58 skills found · Page 2 of 2
kanishkan91 / Python DataUpdate DataProcessor KbnThe python module can be used to scrape data and process data from different sources. The python module can output data as either as a dataframe in the country year format or it will output data in excel files This module has primarily been created for processing data for the International Futures (IFs) Project however, it can be used to process data in general. The module can be used to process data from the following sources, 1) World Bank World Development Indicators (WDI) 2) UNESCO Education indicators(UIS) 3) FAO Food Balance Sheets (FAO) 4) IMF Global Finance Statistics (IMF GFS) 5) Health data from the Institute for Health and Metric Evaluation (IHME) 6) Water data from FAO AQUASTAT 7) Energy data from EIA Currently this module can be run as is on Windows. For usage on Macs, the user may have to make changes to the code lines which specify paths.
Xinyuan-LilyGO / T QT C6TQT-C6 is a mini development board based on the ESP32C6 chip, which is only the size of two thumbnails. It features a 128x128px TFT full-color touch screen, a separate charging indicator light, and an independent battery. It can communicate with the power path management chip to modify the power bus status and limit values.
statisticspoland / Sdg Indicators PlPolish Reporting Platform - indicators for the Sustainable Development Goals (SDGs) of the 2030 Agenda.
lev-corrupted / TradingViewMCPServerProfessional multi-asset trading & Pine Script development MCP server for Claude. Features: 20+ indicators, Pine Script tools (validator, autocomplete, docs, testing), Forex/Stocks/Crypto support
tidy-intelligence / R WbwdiR package to access and analyze World Bank World Development Indicators (WDI)
EL-BID / Tutorial Spatial Modelling Population Welfare SCL SPHThe aim of the analysis is to create a high resolution map of poverty, income and literacy for El Salvador. The data on these three development indicators come from the 2017 household survey Encuesta de Hogares de Propositos Multiples (EHPM). While the survey data are only available for 1,664 segmentos, the lowest administrative units, the goal is to provide a map of the three development indicators for all the 12,435 segmentos of the country.
bocaletto-luca / World Bank ExplorerWorld Bank Explorer is an interactive and responsive web application that retrieves, visualizes, and compares global development indicators sourced from the World Bank Open Data API. The application allows users to explore data on multiple scales ... By Bocaletto Luca
Acciorocketships / DesktopTraderAn Algorithm Manager that allows you to develop, test, and run stock trading algorithms on Alpaca. The Python library includes buy/sell functions, historical data, technical indicators, and more useful features to aid in the development quantitative algorithms. The manager includes a GUI (which can be opened from code or the python interactive interpreter) that allows you to track the progress of algorithms in backtests or in real time. Trades can be made in code by the algorithms (which can be scheduled to run at any times during the day), or manually from the python interactive interpreter. Multiple algorithms can run at a time. Algorithms can be added, removed, or paused, allocations can be changed, and assets can be rebalanced, all from within code or from the python interactive interpreter.
