The Goal of this article - Provide the Building Blocks
How to read this Article
Read the full list and critique the Usability of each definition.
If you have at least 2 hours a day to dedicate to Programming, you can compare it to definition in recommended resources. Every term may not be defined.
Practice each object through recommended exercises. Then, try to redefined each definition weekly.
What to read next
Your goal is to build a trading assistant. To do so, you need to learn about 4 programming's fundamentals : Data Structures, Algorithms, Design Patterns, Neural Networks.
After this article, you can read 12 Design Patterns for Finance.
Then, you can read Introduction to Deep Learning for Trading.
Finally, Neural Networks for Finance. You can find Neural Networks for the Trading Assistant we'll build here.
12 Data Structures for Finance and Automatic Trading
Nature, Function and 3 most common uses
Here you'll find a list of 12 Data Structures for Finance and Automatic Trading defined by Nature, Function and 3 most common uses.
They have been listed in a typical order to facilitate comparison with definitions from other resources. We may group them in upcoming articles for faster reading.
Lists are a dynamic collection of elements. Their Function is adding, removing, and accessing elements. They are more flexible than arrays and also more limited in uses : Lists can contain different types of elements. Lists can be used for Portfolio Management, Risk Management and Market Analysis.
Linked lists are made up of nodes that contain information and a reference to the next node. They provide efficient insertion and deletion at any position. Linked Lists are meant for Implementing high-frequency trading, managing real-time streaming and building event-driven systems.
Arrays are a collection of elements of the same data type stored in contiguous memory locations. Their Function is to provide efficient indexing and random access to these elements. 3 Common uses of arrays in finance are storing price data, managing portfolio holdings and implementing indicators.
Matrices are at least two-dimensional arrays, organized in rows and columns. Their Function is to organize mathematical operations in data analysis. 3 Common uses of matrices in finance are multi-dimensional analysis, portfolio optimization and risk modeling.
Hash tables are tables using key-value pairs to store and retrieve data. Their Function is to provide fast lookup and insertion times. 3 Common uses of these tables are Storing symbol mappings, caching market information and modeling order books.
Queues are a First-In-First-Out structure: elements are added at the rear and removed from the front. Queues enable processing of elements in the order they arrive. 3 Common uses of queues are Managing order execution, handling event-driven systems and implementing message queues.
Stacks are a Last-In-First-Out structure: elements are added and removed from the same end. Mirroring Queues, Stacks are useful for tracking function calls, managing undo/redo operations, and handling recursive algorithms. 3 Common uses of stacks are Evaluating expressions, simulating financial instruments and tracking trading strategies.
Trees are hierarchical structures composed of nodes. Function: Trees provide efficient searching, insertion, and deletion operations. 3 Common uses of Trees are Representing market structures, building decision frames and organizing option chains. Most Neural Networks will be displayed in Tree or Graph form.
Tries are tree structures used to store and retrieve strings. Tries facilitate prefix-based searches and provide autocomplete functionality. 3 Common uses of Tries are Symbol lookup, implementing search engines for financial news and storing options chains.
Heaps are specialized binary trees in which parent nodes have a different value from their children. Heaps are useful to maintain the maximum or minimum information in constant time. 3 Common uses of Heaps are establishing priority for order execution, optimizing portfolio rebalancing and implementing market structures.
Graphs consist of nodes connected by edges, representing relationships between entities. Graphs facilitate analysis of interconnected information & pathfinding algorithms. 3 Common uses of Graphs are Modeling financial networks, analyzing correlations between assets, detecting trading patterns.
Sets are collections of elements. Sets facilitate membership testing through operations such as intersection, union, and difference. 3 Common uses of Sets are filtering duplicate data, identifying unique trading signals, managing risk exposure.
Remember that in programming there are 6 main concerns and therefore 6 main operations : Creating, Reading, Updating, Deleting, Getting & Setting. Each of these structures has been created to respond to at least 1 of these concerns.
You'll learn these Structures by coding and will be able to use them in websites, chatbots, games or generative software.
If you want to know more about these structures, learn about Discrete Mathematics applied to Probabilities & Statistics.
Main Applications of these data structures
Here you'll find a list of main Financial applications for each Data Structure. This is list is separate for faster access.
If you re-read this article, you'll likely want to focus on Applications.
Lists allow you to manage order queues when executing trades. They do track & classify trade history for auditing and performance evaluation. Finally, they maintain watchlists of securities for monitoring price movements.
