmse:8.14843\n[75]\tvalidation_0-rmse:7.89443\tvalidation_1-rmse:8.14147\n[76]\tvalidation_0-rmse:7.89441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booster='gbtree', callbacks=None,\n colsample_bylevel=None, colsample_bynode=None,\n colsample_bytree=0.8, device=None, early_stopping_rounds=None,\n enable_categorical=False, eval_metric=None, feature_types=None,\n gamma=0, grow_policy=None, importance_type=None,\n interaction_constraints=None, learning_rate=0.1, max_bin=None,\n max_cat_threshold=None, max_cat_to_onehot=None,\n max_delta_step=None, max_depth=6, max_leaves=None,\n min_child_weight=1, missing=nan, monotone_constraints=None,\n multi_strategy=None, n_estimators=1000, n_jobs=None,\n num_parallel_tree=None, random_state=42, ...)","text/html":"
XGBRegressor(base_score=None, booster='gbtree', callbacks=None,\n             colsample_bylevel=None, colsample_bynode=None,\n             colsample_bytree=0.8, device=None, early_stopping_rounds=None,\n             enable_categorical=False, eval_metric=None, feature_types=None,\n             gamma=0, grow_policy=None, importance_type=None,\n             interaction_constraints=None, learning_rate=0.1, max_bin=None,\n             max_cat_threshold=None, max_cat_to_onehot=None,\n             max_delta_step=None, max_depth=6, max_leaves=None,\n             min_child_weight=1, missing=nan, monotone_constraints=None,\n             multi_strategy=None, n_estimators=1000, n_jobs=None,\n             num_parallel_tree=None, random_state=42, ...)
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"},"metadata":{}}]},{"cell_type":"code","source":"# Make predictions on the test set\ny_pred = xgboost_model.predict(X_test)","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:41:10.797454Z","iopub.execute_input":"2024-10-30T12:41:10.798439Z","iopub.status.idle":"2024-10-30T12:41:10.826983Z","shell.execute_reply.started":"2024-10-30T12:41:10.798387Z","shell.execute_reply":"2024-10-30T12:41:10.826052Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"# Calculate residuals\nresiduals = y_test - y_pred","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:41:12.432229Z","iopub.execute_input":"2024-10-30T12:41:12.432633Z","iopub.status.idle":"2024-10-30T12:41:12.440102Z","shell.execute_reply.started":"2024-10-30T12:41:12.432585Z","shell.execute_reply":"2024-10-30T12:41:12.438866Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"# Plot residuals scatter plot\n\nplt.figure(figsize=(10, 6))\nplt.scatter(y_pred, residuals, color='blue', alpha=0.5)\nplt.axhline(y=0, color='red', linestyle='--', linewidth=2)\nplt.title('Residuals Plot for XGBoost Model')\nplt.xlabel('Predicted Values')\nplt.ylabel('Residuals')\nplt.grid(True)\nplt.show()\n\n# Plot distribution of residuals (Histogram)\nplt.figure(figsize=(10, 6))\nsns.histplot(residuals, bins=30, kde=True, color='purple')\nplt.title('Distribution of Residuals for XGBoost Model')\nplt.xlabel('Residuals')\nplt.ylabel('Frequency')\nplt.grid(True)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:41:13.775897Z","iopub.execute_input":"2024-10-30T12:41:13.776644Z","iopub.status.idle":"2024-10-30T12:41:14.782395Z","shell.execute_reply.started":"2024-10-30T12:41:13.776597Z","shell.execute_reply":"2024-10-30T12:41:14.781189Z"},"trusted":true},"execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Generate future dates for the next 12 months (1 year of forecasting)\nfuture_dates = pd.date_range(start=data.index[-1], periods=15, freq='M')[1:]","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:41:21.021750Z","iopub.execute_input":"2024-10-30T12:41:21.022762Z","iopub.status.idle":"2024-10-30T12:41:21.032481Z","shell.execute_reply.started":"2024-10-30T12:41:21.022710Z","shell.execute_reply":"2024-10-30T12:41:21.031033Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"# Create a new DataFrame for the future months and year\n\nfuture_df = pd.DataFrame({'Month': future_dates.month,'Year': future_dates.year})\n\n# Predict future coffee import values\nfuture_predictions = xgboost_model.predict(future_df)\nfuture_predictions","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:41:25.280324Z","iopub.execute_input":"2024-10-30T12:41:25.280753Z","iopub.status.idle":"2024-10-30T12:41:25.297050Z","shell.execute_reply.started":"2024-10-30T12:41:25.280709Z","shell.execute_reply":"2024-10-30T12:41:25.296072Z"},"trusted":true},"execution_count":22,"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/plain":"array([101.93549 , 100.40549 , 101.65293 , 102.663765, 103.28181 ,\n 104.28515 , 104.43485 , 105.44682 , 104.84808 , 104.520294,\n 104.00818 , 103.11176 , 101.93549 , 100.40549 ], dtype=float32)"},"metadata":{}}]},{"cell_type":"code","source":"# 2. Plot Historical Data and Forecasted Data\n\nplt.figure(figsize=(20.5, 10))\n# Plot historical data\nplt.plot(data.index, data['Price'], label='Historical Data', color='blue')\n# Plot forecasted future data\nplt.plot(future_dates, future_predictions, label='Forecasted Data', color='orange', linestyle='--', marker='o')\n# Adding labels and title\nplt.title('(Historical + Future Predictions)')\nplt.xlabel('Year')\nplt.ylabel('Value')\nplt.legend()\nplt.grid(False)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:41:27.160066Z","iopub.execute_input":"2024-10-30T12:41:27.160864Z","iopub.status.idle":"2024-10-30T12:41:27.989479Z","shell.execute_reply.started":"2024-10-30T12:41:27.160811Z","shell.execute_reply":"2024-10-30T12:41:27.988286Z"},"trusted":true},"execution_count":23,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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Plot actual vs predicted values\n\nplt.figure(figsize=(10, 6))\nplt.scatter(y_test, y_pred, color='blue', alpha=0.7)\nplt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--', lw=2)\nplt.title('Actual vs Predicted Import Values')\nplt.xlabel('Actual Values')\nplt.ylabel('Predicted Values')\nplt.grid(True)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:41:31.871792Z","iopub.execute_input":"2024-10-30T12:41:31.872252Z","iopub.status.idle":"2024-10-30T12:41:32.246895Z","shell.execute_reply.started":"2024-10-30T12:41:31.872207Z","shell.execute_reply":"2024-10-30T12:41:32.245763Z"},"trusted":true},"execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n\n# Model name (you can adjust this to reflect the actual model used)\nmodel_name = 'XGBoost'\n\n# Predict values using the trained model\ny_pred = xgboost_model.predict(X_test)\n\n# Calculate metrics\nmae = mean_absolute_error(y_test, y_pred)\nmse = mean_squared_error(y_test, y_pred)\nrmse = np.sqrt(mse)\nr2 = r2_score(y_test, y_pred)\n\n# Organize the metrics into a dictionary with the model name\nmetrics = {'Model': [model_name], # Name of the model\n 'RMSE': [rmse], # Root Mean Squared Error\n 'MAE': [mae], # Mean Absolute Error\n 'MSE': [mse], # Mean Squared Error\n 'R²': [r2] # R-squared (coefficient of determination)\n }\n\n# Convert the dictionary into a DataFrame\nmetrics_df = pd.DataFrame(metrics)\n\n# Display the DataFrame with the metrics\nmetrics_df","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:41:34.487591Z","iopub.execute_input":"2024-10-30T12:41:34.488499Z","iopub.status.idle":"2024-10-30T12:41:34.539085Z","shell.execute_reply.started":"2024-10-30T12:41:34.488449Z","shell.execute_reply":"2024-10-30T12:41:34.538011Z"},"trusted":true},"execution_count":25,"outputs":[{"execution_count":25,"output_type":"execute_result","data":{"text/plain":" Model RMSE MAE MSE R²\n0 XGBoost 8.092595 5.018155 65.490098 0.940471","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
ModelRMSEMAEMSER²
0XGBoost8.0925955.01815565.4900980.940471
\n
"},"metadata":{}}]},{"cell_type":"markdown","source":"# Modelo 2 - LghtGBM","metadata":{}},{"cell_type":"code","source":"import lightgbm as lgb\nfrom lightgbm import LGBMRegressor\n\n# Initialize LightGBM with GPU parameters\nlgb_model = lgb.LGBMRegressor(objective='regression', # Objective for regression\n n_estimators=1000, # Number of trees (iterations)\n learning_rate=0.1, # Learning rate\n max_depth=6, # Maximum depth of trees\n subsample=0.8, # Subsampling for the rows\n colsample_bytree=0.8, # Subsampling for the columns\n reg_alpha=0.01, # L1 regularization\n reg_lambda=1, # L2 regularization\n min_child_weight=1, # Minimum sum of instance weight in a child\n random_state=42 # For reproducibility\n )\n\n# Define evaluation set (training and validation sets)\neval_set = [(X_train, y_train), (X_test, y_test)]\n\n# Train the LightGBM model with epoch tracking and early stopping\nlgb_model.fit(X_train, y_train,\n eval_set=eval_set, # Set of data to evaluate performance\n eval_metric='rmse' # Evaluation metric: Root Mean Squared Error (RMSE)\n )","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:41:42.548875Z","iopub.execute_input":"2024-10-30T12:41:42.549450Z","iopub.status.idle":"2024-10-30T12:41:46.259065Z","shell.execute_reply.started":"2024-10-30T12:41:42.549404Z","shell.execute_reply":"2024-10-30T12:41:46.257997Z"},"trusted":true},"execution_count":26,"outputs":[{"name":"stdout","text":"[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002574 seconds.\nYou can set `force_col_wise=true` to remove the overhead.\n[LightGBM] [Info] Total Bins 50\n[LightGBM] [Info] Number of data points in the train set: 7208, number of used features: 2\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n[LightGBM] [Info] Start training from score 48.454806\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n[LightGBM] [Warning] No further 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LGBMRegressor(colsample_bytree=0.8, max_depth=6, min_child_weight=1,\n              n_estimators=1000, objective='regression', random_state=42,\n              reg_alpha=0.01, reg_lambda=1, subsample=0.8)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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"},"metadata":{}}]},{"cell_type":"code","source":"# Predict on the test set\ny_pred_lgb = lgb_model.predict(X_test)","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:41:57.240921Z","iopub.execute_input":"2024-10-30T12:41:57.241993Z","iopub.status.idle":"2024-10-30T12:41:57.419842Z","shell.execute_reply.started":"2024-10-30T12:41:57.241927Z","shell.execute_reply":"2024-10-30T12:41:57.418806Z"},"trusted":true},"execution_count":27,"outputs":[{"name":"stdout","text":"[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n","output_type":"stream"}]},{"cell_type":"code","source":"# Calculate residuals\nresiduals_lgb = y_test - y_pred_lgb","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:41:58.850576Z","iopub.execute_input":"2024-10-30T12:41:58.851388Z","iopub.status.idle":"2024-10-30T12:41:58.856434Z","shell.execute_reply.started":"2024-10-30T12:41:58.851338Z","shell.execute_reply":"2024-10-30T12:41:58.855327Z"},"trusted":true},"execution_count":28,"outputs":[]},{"cell_type":"code","source":"# Get feature importances from the trained LightGBM model\nfeature_importances = lgb_model.feature_importances_\n\n# Assuming your feature names are stored in a list (e.g., if X_train is a DataFrame)\nfeature_names = X_train.columns\n\n# Create a DataFrame to organize feature importances\nimportance_df = pd.DataFrame({'Feature': feature_names,'Importance': feature_importances})\n\n# Sort features by importance\nimportance_df = importance_df.sort_values(by='Importance', ascending=False)\n\n# Plot the feature importance\nplt.figure(figsize=(10, 