JoyceQuinn / Best Advertising And Marketing ManagementAs a digital marketing company, we have actually driven numerous web site hits, millions of leads as well as also millions of sales. So if you are a local business or a young expert that wants to find out more about marketing management, then you remain in the best place. Today, we're reviewing exactly how advertising managers can develop effective projects, detailed. Our digital marketing firm saves small companies from bad advertising as well as no development, yet of course, in order to do that effectively, our advertising and marketing supervisors have to have extraordinary skills around marketing monitoring. Regrettably, a great deal of the schools today are instructing out-of-date advertising and marketing techniques. As well as the net is swamped with phony experts who show marketing however in fact have no actual experience. This can be an easy catch for anyone just beginning to seek aid regarding the globe of marketing. That's why you should pick up from individuals who have actual experience As Well As can confirm it for greater than one firm. And also these are simply results we've gotten for our firm, using our very own techniques. We have more than 10,000 hrs of actual digital marketing experience and also have aided thousands of business find the very best options to their advertising issues. Just how have we managed to do this? Via our team of marketer! In order for them to offer these efficient options, our marketing supervisors need to have outstanding abilities around marketing administration. And those abilities are precisely what our advertising and marketing supervisors have. We're mosting likely to give you some powerful techniques if you want to learn advertising and marketing monitoring or become a much better marketing manager. In this blog, you will certainly learn exactly how advertising managers can develop effective campaigns, step-by-step. We will certainly discuss: 1. Just how to onboard a brand-new marketing project 2. Just how to structure your strategy 3. How to setup everything 4. And much more! Without further trouble, let's go ahead as well as dive in with action # 1. Action 1: How to onboard a brand-new advertising project Whether you are beginning a new marketing campaign from square one or you are inheriting an existing advertising campaign, it is really important to recognize 2 things. # 1 You require to develop your advertising goals. Now usually we have clients that will certainly claim their objective is to obtain more sales. Yet that is an extremely high-level goal. With that, you'll intend to unbox your goal into something more workable. To break down your objective into actionable parts, we will certainly start to speak about leading as well as lagging indicators. A lagging indicator is normally a result, such as more sales, even more leads, or more web traffic, which are great objectives to have. Yet in order to get to an outcome or a lagging indication, you need a leading indication which is typically an action. Leading signs are points that you can regulate now everyday or each week. And these are the advertising and marketing objectives that you want to develop. As a marketing manager, you need to understand both leading and lagging objectives. # 2 You need to understand your budget. When you onboard an advertising and marketing campaign, you require to understand your campaign budget. If you are unclear about your marketing spending plan or about just how to accurately calculate your marketing budget, we have a thorough video clip that can help you here. Ultimately, the important point below is that you intend to make sure your budget plan matches your objectives. For that reason, if you desire $1 million in sales for instance, then you require to be all set to spend thousands of thousands of dollars. And also honestly, you wish to be as sensible as possible because that's the accountable thing to do as a great online marketer. A lot of people strive for the over night success desire, however the fact is excellent marketing can require time. Now that you have established you require to establish some advertising goals and also a spending plan, after that you can transfer to tip number two, which is "just how to structure your advertising strategy." Action 2: Exactly how to structure your advertising plan The first thing we suggest that you do is to develop an advertising and marketing channel, or really plainly recognize the advertising and marketing channel that already exists. If your business is already generating any type of sales, after that you likely have an advertising and marketing channel whether you understand it or not. It is necessary to recognize which part of the funnel you will certainly need to influence with your advertising project. Understanding the advertising channel will help you pinpoint which stage of the channel demands adjustments. To get a far better understanding of the advertising and marketing channel, let's take a more detailed look at an advertising funnel as well as break down an advertising funnel for B2C (service to customer) as well as B2B (organization to service) firms. At the top of the channel you have the recognition stage. For both B2B or B2C companies this is where potential consumers become aware of your company either by means of search, or an advertisement, or a person referring them to you. The next part of the channel is the interest stage. This is where your capacity clients start to read more concerning your product and services. After that phase of the channel is the consideration stage. This is where your capacity customers actually begin thinking about buying your products. They might begin to review your evaluations or compare your products to others that are on the market. After the consideration stage is the intent phase. This is the stage where the potential client prepares to buy as well as simply needs a little push to complete the transaction. If you're a B2C firm, that implies that a visitor has perhaps added something to their cart. And also if you're a B2B firm, that implies that a site visitor may have asked for a meeting or a live trial. Swiftly after that, the prospective consumer enters the examination stage. This is when the potential consumer is considering the experience they are having as they are having a look at for a B2C company or finishing the contract for a B2B firm. At the really bottom of the channel you have the actual purchase, which is when the potential client becomes a real consumer. As you can see, there is a whole process to getting a client to really end up being a client. On top of that, a channel can continue after the acquisition factor, particularly if you wish to get even more sales from your present consumers. However those phases we pointed out are mosting likely to be the major locations that the majority of marketing managers require to focus on. Nevertheless, if you wish to discover a bit a lot more concerning marketing funnels, check out this blog where we go a lot more thorough with the advertising and marketing channel phases. As you are doing your marketing administration, you wish to begin asking on your own, "Which stage in the advertising and marketing channel does my organization require the most assist with?" You will discover that some business require general understanding prior to they can enhance any other part of their funnel. You may additionally locate that some business have a lot of awareness, yet battle to convert those introduce sales. However, once you recognize where your marketing needs one of the most aid, then you can concentrate there and also start to establish those leading indication objectives. For example, in the recognition stage, you have to focus on getting to a great deal of people. And also if business spending plan you have actually established is reduced, that suggests you will likely require to make use of an organic advertising and marketing approach. Currently let's move on to tip number three, which is just how to establish your advertising and marketing projects Action 3: How to set up your marketing campaigns. The first thing you need to think of below is production. What we indicate by "production" is you need to understand WHO or WHAT you require and WHEN you require it. To figure this out, go back to your leading indications and think about just how you are mosting likely to complete them. Possibly you need a web content writer, a designer, or a marketing spending plan. Or perhaps you require to set aside a couple of hours a day, to hire an agency, or a few other tools to aid you be reliable. The bottom line is, you need to be extremely clear about what deliverables you need as well as when you require them. After manufacturing, we recommend that you track your development. Since doesn't mean you are seeking that delayed indication or that major result that you wish to accomplish. Rather, you'll want to track whether or not your growth is headed in a positive instructions. Ideally, it's very easy to determine a trend line that is going up overtime. For example, if you are publishing on YouTube on a daily basis for six months as well as you are not obtaining any kind of sights whatsoever, then that is an indication that you require to quit and reassess your advertising strategy. One of our company's favorite tools to make use of to track development is Google Analytics. It's very simple to set up on your own as well as ought to take you no time to obtain arrangement and start. As soon as you're set up for success with Google Analytics, you can go on to tip number four, which isn't truly an action however it is a crucial idea to live by. Step 4: Stay with your strategy We have actually stated it before however excellent advertising takes some time. We can't emphasize this sufficient. Unless you have a really large spending plan, we're speaking at the very least $100,000 a year, then you greater than likely will require to focus on one point at a time. That means you wish to put together a really great approach and make sure it functions PRIOR TO you proceed to something that is new and also stylish right now. We suggest you give your technique a minimum of 6 months before you quit. And this is six months of pure quality! That means you are not missing out on due dates and you are putting together an excellent amount of quantity and also top quality work. Bear in mind to still be tracking your outcomes and making sure you're constructing some energy or seeing a positive trend line. Even if the positive trend line is slow, it is still positive. Now allow's go on to our last step. Tip 5: Reporting If you are doing any type of type of advertising and marketing management or if you are an advertising and marketing supervisor on your own, after that at some time you will require to do some reporting. Whether you are reporting to yourself, stakeholders, a supervisor, or a customer, this is an area where you require to successfully interact just how your advertising and marketing is going. When you are connecting, you need to recognize your target market. If you are speaking to an additional advertising and marketing professional or somebody with an advertising background, after that you can possibly utilize more advanced descriptions of your development. However if you are speaking with someone that does not know a lot regarding advertising, after that you want to try to simplify as simply as possible. For instance, you would not begin speaking to a stranger about ROAS, ROI, conversion projects, as well as lead-to-sale conversions since there's a slim chance they would understand what you were discussing. Everything that we cover in this blog are points that you wish to communicate to whoever you are reporting to. To make sure that suggests you want to relate things back to the goals, the budget, the channel, and the positive pattern line. You'll see that poor marketing professionals only care about telling you just how good their negative results are. A bad marketing professional will tell you about all the leads they have actually created but have really little results for conversions. As good marketers, it is our obligation to interact successfully as well as with honesty. So understand your numbers, know your target market, as well as be as clear as possible whether the results are good or bad. Establishing in-depth records that are comprehensive sufficient for your audience to recognize is what will assist everyone be on the very same web page. Verdict There you have it-- 5 truly awesome suggestions for advertising monitoring. Tips that we stand by and are confirmed due to the fact that we've used them for our own advertising and marketing projects. In addition, we have actually managed campaigns for our customers that have actually driven numerous hits, numerous leads, and countless sales. That's why we believe you can stand by these important pointers we have actually supplied here.And there's so much extra you can learn more about advertising and marketing for your business! Whether you are a small company proprietor or a young specialist that intends to find out more concerning advertising and marketing administration, after that you remain in the right area. Our group of marketer prepare to help you make on your own a better marketer!