6))\nplt.barh(importance_df['Feature'], importance_df['Importance'], color='skyblue')\nplt.title('Feature Importance (LightGBM)')\nplt.xlabel('Importance')\nplt.ylabel('Features')\nplt.gca().invert_yaxis() # Invert y-axis to show the most important feature at the top\nplt.grid(True)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:42:40.671487Z","iopub.execute_input":"2024-10-30T12:42:40.671963Z","iopub.status.idle":"2024-10-30T12:42:40.972446Z","shell.execute_reply.started":"2024-10-30T12:42:40.671895Z","shell.execute_reply":"2024-10-30T12:42:40.971290Z"},"trusted":true},"execution_count":29,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Plot residuals scatter plot (Residuals vs Predicted)\n\nplt.figure(figsize=(10, 6))\nplt.scatter(y_pred_lgb, residuals_lgb, color='blue', alpha=0.5)\nplt.axhline(y=0, color='red', linestyle='--', linewidth=2)\nplt.title('Residuals Plot for LightGBM Model')\nplt.xlabel('Predicted Values')\nplt.ylabel('Residuals')\nplt.grid(True)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:42:48.240529Z","iopub.execute_input":"2024-10-30T12:42:48.240988Z","iopub.status.idle":"2024-10-30T12:42:48.615244Z","shell.execute_reply.started":"2024-10-30T12:42:48.240936Z","shell.execute_reply":"2024-10-30T12:42:48.614226Z"},"trusted":true},"execution_count":30,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Plot distribution of residuals (Histogram)\n\nplt.figure(figsize=(10, 6))\nsns.histplot(residuals_lgb, bins=30, kde=True, color='purple')\nplt.title('Distribution of Residuals for LightGBM Model')\nplt.xlabel('Residuals')\nplt.ylabel('Frequency')\nplt.grid(True)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:42:52.329002Z","iopub.execute_input":"2024-10-30T12:42:52.329449Z","iopub.status.idle":"2024-10-30T12:42:52.924981Z","shell.execute_reply.started":"2024-10-30T12:42:52.329404Z","shell.execute_reply":"2024-10-30T12:42:52.923977Z"},"trusted":true},"execution_count":31,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Plot Actual vs Predicted values using a scatter plot\n\nplt.figure(figsize=(10, 6))\nplt.scatter(y_test, y_pred_lgb, color='blue', alpha=0.5)\nplt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--', lw=2) # Add 45-degree reference line\n\n# Add labels and title\nplt.title('Actual vs Predicted Oil prices Values (LightGBM)')\nplt.xlabel('Actual Coffee Import Values')\nplt.ylabel('Predicted Coffee Import Values')\nplt.grid(True)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:42:55.885278Z","iopub.execute_input":"2024-10-30T12:42:55.886239Z","iopub.status.idle":"2024-10-30T12:42:56.256675Z","shell.execute_reply.started":"2024-10-30T12:42:55.886190Z","shell.execute_reply":"2024-10-30T12:42:56.255602Z"},"trusted":true},"execution_count":32,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Generate future dates for the next 12 months (1 year of forecasting)\n\nfuture_dates = pd.date_range(start=data.index[-1], periods=10, freq='M')[1:]","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:43:03.046454Z","iopub.execute_input":"2024-10-30T12:43:03.047445Z","iopub.status.idle":"2024-10-30T12:43:03.056306Z","shell.execute_reply.started":"2024-10-30T12:43:03.047394Z","shell.execute_reply":"2024-10-30T12:43:03.055191Z"},"trusted":true},"execution_count":33,"outputs":[]},{"cell_type":"code","source":"# Create a new DataFrame for the future months and year\nfuture_df = pd.DataFrame({'Month': future_dates.month,'Year': future_dates.year})\n\n# Predict future coffee import values\nfuture_predictions = lgb_model.predict(future_df)\nfuture_predictions","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:43:04.461767Z","iopub.execute_input":"2024-10-30T12:43:04.462197Z","iopub.status.idle":"2024-10-30T12:43:04.475127Z","shell.execute_reply.started":"2024-10-30T12:43:04.462156Z","shell.execute_reply":"2024-10-30T12:43:04.473982Z"},"trusted":true},"execution_count":34,"outputs":[{"name":"stdout","text":"[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n","output_type":"stream"},{"execution_count":34,"output_type":"execute_result","data":{"text/plain":"array([ 88.91815164, 86.29089867, 97.472607 , 118.12745418,\n 104.7984808 , 113.35525438, 123.59059932, 112.14584363,\n 100.56396756])"},"metadata":{}}]},{"cell_type":"code","source":"# 2. Plot Historical Data and Forecasted Data\n\nplt.figure(figsize=(20.5, 10))\n\n# Plot historical data\nplt.plot(data.index, data['Price'], label='Historical Data', color='blue')\n\n# Plot forecasted future data\nplt.plot(future_dates, future_predictions, label='Forecasted Data', color='orange', linestyle='--', marker='o')\n\n# Adding labels and title\nplt.title('Oil prices Forecast (Historical + Future Predictions)')\nplt.xlabel('Year')\nplt.ylabel('Coffee Import Value')\nplt.legend()\nplt.grid(False)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:43:07.705369Z","iopub.execute_input":"2024-10-30T12:43:07.705840Z","iopub.status.idle":"2024-10-30T12:43:08.541809Z","shell.execute_reply.started":"2024-10-30T12:43:07.705794Z","shell.execute_reply":"2024-10-30T12:43:08.540721Z"},"trusted":true},"execution_count":35,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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Calculate metrics\n\nmae_lgb = mean_absolute_error(y_test, y_pred_lgb)\nmse_lgb = mean_squared_error(y_test, y_pred_lgb)\nrmse_lgb = np.sqrt(mse_lgb)\nr2_lgb = r2_score(y_test, y_pred_lgb)\n\n# Create DataFrame with metrics\nmetrics_lgb = {'Model': ['LightGBM'],\n 'RMSE': [rmse_lgb],\n 'MAE': [mae_lgb],\n 'MSE': [mse_lgb],\n 'R²': [r2_lgb]}\n\n# Convert dictionary to DataFrame\nmetrics_lgb_df = pd.DataFrame(metrics_lgb)\n\n# Display the DataFrame\nmetrics_lgb_df","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:43:12.270084Z","iopub.execute_input":"2024-10-30T12:43:12.270520Z","iopub.status.idle":"2024-10-30T12:43:12.289149Z","shell.execute_reply.started":"2024-10-30T12:43:12.270476Z","shell.execute_reply":"2024-10-30T12:43:12.287989Z"},"trusted":true},"execution_count":36,"outputs":[{"execution_count":36,"output_type":"execute_result","data":{"text/plain":" Model RMSE MAE MSE R²\n0 LightGBM 2.17124 1.395082 4.714284 0.995715","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
ModelRMSEMAEMSER²
0LightGBM2.171241.3950824.7142840.995715
\n
"},"metadata":{}}]},{"cell_type":"code","source":"# Model 3","metadata":{"execution":{"iopub.status.busy":"2024-10-18T00:14:39.696980Z","iopub.execute_input":"2024-10-18T00:14:39.697993Z","iopub.status.idle":"2024-10-18T00:14:39.702972Z","shell.execute_reply.started":"2024-10-18T00:14:39.697940Z","shell.execute_reply":"2024-10-18T00:14:39.701611Z"},"trusted":true},"execution_count":41,"outputs":[]},{"cell_type":"code","source":"from lightgbm import LGBMRegressor\nfrom catboost import CatBoostRegressor\nfrom sklearn.tree import DecisionTreeRegressor\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn.ensemble import GradientBoostingRegressor\n\n# Define the models to be tested\n# Define the models to be tested with `verbose=-1` to suppress warnings for LightGBM\n\nmodels = {'CatBoost': CatBoostRegressor(verbose=0, n_estimators=100, learning_rate=0.1),\n 'DecisionTree': DecisionTreeRegressor(),\n 'RandomForest': RandomForestRegressor(n_estimators=100),\n 'GradientBoosting': GradientBoostingRegressor(n_estimators=100, learning_rate=0.1)}\n\n# Loop through each model, fit, and predict\nfor model_name, model in models.items():\n print(f'Training {model_name}...')\n \n # Fit the model\n model.fit(X_train, y_train)\n\n # Make predictions on the test set\n y_pred = model.predict(X_test)\n\n # Output just to indicate that the model was trained and predictions were made\n print(f'{model_name} model trained and predictions made.')","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:43:17.199947Z","iopub.execute_input":"2024-10-30T12:43:17.200388Z","iopub.status.idle":"2024-10-30T12:43:18.685442Z","shell.execute_reply.started":"2024-10-30T12:43:17.200341Z","shell.execute_reply":"2024-10-30T12:43:18.684450Z"},"trusted":true},"execution_count":37,"outputs":[{"name":"stdout","text":"Training CatBoost...\nCatBoost model trained and predictions made.\nTraining DecisionTree...\nDecisionTree model trained and predictions made.\nTraining RandomForest...\nRandomForest model trained and predictions made.\nTraining GradientBoosting...\nGradientBoosting model trained and predictions made.\n","output_type":"stream"}]},{"cell_type":"code","source":"# Generate future dates for the next 12 months (assuming future forecasting)\n\nfuture_dates = pd.date_range(start=data.index[-1], periods=13, freq='M')[1:]\nfuture_dates","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:43:20.637835Z","iopub.execute_input":"2024-10-30T12:43:20.638879Z","iopub.status.idle":"2024-10-30T12:43:20.652263Z","shell.execute_reply.started":"2024-10-30T12:43:20.638821Z","shell.execute_reply":"2024-10-30T12:43:20.651229Z"},"trusted":true},"execution_count":38,"outputs":[{"execution_count":38,"output_type":"execute_result","data":{"text/plain":"DatetimeIndex(['2022-12-31', '2023-01-31', '2023-02-28', '2023-03-31',\n '2023-04-30', '2023-05-31', '2023-06-30', '2023-07-31',\n '2023-08-31', '2023-09-30', '2023-10-31', '2023-11-30'],\n dtype='datetime64[ns]', freq='ME')"},"metadata":{}}]},{"cell_type":"code","source":"# Loop through each model, fit, predict, and plot residuals\n\nfor model_name, model in models.items():\n print(f'Training {model_name}...')\n\n # Fit the model\n model.fit(X_train, y_train)\n\n # Make predictions on the test set\n y_pred = model.predict(X_test)\n\n # Calculate residuals\n residuals = y_test - y_pred\n\n # Plot the residuals\n plt.figure(figsize=(10, 6))\n plt.scatter(y_pred, residuals, color='blue', alpha=0.5)\n plt.axhline(y=0, color='red', linestyle='--', linewidth=2)\n plt.title(f'Residuals Plot for {model_name}')\n plt.xlabel('Predicted Values')\n plt.ylabel('Residuals')\n plt.grid(True)\n plt.show()\n\n # Optionally, you can also plot the distribution of residuals\n plt.figure(figsize=(10, 6))\n sns.histplot(residuals, bins=30, kde=True, color='purple')\n plt.title(f'Distribution of Residuals for {model_name}')\n plt.xlabel('Residuals')\n plt.ylabel('Frequency')\n plt.grid(True)\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:43:22.130055Z","iopub.execute_input":"2024-10-30T12:43:22.130465Z","iopub.status.idle":"2024-10-30T12:43:26.673262Z","shell.execute_reply.started":"2024-10-30T12:43:22.130425Z","shell.execute_reply":"2024-10-30T12:43:26.672342Z"},"trusted":true},"execution_count":39,"outputs":[{"name":"stdout","text":"Training CatBoost...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stdout","text":"Training DecisionTree...