abhilashvijayannair / Analyzing Historical Stock Revenue Data And Building A DashboardFor this project, you will assume the role of a Data Scientist / Data Analyst working for a new startup investment firm that helps customers invest their money in stocks. Your job is to extract financial data like historical share price and quarterly revenue reportings from various sources using Python libraries and webscraping on popular stocks. After collecting this data you will visualize it in a dashboard to identify patterns or trends. The stocks we will work with are Tesla, Amazon, AMD, and GameStop. Dashboard Analytics Displayed A dashboard often provides a view of key performance indicators in a clear way. Analyzing a data set and extracting key performance indicators will be practiced. Prompts will be used to support learning in accessing and displaying data in dashboards. Learning how to display key performance indicators on a dashboard will be included in this assignment. We will be using Plotly in this course for data visualization and is not a requirement to take this course. Watson Studio In the Python for Data Science, AI and Development course you utilized Skills Network Labs for hands-on labs. For this project you will use Skills Network Labs and Watson Studio. Skills Network Labs is a sandbox environment for learning and completing labs in courses. Whereas Watson Studio, a component of IBM Cloud Pak for Data, is a suite of tools and a collaborative environment for data scientists, data analysts, AI and machine learning engineers and domain experts to develop and deploy your projects. Review criteria There are two hands-on labs on Extracting Stock Data and one assignment to complete. You will be judged by completing two quizzes and one peer review assignment. The quizzes will test you based on the output of the hands-on labs. In the peer review assignment you will share and take screen shots of the outcomes of your assignment.
datasciencecampus / Detecting TrucksA machine learning approach to detecting large vehicles in Sentinel-2 Earth observation satellite imagery. This experimental project, developed by the International Development squad, was concerned with exploring whether the number of trucks on roads could be used as an economic indicator.
mahdi-eth / Life Satisfaction Prediction ModelThis mini project uses linear regression to create a model that predicts the life satisfaction of a country based on its GDP per capita. The data used is from the OECD Better Life Index and World Bank's World Development Indicators for the year 2015.
AyushmanTyagi / Decentralized Finance It S Use CasesDecentralized Finance & It's use cases- DeFi (Decentralized Finance) Another open-world approach to the current financial system. Products that allow you to borrow, save, invest, trade, and more. Based on open source technology anyone can plan with. DeFi is an open and global financial system that has been built for years - another way of being a sharp, tightly managed, and cohesive system of decades-old infrastructure and processes. It gives you more control and visibility than your money. It gives you exposure to global markets and other options for your local currency or banking options. DeFi products open financial services to anyone with an internet connection and are highly managed and maintained by their users. To date, tens of billions of dollars worth of crypto have gone through DeFi applications and is growing every day. What is DeFi? DeFi is an integrated name for financial products and services accessible to anyone who can use Ethereum - anyone with an Internet connection. With DeFi, markets remain open and no central authorities can block payments or deny you access to anything. Services that used to be slow and vulnerable to human error are now automated and secure as they are governed by a code that anyone can check and evaluate. There is a thriving crypto-economy out there, where you can borrow, borrow, length / short, earn interest, and more. Crypto-savvy Argentinians have used DeFi to escape inflation. Companies have begun distributing their pay to their employees in real-time. Some people even withdraw and repay loans worth millions of dollars without the need for personal information. DeFi vs Traditional Finance One of the best ways to see the power of DeFi is to understand the problems that exist today. Some people are