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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Scf1/FO9Lk7cOCA+vTpU2+74zk7cOCAUlJSnNsPD+bS7x/yHOt19EcdOnSo831BQYFKSkr0xhtv6I033mjwPgUFBZLsr4mdO3ce8zUBwPMIXAB8SnZ2tkpLS+v00vxRWFiYXnnlFa1fv16fffaZvvjiC2VkZOiNN97Q888/36jlwJv6+kWHq62tbbYlyo90HMODS83Hx8frjDPOkCQNHTpUSUlJuuGGG/TSSy8554HZbDa1aNFCjzzySINtOOaJmUwmzZ07Vz/88INWrVqlL774QrNnz9aiRYv0xhtvOP/wP1FH6lmpra2tt+2f//ync25S3759FR0dLZPJpBkzZhzz+Z41a5b+8pe/aOXKlVq7dq3uu+8+Pf3003rzzTfVtm1blx7DsbjzZ3/btm2S5Hy9Oh73P/7xjyNejiEiIqLeQijHozmeuyN9cHO8r6M/PteOHvlx48bpL3/5S4P3cczLs9lsSklJqbcgjENT/5wAaDwCFwCf8u6770rSMYd6mc1m5zC12267TU899ZQeffRRrV+/XmeccYbbr8HzxxXKDMPQ7t2766yeeKSepAMHDqhjx47O74+ntvbt22vdunUqKyur08uVmZnpvN0d2rdvr61bt8pms9X5Y9NxnD9+4u+KP/3pTxowYICeeuopXXTRRYqIiFCnTp20bt069e/fv1GBoG/fvurbt69mzJih999/X7feeqsyMjI0ceLEevsmJCQoLCyswVXmdu3aVed7x0IefzyPDfXwffTRRzrvvPPqrIZ36NCho/ZuHc6xyuPNN9+s77//Xpdccolee+01zZgxo1H3d3Ccm8zMzDo/Z9XV1dq3b58z7DYFx2qiQ4cOlSTn8aOioo563ISEBEVFRWn79u0ndNzjfe7atWtX71xLTfPzfTQJCQmKjIyUzWY75nnp1KmTfvnlFw0aNKjJrikGwD2YwwXAZ6xbt05PPvmkOnTooHHjxh1xv6KionrbHJ+mO5ZLdqwQd7xDgI7knXfeUVlZmfP75cuXKzc3V+np6c5tHTt21I8//lhnyeZVq1bVWz7+eGpLT09XbW2tXnnllTrbX3jhBZlMpjrHd0V6erpyc3OVkZHh3Ga1WvXyyy8rIiJCp512mluO43DdddepqKjIef2mUaNGqba2tsGV16xWq/O5Ki4urtfL8Mdz/0dBQUEaMmSIPvnkkzrBaefOnVqzZk2dfaOiohQfH69vv/22zvZXX321wXb/6OWXX26wN+xwZWVlslqtdbalpKTIbDaf0HLfZ5xxhiwWi15++eU6z81bb72l0tJSnXnmmcfdZmO8//77WrJkifr16+cc9tarVy916tRJzz//fIPzMB3D5cxms0aMGKFVq1Zp06ZN9fY7Uk/SiT53Z555pjZu3KgNGzY4t1VUVOjNN99U+/btj+u6cq4ICgrSyJEj9dFHHzl7Bw/neH4k+2siJyenwWucVVVVOYdzAvA8ergAeKXVq1crMzNTtbW1ysvL0/r167V27Vq1a9dOCxYsOOrFQZ944gl9++23OvPMM9W+fXvl5+fr1VdfVdu2bZ3LrDsWL3j99dcVGRmpiIgI9e7du04PwPGIjY3VpZdeqgkTJjiXhe/cuXOdpesnTpyojz76SNddd51GjRqlPXv26P333683PPJ4ahs+fLgGDhyoRx99VPv371dqaqrWrl2rlStX6sorrzzq0MvjcdFFF+mNN97QrFmz9PPPP6t9+/b66KOP9P3332v27Nn15pC56swzz1RKSopeeOEFXXbZZRowYIAuuugiPf3009qyZYsGDx4si8WirKwsLV++XLfffrvOOeccvf3223rttdc0YsQIderUSeXl5XrzzTcVFRV11PA5depUffHFF7rssst0ySWXqLa2VosXL1bXrl21devWOvtOnDhRzzzzjG6//Xb16tVL3377bYO9I3/605/07rvvKioqSl27dtUPP/ygL7/8UnFxcUd97F999ZXuvfdenXPOOerSpYtqa2v17rvvOv8YP14JCQm64YYbNH/+fF133XUaPny4du3apVdffdV5PTVXffTRR4qIiFBNTY1ycnK0Zs0aff/99+rWrZsef/xx535ms1n33XefJk+erLFjx2rChAlq06aNcnJytH79ekVFRempp56SJP3tb3/T2rVrNWnSJOey57m5uVq+fLleffVV57ypw53oc3f99dfrgw8+0OTJkzVp0iTFxsbqnXfe0b59+zRv3rxGz/10h7///e9av369LrzwQk2cOFFdu3ZVcXGxfv75Z61bt05ff/21JPslMj788EPdddddWr9+vfr376/a2lplZmZq+fLlevbZZxtccARA8yNwAfBKc+fOlWRfCS8uLk4pKSmaPXu2JkyYcMw/7ocPH679+/dr6dKlKiwsVHx8vAYMGKCpU6c6J85bLBY99NBD+u9//6u7775bVqtVDz744AkHrhtvvFFbt27VM888o/Lycg0aNEh33XVXnWstDR06VLNmzdKiRYv0wAMPqFevXnrqqaf0r3/9q05bx1Ob2WzWggULNHfuXGVkZGjZsmVq3769/vGPf+iaa645ocfSkLCwML388st65JFH9Pbbb6usrEyJiYl68MEH3bai3R9dc801mjVrlt5//31NmDBB9957r3r16qXXX39djz76qIKCgtS+fXuNGzfOeZ2yAQMGaNOmTcrIyFBeXp6io6PVu3dvPfLII0c9t926ddNzzz2nBx98UHPnzlXbtm01depU5ebm1gtct9xyiwoKCvTRRx/pww8/VHp6up599tl6ixfcfvvtMpvNev/993Xo0CH1799fixYt0nXXXXfUx52amqohQ4Zo1apVysnJUXh4uFJTU7Vw4UL17dv3hJ7LqVOnKiEhQYsXL9aDDz6o2NhYXXjhhfrb3/5WZ3GSE3X33XdLkkJDQxUfH6/u3bvrgQceaHCxkoEDB+qNN97Qk08+qcWLF6uiokKtWrVS7969ddFFFzn3a9Omjd588009/vjjev/991VWVqY2bdooPT39iMNKT/S5a9mypV5//XX9+9//1uLFi3Xo0CGlpqbqqaee0p/+9CdXn57j0rJlSy1ZskRPPPGEPv74Y7322muKi4tT165ddeuttzr3M5vNeuKJJ/TCCy/o3Xff1ccff6zw8HB16NBBkyZNUmJiYrPWDeDITIYnZ0oDAAAAgB9jDhcAAAAANBECFwAAAAA0EQIXAAAAADQRAhcAAAAANBECFwAAAAA0EQIXAAAAADQRrsN1HDZs2CDDMNxyzRIAAAAAvqumpkYmk0n9+vU76n70cB0HwzDkjsuWGYah6upqt7QF9+CceBfOh/fhnHgfzol34Xx4H86Jd/HH89HYbEAP13Fw9GylpaW51E5FRYW2bNmirl27KiIiwh2lwUWcE+/C+fA+nBPvwznxLpwP78M58S7+eD42bdrUqP3o4QIAAACAJkLgAgAAAIAmQuACAAAAgCZC4AIAAACAJkLgAgAAAIAmQuACAAAAgCZC4AIAAACAJkLgAgAAAIAmQuACAAAAgCZC4AIAAACAJkLgAgAAAIAmQuACAAAAgCZC4AIAAACAJkLgAgAAAIAmQuACAAAAgCZC4AIAAACAJkLgAgAAAIAmQuACAAAAgCZC4AIAAACAJkLgAgA0yqHCQ3rvive08ZWNni4FAACfEezpAgAA3s8wDG16YJOyV2Vr3xf7lHZJmkxmk6fLAgDA69HDBQA4pl+W/KLsVdmSpPKD5dr/9X4PVwQAgG8gcAEAjqr011J98rdPJEkh0SGSpK3vb/VkSQAA+AwCFwDgiAzD0P9u+J+qCqsU2y1Wwx8eLkna9v42D1cGAIBvIHABAI5o4+KN2vb+NpktZvW5u4+6ju0qU5BJBzcdVFFWkafLAwDA6xG4AABHtPahtZKkwbcPVkzXGIUnhKvT4E6SGFYIAEBjELgAAA2yHrIq75c8SVKvy3s5t6ecmyKJYYUAADQGgQsA0KD8rfkybIZCY0MV2TbSud0RuLI+y9KhkkOeKg8AAJ9A4AIANCh3c64kqXXP1jKZfr/mVsvUlko4OUG2Gpt2rtjpqfIAAPAJBC4AQIMO/nxQktSyR8t6tzl6uba+xzwuAACOhsAFAGhQ3mb7/K3WPVvXuy11XKokaXvGdtlqbc1aFwAAvoTABQBokKOHq1WPVjKZTAoPD3cOLew0uJPC4sNUmV+pfV/t82SZAAB4NQIXAKAe6yGrCnYUSJJa9Wyl8PBw9ejRQ+Hh4ZIkc7DZuTx8zsacEzqGYTPcUywAAF4s2NMFAAC8T/62fBm1hkJjQrV33V6V5pSqsLBQ8fHxCg62v3VUV1RLkn55+xeZzKajNVdPRMsI9Ti/h9vrBgDA2xC4AAD1OFYobNWzlSrzK1V6oFSFuYUKrgyWxWKRJAWFBEmSSvaVqOzXMo/VCgCAN2NIIQCgntyffwtcPVodcZ/wePvwwqrCqmapCQAAX0TgAgDUc3gP15GExYdJkioLK2UYzMcCAKAhBC4AQD3OwHWUHq6wOHvgqj1UK2uVtVnqAgDA1xC4AAB11FbXqmC7fYXChq7B5RBkCVJIVIgkhhUCAHAkBC4AQB352/Nls9oUGhOq6PbRR9338GGFAACgPgIXAKCOwxfMcFzo+EhYOAMAgKMjcAEA6nDM32rZo+Ux93XM4yJwAQDQMAIXAKAORw/X0eZvOTiHFBYxpBAAgIYQuAAAdTRmhUIHR+CihwsAgIYRuAAATrXVtcrfli/p6NfgcnDO4SqqkmHjWlwAAPwRgQsA4FSwo0A2q00h0SGK6RBzzP1DokNkCjJJhlRVTC8XAAB/ROACADg5hxN2P/YKhZJkMplYqRAAgKMgcAEAnIp2F0mS4pPjG30f5nEBAHBkBC4AgFPp/lJJOuYFjw/nWBqeix8DAFAfgQsA4OQIXDHtjz1/y8HZw1VEDxcAAH9E4AIAOJXsL5EkRbdrfA8Xc7gAADgyAhcAwKn0wAkMKYxnSCEAAEdC4AIASJIMw3AGruMaUvjbHC5rpVXWKmuT1AYAgK/yysD19ttv67zzzlNaWpoGDhyo6667TlVVvw9V+fTTTzVu3DilpaVp5MiRWrp0ab02qqur9a9//UuDBw9W3759dfXVVyszM7M5HwYA+JTK/ErVHqqVdHxDCoNDg2WJsEhiHhcAAH/kdYFrwYIF+uc//6nRo0frueee07333qsOHTqottb+R8C3336rKVOmqG/fvlq4cKFGjRql22+/XcuXL6/Tzn333aclS5ZoxowZmjdvnqqrq3XVVVeptLTUEw8LALyeY/5WRKsIBYUEHdd9GVYIAEDDgj1dwOEyMzM1f/58PfnkkzrzzDOd20eOHOn8/4IFC9S7d2/de++9kqTTTz9de/fu1dy5c3XOOedIkrKzs/XWW2/prrvu0gUXXCBJSktL07Bhw/T6669r8uTJzfioAMA3OJeEP47eLYfw+HCV7i9l4QwAAP7Aq3q4li1bpg4dOtQJW4errq7W+vXrncHKYfTo0dq5c6f27dsnSVqzZo1sNlud/eLi4jR48GCtXr266R4AAPiwE5m/5cDFjwEAaJhXBa4ff/xRKSkpevLJJzVo0CD16tVLF198sX788UdJ0p49e1RTU6OkpKQ690tOTpYk5xytzMxMtWjRQrGxsfX2Yx4XADTMuST8caxQ6OC8+HERQwoBADicVw0pzM3N1U8//aRt27bprrvuUnh4uJ566ildc801WrFihYqLiyVJMTF1P311fO+4vaSkRNHR9f9giImJce5zogzDUEVFhUttVFZW1vkKz+OceBfOh2cU7i6UJIW1DlNFRYVMJpPCw8NltVpVU1MjSc6vf2SJti+aUVlQecR9Dme12lczrKyslGEY7ig/4PA68S6cD+/DOfEu/ng+DMOQyWQ65n5eFbgcYebxxx9Xt27dJEl9+vTR8OHDtXjxYg0ZMsTDFdr/2NiyZYtb2srKynJLO3Afzol34Xw0r+xt2ZKkMlOZtmzZovDwcPXo0UOFhYUqKiqSJOfXP6q2VkuSDpUeUm5u7jGPZQ23B65du3b51ZuvJ/A68S6cD+/DOfEu/nY+QkJCjrmPVwWumJgYxcXFOcOWZJ971aNHD+3YsUNjxoyRpHorDZaU2IfBOIYQxsTEqKysrF77JSUl9YYZHi+LxaKuXbu61EZlZaWysrLUpUsXhYeHu9QW3INz4l04H56xvmS9JOnkficrqXuS81O7+Ph4GSWGioqKFBcXJ4vFUu++tTG12q3dMmoMJcQmHHOVw+h4+yiExMREerhOEK8T78L58D6cE+/ij+djx44djdrPqwJX165dtWfPngZvO3TokDp16iSLxaLMzEwNHTrUeZtjXpZjbldSUpLy8vJUXFxcJ2BlZmbWm/91vEwmkyIiIlxqwyE8PNxtbcE9OCfehfPRvMqzyyVJLZNb1nneg4ODnSHLYrE0GLiCg4Nltphlq7HJOGTIEll/nz/uL8lv3nQ9ideJd+F8eB/OiXfxp/PRmOGEkpctmjFs2DAVFRXVGbJXWFion3/+WT179lRISIgGDhyojz76qM79MjIylJycrA4dOkiShgwZIrPZrBUrVjj3KS4u1po1a5Sent48DwYAfIj1kFUVufb5qSeySqHJZFJIlH1YRXVZtVtrAwDAl3lVD9eIESOUlpamadOmacaMGQoNDdUzzzyjkJAQXXrppZKkm266SVdccYXuvvtujRo1SuvXr9f//vc/Pfroo8522rZtqwsuuEAPP/ywzGaz2rRpo6efflrR0dG6+OKLPfXwAMBrlf1qH4YdFBqk8BYn1usUEhWiqsIqAhcAAIfxqsBlNpv1zDPP6MEHH9ScOXNUU1OjU089Va+88opatWolSTr11FM1b948PfbYY3rrrbfUrl073XfffRo1alSdtu644w5FRkbqP//5j8rLy9W/f38tWrSowdULASDQOZeEbxfd6CESf0QPFwAA9XlV4JKkhIQE/fvf/z7qPmeddZbOOuuso+4TEhKimTNnaubMme4sDwD8Uul++2JE0e1O/EOpkEgCFwAAf+RVc7gAAJ5ResAeuE5k/pYDPVwAANRH4AIA/D6ksL0LPVyOwFVO4AIAwIHABQD4fUihC4HLEmVfCr6mrMYtNQEA4A8IXAAAZ+BiSCEAAO5F4AIA1Fml8EQdHrgMw3BLXQAA+DoCFwAEOMMwnItmuGMOl2EzZK20uqU2AAB8HYELAAJcVVGVMyC50sNlDjIrONx+tRGGFQIAYEfgAoAA55i/FZ4QLku4xaW2mMcFAEBdBC4ACHDuWBLegcAFAEBdBC4ACHDOJeFdGE7oQOACAKAuAhcABDh3LJjhQOACAKAuAhcABDjHkEJXrsHl4Axc5QQuAAAkAhcABDznkEJ6uAAAcDsCFwAEOEfgcmcPV01ZjcttAQDgDwhcABDgnHO4WDQDAAC3I3ABQAAzbIbKc8slSVFto1xuz9nDVVEjW63N5fYAAPB1BC4ACGCVBZUyag1JUkTLCJfbCw4PlslskiTVlDOsEAAAAhcABLDyg/berbD4MAWFBLncnslkkiXSIolhhQAASAQuAAhojsAV2TrSbW0yjwsAgN8RuAAggBG4AABoWgQuAAhgBC4AAJoWgQsAAhiBCwCApkXgAoAA5gxcbQhcAAA0BQIXAAQwergAAGhaBC4ACGAELgAAmhaBCwACGIELAICmReACgADWlIHLVmNTbXWt29oFAMAXEbgAIEBZD1l1qPiQJPcGrqCQIAWFBEmilwsAAAIXAASoitwKSZI52KywuDC3ts2wQgAA7AhcABCgynLKJNl7t0wmk1vbtkRZJBG4AAAgcAFAgGqK+VsOIZH0cAEAIBG4ACBgNWXgskTYe7hqymvc3jYAAL6EwAUAAapJA1fkb4GrgsAFAAhsBC4ACFCOwBXROsLtbYdE2IcUErgAAIGOwAUAAarioH2VwqYcUlhdwRwuAEBgI3ABQIBqjiGF1gqr29sGAMCXELgAIEA1x6IZ1eX0cAEAAhuBCwACVLOsUlhRI8Mw3N4+AAC+gsAFAAHIMIxmCVwyJGsVwwoBAIGLwAUAAehQySHVVtdKaprAZQ42Kyg0SBIrFQIAAhuBCwACkKN3KyQ6RJZwS5Mcg4sfAwBA4AKAgNSUwwkdDp/HBQBAoCJwAUAAapbAFUngAgCAwAUAAag8p+kDV0hEiCSGFAIAAhuBCwACUHP0cAVHBEuSqiu4FhcAIHARuAAgADVH4HL0cFkrWBYeABC4CFwAEICacw4XPVwAgEBG4AKAANSsqxQyhwsAEMAIXAAQgFgWHgCA5kHgAoAAxLLwAAA0DwIXAAQYm9WmyvxKSc3Tw2Wrsam2prbJjgMAgDcjcAFAgKnIq7D/xySFtwhvsuMEhQTJFGSSxDwuAEDgInABQIBxDCeMaBkhc1DTvQ2YTCbmcQEAAh6BCwACTHPM33IIibRfi4vABQAIVF4VuJYtW6bU1NR6/x555JE6+y1ZskQjR45UWlqaxo0bp1WrVtVrq7S0VLNnz9aAAQPUr18/TZs2TQcPHmyuhwIAXqs5A1dwRLAkhhQCAAJXsKcLaMizzz6r6Oho5/dt2rRx/v+DDz7QnXfeqRtvvFGnn366MjIyNGXKFL3yyivq27evc7/p06drx44duvvuuxUaGqrHHntMkydP1tKlSxUc7JUPGwCaRbP2cEXQwwUACGxemTx69uyphISEBm+bO3euxowZo+nTp0uSTj/9dG3btk1PPPGEFi5cKEnasGGD1qxZo+eee05DhgyRJCUmJmr06NFasWKFRo8e3SyPAwC8kXMOV6uIJj+WYw5XdUV1kx8LAABv5FVDCo9l7969ysrK0qhRo+psHz16tNatW6fqavsb+urVqxUTE6PBgwc790lKSlL37t21evXqZq0ZALxNee5vPVytmr6Hy7loBkMKAQAByisD19ixY9W9e3edddZZevrpp1Vba79+S2ZmpiR7b9XhkpOTVVNTo7179zr3S0xMlMlkqrNfUlKSsw0ACFQVufZl4Zulh4uLHwMAApxXDSls1aqVpk6dqj59+shkMunTTz/VY489ppycHM2ZM0fFxcWSpJiYmDr3c3zvuL2kpKTOHDCH2NhY/fTTTy7VaBiGKioqXGqjsrKyzld4HufEu3A+mlZpTqkkKTgm+Ki/z0wmk8LDw2W1WlVTYw9Mjq+NZQ61f65XXV5d575Wq1WS/RwbhnFcbcKO14l34Xx4H86Jd/HH82EYRr0OnoZ4VeAaOnSohg4d6vx+yJAhCg0N1Ysvvqgbb7zRg5X9rqamRlu2bHFLW1lZWW5pB+7DOfEunI+mUXzA/uFUbnmubFtsR9wvPDxcPXr0UGFhoYqKiiTJ+bWxKqvtb6xVpVXKzc11breG2wPXrl27/OrN1xN4nXgXzof34Zx4F387HyEhIcfcx6sCV0NGjRql559/Xlu2bFFsbKwk+5LvrVq1cu5TUlIiSc7bY2JilJ2dXa+t4uJi5z4nymKxqGvXri61UVlZqaysLHXp0kXh4eEutQX34Jx4F85H0/q45GNJUrdTuqll95ZH3M/xqV18fLyMEkNFRUWKi4uTxWJp9LEqVKF92ifjkFHn93Z0vH0UQmJiIj1cJ4jXiXfhfHgfzol38cfzsWPHjkbt5/WB63BJSUmS7HO0HP93fG+xWNSxY0fnfuvWravXzbdr1y6lpKS4VIPJZFJEhHvmPYSHh7utLbgH58S7cD7cr7amVoeKDkmSWnRq0ajnNzg42BmyLBbLcQWu8Fj7m6q1yqrgoGCZzCZnm5L85k3Xk3ideBfOh/fhnHgXfzofjRlOKHnpohmHy8jIUFBQkHr06KGOHTuqS5cuWr58eb19Bg0a5OzSS09PV3FxsdatW+fcZ9euXdq8ebPS09ObtX4A8CYVeb/N2TJJ4QlNH3Ys4b+HMxbOAAAEIq/q4br22ms1cOBApaamSpJWrlypN998U1dccYVzKMrUqVN16623qlOnTho4cKAyMjK0ceNGLV682NlOv379NGTIEM2ePVszZ85UaGioHn30UaWmpurss8/2yGMDAG/gXKGwRYTMQU3/mZvJbFJweLCslVbVVNQoJOrYY90BAPAnXhW4EhMTtXTpUmVnZ8tms6lLly6aPXu2Jk2a5Nxn7Nixqqys1MKFC/XMM88oMTFR8+fPV79+/eq09dhjj+nBBx/UnDlzZLVaNWTIEN1xxx3OYSwAEIic1+Bq3fTX4HIIiQxxBi4AAAKNV6WPO+64o1H7TZw4URMnTjzqPtHR0XrggQf0wAMPuKM0APALzXkNLgcufgwACGReP4cLAOA+zh6uVs3Xw+UIXNUV1c12TAAAvAWBCwACCD1cAAA0LwIXAAQQRw9XswauyN8CF3O4AAABiMAFAAHE0cPliSGFBC4AQCAicAFAAPHokEICFwAgABG4ACCAeGTRDIYUAgACGIELAAIIi2YAANC8CFwAECBstTZV5Ht2DpdhGM12XAAAvAGBCwACRGVBpfRb3glvEd5sxw2JDJEkGTZDtYdqm+24AAB4AwIXAAQIx3DCsPgwBVmCmu245mCzgkLsx2MeFwAg0BC4ACBAeGLBDAfHsMLq8upmPzYAAJ5E4AKAAOGJBTMcWBoeABCoCFwAECA82sPF0vAAgABF4AKAAOEVPVwsDQ8ACDAELgAIEI4eLoYUAgDQfAhcABAgHD1cnlw0g8AFAAg0BC4ACBAeHVLIHC4AQIAicAFAgPCGZeGZwwUACDQELgAIEF6xaAY9XACAAEPgAgAfZtiMxu1nGKrI89wcrpDIEEkELgBA4An2dAEAgBNnMpu0eelmZ5g6kpryGtmsNknSlne2KMgSdMy2E7omKOmsJLfU6ejhqq2uddYBAEAgIHABgI+ryKtQ2a9lx9xHkoJCglSZV9modiNaum/oYVBokExmkwyboeryare1CwCAt2NIIQAEAMdQPsdqgc3NZDIxjwsAEJAIXAAQAByrAzpCjycQuAAAgYjABQABoLrCPozPUz1chx+bpeEBAIGEwAUAAcARckIiQjxWAz1cAIBAROACgADgnMPFkEIAAJoVgQsAAoCnF82QDgtcDCkEAAQQAhcABACvWDTDMYerksAFAAgcBC4ACADe0MPlmD9GDxcAIJAQuAAgADguNuzJHq7giGBJzOECAAQWAhcA+DnDMJwhJyTSc6sUOo5N4AIABBICFwD4udrqWhm1hiTvWaXQsBkeqwMAgOZE4AIAP+eYM2W2mBUUEuSxOoLDg53/dwxxBADA3xG4AMDPOcKNJ4cTSpI5yKzgMHvoqi4lcAEAAgOBCwD8nHNJeA+uUOjgqIEeLgBAoCBwAYCf85YeLun3eVz0cAEAAgWBCwD8nFf1cDkCVxmBCwAQGAhcAODnCFwAAHgOgQsA/JxXDSmMZEghACCwELgAwM85eri8InDRwwUACDAELgDwc44eLm8YUhgSYQ99BC4AQKAgcAGAn/OqOVyR9HABAAILgQsA/JhhM1RT4YVDCpnDBQAIEAQuAPBjjrAl/R52POnwOVyGYXi4GgAAmh6BCwD8mHP+VoRFJrPJw9X8PqTQZrUxrBAAEBAIXADgx7xp/pYkBVmCZLbY33oqcis8XA0AAE2PwAUAfszbApf0+7DC8txyD1cCAEDTI3ABgB/zposeOzgCV0UePVwAAP9H4AIAP+bs4fKCBTMcHL1tDCkEAAQCAhcA+DFv7uFiSCEAIBAQuADAjzmWhffGOVwMKQQABAICFwD4MWcPV5T39HCFRNhrYUghACAQELgAwI958yqFBC4AQCDw2sBVXl6u9PR0paamatOmTXVuW7JkiUaOHKm0tDSNGzdOq1atqnf/0tJSzZ49WwMGDFC/fv00bdo0HTx4sLnKBwCv4AhcXjWHK5I5XACAwOG1gevJJ59UbW1tve0ffPCB7rzzTo0aNUoLFy5U3759NWXKFP3www919ps+fbrWrl2ru+++W4888oh27dqlyZMny2q1NtMjAADPqq2pVW21/feoV/ZwMYcLABAAXApcTdVjtHPnTr366quaOnVqvdvmzp2rMWPGaPr06Tr99NN17733Ki0tTU888YRznw