not given access to setting up a bank account or using financial services. Lack of access to financial services can prevent people from being employed. Financial services can prevent you from paying. Hidden payment for financial services is your data. Governments and private institutions can close markets at will. Trading hours are usually limited to one-hour business hours. Transfers may take days due to personal processes. There is a premium for financial services because mediation institutions require their cutting. DeFi Use Cases DeFi has revolutionized the financial world over the past few years. This new approach to financial planning can transcend asset systems through efficiency and security. It is true that there are certain dangers in DeFi but those are within the concrete limits. Let's take a look at the most effective DeFi usage cases - Asset Management One of DeFi's biggest effects is that users can now enjoy more control over their assets. Many DeFi projects provide solutions that allow users to manage their assets, including - buying, selling, and transferring digital assets. Therefore, users can also earn interest on their digital assets. Contrary to the traditional financial system, DeFi allows users to maintain the privacy of their sensitive information. Think of the secret keys or passwords of your financial accounts - you should have shared that information with the appropriate organizations beforehand. Now, different DeFi projects, such as Metamask, Argent, or Gnosis Safe help users encrypt and store those pieces of information on their devices. This ensures that only users have access to their accounts and can manage their assets. Therefore, asset management is one of the most widely used financial services cases for users. Compliance with AML and CFT Rates through the KYT Mechanism Traditional financial systems focus heavily on Know-Your-Customer (KYC) agreements. KYC Guidelines are its major law enforcement tool for using Anti-Money Laundering (AML) and Countering-the-Financing-of-Terrorism (CFT) standards. However, KYC guidelines often conflict with DeFi's privacy efforts. DeFi responds to this problem with a new concept called the Know-Your-Transaction (KYT) mechanism. This approach suggests that low-level infrastructure will focus on ethical behavior for digital addresses rather than user considerations. Therefore, KYT solves two issues simultaneously - monitoring real-time operations and ensuring user privacy. This makes KYT one of the biggest gaps in low-cost cases. Non-Governmental Organizations or DAOs The DAOs are partners of the central financial institutions of DeFi - making it one of the pillars of low-income finance cases. In the traditional system, central financial institutions play a major role. These organizations operate as administrative institutions that regulate basic financial operations, such as monetization, asset management, administrative utilization, etc. The Ethereum blockchain echerestem has introduced empowered organizations to achieve the same goals. However, DAOs are naturally empowered and do not conform to the limits set by central governments or authorities. Analysis and Risk Tools Transparency and redistribution of world power have opened the way for the discovery and analysis of unprecedented user data. With access to this information, users can make informed business decisions, discover new financial opportunities, and implement better risk management strategies. A new type of data analytics with useful blockchain tools and dashboards has emerged in this industry trend. DeFi projects such as DeFi Pulse or CoDeFi Data bring an impressive amount of analytics and risk management tool. Now, businesses are moving faster as they enjoy unpredictable competitive advantages. This is certainly one of the most widely used financial cases. Receivables and Manufacturing Goods Smart contracts allow for the receipt of token receipts and have become one of the most distinctive scenarios for DeFi use. Making a token further means setting a contract value based on the underlying financial asset or set of assets. This underlying financial asset acts as a security measure, which means it can include - bonds, fiat currencies, commodities, market indicators, interest rates, or stock prices. Now, the issuance of outgoing tokens is a secondary security and their value varies with the number