0bNmjNmjW6//77NXr0aJ111ll6/PHHtXXrVq1YsaJJagYAb+Po3TIFmRQUEuThan7HsvAAgEDiUuD605/+pGuuuUbvvPOOKirc98Z533336eKLL1ZiYmKd7Xv37lVWVpZGjRpVZ/vo0aO1bt06VVfbJ4evXr1aMTExGjx4sHOfpKQkde/eXatXr3ZbnQDgzQ5fEt5kMnm4mt85ergOlRyS9RCjDgAA/s2lwOWYFzVr1iwNHjxYt956q1avXi2bzXbCbS5fvlzbtm3TLbfcUu+2zMxMSaoXxJKTk1VTU6O9e/c690tMTKz3B0ZSUpKzDQDwd964YIYkBYcFy2S2/36uzK/0cDUAADStYFfufOONN+rGG2/U5s2b9f777+uDDz7Q//73P7Vo0UJjxozRueeeq7S0tEa3V1lZqYceekgzZsxQVFRUvduLi4slSTExMXW2O7533F5SUqLo6Oh694+NjdVPP/3U6HoaYhiGy715lZWVdb7C8zgn3oXz0Tgmk0nh4eGyWq2qqampd3tlif35C44IbvD2Y3HMeT28/RNppyGWSIuqS6tVsLdAQXHeM9zRl/A68S6cD+/DOfEu/ng+DMNo1AgSlwKXQ48ePdSjRw/94x//0FdffaX3339fy5Yt08svv6zExESNGzdO48aNU7t27Y7azoIFC9SiRQudf/757iirSdTU1GjLli1uaSsrK8st7cB9OCfehfNxdOHh4erRo4cKCwtVmFtY7/aig0WSpFpzrXJzc4+7/YjSCEn2VV+LiuxtOb66Kig8SCqVMn/KVF5wnlvaDFS8TrwL58P7cE68i7+dj5CQY68C7JbA5WAymXTKKaeopKREOTk5Wrt2rXbv3q358+dr7ty5GjFihO644w61bt263n3379+v559/Xk888YRKS0slydmTVFFRofLycsXGxkqyv/m3atXKed+SkhJJct4eExOj7OzsescoLi527nOiLBaLunbt6lIblZWVysrKUpcuXRQeHu5SW3APzol34Xw0juNTtfj4eAVX1v91XmYqkyRFt4iu8zuzsRwjBaKjo1UTV6OioiLFxcXJYnF9iGJebJ4qD1Yq1hKrbt27udxeIOJ14l04H96Hc+Jd/PF87Nixo1H7uS1wOXq2VqxYobKyMqWkpGjmzJk699xzFRQUpGXLlunpp5/WP/7xD73wwgv17r9v3z7V1NTo+uuvr3fbFVdcoT59+ug///mPJPscraSkJOftmZmZslgs6tixoyT7XK1169bV6+bbtWuXUlJSXHqcJpNJERERLrXhEB4e7ra24B6cE+/C+Wic4ODgBkNQbaV9Sfiw6LATCknBwcH12rdYLG4JXGHRYZKkmuIazrGLeJ14F86H9+GceBd/Oh+NXZDKpcD1yy+/6L333tMHH3yggwcPqmXLlrrgggt03nnnKTU1tc6+1157rUJDQ/Wvf/2rwba6d++ul156qc62LVu26MEHH9Q999yjtLQ0dezYUV26dNHy5cs1YsQI534ZGRkaNGiQs0svPT1dTz75pNatW6czzjhDkj1sbd68Wdddd50rDxkAfIa3LpohSZYoloYHAAQGlwLXeeedp7CwMJ111lk677zzNHjwYJnNR174sGvXrurbt2+Dt8XExGjgwIEN3tazZ0/17NlTkjR16lTdeuut6tSpkwYOHKiMjAxt3LhRixcvdu7fr18/DRkyRLNnz9bMmTMVGhqqRx99VKmpqTr77LNP/AEDgA85fFl4bxMaHSpJKs8t93AlAAA0LZcC1wMPPKCRI0cqMjKyUfuffvrpOv300105pMaOHavKykotXLhQzzzzjBITEzV//nz169evzn6PPfaYHnzwQc2ZM0dWq1VDhgzRHXfc4RwiAwD+zpt7uEKi7CGwMs9/VqsCAKAhLqWPCRMmuKuOBg0cOFBbt26tt33ixImaOHHiUe8bHR2tBx54QA888EBTlQcAXsswDNVU2AOXN/ZwhUTba6KHCwDg71y68PFLL72ka6+99oi3X3fddXr11VddOQQA4ARYq6wybIYk7+7hYg4XAMDfuRS43nrrLSUnJx/x9q5du+rNN9905RAAgBPgGE4YHBYsc5BLv+qbhDNw5RG4AAD+zaV34b179x41cCUlJWnPnj2uHAIAcAIcC2Z4Y++W9PuQwor8CmdPHAAA/silwGWxWJSbm3vE2w8ePHjUVQsBAE3DmxfMkH6fV2bUGqosZOEMAID/cikN9enTR2+//bbKysrq3VZaWqply5apT58+rhwCAHACvHlJeEkyB5sVGmtfGp5hhQAAf+bSKoVTpkzR5ZdfrvPOO09XXnmlunbtKknavn27XnzxReXm5uo///mPWwoFADSes4crwjt7uCQpslWkDhUfsi+ckerpagAAaBouBa4+ffroqaee0pw5c3T//ffLZDJJsi9H3KFDBy1YsKDe9bEAAE2vuuy3Hq4o7+zhkqSIlhEq2FHA0vAAAL/m8lWABw8erI8//libN292LpDRqVMn9ezZ0xnAAADNyycCV6sISSwNDwDwby4HLkkym83q1auXevXq5Y7mAAAuqi79LXBF+0DgYg4XAMCPuSVw7dixQ3v37lVxcXGDt5933nnuOAwAoJF8ooerpT1wMaQQAODPXApce/bs0f/93/9p48aNMoyGr6NiMpkIXADQjAzD8InAFdkqUhJDCgEA/s2lwDVnzhxt27ZNs2fP1qmnnqqYmBh31QUAOEHWSqvzYsLeHLgYUggACAQuBa7vv/9eN9xwgyZNmuSuegAALjpUekiSFBweLHOQ9158nh4uAEAgcOmdOD4+XtHR0e6qBQDgBo7hhKHRoR6u5OiYwwUACAQuBa6LL75Y7733nmpra91VDwDARb4wf0tiSCEAIDC4NKSwS5custlsGj9+vM4//3y1bdtWQUFB9fY7++yzXTkMAOA4+MKS8NLvQwqtlVZVl1crJNK76wUA4ES4FLhmzJjh/P+//vWvBvcxmUzasmWLK4cBABwHZw+XlwcYS6RFQaFBqj1Uq4rcCq+vFwCAE+FS4HrppZfcVQcAwE2cgcvLe7hMJpMiW0WqZF+JKvIqFNclztMlAQDgdi4FrgEDBrirDgCAm/jKHC7JPo+rZF8JC2cAAPyWS4HLobq6Wj///LPy8/PVv39/JSQkuKNZAMAJ8JU5XNLvKxWyNDwAwF+5fIGWl156SUOGDNGll16qqVOnauvWrZKkgoICDRw4UG+99ZbLRQIAGs+XergcC2fQwwUA8FcuBa6lS5fqgQce0NChQ3X//ffLMAznbQkJCTr99NOVkZHhcpEAgMapra5VbbX9Uh2+ELhYGh4A4O9cClyLFi3SWWedpf/85z8aNmxYvdt79uyp7du3u3IIAMBxcPRumS1mBYe6ZdR4k3IGLoYUAgD8lEuBa/fu3UpPTz/i7XFxcSoqKnLlEACA43Co9JAkKTQ61MOVNA5zuAAA/s6lwBUTE6PCwsIj3r5jxw61atXKlUMAAI6Do4fLEmXxcCWN45jDxZBCAIC/cilwpaen680331RJSUm927Zv364lS5Zo+PDhrhwCAHAcHIErNMpHerh+G1LIohkAAH/l0gD/6dOn68ILL9TYsWM1bNgwmUwmvfPOO1q6dKlWrFihVq1a6eabb3ZXrQCAY3AuCe8DC2ZIDCkEAPg/l3q42rRpo2XLlmno0KH68MMPZRiG3n33Xa1atUpjxozRm2++yTW5AKAZOZeE94FrcEm/DymsKqpSbU2th6sBAMD9XF7CqkWLFrr//vt1//33q6CgQDabTQkJCTKbXb7EFwDgOPnSNbgkKTwhXKYgk4xaQxW5FYpuF+3pkgAAcCu3pqKEhAS1bNmSsAUAHuJrgctkNimytb2Xqyy7zMPVAADgfi71cM2fP/+Y+5hMJt1yyy2uHAYA0EjOOVw+MqRQkqLaRqns1zICFwDALzVZ4DKZTDIMg8AFAM3EVmtTTUWNJN/p4ZLsgUuSynIIXAAA/+NS4Prll1/qbbPZbNq/f79effVVffPNN1q4cKErhwAANFJNuT1smcwmWSJ84zpckhTV5rfARQ8XAMAPuX2yldlsVseOHTVz5kx17txZ9913n7sPAQBogPOix5EWmUwmD1fTeJFt7XO4ynO4FhcAwP806eoWp512mj7//POmPAQA4DeHSg9JkkKjfeOixw70cAEA/FmTBq6ffvqJFQsBoJn42gqFDs45XAQuAIAfcmkO1zvvvNPg9pKSEn377bdasWKFJk6c6MohAACN5OuBiyGFAAB/5FLgmjVr1hFvi4+P1/XXX88KhQDQTJxLwvtY4Ipsw3W4AAD+y6XAtXLlynrbTCaTYmJiFBUV5UrTAIDj5Ozh8qFrcEm/93BVFVXJesiq4FCX3poAAPAqLr2rtW/f3l11AABc5KtDCsPiwhQUEqTa6lqV55QrtlOsp0sCAMBtWNECAPyErwYuk8nEsEIAgN9yqYerW7dux32tF5PJpM2bN7tyWADAHxiG4bNDCiX7sMKSvSUqyyFwAQD8i0uB65ZbbtEnn3yiHTt2aMiQIUpMTJQkZWZmau3atTr55JM1YsQItxQKADgya6VVRq0hSQqJ9MHAxbW4AAB+yqXA1bp1a+Xn5+v9999XUlJSndt27typK6+8Uq1bt9aFF17oUpEAgKM7VGK/6LEl0iJzsO+NFo9sax9SyNLwAAB/49K78nPPPafLL7+8XtiSpOTkZF122WV69tlnXTkEAKARqoqrJEmhMaEeruTEcPFjAIC/cilwZWdnKzj4yJ1kwcHBys7OduUQAIBGcPRwhcb6aOBiSCEAwE+5FLhOPvlkvfrqq8rJyal3W3Z2tl577TWlpKS4cggAQCMcKrYHrrCYMA9XcmIcPVwMKQQA+BuX5nDddtttuu666zRy5EiNGDFCnTt3liRlZWVp5cqVMgxDDz/8sFsKBQAcmbOHy0eHFLIsPADAX7kUuE499VS9+eabevzxx/XJJ5+oqso+hyAsLExDhgzR1KlTlZqa6pZCAQBH5vNDCh1zuFgWHgDgZ1wKXJKUkpKiJ554QjabTQUFBZKkhIQEmc2+t0oWAPgqx5BCX+3hcgSu6tJqVZdX++TS9gAANMRtqchsNis0NFTx8fGELQBoRobN8PkerpCoEAWH2z8DZB4XAMCfuJyMNm3apGuvvVZ9+vTRwIED9fXXX0uSCgoKdNNNN2n9+vUuFwkAOLJDpYdk2AzJJIVG+2bgMplMDCsEAPgllwLX999/r0svvVS7d+/WuHHjZLPZnLclJCSorKxMb7zxhstFAgCOrKrQPn82JCpEJrPJw9WcOJaGBwD4I5cC16OPPqrk5GRlZGRoxowZ9W4fOHCgfvzxR1cOAQA4hsrCSkm+O5zQgaXhAQD+yKXAtWnTJk2YMEEhISEymep/qtqmTRvl5eU1ur3PP/9cl19+uU4//XT16tVLZ511lh588EGVlpbW2e/TTz/VuHHjlJaWppEjR2rp0qX12qqurta//vUvDR48WH379tXVV1+tzMzM43+QAODlqgp+WyHWR6/B5RDZlqXhAQD+x6XAFRwcXGcY4R/l5OQoIiKi0e0VFRWpd+/euueee/Tcc8/p6quv1jvvvKO//vWvzn2+/fZbTZkyRX379tXChQs1atQo3X777Vq+fHmdtu677z4tWbJEM2bM0Lx581RdXa2rrrqqXngDAF/n7OHy0RUKHRhSCADwRy4tC9+nTx999NFHuuqqq+rdVlFRoWXLlum0005rdHvjx4+v8/3AgQMVEhKiO++8Uzk5OWrTpo0WLFig3r17695775UknX766dq7d6/mzp2rc845R5KUnZ2tt956S3fddZcuuOACSVJaWpqGDRum119/XZMnTz7BRwwA3scxh4shhQAAeB+XerimTZumn376Sddff71Wr14tSdq6dauWLFmiCRMmqKCgQDfffLNLBcbFxUmSampqVF1drfXr1zuDlcPo0aO1c+dO7du3T5K0Zs0a2Wy2OvvFxcVp8ODBzjoBwF/4TQ9XW3q4AAD+x6XA1adPHz3zzDPavXu3Zs6cKUl66KGHdOedd8pms+mZZ55Rt27djrvd2tpaHTp0SD///LOeeOIJDR8+XB06dNCePXtUU1OjpKSkOvsnJydLknOOVmZmplq0aKHY2Nh6+zGPC4C/8Zcersg2zOECAPifEx5SaBiGysvL1b9/f3300UfasmWLsrKyZBiGOnbsqF69ejW4kEZjDBs2TDk5OZKkoUOH6j//+Y8kqbi4WJIUExNTZ3/H947bS0pKFB0dXa/dmJgY5z4nyjAMVVRUuNRGZWVlna/wPM6Jd+F8NI7JZFKoJVRVRfbAFRQRpJqaGre1b7VanV8d7bqrfUfblZWVMgxDkhQUGyTJfh2u8vLyE34PCRS8TrwL58P7cE68iz+eD8MwGvVedcKBq6amRgMGDNCMGTM0efJkde/eXd27dz/R5up45plnVFlZqR07dmjBggW68cYbtWjRIre07aqamhpt2bLFLW1lZWW5pR24D+fEu3A+ji48PFzto9tLhiSzVFRRJFOl+0JKRKl90aPS0lIVFRVJkvOrq6zh9sC1a9cu55tvbVWt/bZKqzZ9u0mWKItbjuXveJ14F86H9+GceBd/Ox8hISHH3OeEA1dISIhatmzZqIMcL8cwxH79+iktLU3jx4/Xxx9/rK5du0pSvZUGS0pKJMk5hDAmJkZlZfWHpJSUlNQbZni8LBaLs44TVVlZqaysLHXp0kXh4eEutQX34Jx4F85H45hMJuVtsF96IzQ6VK1bt3Zr+46RAtHR0aqJq1FRUZHi4uJksbgehKLj7W0nJiY6e7gkaWX0SlWXVqtjfEfFd413+Tj+jNeJd+F8eB/OiXfxx/OxY8eORu3n0iqFf/nLX/Tuu+/qkksuaZLgJUmpqamyWCzas2ePhg8fLovFoszMTA0dOtS5j2NelmNuV1JSkvLy8lRcXFwnYGVmZtab/3W8TCbTcS11fzTh4eFuawvuwTnxLpyPYyveax8mHRYb5pYgdLjg4GDnV0fbFovFLcdxtP3HN92otlEqKC2QtdjKuW8kXifehfPhfTgn3sWfzkdjh767FLhSU1O1cuVKjR07Vn/5y1/Uvn17hYXVv/Dm2WeffcLH+PHHH1VTU6MOHTooJCREAwcO1EcffaQrr7zSuU9GRoaSk5PVoUMHSdKQIUNkNpu1YsUKTZw4UZJ9fteaNWtcXjURALxJyV57D7+vL5jhENUmSgXbC1g4AwDgN1wKXH/729+c/3/88ccb3MdkMjV6ztOUKVPUq1cvpaamKiwsTL/88ouee+45paamasSIEZKkm266SVdccYXuvvtujRo1SuvXr9f//vc/Pfroo8522rZtqwsuuEAPP/ywzGaz2rRpo6efflrR0dG6+OKLXXjEAOBdHD1cvr4kvAPX4gIA+JvjDlz//e9/NXr0aHXr1k0vvfSSW4vp3bu3MjIy9Mwzz8gwDLVv314TJ07Utdde6xyyeOqpp2revHl67LHH9NZbb6ldu3a67777NGrUqDpt3XHHHYqMjNR//vMf52qKixYtanD1QgDwVc4eLj8JXCwNDwDwN8cduJ555hmdfPLJ6tatmwYMGKDCwkKdccYZev755zVo0CCXirn++ut1/fXXH3O/s846S2edddZR9wkJCdHMmTOd1wcDAH/kd0MKT7L3cJUeKD3GngAA+AaXLnzscPgKUwCA5uNvQwpj2tuvq1i6n8AFAPAPbglcAIDmZz1kdc51Coutv2CRL4rpYA9cJftLPFwJAADuQeACAB/l6AUyW8wKDndpDSSvEd3ePs+2ZB+BCwDgH07oHXr//v36+eefJf1+EeLdu3crJiamwf179ux5guUBAI7EeQ2uuLBGXwvE2zl6uA4VH1J1WbVCoprmGo8AADSXEwpcjz/+eL1l4O+55556+xmGcVzLwgMAGs+xYEZ4Qvgx9vQdodGhCokOUXVptUr2l6hlaktPlwQAgEuOO3A9+OCDTVEHAOA4OXu44v1j/pZDTIcY5W3JU+n+UgIXAMDnHXfg+stf/tIUdQAAjpOzhyvef3q4JPtKhXlb8pjHBQDwCyyaAQA+qjCzUJIU3tLPAhcrFQIA/AiBCwB8lCNwRbaM9HAl7sVKhQAAf0LgAgAfZKu1qSirSJIU0SrCs8W4maOHi4sfAwD8AYELAHxQyd4S2WpsCgoJUlicfy2aQQ8XAMCfELgAwAcV7CyQJMUlxslk9o9rcDnQwwUA8CcELgDwQYU77fO3EpITPFyJ+8W0tweuspwy1dbUergaAABcQ+ACAB/k6OGKT473cCXuF9EyQkEhQZIhlf1a5ulyAABwCYELAHyQo4fLHwOXyWxSdDvmcQEA/AOBCwB8kD8PKZS4FhcAwH8QuADAxxiG4ddDCiVWKgQA+A8CFwD4mIq8ClWXVksmKT7RPwMXKxUCAPwFgQsAfIxjOGFM+xgFhwV7uJqmQQ8XAMBfELgAwMf4+3BCiR4uAID/IHABgI/x5xUKHZyLZtDDBQDwcQQuAPAx/r5CofT7xY9LD5TKsBkergYAgBNH4AIAHxMIQwqjToqSTFJtda0q8io8XQ4AACeMwAUAPiYQeriCLEGKahMliWtxAQB8G4ELAHxIdXm1yrLLJPl3D5fEPC4AgH8gcAGADynaVSRJCosPU3h8uGeLaWKOpeFZqRAA4MsIXADgQ5zzt5L8u3dLoocLAOAfCFwA4EMCYf6WAz1cAAB/QOACAB8SCCsUOtDDBQDwBwQuAPAhgXDRYwfHtbhYpRAA4MsIXADgQwJpSCE9XAAAf0DgAgAfYbPaVJRVJCkwergcc7iqS6t1qOSQh6sBAODEELgAwEcU7y2WzWpTUGiQc7idPwuJDFFYfJgkqXhPsYerAQDgxBC4AMBH5G7OlSS1SGkhk9nk4WqaR3yivSevcFehhysBAODEELgAwEfk/mwPXK17tvZwJc3Hcb0xxwWfAQDwNQQuAPARjsDVskdLD1fSfOIS4yRJhZn0cAEAfBOBCwB8xMGfD0oKrB4uR+CihwsA4KsIXADgAwybobwteZKkVj1bebia5uMYUkgPFwDAVxG4AMAHFO0uUk1FjYJCggLiGlwOhy+aYRiGh6sBAOD4EbgAwAc45291aylzcOD86o7tHCuZpJryGlXkVXi6HAAAjlvgvGsDgA9zzN8KpOGEkhQcGuy85hjDCgEAvojABQA+wNHDFWiBS2LhDACAbyNwAYAPCMRrcDk453HRwwUA8EEELgDwcobNUO6W33q4egRgD1dSnCT7whkAAPgaAhcAeLnCXYWyVloVFBqk+OR4T5fT7Bw9XAwpBAD4IgIXAHi53M2HrVAYFHi/th1zuBhSCADwRYH3zg0APiaQ529Jv1/8uHhPsWxWm4erAQDg+BC4AMDLBfIKhZIUfVK0gkKDZNQaKtlX4ulyAAA4LgQuAPBygXoNLgeT2aS4LnGSGFYIAPA9BC4A8GK2WpvytuRJCtwhhdJhS8OzUiEAwMcQuADAixXtKpK1yqrgsGDn4hGBiIUzAAC+isAFAF7MMZwwUFcodHAsnMHS8AAAXxO4794A4AMCfcEMB0cPF4ELAOBrCFwA4MUIXHbOOVwMKQQA+BivClwffvihbrrpJqWnp6tv374aP3683nrrLRmGUWe/JUuWaOTIkUpLS9O4ceO0atWqem2VlpZq9uzZGjBggPr166dp06bp4MGDzfVQAMAtfv3+V0lS2z5tPVyJZzmGFJYfLFd1ebWHqwEAoPG8KnC98MILCg8P16xZs7RgwQKlp6frzjvv1BNPPOHc54MPPtCdd96pUaNGaeHCherbt6+mTJmiH374oU5b06dP19q1a3X33XfrkUce0a5duzR58mRZrdZmflQAcGIOlRxS3lb7CoXtTm3n4Wo8KywuTGFxYZIYVggA8C3Bni7gcAsWLFBCQoLz+0GDBqmoqEiLFi3SzTffLLPZrLlz52rMmDGaPn26JOn000/Xtm3b9MQTT2jhwoWSpA0bNmjNmjV67rnnNGTIEElSYmKiRo8erRUrVmj06NHN/tgA4Hgd+O6AZEixnWIV2TrS0+V4XFxinLI3ZKtwV6Fa9wrcJfIBAL7Fq3q4Dg9bDt27d1dZWZkqKiq0d+9eZWVladSoUXX2GT16tNatW6fqavswk9WrVysmJkaDBw927pOUlKTu3btr9erVTfsgAMBNDnx7QJLU7jT/690KiQqRYTOOveNhjnelwuNtHwCApuBVPVwN+e6779SmTRtFRUXpu+++k2TvrTpccnKyampqtHfvXiUnJyszM1OJiYkymUx19ktKSlJmZmaz1Q4Arjjwjf8GruCwYJnMJm1eulkVeRWNus+hkkOSpF/e/UVBoUFH3TeiZYR6nN/D5ToBAHCVVweub7/9VhkZGZo5c6Ykqbi4WJIUExNTZz/H947bS0pKFB0dXa+92NhY/fTTTy7VZBiGKioa98fBkVRWVtb5Cs/jnHgXzofd/q/3S5JapLVo8PeOyWRSeHi4rFarampq3H58x5zXw9t313EcbZdkl6j0QGnj7vRbxiraXaTCPUdfrdDRfmVlZb2Fl/wFrxPvwvnwPpwT7+KP58MwjHodPA3x2sCVnZ2tGTNmaODAgbriiis8XY5TTU2NtmzZ4pa2srKy3NIO3Idz4l0C+XwcKjyk4t32D5GKI4sb/L0THh6uHj16qLCwUIW57l8uPaI0QpJ91deioiJJcn51Z9u5ubmNus+hYHsPV9nBsmPexxpuD1y7du3yqzf3hgTy68QbcT68D+fEu/jb+QgJCTnmPl4ZuEpKSjR58mTFxcVp3rx5MpvtU81iY2Ml2d+gW7VqVWf/w2+PiYlRdnZ2vXaLi4ud+5woi8Wirl27utRGZWWlsrKy1KVLF4WHh7vUFtyDc+JdOB9S5kf24c/xJ8er92m9G9zH8alafHy8givd/+vcMVIgOjpaNXE1KioqUlxcnCwWi1vbViMvMVYTUaP92i9rqVUJsQkKCjnysMLoeHv7iYmJft3DFeivE2/C+fA+nBPv4o/nY8eOHY3az+sCV1VVlW644QaVlpbqjTfeqDM0MCkpSZKUmZnp/L/je4vFoo4dOzr3W7duXb1uvl27diklJcWl+kwmkyIiIlxqwyE8PNxtbcE9OCfeJZDPR/5P+ZKkDgM6HPM5CA4OdksIaqjdP7ZvsVjccqyG2j4WS5xFlgiLaipqVFNco7B2Ycds31/e1I8mkF8n3ojz4X04J97Fn85HY4YTSl62SqHVatX06dOVmZmpZ599Vm3atKlze8eOHdWlSxctX768zvaMjAwNGjTI2aWXnp6u4uJirVu3zrnPrl27tHnzZqWnpzf9AwEAF/nzghmuiGhlf5OuyHVtLi0AAM3Fq3q47rnnHq1atUqzZs1SWVlZnYsZ9+jRQyEhIZo6dapuvfVWderUSQMHDlRGRoY2btyoxYsXO/ft16+fhgwZotmzZ2vmzJkKDQ3Vo48+qtTUVJ199tkeeGQA0HiGYTgDV/vT2nu4Gu8S2SpSxbuLVZ5b7ulSAABoFK8KXGvXrpUkPfTQQ/VuW7lypTp06KCxY8eqsrJSCxcu1DPPPKPExETNnz9f/fr1q7P/Y489pgcffFBz5syR1WrVkCFDdMcddziHmQCAtyrdX6qy7DKZgkxq27etp8vxKs4erkYuJQ8AgKd5Vfr49NNPG7XfxIkTNXHixKPuEx0drQceeEAPPPCAO0oDgGaz/xv7cvCte7aWJcL9c7N8GUMKAQC+xqvmcAEApAPfMn/rSCJbRUqSKgsqVVtT6+FqAAA4NgIXAHgZFsw4MkukRcHh9sEZlfn+fX0tAIB/IHABgBcxDMPZw8WCGfWZTCbnsEIWzgAA+AICFwB4kcKdhaoqrFJQSJBa92rt6XK8UmRL+7BC5nEBAHwBgQsAvMieNXskSSedcpKCQoI8XI13imjNwhkAAN9B4AIAL5K1KkuS1OVPXTxahzdzLJzBkEIAgC8gcAGAlzAMQ1mfZUmSugzr4tFavJljDldlQaVsVpuHqwEA4OgIXADgJYp2Fal4T7HMFrM6ntHR0+V4rZCoEAWFBkmGVJHPsEIAgHcjcAGAl9i1apckqf2A9gqJDPFwNd7LZDI5hxUyjwsA4O0IXADgJXZ/tlsSwwkbwzGskMAFAPB2BC4A8AKGYTh7uFgw49hYOAMA4CsIXADgBQp3Fqp0f6mCQoKYv9UI9HABAHwFgQsAvICjd6vD6R1kCbd4uBrvV2elwlpWKgQAeC8CFwB4Acf1tzr/qbNnC/ERoTGhCgoJkmEzVJlf6elyAAA4IgIXAHjY4dffShyW6NlifITJZFLUSVGSpNL9pR6uBgCAIyNwAYCH5W/LV9mvZQoKDVKH0zt4uhyfEdM+RpJUsq/Ew5UAAHBkBC4A8DBH71bHQR0VHBbs2WJ8SEyH3wLXfgIXAMB7EbgAwMMc87e4/tbxie4QLUkqP1iu2upaD1cDAEDDCFwA4EE2q007V+yUJCUOZ/7W8QiNDlVoTKhkSKUHmMcFAPBOBC4AaGKGzTjibXvW7lFVYZXCW4SrwyDmbx0v57BC5nEBALwUkwUAoImZzCZtXrpZFXn1L9K7+a3NkqSErgn6/tnvj6vdhK4JSjoryS01+qroDtHK3ZxL4AIAeC0CFwA0g4q8CpX9WlZve/aGbElSbKfYBm8/moiWEW6pzZcd3sNlGIZMJpOHKwIAoC6GFAKAh1TkVagyv1Ims0nxyfGeLscnRbWNkslsUk15jQ4VH/J0OQAA1EPgAgAPyd+WL0mK6xKn4FAGHJyIIEuQotraL4DMsEIAgDcicAGAh+RvtQeuFiktPFyJb4tub18ensAFAPBGBC4A8ICaihoV7y2WJLVIJXC5gpUKAQDejMAFAB5QsL1AMqTI1pEKiwvzdDk+zRG4yrLLZLPaPFwNAAB1EbgAwAMc87cYTui6sPgwWSIsMmoNlWUf30qPAAA0NQIXADQzW61NBTsKJDGc0B1MJpOiOzCPCwDgnQhcANDMirKKVFtdK0ukxbngA1wT0555XAAA70TgAoBmlvtTriSpZWpLLtTrJrGdYyVJhZmFMmyGh6sBAOB3BC4AaEY2q025W+yBq3Xv1h6uxn/EdoxVcFiwrJVWerkAAF6FwAUAzSh/e75qD9UqNCZUsZ1iPV2O3zCZTUo4OUHS79c3AwDAGxC4AKAZHdx0UJLUqlcrhhO6mWPFR8cKkAAAeAMCFwA0E2uV1RkG2qS18XA1/ic+OV4ySRV5FSrPLfd0OQAASCJwAUCzyfslT0atoYhWEYpsE+npcvyOJdziXDzj4MaDHq4GAAA7AhcANBPHcMLWvVoznLCJOIYV5mzK8XAlAADYEbgAoBlUFVepcFehJKl1GqsTNhVH4CrYVqCq4ioPVwMAAIELAJrFr9/9KhlSdIdohceHe7ocvxXRIkLhLcJl2Azt/Ginp8sBAIDABQDN4cDXByRJbXqxWEZTc/RybfvfNg9XAgAAgQsAmlzOxhwVZRXJZDapVa9Wni7H7zkC1/aM7bLV2jxcDQAg0BG4AKCJfbfwO0lSi24tFBIZ4uFq/F9sp1hZIiyqzK/U7tW7PV0OACDAEbgAoAnVVNRo0+JNkqST+p/k4WoCg8ls0kmn2J/r757+zsPVAAACHYELAJrQ5rc2q6qoSuEtwxWfFO/pcgJG5zM7S5K2LN2i0l9LPVwNACCQEbgAoAl9v/B7SVLHMzpy7a1mFNMhRh0Hd5TNanOeAwAAPIHABQBNJHdzrvas2SNTkEkdz+jo6XICzmk3nybJPqywtqbWw9UAAAIVgQsAmsj3z9p7VlLGpigsLszD1QSe7ud3V2TrSJUeKNXW97Z6uhwAQIAicAFAE7BWWfXjiz9Kkk65/hQPVxOYgkOD1e+6fpKkb574xsPVAAACFYELAJrA5qWbVVlQqZiOMUoemezpcgLWqTecKpPZpKxVWcrdkuvpcgAAAYjABQBuZhiG1j+2XpLUf3J/mYP4VespsZ1ilTouVRK9XAAAz+CvAABws33r9unAtwcUFBqkU2881dPlBLzTbrEvnrHhuQ0q3lvs4WoAAIGGwAUAbvbVo19Jknpf3luRrSI9XA0Sz0pU5/TOslZZ9dmczzxdDgAgwBC4AMCNinYXacuyLZKkgX8d6OFqIEkmk0l//vefJUk/vPiDsn/M9nBFAIBAQuACADf6ev7XMmyGkkYkqU1aG0+Xg9+0H9BePS/qKRnSJzM/8XQ5AIAA4lWBa/fu3ZozZ47Gjx+vHj16aOzYsQ3ut2TJEo0cOVJpaWkaN26cVq1aVW+f0tJSzZ49WwMGDFC/fv00bdo0HTx4sKkfAoAAVl1Wre8X2q+9NXA6vVveZvj9w2W2mLXzo53a+fFOT5cDAAgQXhW4tm/frs8//1ydO3dWcnLDyyh/8MEHuvPOOzVq1CgtXLhQffv21ZQpU/TDDz/U2W/69Olau3at7r77bj3yyCPatWuXJk+eLKvV2gyPBEAg+uHFH3So+JASTk7QyaNO9nQ5+IOE5ASddrN9AY1P/vGJDJvh4YoAAIHAqwLX8OHD9fnnn2vu3Lnq2bNng/vMnTtXY8aM0fTp03X66afr3nvvVVpamp544gnnPhs2bNCaNWt0//33a/To0TrrrLP0+OOPa+vWrVqxYkVzPRwAAcRWa3MuBT/wrwNlMps8XBEakn5HukJjQpX9Q7Y2LNrg6XIAAAHAqwKX2Xz0cvbu3ausrCyNGjWqzvbRo0dr3bp1qq6uliStXr1aMTExGjx4sHOfpKQkde/eXatXr3Z/4QAC3uYlm1Wwo0DhCeHqe2VfT5eDI4hoGaH0OemSpI//72OV5ZR5uCIAgL8L9nQBxyMzM1OSlJiYWGd7cnKyampqtHfvXiUnJyszM1OJiYkymep+wpyUlORs40QZhqGKigqX2qisrKzzFZ7HOfEuvnY+DJuhz//5uSSp/y39ZTVbZa2wD182mUwKDw+X1WpVTU2NW4/rGCLdFG0fqX13Hae5aq+srJRh1B062Htyb21cvFE5P+Togykf6NwXz3X78ZuDr71O/B3nw/twTryLP54PwzDq5Y2G+FTgKi62X7AyJiamznbH947bS0pKFB0dXe/+sbGx+umnn1yqoaamRlu2bHGpDYesrCy3tAP34Zx4F185H9mfZStvc56CI4MVNTyqzu+I8PBw9ejRQ4WFhSrMLXTrcSNKIyTZFwnKzc11a9t/bL+oqEiSnF/d2XZT1G4NtweuXbt2NfjmnnJrinKuyNEvb/2i6CHRajPEd1eU9JXXSaDgfHgfzol38bfzERIScsx9fCpweQOLxaKuXbu61EZlZaWysrLUpUsXhYeHu6kyuIJz4l186XwYhqFvrvtGknTqLaeq94DedW53fPIVHx+v4Er3/sp1fLAUHR0ttXJr0/Xar4mrUVFRkeLi4mSxWNzadpPUHm9vPzExsV4PlySpu1Q5pVLfzv1Wvzzyi8645AyFRB37TdOb+NLrJBBwPrwP58S7+OP52LFjR6P286nAFRsbK8n+iWirVr+/Q5eUlNS5PSYmRtnZ9S9sWVxc7NznRJlMJkVERLjUhkN4eLjb2oJ7cE68iy+cj+0fblfODzmyRFg09P+GHrHe4OBgtwSVP7bZVG0fqX2LxeKWYzVX7Ud7U//zA3/Wjvd2qCirSOvuX6dRj4864r7ezBdeJ4GE8+F9OCfexZ/OR2OGE0petmjGsSQlJUlSvXlYmZmZslgs6tixo3O/Xbt21ftUc9euXc42AMBVhmFo9T/tC/GcetOpimjpH28ggSIkMkRjn7Zf7/HreV9rz5o9Hq4IAOCPfCpwdezYUV26dNHy5cvrbM/IyNCgQYOcYyjT09NVXFysdevWOffZtWuXNm/erPT09GatGYD/ylqVpX3r9ikoNEiD/j7I0+XgBCSfnay+V/WVDOndq99VTYX7F/AAAAQ2rxpSWFlZqc8/t6/0tX//fpWVlTnD1YABA5SQkKCpU6fq1ltvVadOnTRw4EBlZGRo48aNWrx4sbOdfv36aciQIZo9e7Zmzpyp0NBQPfroo0pNTdXZZ5/tkccGwL8YhqGVs1dKkvpf11/RJ9VfqAe+YeSjI7Xz450q2FGglbev1DmPnuPpkgAAfsSrAld+fr7++te/1tnm+P6ll17SwIEDNXbsWFVWVmrhwoV65plnlJiYqPnz56tfv3517vfYY4/pwQcf1Jw5c2S1WjVkyBDdcccdznH9AOCKLcu2aP/6/bJEWJR+Bz3n3iYkKkSGzWjUBajD4sJ07sJz9eroV7X+8fXqPqG7Og/tfNT7NLZtAAC8Kn106NBBW7duPeZ+EydO1MSJE4+6T3R0tB544AE98MAD7ioPACRJtTW1+nT2p5KkQX8fpKi2UR6uCH8UHBYsk9mkzUs3qyKvcddO7HBGB+37cp/ePP9Npd+ZrqCQoAb3i2gZoR7n93BnuQAAP+ZVgQsAfMGG5zcof1u+IlpG6Ixbz/B0OTiKirwKlf1a1qh9Ow/trIObDqoit0KbXtmkrue4dgkQAAAkH1s0AwA8rbq8Wp/fbZ9rmj4nXaExoR6uCO4SHBaslHNTJEn71+9X0e4izxYEAPALBC4AOA5fPfqVyrLLFJcYp1NvONXT5cDNWpzcQm37tpUkbXtvm2praj1cEQDA1xG4AKCRSn8t1dqH10qSht8//IhzfODbkkcmKyQ6RJUFldq1cpenywEA+DgCF4CAZ9iMY+8k6eP/+1jVpdVqd1o79bqoVxNXBU9haCEAwJ1YNANAwGvManb52/O16ZVNkklKHJGo7xZ+16i2E7omKOmsJHeVimbiGFqY/UO2tr67VafedKqCLPRoAgCOH4ELAHT01exstTZtenmTJOmk/icpOCS40SvfRbSMcFuNaF7JI5NVmFmoqsIq7Vq5i1ULAQAnhCGFAHAMB74+oPKD5QoOD1biWYmeLgfNhKGFAAB3IHABwFEcKj2krM+yJElJI5JkCbd4tiA0q4SuCWrbz75q4dZ3t6q2mlULAQDHh8AFAEex86Odqq2uVXT7aOcf3ggsyWcnKzQm1Dm0EACA40HgAoAjyPslT7k/50om6eQxJ8tkMnm6JHhAnaGFX+9X/rZ8D1cEAPAlBC4AaIC1yqrtH2yXJHUc3FHRJ0V7uCJ40uFDC39Y9IMq8o+8oiUAAIcjcAFAA3au2KnqsmqFtwhXlzO7eLoceIGu53RVeEK4qgqr9N6178kwGnf9NgBAYCNwAcAfFGYWKntDtiQpdVyqzMH8qoQUFBKk7hd0lznYrK3vbtU3T3zj6ZIAAD6AvyIA4DC11bXa9v42SVK709optlOshyuCN4k+KVrdJnSTJK34+wpl/5Dt4YoAAN6OwAUAh9m5YqeqiqoUGhvKNbfQoC7Duijl3BTVVtdqyYVLVFVc5emSAABejMAFAL8p2FGgX7/7VZKUOj5VwaHBHq4I3shkMmn88+MV0yFGBdsLtPSSpbLV2jxdFgDASxG4AEBSTXmNtr63VZLUfkB7xSfGe7gieLOIlhG66J2LFBwWrB0f7tDK21Z6uiQAgJcicAGApJ9e/0nVpfZVCRNHMJQQx9bulHYa/8J4SdKX//5SP778o4crAgB4IwIXgIC3+a3NOvDNAckkdTuvm4IsQZ4uCT6i10W9NPT2oZKk9ye/r31f7fNwRQAAb0PgAhDQSvaV6P3r35ckdRrSSTEdYjxcEXzNsHuHKXV8qmoP1erVMa/q4M8HPV0SAMCLELgABCzDZuidK99RVWGVYjvHqvOZnT1dEnyQyWzShMUT1H5ge1UWVGrx2YtVuKvQ02UBALwEgQtAwFr333Xa9ekuWSIs6ntNX5mD+JWIExMSFaLLMi5T616tVXqgVC+PeFmlv5Z6uiwAgBfgrwsAAenXDb9q5Wz7ynLnPH6OotpEebgi+LrwhHBd/tHlik+KV2FmoRafvVjlueWeLgsA4GEELgABp7q8WssuXSZbjU3d/tJN/a7t5+mS4Cei20Vr0seTFHVSlA7+dFAvnPmCSg/Q0wUAgYzABSDgfDjlQ+X9kqfodtE6d+G5MplMni4JfiQ+KV5XrrpS0e2jlbclT4vSF6lod5GnywIAeAiBC0BA+eGFH/TDCz/YFzp4dYIiWkR4uiT4oZapLXX1F1crLjFOhTsLtWjoIuVvz/d0WQAADyBwAQgYB38+qA9u/kCS9Kd7/6QuZ3bxbEHwSSFRITJsxjH3i0+M19Wrr1aLlBYq2Vui5wc/r/1f72/UMRrTPgDANwR7ugAAaA7V5dVaMnGJrJVWJZ+drKG3DfV0SfBRwWHBMplN2rx0syryKo65f7/r+unr+V+rZE+Jnh/yvPpf119t+rQ54v4RLSPU4/we7iwZAOBBBC4Afs8wDP3vhv8pb4t93tZfXv6LTGbmbcE1FXkVKvu1rFH79r6stzYv2ayCHQX69qlv1fWcrmo/oH0TVwgA8AYMKQTg97585EttemWTTEEmnf/a+YpsHenpkhBggkKC1OuSXmrbr61kSDs+3KHtGdtlq7V5ujQAQBMjcAHwa9sztuuTmZ9Isl9vq3N6Zw9XhEBlMpuUcm6KugzvIkk68M0BbVq8STUVNZ4tDADQpAhcAPxW3i95WnrJUsmQ+k/ur9NuPs3TJSHAmUwmdR7aWT0v6qmgkCAVZRXp+4XfqyyncUMTAQC+h8AFwC9VFlTq9fGv61DJIXUa0kmj54/melvwGi27tVS/a/spLD5MVUVV2vDsBuX8mOPpsgAATYDABcDvVJdX69Uxryp/W75iOsbowqUXKigkyNNlAXVEto5U/+v6Kz45XjarTb+884u2vb9NtTW1ni4NAOBGBC4AfqW2ulZLLliifV/tU1h8mC7LuIxFMuC1LBEWpV2aps5n2ucW/vr9r/ry4S+Vv42LJAOAvyBwAfAbhs3QO1e9ox3Ldyg4PFiX/u9Ste7V2tNlAUdlMpvU5U9dlHZ5miwRFpXsLdHT/Z/Whuc3yDC4ADIA+DoCFwC/YNgMZUzJ0E+v/SRzsFkXLr1QHc/o6OmygEZLSE7QKTecohapLVRTXqP3rn1Pb134lioLKz1dGgDABQQuAD6vtqZW71z5jr5d8K0kafwL43XyqJM9XBVw/EJjQjXwrwN11kNnyRxs1ua3NmtBrwXanrHd06UBAE4QgQuATzBsDQ+tslZZteSCJdq4eKNMQSb9ZfFf1Puy3s1cHeA+JrNJQ2YO0TVfXqOEkxNUeqBUr455Ve9c9Q69XQDgg4I9XQAANIbJbNLmpZtVkVfh3FZTUaPvnv5O+VvzZQ42q//1/VVdVq1vn/620e0mdE1Q0llJTVEy4JL2p7XXjT/cqFVzVmndf9fpxxd/VObHmTpn7jnqPqG7p8sDADQSgQuAz6jIq1DZr/YLxJYeKNXmJZtVVVSloJAg9bqklyJbRTpvb6yIlhFNUSrgFpYIi85+5Gx1n9Bd7179rvK35WvJBUt08piTNezfwzxdHgCgERhSCMCnGIah/d/s14bnN6iqqEphcWHqc1UfxXWJ83RpQJPpeEZH3fjjjUq/M11mi1nbP9iu5095Xtuf266ayhpPlwcAOAoCFwCfUZ5brp/f+Fk7MnbIqDXUolsLnXLDKYo+KdrTpQFNLjgsWMPuHaabNt6kLn/qImulVVsXbNXz/Z7Xptc2sYQ8AHgpAhcAr1dZWKkVt67Q53d/rvyt+TKZTUo6O0k9L+yp4DBGRsO/hESFHHGRGElq2a2lrvj0Cv1l8V8U0yFGJXtLtOzSZXru9Oe0Z+2eY7Z/tLYBAO7HXyoAvJJhGMr5IUdbl2zVxpc2qrLAvjpbfHK8ks9OVmTrSA9XCDSN4LDgBheJ+SOr1aqTrz5ZxRuKtevjXdr/9X4tGrJIJ/U/Sd3+0k0RrerPT4xoGaEe5/doyvIBAH9A4ALgNUp/LdWBbw9o95e79dOSn1S6s9R5W6uerdRleBdFJLDIBQLD4YvENKSmpkYluSVq3bu1WqW2UtaqLP264Vf9+v2vyv4xW+1Pa6+OQzoqJDKkGasGAPwRgQtAkzAMQ1VFVarIrVBFfoUq8ytVWVBZ5/+Hbyv7tUxl2XX/uAwKDVLquFT1ntRbJ486Wd8/9/1xr0IIBIKQqBClnJuidgPaaeeKnSrKLNK+r/bpwLcH1O60duo4mOAFAJ5C4AJw3GpralX2a5lK9peodH+pSvaXqGRficoO1N1mrbQeV7sms0ktu7dUu1PbqdOQTup+fneFx4c30aMA/E9Umyj1vry3CnYUaPdnu1V6oFT71u3TgW8OqG3ftuo6pqunSwSAgEPgAlBHbU2tincXq3BXoTM4le4vtf9/X4lK9peo/GC51Mh598FhwbJEWRQSGSJL5FG+RoUoqm2UgsOCZbValZOdo+pXqxUcHMzFiYHjYDKZ1OLkFkromlAneB349oAOfHtA+77cp1NvPFVdR3WVJdzi6XIBwO8RuIAAZRiGinYVOed85PyQo/xt+SrKKpLNajvm/c0Ws6LbRSumfYyi20crun20ivcUyySTQmJCFBodqpDoEAVZghpdU1VhlST73JTC3EIFVwbLYrFwcWLgBBwevIqyirT/6/3K35qvzI8zlflxpiwRFnUd1VXd/tJNnYZ0UmynWJlMJk+XDQB+h8AFBAjDZihnU452r96t3Z/v1u7Vu1WR2/AKaMHhwYpPjFdMh9/DVEyHGGe4imkfo4iWETKZ6/5x9u3T3zLHCvAyJpNJ8Ynxik+Ml9li1qGSQ/r59Z9VvKdYW5Zu0ZalWyRJ4Qnhatu3rVr2aKnI1pGKaBmhiJYRsoRbZLaYFWQJqvc1JCpEYXFhCo0JlTmYK80AQEMIXICfstXalLMxxx6ufgtYjqXVHczBv/VSdYxRTMcYRZ8UrcjWkQqNDa0XpiTZ52rtL9F+7a+znSF/gG+IaBmh9NvTNeKhEcrekK0ty7Zo+wfbdfCng6osqNSuT3dp16e7Tqjt0NhQxXaMVUzHGMV2ilXCyQlq3bO1Wvdqrej20fSeAQhYfh24du7cqfvuu08bNmxQZGSkxo8fr+nTpyskhJWa4H9qKmr064Zfte+rfdr9+W7t+WKPqoqq6uxjibAotnOsok6KUlznOEW3j5Y5qO6n0tYqq6xVx7fYBUP+AN9iMpl0Uv+TdFL/kzT8vuGyHrLq4E8Hlb0hW4WZharIq7CvMJpXIeshq2w1NtXW1Nb9Wl2r6rJq1VTUSJIOFR/SweKDOvjTwXrHC40NVeuerdWqZyu16tlKbfu0Vdt+bRUWG9bcDx0Amp3fBq7i4mJdeeWV6tKli+bNm6ecnBw99NBDqqqq0pw5czxdHnDCbFabCjMLlbslV3m/5ClvS56yN2Tr4M8HZdTWXckiJCpEnYZ2UuczO6vLmV100iknacPzGxj2BwSokKgQGTajXg92cGiw2p3STu1OaXfcbdZW16qquEoVeRUq2VuioqwilewrUd4veTr400Hlb8vXoeJD2vvlXu39cm+d+8Ynx6vdKe3Utn9bZwCMaMEHOAD8i98Grtdff13l5eWaP3++4uLiJEm1tbW65557dMMNN6hNmzaeLRAnzLAZOlR6SLWHau2ftFptkmFfDc/xLyg0yKeHr1SXVatod5GKdxc7v+Zvy1feL3kq2FEgW03Di1pEnRSl9qe1d4ask/qdxLwKAE7BYcEymU3avHSzKvIansPpipiOMep/Xf86gc56yKr8bfnK/TlXB3+y94Bl/5BtXw11Z6EKdxbq5zd/du4f2znWHr5OOckZwqLaRElSg2ERALyd3wau1atXa9CgQc6wJUmjRo3SXXfdpbVr12rChAmeKw51GIahmooaVRZUqvxgucp+LVPpr6V1vpb9Wqby3HJVFVapqrjqmEuSm4PNCosLq/cvNC603rbw+HApTCrNL1VxRLGsMdYGJ4e7+iZv2AxVl1er/GC5ynPKVZZjv9BveU6582vxHnvAqsyvPGpblgiLWnZrqZbdWqpFtxZq3au12g9or5j2MS7VCCAwVORVNElPt2MxnSMFOsd80a6juqq6rFrFe4pVsrdExXuKVbynWBW5FSreXazi3cX65e1fnPcLiwtTfNd4pYxNcYaw6HbMCwPgG/w2cGVmZur888+vsy0mJkatWrVSZmamh6pyn71f7tWBbw8cceWooJAgZ09PcFiwgkN/7/kJsgTJMAzJUL2vtlqbag/VynrIPo/H8f9jbqu29zQZtYZsVptstbY63x++vaa8RhUFFaoqrFJlQaUqCyqP2GNzLOZgs8wWew+OtcrqDGI2q80+B+E4P8H9XJ8f8TaT2XTE59sUZJJha/g5ra35bZ5Dec1x1RIWF6bYzrGK6xyn2M6xik+OV6vurdSyW0vFdIjhU14AXquxgS48Plzh8eFq09s+6sRaZVVZdplKD5SqLNv+YVtFXoWqiqr067e/6tdvf3XeN7J1pBJOTlBclzjFdYlTTMcYRbSwr6wY3iJcIVEhsoRb7O99IUEybIZstb+9Hx321Wb97X2vyup8T3P8c27/7TbDZsgcZJYpyGR//3H8P8gsq2FVTl6OIrIjFBkX6Tx2cFiwgsOD64zCcFdQdL5nH1bj4fVbq6yyVtbfJpN9Hp/JbLL/32xy/nP8/XD43w51/p74w3ZGUeB4GYZR5+9I59+TlVbVVNY0+LW2utb5urVEWNTzwp4KjQn19ENpNJNhGI28fKlv6dmzp/7617/q+uuvr7N97Nix6tevn/75z38ed5vff/+9DMOQxeLahSINw5DValVw8In/0i3eXWz/A9+PmEwmySyZzebff/kHmeq8EZjMJud+JtnfKJwMSWb7XARbrU2GzTjmP9kkm+23fR3znxxhqakep9lU5026ztdgs72O394A3ckcZFZQaJCqy6vrzfVyuW2LWZZwi9vaNmQ4hw6ZZHJ7+4dryrabuv3mrN3xmnKcE3e2zfN+Yu3/8XXizrZPVFO0bxiGDKvhfM9zLOLhy3++mEymxv+e/+P73B8/2PMwx2NxhDjn1+NuyO2l2Rkn0Lbnn1bv4uLz0eCH/C4KTwhXaKznA1dNTY1MJpP69+9/1P38toerKTh+gbj6yZTJZHJ5pcS4LnEu3d/fBZkbf7HdQBMS2XSrdDZl203dPrV7pn1q90z7vlw7AHgLk8nUqFzgt4ErJiZGpaWl9bYXFxcrNjb2hNrs16+fq2UBAAAACCB+O/A2KSmp3lyt0tJS5ebmKimJC7QCAAAAaHp+G7jS09P15ZdfqqSkxLlt+fLlMpvNGjx4sAcrAwAAABAo/HbRjOLiYo0ZM0aJiYm64YYbnBc+Pvfcc7nwMQAAAIBm4beBS5J27typf/7zn9qwYYMiIyM1fvx4zZgxw+UFKwAAAACgMfw6cAEAAACAJ/ntHC4AAAAA8DQCFwAAAAA0EQIXAAAAADQRAhcAAAAANBECFwAAAAA0EQIXAAAAADQRAhcAAAAANBECVzNbu3at/v73v2vEiBFKTU3Vvffe2+B+qamp9f4NHjy4masNDI09J9XV1frXv/6lwYMHq2/fvrr66quVmZnZzNUGplmzZjX4mli9erWnS/N7O3fu1NVXX62+fftq8ODBevjhh1VdXe3psgLWsmXLGnwtPPLII54uLSDs3r1bc+bM0fjx49WjRw+NHTu2wf2WLFmikSNHKi0tTePGjdOqVauaudLA0ZhzMmnSpAZfNzt37vRAxf7tww8/1E033aT09HT17dtX48eP11tvvaU/XvY30F4jwZ4uINB88cUX+uWXX3TaaaepuLj4qPtOmjSpzi8Oi8XS1OUFpMaek/vuu08ZGRmaNWuW2rRpo6eeekpXXXWVPvjgA0VHRzdjxYGpY8eO9f6oTE5O9lA1gaG4uFhXXnmlunTponnz5iknJ0cPPfSQqqqqNGfOHE+XF9CeffbZOr932rRp48FqAsf27dv1+eefq0+fPrLZbPX+iJSkDz74QHfeeaduvPFGnX766crIyNCUKVP0yiuvqG/fvs1ftJ9rzDmRpP79+2vmzJl1tnXo0KE5SgwoL7zwgtq3b69Zs2YpPj5eX375pe68805lZ2drypQpkgLzNULgamb/+Mc/NGvWLEnS+vXrj7rvSSed5Lc/eN6kMeckOztbb731lu666y5dcMEFkqS0tDQNGzZMr7/+uiZPntxs9QaqsLAwXg/N7PXXX1d5ebnmz5+vuLg4SVJtba3uuece3XDDDfyR70E9e/ZUQkKCp8sIOMOHD9eIESMk2Xvef/rpp3r7zJ07V2PGjNH06dMlSaeffrq2bdumJ554QgsXLmzOcgNCY86JJMXExPAe0gwWLFhQ53fToEGDVFRUpEWLFunmm2+W2WwOyNcIQwqbmdnMU+5tGnNO1qxZI5vNpnPOOce5LS4uToMHD2ZYG/zW6tWrNWjQIGfYkqRRo0bJZrNp7dq1nisM8JBjvV/s3btXWVlZGjVqVJ3to0eP1rp16xiO2wT4u8q7NPRBUPfu3VVWVqaKioqAfY3wU+rFnnnmGfXs2VOnnnqqpk+frgMHDni6pICVmZmpFi1aKDY2ts725ORk5nE1k927d+uUU05Rr169NGHCBH3yySeeLsnvZWZmKikpqc62mJgYtWrVip97Dxs7dqy6d++us846S08//bRqa2s9XRIk5+siMTGxzvbk5GTV1NRo7969nigLkr7++mv17dtXaWlpuvzyy/XNN994uqSA8d1336lNmzaKiooK2NcIQwq91Hnnnac//elPatmypbZt26YFCxbo0ksv1bvvvlvvj340vZKSkgbnacXExBxzLh5c1717d6Wlpalr164qLS3Va6+9pltuuUWPP/54nV5HuFdJSYliYmLqbY+NjeXn3kNatWqlqVOnqk+fPjKZTPr000/12GOPKScnh3l1XsDxuvjj68bxPa8bzzjttNM0fvx4denSRQcPHtRzzz2nq6++Wi+//LL69evn6fL82rfffquMjAzn/LlAfY0QuFxUWlqqgwcPHnO/jh07KiQkpNHt/utf/3L+/7TTTtMpp5yiCRMm6M0332S+0DE01TmB+xzvObryyivrbB8+fLguvvhizZ07l8CFgDJ06FANHTrU+f2QIUMUGhqqF198UTfeeKNat27tweoA7zRt2rQ63//pT3/S2LFj9eSTT/rtnCFvkJ2drRkzZmjgwIG64oorPF2ORxG4XLR8+XLdcccdx9wvIyPDpRXVunXrpsTERP38888n3EagaIpzEhMTo7KysnrbS0pK6HE8Aa6eI7PZrLPPPlv//ve/VVVVpbCwsKYoM+DFxMSotLS03vbi4mJ+7r3IqFGj9Pzzz2vLli0ELg9zvC5KS0vVqlUr5/aSkpI6t8OzIiIidOaZZ+qjjz7ydCl+q6SkRJMnT1ZcXJzmzZvnnGsXqK8RApeLJk6cqIkTJ3q6DBymKc5JUlKS8vLy6v2h2dAcFxwbrxvfkJSUVG+uVmlpqXJzc/m5BxrgeF388b0hMzNTFotFHTt29FRpQLOpqqrSDTfcoNLSUr3xxht1pmQE6muERTN8xJYtW7Rr1y6lpaV5upSANGTIEJnNZq1YscK5rbi4WGvWrFF6eroHKwtMNptNy5cv18knn0zvVhNKT0/Xl19+6fzkUbL3TprNZi7E7kUyMjIUFBSkHj16eLqUgNexY0d16dJFy5cvr7M9IyNDgwYNYhi7l6ioqNBnn33G31RNwGq1avr06crMzNSzzz5b7/IhgfoaoYerme3fv1+bNm2SJFVWVmrPnj3OHzrHXJTnnntOe/bs0cCBA5WQkKDt27frqaeeUtu2bekVaAKNOSdt27bVBRdcoIcfflhms1lt2rTR008/rejoaF188cUeqz0Q7N+/X7NmzdKYMWPUuXNnFRcX67XXXtNPP/2kefPmebo8v3bxxRfr5Zdf1i233KIbbrhBOTk5evjhh3XxxRdzDS4PufbaazVw4EClpqZKklauXKk333xTV1xxRZ3hOWgalZWV+vzzzyXZfzeVlZU53y8GDBighIQETZ06Vbfeeqs6deqkgQMHKiMjQxs3btTixYs9WbrfOtY5cfzh/+c//1nt27fXwYMHtWjRIuXm5urxxx/3ZOl+6Z577tGqVas0a9YslZWV6YcffnDe1qNHD4WEhATka8RkHOmS3GgSy5Yt02233dbgbVu3bpUkffrpp3r66ae1a9culZeXKz4+Xunp6Zo+fTrj85tAY86JJFVXV+vRRx/Vu+++q/LycvXv31933HGHS3PzcGxFRUW67bbbtHnzZuXn58tisahXr166/vrr6ywegKaxc+dO/fOf/9SGDRsUGRmp8ePHa8aMGX77KaS3u++++/TFF18oOztbNptNXbp00cSJEzVp0iSZTCZPl+f39u3bp7POOqvB21566SUNHDhQkrRkyRItXLhQBw4cUGJiov72t79p2LBhzVlqwDjWOWnbtq3uvfdebd26VUVFRQoPD1e/fv00ZcoU9e7du5mr9X/Dhw/X/v37G7xt5cqV6tChg6TAe40QuAAAAACgiTCHCwAAAACaCIELAAAAAJoIgQsAAAAAmgiBCwAAAACaCIELAAAAAJoIgQsAAAAAmgiBCwAAAACaCIELAIDDzJs3T6mpqY3aNzU1VfPmzWvSeiZNmqRJkyY16TEAAE0n2NMFAABwJMuWLdNtt93m/D4oKEgtWrTQ4MGDNWPGDLVp08aD1QEAcGwELgCA15s2bZo6dOig6upq/fDDD3r77bf13Xff6X//+59CQ0PdeqybbrpJ119/vVvbBAAELgIXAMDrpaenKy0tTZI0ceJExcfHa+HChVq5cqVGjx7t1mMFBwcrOJi3RwCAezCHCwDgc0499VRJ0t69e53bdu7cqWnTpmnAgAFKS0vThAkTtHLlyjr3q6mp0fz583X22WcrLS1NAwcO1CWXXKK1a9c692loDld1dbUeeOABnX766erXr59uvPFGZWdn16tr1qxZGj58eL3tDbW5dOlSXXHFFRo0aJB69eql0aNH69VXX23U43/55Zc1ZswY9enTR6eddpomTJig999/v1H3BQA0Lz7CAwD4nP3790uSYmJiJEnbt2/XJZdcojZt2mjy5MmKiIjQhx9+qFtuuUXz5s3Tn//8Z0nS/Pnz9fTTT2vixInq3bu3ysrK9NNPP+nnn3/W4MGDj3i822+/Xe+9957Gjh2r/v3766uvvnJ52OFrr72mk08+WcOHD1dwcLBWrVqle+65R4Zh6LLLLjvi/d58803dd999GjlypK644godOnRIW7du1Y8//qhzzz3XpZoAAO5H4AIAeL2ysjIVFBSourpaP/74o+bPn6+QkBANGzZMknT//ffrpJNO0tKlSxUSEiJJuvTSS3XJJZfokUcecQauzz77TGeeeab++c9/NvrYv/zyi9577z1deumluuuuuyRJl112mf7+979r69atJ/yYFi9erLCwMOf3l19+ua699lotWrToqIHrs88+08knn6y5c+ee8LEBAM2HIYUAAK931VVXadCgQTrzzDM1bdo0hYeHa8GCBWrbtq2Kior01VdfadSoUc5gVlBQoMLCQg0ZMkRZWVnKycmRZO8R2759u7Kyshp97M8//1yS6i3NfuWVV7r0mA4PW6WlpSooKNCAAQO0d+9elZaWHvF+MTExys7O1saNG106PgCgedDDBQDwenPmzFFiYqJKS0u1dOlSffPNN86erD179sgwDD3++ON6/PHHG7x/fn6+2rRpo2nTpunmm2/WyJEjlZKSoiFDhmj8+PHq1q3bEY+9f/9+mc1mderUqc72pKQklx7Td999p3nz5umHH35QZWVlndtKS0sVHR3d4P0mT56sL7/8UhMnTlTnzp01ePBgjR07VqeccopL9QAAmgaBCwDg9Xr37u1cpXDEiBG69NJL9fe//13Lly+XzWaTJF1zzTUaOnRog/d3hKXTTjtNH3/8sVauXKm1a9fqrbfe0osvvqh77rlHEydOdLlOk8nU4Pba2to63+/Zs0dXXXWVkpKSNGvWLJ100kmyWCz6/PPP9cILLzgfU0OSk5O1fPlyffbZZ/riiy+0YsUKvfrqq7rllls0bdo0lx8DAMC9CFwAAJ8SFBSkv/3tb7riiiv0yiuv6Pzzz5ckWSwWnXHGGce8f1xcnM4//3ydf/75Ki8v1+WXX6558+YdMXC1b99eNptNe/bsqdOrlZmZWW/fmJgYlZSU1Nt+4MCBOt9/+umnqq6u1oIFC9SuXTvn9vXr1x+zfkmKiIjQ6NGjNXr0aFVXV2vq1Kl66qmndMMNN7j9umQAANcwhwsA4HMGDhyo3r1768UXX1RUVJQGDBigN954QwcPHqy3b0FBgfP/hYWFdW6LjIxUp06dVF1dfcRjpaenS7IvxX64F198sd6+nTp1UmlpqX755RfntoMHD+rjjz+us19QUJAkyTAM5zbHcMlj+eNjCAkJUXJysgzDUE1NzTHvDwBoXvRwAQB80rXXXqu//vWvWrZsme666y5deumlOvfcc3XhhReqY8eOysvL0w8//KDs7Gy99957kqQxY8ZowIAB6tmzp+Li4rRp0yZ99NFHuvzyy494nO7du2vs2LF69dVXVVpaqn79+umrr77S7t276+07evRoPfLII5oyZYomTZqkqqoqvfbaa0pMTNTPP//s3G/w4MGyWCy68cYbdfHFF6u8vFxLlixRixYtlJube8zH3bJlS/Xv318tWrRQZmamFi9erDPPPFNRUVEn+GwCAJoKgQsA4JPOPvtsderUSc8//7wuvPBCLV26VPPnz9fbb7+toqIiJSQkqEePHrrllluc95k0aZI+/fRTrV27VtXV1WrXrp2mT5+ua6+99qjHeuCBBxQfH6/3339fK1eu1MCBA/XMM8/ozDPPrLNffHy85s+fr4ceekj//ve/1aFDB/3tb3/T7t276wSupKQkzZ07V4899pj+9a9/qWXLlrrkkkuUkJCg2bNnH7WWiy66SO+//74WLVqkiooKtW3bVpMmTdLNN998As8iAKCpmYzDxzMAAAAAANyGOVzA/7dfxwIAAAAAg/ytR7GvLAIAgIlwAQAATIQLAABgIlwAAAAT4QIAAJgIFwAAwES4AAAAJsIFAAAwES4AAICJcAEAAEyECwAAYCJcAAAAE+ECAACYBEMfpdkIRYuAAAAAAElFTkSuQmCC"},"metadata":{}},{"name":"stdout","text":"Training RandomForest...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stdout","text":"Training GradientBoosting...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Loop through each model, fit, predict, and plot Actual vs Predicted\n\nfor model_name, model in models.items():\n print(f'Training {model_name}...')\n \n # Fit the model\n model.fit(X_train, y_train)\n \n # Make predictions on the test set\n y_pred = model.predict(X_test)\n \n # Plot Actual vs Predicted\n plt.figure(figsize=(10, 6))\n plt.scatter(y_test, y_pred, alpha=0.5, color='blue')\n plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--', lw=2) # Diagonal line\n plt.title(f'Actual vs Oil prices Imports for {model_name}')\n plt.xlabel('Actual Values (y_test)')\n plt.ylabel('Predicted Values (y_pred)')\n plt.grid(True)\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:43:31.416177Z","iopub.execute_input":"2024-10-30T12:43:31.417133Z","iopub.status.idle":"2024-10-30T12:43:34.189892Z","shell.execute_reply.started":"2024-10-30T12:43:31.417086Z","shell.execute_reply":"2024-10-30T12:43:34.188956Z"},"trusted":true},"execution_count":40,"outputs":[{"name":"stdout","text":"Training CatBoost...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stdout","text":"Training DecisionTree...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stdout","text":"Training RandomForest...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stdout","text":"Training GradientBoosting...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Loop through each model, fit, predict, and plot the historical data and forecasted data\n\nfor model_name, model in models.items():\n print(f'Training {model_name}...')\n\n # Fit the model\n model.fit(X_train, y_train)\n\n # Make predictions on the test set (for forecasting future values)\n future_df = pd.DataFrame({'Month': future_dates.month,'Year': future_dates.year})\n \n # Predict the future values\n future_predictions = model.predict(future_df)\n\n # Plot historical data\n plt.figure(figsize=(15, 6))\n plt.plot(data.index, data['Price'], label='Historical Data', color='blue')\n\n # Plot forecasted data as a line\n plt.plot(future_dates, future_predictions, label='Forecasted Data', color='orange', linestyle='--', marker='o')\n \n # Add labels and title\n plt.title(f'Oil prices Forecast with {model_name} (Historical + Future Predictions)')\n plt.xlabel('Year')\n plt.ylabel('Coffee Import Value')\n plt.legend()\n plt.grid(False)\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:43:48.218278Z","iopub.execute_input":"2024-10-30T12:43:48.218698Z","iopub.status.idle":"2024-10-30T12:43:52.393648Z","shell.execute_reply.started":"2024-10-30T12:43:48.218648Z","shell.execute_reply":"2024-10-30T12:43:52.392690Z"},"trusted":true},"execution_count":41,"outputs":[{"name":"stdout","text":"Training CatBoost...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stdout","text":"Training DecisionTree...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stdout","text":"Training RandomForest...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stdout","text":"Training GradientBoosting...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Dictionary to store evaluation metrics for each model\n\nresults = {}\n\n# Loop through each model, fit, predict, and calculate metrics\nfor model_name, model in models.items():\n \n # Fit the model\n model.fit(X_train, y_train)\n\n # Make predictions on the test set\n y_pred = model.predict(X_test)\n\n # Calculate evaluation metrics\n mae = mean_absolute_error(y_test, y_pred)\n mse = mean_squared_error(y_test, y_pred)\n rmse = np.sqrt(mse)\n r2 = r2_score(y_test, y_pred)\n\n # Store the results for each model in the dictionary\n results[model_name] = {'MAE': mae,\n 'MSE': mse,\n 'RMSE': rmse,\n 'R²': r2}\n\n# Convert the results dictionary into a DataFrame for easy viewing\nresults_df = pd.DataFrame(results).T\n\n# Display the DataFrame with the metrics\nresults_df","metadata":{"execution":{"iopub.status.busy":"2024-10-30T12:44:00.098547Z","iopub.execute_input":"2024-10-30T12:44:00.099017Z","iopub.status.idle":"2024-10-30T12:44:01.192597Z","shell.execute_reply.started":"2024-10-30T12:44:00.098969Z","shell.execute_reply":"2024-10-30T12:44:01.191536Z"},"trusted":true},"execution_count":42,"outputs":[{"execution_count":42,"output_type":"execute_result","data":{"text/plain":" MAE MSE RMSE R²\nCatBoost 3.205591 19.908920 4.461941 0.981903\nDecisionTree 1.387215 4.677235 2.162692 0.995748\nRandomForest 1.389787 4.671622 2.161394 0.995754\nGradientBoosting 3.894592 34.593826 5.881652 0.968555","text/html":"
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MAEMSERMSER²
CatBoost3.20559119.9089204.4619410.981903
DecisionTree1.3872154.6772352.1626920.995748
RandomForest1.3897874.6716222.1613940.995754
GradientBoosting3.89459234.5938265.8816520.968555
\n