of key securities (bonds or fiat money). Thus, the output actually creates artificial goods. Synthetix and dYdX are some of the leading DeFi projects focused on token acquisitions. Network Infrastructure Effect In a DeFi ecosystem, objects within the system can connect and interact. This design feature is known as integration and serves as a protocol for infrastructure development. As a result, DeFi projects are continuously integrated with the network result. Infrastructure tools for use of DeFi applications are remarkable. Various DeFi projects, such as TruffleSuite or InfuraAPI, are good examples in this case. Enhanced Digital ID Blockchain-based identity system systems are already gaining a lot of attention in recent times. Pairing DeFi programs with these patent systems can help people access the global economic system. The traditional method rewards personal income or assets collected as credit providers. With digital identity paired with DeFi, you may be looking for other practical attributes, such as - financial services or professional ability. This new type of digital ID can help the poor to access DeFi apps from any internet connection. It can certainly be one of the cases of possible use. Insurance Insurance is one of the largest financial institutions and has already been proven to be one of the biggest charges for using DeFi. The current insurance system is crowded with paperwork, old audit plans, and bureaucratic insurance claim processes. With the successful implementation of smart contracts, all these problems with the current system can be solved. Many DeFi projects (Nexus Mutual, Opyn, and VouchForMe) provide blockchain access to insurance against DeFi or contract risk. P2P borrowing and borrowing As DeFi bids farewell to traditional banking systems, a space for the lending and lending market has emerged. Therefore, borrowing and lending is one of the most important aspects of using DeFi. However, the DeFi ecosystem is well suited for peer-to-peer (P2P) borrowing and lending efforts. Many DeFi projects have already entered the market focusing on this particular application case. Among these programs, Compound and PoolTogether are two well-known names. These projects have independent policies for lending and lending. Payment Solutions One of DeFi's top drivers was serving non-bankers or understated banks from the get-go. DeFi's natural features make it ideal for solving the problems of current global payment systems. DeFi provides fast, secure, and transparent solutions compared to asset systems. As DeFi lowers the demand for intermediaries, making payments easier and more transparent, DeFi-based blockchain-based payment solutions can appeal to non-bankers.
dipucwc / Energy Efficiency Evaluation Of Bluetooth 5 BLE 5 TechnologyThis project work describes the evaluation of the energy efficiency of recently specified Bluetooth 5 ( BLE 5) technique’s coded mode. This work analyses both the analytical, and experimental performance of the energy efficiency of BLE 5 (S = 8) coded mode solution. It includes analytical modelling, Matlab programming, and real-life measurement using Nordic semiconductor nRF52840 development kit. The performance of lately revealed BLE 5 coded technique is compared to the performance of the BLE 4, which is seen today to be mostly used in case of commercial wireless devices. To improve the communication range of this low-power technique for IoT purposes, BLE 5 coded mode uses a forward error correction (FEC) method. Because of coding overhead, the packet length increases, and the throughput decreases. In this project work, the frequency 2.4 GHz is considered. The LE Coded PHY is responsible for adding two steps into the packet transmissions, and reception. Firstly, FEC method is applied to the packet so that the receiver can make a correction of bit errors when the packet is received, and would be capable to improve the packet error rate (PER). Secondly, a pattern mapper method is applied to the packet. This FEC, and pattern mapping results in getting better sensitivity. The experimental results from this project work show that BLE 5 technique provides better packet error rate (PER) performance, communication range performance, and received signal strength indicator (RSSI) performance than BLE 4, and BLE 5 consumes less energy than BLE 4, which was found out using analytical modelling.
KenjiHero / SelfbotDiscord Selfbot Donate Build Status This bot is no longer being developed. Any breaking changes will not be fixed. Discord has become more strict about selfbot use and will ban without warning, as such, I have abandoned this project. Install guide + list of all commands. Takes less than 2 minutes to set up. Has various commands and utilities including a keyword logger/notifier, adding custom commands/reactions, and much more. Selfbot Features Google web and image search. Editing Message ID. Set your game/stream to anything or set up multiple and cycle through them. Cycle through avatars automatically. Save image/gif/webm dumps (urls or attachments) in channels quickly to your computer (checks for duplicates as well). Detailed image/gif source finder using sauce.nao Add custom commands/reactions. The commands get saved to commands.json which has some sample commands added to start with. Can be used as macros for other commands as well. Custom embeds. Todo list with notifications and a timer (repeatable) as well as ability to send a message to a channel when the timer goes off. Smart MyAnimeList search of anime and manga/LNs using google custom search (and if that fails, using myanimelist's api for search) Save/output the last n number of messages from a chat, including any messages that were deleted. Get detailed information about a server and all of its members. Purge the last n messages you sent in a channel. Simple calculator. Quick commands so you can post pointless stuff as fast as possible like lenny, shrug, flip, unflip, and comeatmebro Meme commands like spacing text, converting text to regional indicator emojis, mass reacting to messages, and converting text to ascii art. Python interpreter. Modeled off of RoboDanny's ?debug command. Does both exec() and eval(). Ability to save and load scripts. Various other misc commands like spoiler tagging text (encrypts the text), creating strawpolls, embeding text, server/user info commands, and more. Acknowledgements Thanks to architdate, LyricLy, and chenzw95 for actively participating in development, addition of new features, and other optimizations. Thanks to Hubcapp for the much improved >react command. Thanks to adjnouobsref for the spoiler tags and various other contributions. Used the code for lockdown commands from Kurisu bot. Slight modifications is message sending and contents of messages. Used a lot of Danny's code for certain parts, especially parsing Google cards and the debugger. Used eye-sigil's code for the >repl command. Thanks to IgneelDxD for a lot of suggestions and fixes. Thanks to Bluscream for a lot of helpful pull requests and custom cogs. Buy me a cup of coffee This bot is open source and always will be, even if I don't get donations. That said, I know there are people out there that may still want to donate just to show their appreciation so this is for you guys. Thanks in advance!
huomarc / MLFetalHealthDue to the intricacies of the body of a fetus, as well as the rapid rate at which fetuses develop, fetal health care is one of the most difficult medical fields to practice effectively. Due to the challenges around fetal health care, reducing child and maternal mortality rates is of paramount importance to every modern country. The reduction of child mortality is reflected in several of the United Nations' Sustainable Development Goals. The UN expects that by 2030, member countries will effectively end preventable deaths of newborns and children under 5 years of age (Child Survival and the SDGs, 2021). All member countries are aiming to reduce neonatal mortality to at least as low as 12 deaths per 1,000 live births and under-5 mortality to at least as low as 25 deaths per 1,000 live births (Child Survival and the SDGs, 2021). Maternal mortality is intrinsically tied with child mortality and has continued to have wide racial/ethnic gaps, even today. Black, American Indian, and Alaska Native (AI/AN) women are two to three times more likely to die from pregnancy-related causes than white women, and that disparity only increases with age (National Center for Health Statistics). Thus, the necessity of mitigating child mortality as much as possible cannot be overstated. Electronic fetal monitoring or cardiotocography is a “visual representation” of uterine contractions and fetal heart rate, which has been recognized as a prominent indicator of fetal health since the 19th century (Petker, 2018). Certain fetal heart rate patterns are linked to non-reassuring fetal status, and therefore, fetal heart rate monitoring can help prevent poor fetal outcomes (Petker, 2018). The fetal heart rate monitor identifies the normal baseline rate and tracks variability, accelerations, and decelerations to provide insight into a baby’s level of stress, oxygenation, acidemia (increase in hydrogen ion blood concentration), and other vital signs (Petker, 2018). A host of models were applied, including XGBoost, LightGBM, Gradient Boosting, Random Forest, Multi-layer Perceptron, Support Vector, Decision Tree, K-Nearest Neighbors, Linear Support Vector, and Logistic Regression, to the cardiotocography data to predict fetal health outcomes and level of care.
Adonis2115 / BacktestingBacktesting, Strategy development and adding indicators using Backtrader
dametreusv / World Development IndicatorsPredicting income groups using world development indicators from the World Bank. This allows us to assess infrastructure needs, social advancements, strength in economy and more.
EvansSchoolPolicyAnalysisAndResearch / LSMS Agricultural Indicators CodeThis repository includes code for constructing a variety of agricultural development indicators from household survey microdata (primarily LSMS-ISA surveys) as well as documentation for construction decisions across instruments.
julieanneco / PredictingHDIPredicting Human Development Index using World Development Indicators and UNDP Data