"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/notebooks/kaim-week-10-relation.ipynb b/notebooks/kaim-week-10-relation.ipynb new file mode 100644 index 0000000..e239c74 --- /dev/null +++ b/notebooks/kaim-week-10-relation.ipynb @@ -0,0 +1,880 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2024-11-04T06:06:38.573866Z", + "iopub.status.busy": "2024-11-04T06:06:38.573455Z", + "iopub.status.idle": "2024-11-04T06:06:39.842455Z", + "shell.execute_reply": "2024-11-04T06:06:39.841359Z", + "shell.execute_reply.started": "2024-11-04T06:06:38.573822Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from datetime import datetime\n", + "\n", + "# Load the datasets\n", + "daily_gas_price = pd.read_csv('../data/natural_gas_daily.csv')\n", + "daily_oil_price = pd.read_csv('../data/Brent_Oil_Prices.csv')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T06:07:47.978265Z", + "iopub.status.busy": "2024-11-04T06:07:47.977786Z", + "iopub.status.idle": "2024-11-04T06:07:47.996840Z", + "shell.execute_reply": "2024-11-04T06:07:47.995631Z", + "shell.execute_reply.started": "2024-11-04T06:07:47.978214Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Date Price\n", + "0 20-May-87 18.63\n", + "1 21-May-87 18.45\n", + "2 22-May-87 18.55\n", + "3 25-May-87 18.60\n", + "4 26-May-87 18.63" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily_oil_price.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T06:11:13.877938Z", + "iopub.status.busy": "2024-11-04T06:11:13.877480Z", + "iopub.status.idle": "2024-11-04T06:11:13.907439Z", + "shell.execute_reply": "2024-11-04T06:11:13.906318Z", + "shell.execute_reply.started": "2024-11-04T06:11:13.877898Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(Timestamp('1987-05-20 00:00:00'), Timestamp('2022-11-14 00:00:00'))\n", + "(Timestamp('1997-01-07 00:00:00'), Timestamp('2020-09-01 00:00:00'))\n" + ] + } + ], + "source": [ + "# Convert the 'Date' column to datetime format if it isn't already\n", + "daily_gas_price['Date'] = pd.to_datetime(daily_gas_price['Date'], errors='coerce')\n", + "daily_oil_price['Date'] = pd.to_datetime(daily_oil_price['Date'], errors='coerce')\n", + "\n", + "# Get the range of dates\n", + "date_range_gas = (daily_gas_price['Date'].min(), daily_gas_price['Date'].max())\n", + "date_range_oil = (daily_oil_price['Date'].min(), daily_oil_price['Date'].max())\n", + "\n", + "print(date_range_oil)\n", + "print(date_range_gas)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T06:13:33.660247Z", + "iopub.status.busy": "2024-11-04T06:13:33.659744Z", + "iopub.status.idle": "2024-11-04T06:13:33.963830Z", + "shell.execute_reply": "2024-11-04T06:13:33.962706Z", + "shell.execute_reply.started": "2024-11-04T06:13:33.660203Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Date Oil_price Gas_price\n", + "0 1997-01-07 24.76 3.82\n", + "1 1997-01-08 24.78 3.80\n", + "2 1997-01-09 24.83 3.61\n", + "3 1997-01-10 24.22 3.92\n", + "4 1997-01-13 23.41 4.00\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from datetime import datetime\n", + "\n", + "# Ensure the 'Date' columns in both datasets are in datetime format\n", + "daily_oil_price['Date'] = pd.to_datetime(daily_oil_price['Date'], format='%d-%m-%Y', errors='coerce').fillna(\n", + " pd.to_datetime(daily_oil_price['Date'], format='%m-%d-%Y', errors='coerce')\n", + ")\n", + "daily_gas_price['Date'] = pd.to_datetime(daily_gas_price['Date'])\n", + "\n", + "# Rename column 'Price' to 'Oil_price'\n", + "daily_oil_price = daily_oil_price.rename(columns={'Price': 'Oil_price'})\n", + "daily_gas_price = daily_gas_price.rename(columns={'Price': 'Gas_price'})\n", + "\n", + "# Get the date range from the daily_gas_price dataset\n", + "date_min, date_max = daily_gas_price['Date'].min(), daily_gas_price['Date'].max()\n", + "\n", + "# Filter the daily_oil_price data to match the date range in daily_gas_price\n", + "filtered_oil_price = daily_oil_price[(daily_oil_price['Date'] >= date_min) & (daily_oil_price['Date'] <= date_max)]\n", + "\n", + "# Merge (left join) the two DataFrames on 'Date'\n", + "two_price = pd.merge(filtered_oil_price, daily_gas_price, on='Date', how='left')\n", + "\n", + "# Display the first few rows\n", + "print(two_price.head())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T06:15:45.382736Z", + "iopub.status.busy": "2024-11-04T06:15:45.382323Z", + "iopub.status.idle": "2024-11-04T06:15:45.389944Z", + "shell.execute_reply": "2024-11-04T06:15:45.388733Z", + "shell.execute_reply.started": "2024-11-04T06:15:45.382694Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Date', 'Oil_price', 'Gas_price'], dtype='object')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "two_price.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T06:33:06.659928Z", + "iopub.status.busy": "2024-11-04T06:33:06.659169Z", + "iopub.status.idle": "2024-11-04T06:33:07.588233Z", + "shell.execute_reply": "2024-11-04T06:33:07.587112Z", + "shell.execute_reply.started": "2024-11-04T06:33:06.659881Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Set up the plotting style\n", + "sns.set(style=\"whitegrid\")\n", + "\n", + "# Create the plot\n", + "fig, ax1 = plt.subplots(figsize=(10, 6))\n", + "\n", + "# Plot Natural Gas Prices\n", + "ax1.plot(two_price['Date'], two_price['Gas_price'], color='coral', label='Natural gas')\n", + "ax1.set_ylabel('Natural gas price', color='coral')\n", + "ax1.tick_params(axis='y', labelcolor='coral')\n", + "\n", + "# Create a secondary y-axis for Crude Oil Prices\n", + "ax2 = ax1.twinx()\n", + "ax2.plot(two_price['Date'], two_price['Oil_price'] / 9, color='deepskyblue', label='Crude oil')\n", + "ax2.set_ylabel('Crude oil price', color='deepskyblue')\n", + "ax2.tick_params(axis='y', labelcolor='deepskyblue')\n", + "\n", + "# Set x-axis label and format\n", + "ax1.set_xlabel('Date')\n", + "ax1.set_xlim(two_price['Date'].min(), two_price['Date'].max())\n", + "\n", + "# Add legends\n", + "lines, labels = ax1.get_legend_handles_labels()\n", + "lines2, labels2 = ax2.get_legend_handles_labels()\n", + "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n", + "\n", + "# Display the plot\n", + "plt.title(\"Natural Gas and Crude Oil Prices Over Time\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T06:20:00.263101Z", + "iopub.status.busy": "2024-11-04T06:20:00.262687Z", + "iopub.status.idle": "2024-11-04T06:20:01.398686Z", + "shell.execute_reply": "2024-11-04T06:20:01.397563Z", + "shell.execute_reply.started": "2024-11-04T06:20:00.263062Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import matplotlib.patches as patches\n", + "import matplotlib.dates as mdates\n", + "import seaborn as sns\n", + "\n", + "# Set up the plot style\n", + "sns.set(style=\"whitegrid\")\n", + "\n", + "# Create the figure and primary y-axis\n", + "fig, ax1 = plt.subplots(figsize=(10, 6))\n", + "\n", + "# Plot Natural Gas Prices\n", + "ax1.plot(two_price['Date'], two_price['Gas_price'], color='coral', label='Natural gas')\n", + "ax1.set_ylabel('Natural gas price', color='coral')\n", + "ax1.tick_params(axis='y', labelcolor='coral')\n", + "\n", + "# Secondary y-axis for Crude Oil Prices, scaling by dividing by 9\n", + "ax2 = ax1.twinx()\n", + "ax2.plot(two_price['Date'], two_price['Oil_price'] / 9, color='deepskyblue', label='Crude oil')\n", + "ax2.set_ylabel('Crude oil price', color='deepskyblue')\n", + "ax2.tick_params(axis='y', labelcolor='deepskyblue')\n", + "\n", + "# Add a red rectangle to highlight a period\n", + "ax1.add_patch(\n", + " patches.Rectangle(\n", + " (mdates.date2num(pd.to_datetime('2001-03-01')), -100), # (xmin, ymin)\n", + " mdates.date2num(pd.to_datetime('2001-11-01')) - mdates.date2num(pd.to_datetime('2001-03-01')), # width\n", + " 200, # height\n", + " color='red',\n", + " alpha=0.1\n", + " )\n", + ")\n", + "\n", + "# Annotate with a curved arrow and text\n", + "ax1.annotate(\n", + " 'Early 2000s\\nrecession',\n", + " xy=(mdates.date2num(pd.to_datetime('2001-03-01')), 17), # Arrow end position\n", + " xytext=(mdates.date2num(pd.to_datetime('1999-01-01')), 15), # Text position\n", + " arrowprops=dict(arrowstyle='->', color='black', lw=1, connectionstyle=\"arc3,rad=-0.5\")\n", + ")\n", + "\n", + "# Set x-axis, title, and grid\n", + "ax1.set_xlabel('Time')\n", + "ax1.set_title('Natural gas price and US economic depression')\n", + "\n", + "# Add legends for both lines\n", + "lines, labels = ax1.get_legend_handles_labels()\n", + "lines2, labels2 = ax2.get_legend_handles_labels()\n", + "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n", + "\n", + "# Display the plot\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data From World Bank" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T06:38:10.488494Z", + "iopub.status.busy": "2024-11-04T06:38:10.488016Z", + "iopub.status.idle": "2024-11-04T06:38:11.987399Z", + "shell.execute_reply": "2024-11-04T06:38:11.986290Z", + "shell.execute_reply.started": "2024-11-04T06:38:10.488452Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.express as px\n", + "import plotly.graph_objects as go\n", + "\n", + "country_producing = ['United States','Saudi Arabia','Russia','Canada','China','Iraq','UAE','Brazil','Iran','Kuwait']\n", + "oil_produced = [19.51,11.81,11.49,5.50,4.89,4.74,4.01,3.67,3.19,2.94]\n", + "\n", + "fig = go.Figure(data=[go.Pie(labels=country_producing,\n", + " values=oil_produced)])\n", + "fig.update_traces(hoverinfo='label+percent', textinfo='value', textfont_size=20)\n", + "fig.update_layout(title=go.layout.Title(text=\"World's Largest Oil Producers (mn barrels/day)\", font=dict(\n", + " family=\"Courier New, monospace\",\n", + " size=22,\n", + " color=\"black\"\n", + " )))\n", + "\n", + "fig.update_layout(annotations=[\n", + " go.layout.Annotation(\n", + " showarrow=False,\n", + " text=' largest oil producers',\n", + " xanchor='right',\n", + " x=0.75,\n", + " xshift=275,\n", + " yanchor='top',\n", + " y=0.05,\n", + " font=dict(\n", + " family=\"Courier New, monospace\",\n", + " size=12,\n", + " color=\"black\"\n", + " )\n", + " )])\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T06:40:12.146919Z", + "iopub.status.busy": "2024-11-04T06:40:12.146420Z", + "iopub.status.idle": "2024-11-04T06:40:12.192940Z", + "shell.execute_reply": "2024-11-04T06:40:12.191885Z", + "shell.execute_reply.started": "2024-11-04T06:40:12.146876Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "country_consuming = ['United States','China','India','Japan','Russia','Saudi Arabia','Brazil','South Korea','Germany','Canada']\n", + "consumption = [19.96,13.57,4.32,3.92,3.69,3.33,3.03,2.63,2.45,2.42]\n", + "\n", + "fig = go.Figure(data=[go.Pie(labels=country_consuming,\n", + " values=consumption)])\n", + "fig.update_traces(hoverinfo='label+percent', textinfo='value', textfont_size=20)\n", + "fig.update_layout(title=go.layout.Title(text=\"World's Largest Oil Consumers (mn barrels/day)\", font=dict(\n", + " family=\"Courier New, monospace\",\n", + " size=22,\n", + " color=\"black\"\n", + " )))\n", + "\n", + "fig.update_layout(annotations=[\n", + " go.layout.Annotation(\n", + " showarrow=False,\n", + " xanchor='right',\n", + " x=0.75,\n", + " xshift=275,\n", + " yanchor='top',\n", + " y=0.05,\n", + " font=dict(\n", + " family=\"Courier New, monospace\",\n", + " size=12,\n", + " color=\"black\"\n", + " )\n", + " )])\n", + "\n", + "fig['layout']['xaxis'].update(side='top')\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T06:40:13.271182Z", + "iopub.status.busy": "2024-11-04T06:40:13.270754Z", + "iopub.status.idle": "2024-11-04T06:40:13.294617Z", + "shell.execute_reply": "2024-11-04T06:40:13.293321Z", + "shell.execute_reply.started": "2024-11-04T06:40:13.271143Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "country_export = ['Saudi Arabia','Russia','Iraq','Canada','UAE','Kuwait','Iran','United States','Nigeria','Kazakhstan','Angola','Norway','Libya','Mexico','Venezuela']\n", + "export = [182.5,129,91.7,66.9,58.4,51.7,50.8,48.3,43.6,37.8,36.5,33.3,26.7,26.5,26.4]\n", + "\n", + "fig = go.Figure(data=[go.Pie(labels=country_export,\n", + " values=export)])\n", + "fig.update_traces(hoverinfo='label+percent', textinfo='value', textfont_size=20)\n", + "fig.update_layout(title=go.layout.Title(text=\"World's Largest Oil Exporters (US$ billion)\", font=dict(\n", + " family=\"Courier New, monospace\",\n", + " size=22,\n", + " color=\"black\"\n", + " )))\n", + "\n", + "fig.update_layout(annotations=[\n", + " go.layout.Annotation(\n", + " showarrow=False,\n", + " text='largest oil exporters',\n", + " xanchor='right',\n", + " x=0.75,\n", + " xshift=275,\n", + " yanchor='top',\n", + " y=0.05,\n", + " font=dict(\n", + " family=\"Courier New, monospace\",\n", + " size=12,\n", + " color=\"black\"\n", + " )\n", + " )])\n", + "\n", + "fig['layout']['xaxis'].update(side='top')\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-04T06:40:21.231782Z", + "iopub.status.busy": "2024-11-04T06:40:21.231299Z", + "iopub.status.idle": "2024-11-04T06:40:21.276929Z", + "shell.execute_reply": "2024-11-04T06:40:21.275895Z", + "shell.execute_reply.started": "2024-11-04T06:40:21.231739Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "affected_country = ['Iraq','Libya','Congo Republic','Kuwait','South Sudan','Saudi Arabia','Oman','Equatorial Guinea','Azerbaijan','Angola','Iran','Gabon','Timor-Leste','Qatar','UAE']\n", + "oil_rent = [37.8,37.3,36.7,36.6,31.3,23.1,21.8,19.2,17.9,15.8,15.3,15.3,14.5,14.2,13.1]\n", + "affected_country = affected_country[::-1]\n", + "oil_rent = oil_rent[::-1]\n", + "\n", + "\n", + "fig = go.Figure(go.Bar(\n", + " x=oil_rent,\n", + " y=affected_country,\n", + " orientation='h',\n", + " text = oil_rent,\n", + " textposition='auto'))\n", + "fig.update_traces(marker_color='purple')\n", + "\n", + "fig.update_layout(title=go.layout.Title(text=\"Countries Heavily Dependent on Oil Profits to Power GDP\", font=dict(\n", + " family=\"Courier New, monospace\",\n", + " size=22,\n", + " color=\"black\"\n", + " )))\n", + "fig.update_layout(annotations=[\n", + " go.layout.Annotation(\n", + " showarrow=False,\n", + " text='dependent on oil for GDP',\n", + " xanchor='right',\n", + " x=35,\n", + " xshift=275,\n", + " yanchor='top',\n", + " y=0.05,\n", + " font=dict(\n", + " family=\"Courier New, monospace\",\n", + " size=10,\n", + " color=\"black\"\n", + " )\n", + " )])\n", + "\n", + "fig['layout']['xaxis'].update(side='bottom')\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 381299, + "sourceId": 4528650, + "sourceType": "datasetVersion" + }, + { + "datasetId": 3869785, + "sourceId": 6716098, + "sourceType": "datasetVersion" + }, + { + "datasetId": 41164, + "sourceId": 433096, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 30786, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": ".week10", + "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": "3.10.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/requirements.txt b/requirements.txt index 16b0782..d3064ed 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,4 +4,4 @@ matplotlib seaborn Flask Flask-CORS -statsmodels \ No newline at end of file +statsmodels diff --git a/scripts/main.py b/scripts/main.py index c14c858..077cc88 100644 --- a/scripts/main.py +++ b/scripts/main.py @@ -7,16 +7,41 @@ sys.path.append(os.path.abspath('../src')) -from data_loader import load_data +from data_loader import load_data, load_datasets, rename_columns +from analysis import calculate_moving_averages, merge_datasets +from visualization import plot_price_trend, plot_moving_averages, plot_prices, plot_with_annotation -def main(file_path): - # Load Dataset - df = load_data(file_path) - print(df.isnull().sum()) +def main(oil_path, gas_path): + + data = load_data(oil_path) + + # Plot original price trend + plot_price_trend(data) + + # Calculate and plot moving averages + data = calculate_moving_averages(data, windows=[3, 6, 12]) + plot_moving_averages(data) + + # Load data + oil_data = load_datasets(oil_path) + gas_data = load_datasets(gas_path) + + # Rename columns + oil_data = rename_columns(oil_data, {'Price': 'Oil_price'}) + gas_data = rename_columns(gas_data, {'Price': 'Gas_price'}) + + # Merge datasets + merged_data = merge_datasets(oil_data, gas_data) + + # Plot prices and moving averages + plot_prices(merged_data) + plot_with_annotation(merged_data) + if __name__ == "__main__": - path = '../data/Brent_Oil_Prices.csv' - main(file_path=path) + oil_path = '../data/Brent_Oil_Prices.csv' + gas_path = '../data/natural_gas_daily.csv' + main(oil_path, gas_path) diff --git a/src/analysis.py b/src/analysis.py new file mode 100644 index 0000000..8f03af4 --- /dev/null +++ b/src/analysis.py @@ -0,0 +1,22 @@ +import pandas as pd + +def calculate_moving_averages(data, windows=[3, 6, 12]): + """Calculate Simple Moving Averages for given window sizes.""" + for window in windows: + data[f'SMA_{window}'] = data['Price'].rolling(window=window).mean() + return data + +def get_date_range(data): + """Get the minimum and maximum dates in the Date column.""" + return data['Date'].min(), data['Date'].max() + +def filter_by_date_range(data, date_min, date_max): + """Filter data by a specified date range.""" + return data[(data['Date'] >= date_min) & (data['Date'] <= date_max)] + +def merge_datasets(oil_data, gas_data): + """Merge oil and gas datasets on the Date column.""" + date_min, date_max = get_date_range(gas_data) + filtered_oil_data = filter_by_date_range(oil_data, date_min, date_max) + merged_data = pd.merge(filtered_oil_data, gas_data, on='Date', how='left') + return merged_data diff --git a/src/data_loader.py b/src/data_loader.py index 5c3f99b..d7d212d 100644 --- a/src/data_loader.py +++ b/src/data_loader.py @@ -1,6 +1,19 @@ import pandas as pd -import numpy as np -def load_data(file_path): - df = pd.read_csv(file_path) - return df +def load_data(filepath): + """Load the CSV data and convert the Date column to datetime.""" + data = pd.read_csv(filepath) + data['Date'] = pd.to_datetime(data['Date'], dayfirst=True, errors='coerce') + data.dropna(subset=['Date'], inplace=True) + data.set_index('Date', inplace=True) + return data + +def load_datasets(filepath): + """Load CSV data and convert the Date column to datetime.""" + data = pd.read_csv(filepath) + data['Date'] = pd.to_datetime(data['Date'], dayfirst=True, errors='coerce') + return data + +def rename_columns(data, column_map): + """Rename columns in the data.""" + return data.rename(columns=column_map) \ No newline at end of file diff --git a/src/visualization.py b/src/visualization.py new file mode 100644 index 0000000..6efee0d --- /dev/null +++ b/src/visualization.py @@ -0,0 +1,129 @@ +import matplotlib.pyplot as plt +import seaborn as sns +import matplotlib.patches as patches +import matplotlib.dates as mdates +import pandas as pd + +sns.set(style="whitegrid") + +def plot_price_trend(data, save_path='../figures/price_trend.png'): + """Plot the original price trend.""" + plt.figure(figsize=(20.5, 10)) + plt.plot(data.index, data['Price'], color='blue') + plt.title('Brent Oil Price Trends') + plt.xlabel('Date') + plt.ylabel('Price') + plt.grid(False) + # Save the figure if a path is provided + if save_path: + plt.savefig(save_path, format='png', dpi=300) + print(f"Figure saved as {save_path}") + plt.show() + +def plot_moving_averages(data, save_path='../figures/moving_averages.png'): + """Plot the price trend with moving averages.""" + plt.figure(figsize=(12, 6)) + plt.plot(data.index, data['Price'], label='Original Data', color='blue') + if 'SMA_3' in data: + plt.plot(data.index, data['SMA_3'], label='3-Month Moving Average', color='orange') + if 'SMA_6' in data: + plt.plot(data.index, data['SMA_6'], label='6-Month Moving Average', color='green') + if 'SMA_12' in data: + plt.plot(data.index, data['SMA_12'], label='12-Month Moving Average', color='red') + + plt.title('Moving Averages (1990-2022)') + plt.xlabel('Year') + plt.ylabel('Import Value') + plt.legend() + plt.grid(False) + + # Save the figure if a path is provided + if save_path: + plt.savefig(save_path, format='png', dpi=300) + print(f"Figure saved as {save_path}") + + plt.show() + +def plot_prices(merged_data, save_path='../figures/merged_prices.png'): + """Plot Natural Gas and Crude Oil Prices over time with two y-axes.""" + fig, ax1 = plt.subplots(figsize=(10, 6)) + + # Natural Gas Prices + ax1.plot(merged_data['Date'], merged_data['Gas_price'], color='coral', label='Natural gas') + ax1.set_ylabel('Natural gas price', color='coral') + ax1.tick_params(axis='y', labelcolor='coral') + + # Secondary y-axis for Crude Oil Prices, scaling by dividing by 9 + ax2 = ax1.twinx() + ax2.plot(merged_data['Date'], merged_data['Oil_price'] / 9, color='deepskyblue', label='Crude oil') + ax2.set_ylabel('Crude oil price', color='deepskyblue') + ax2.tick_params(axis='y', labelcolor='deepskyblue') + + # Set x-axis label and limits + ax1.set_xlabel('Date') + ax1.set_xlim(merged_data['Date'].min(), merged_data['Date'].max()) + + # Add legends + lines, labels = ax1.get_legend_handles_labels() + lines2, labels2 = ax2.get_legend_handles_labels() + ax1.legend(lines + lines2, labels + labels2, loc='upper left') + + # Display the plot + plt.title("Natural Gas and Crude Oil Prices Over Time") + + # Save the figure if a path is provided + if save_path: + plt.savefig(save_path, format='png', dpi=300) + print(f"Figure saved as {save_path}") + plt.show() + +def plot_with_annotation(merged_data, save_path='../figures/annotations.png'): + """Plot Natural Gas and Crude Oil Prices with annotation and highlight period.""" + fig, ax1 = plt.subplots(figsize=(10, 6)) + + # Natural Gas Prices + ax1.plot(merged_data['Date'], merged_data['Gas_price'], color='coral', label='Natural gas') + ax1.set_ylabel('Natural gas price', color='coral') + ax1.tick_params(axis='y', labelcolor='coral') + + # Secondary y-axis for Crude Oil Prices, scaling by dividing by 9 + ax2 = ax1.twinx() + ax2.plot(merged_data['Date'], merged_data['Oil_price'] / 9, color='deepskyblue', label='Crude oil') + ax2.set_ylabel('Crude oil price', color='deepskyblue') + ax2.tick_params(axis='y', labelcolor='deepskyblue') + + # Add a red rectangle to highlight a period + ax1.add_patch( + patches.Rectangle( + (mdates.date2num(pd.to_datetime('2001-03-01')), -100), + mdates.date2num(pd.to_datetime('2001-11-01')) - mdates.date2num(pd.to_datetime('2001-03-01')), + 200, + color='red', + alpha=0.1 + ) + ) + + # Annotate with a curved arrow and text + ax1.annotate( + 'Early 2000s\nrecession', + xy=(mdates.date2num(pd.to_datetime('2001-03-01')), 17), + xytext=(mdates.date2num(pd.to_datetime('1999-01-01')), 15), + arrowprops=dict(arrowstyle='->', color='black', lw=1, connectionstyle="arc3,rad=-0.5") + ) + + # Set x-axis label and title + ax1.set_xlabel('Time') + ax1.set_title('Natural gas price and US economic depression') + + # Add legends + lines, labels = ax1.get_legend_handles_labels() + lines2, labels2 = ax2.get_legend_handles_labels() + ax1.legend(lines + lines2, labels + labels2, loc='upper left') + + # Save the figure if a path is provided + if save_path: + plt.savefig(save_path, format='png', dpi=300) + print(f"Figure saved as {save_path}") + + # Display the plot + plt.show()