Linked Lists allow you to implement high-frequency trading systems. This is done by Managing streaming information and updating it in a linear manner. You can then code event-driven systems.
Arrays will generally store price information for multiple securities. This is essential to update and track portfolio holdings performance. The main way to update then is to implementing technical indicators like moving averages or Bollinger Bands.
Matrices conduce multi-dimensional analysis of financial information. One of the most common is calculating mean-variance in portfolios. It allows you to Optimize portfolio allocations. Thanks to covariance matrices, you can model risk factors.
Hash Tables store symbol mappings for getting and setting. This facilitate caching which reduces latency in subsequent retrieval operations. They are used to Implement order books for high-frequency trading.
Queues are used to manage trades' order execution. They queue incoming events in event-driven systems. They help to implement message queues for asynchronous communication. It is interesting to implement queues in chatbots to test the complexity of the software.
Stacks allow fast evaluation of options pricing/risk calculations formulas. It is done by Simulating & Tracking financial instruments states. Managing trading strategies with support for undo/redo operations and backtesting.
Trees represent Hierarchies in price or option trees. By building decision trees you start your algorithmic trading & risk assessment. Trees allow you to organizing stocks/option chains. Trees are hierarchy in your system.
Tries serve for Symbol lookup for quick retrieval of security information. You can also use them in search engines for articles. Storing options chains and facilitating efficient retrieval based on strike prices or expiration dates.
Heaps will help you implementing priority queues for order execution & trade matching. You'll also use them for portfolio rebalancing by identifying deviations. Finally, they serve to building graphics and tables for time-series analysis or event-driven trading.
Graphs are meant for representing networks, such as Lending networks or stock market Correlations. Analyzing correlations between assets helps to identify opportunities & risks. This is done by detecting patterns and anomalies in markets.
Sets serve to represent elements nature, function and uses. They help to Find, Filter and Update Information to ensure integrity. Identifying unique signals or patterns is essential for optimal strategies and security purposes. You'll be able to Manage Risk by identifying overlapping positions or assets within a portfolio.
You'll find new uses and applications to these Structures by coding your trading assistant.
How to Practice these Data Structures
In a code editor
Create a folder in your Documents named 'Programing Tools for Finance'. In this folder create 3 subfolders named 'Data Structure/Algorithms', 'Design Patterns' & 'Neural Networks'.
At least 3 days per week, review your different files using the python/JavaScript/C# documentation. Comment your code to indicate relationships between each type of programming tool.
If you want an easily accessible, online option you can use google collaboratory.
On paper
Buy a dedicated notebook for your programming, mathematics and finance practice. Note your definitions in this notebook following the Nature/Function/Uses pattern. If you can already, note sample code for each structure.
At least 3 days per week, do a proof or set exercise. Then try to find a corresponding Memory optimization or Computer Architecture problem.
12 Algorithms for Finance and Automatic Trading
A Greater Specificity of Use
Contrary of Data Structures which are elementary and global, the following Algorithms will be specific to Finance & Trading. The names used in this article are popular names. You can find more specific names or transcriptions of these algorithms if you specialize in 1 asset.
The Moving Average is an algorithm averaging a series of coordinates. In instance, it averages price data, identifies trends, and generates trading signals. This serve for the whole Price Action process. This is the most Important Indicator in this List an many others depend of it.
Bollinger Bands is a volatility-based algorithm consisting of a moving average and upper/lower bands. Bollinger Bands indicate overbought and oversold conditions and help to identify potential price reversals. It is used to identify Breakouts and Reversions.
The Moving Average Convergence Divergence is another trend-following algorithm used to calculate the difference between two moving averages. It identifies potential trend reversals & generates trade signals based on the crossovers. Like the 2 precedent indicators it is used for Trend identification. Unlike them, it is used for divergence analysis.
Relative Strength Index is a momentum oscillator measuring the speed of price movements. It identifies overbought and oversold conditions to anticipate trend reversals. Use it to Identify extrema, generate mean reversion signals and confirm trend strength.
Arbitrage is a strategy involving price comparison differences between markets. Its function is to profit from market inefficiencies by buying low and selling high. Its 3 main forms are Statistical, Triangular & price Discrepancies arbitrage.
Pair Trading is a strategy involving trading two correlated instruments simultaneously. Its function is to profit from inefficiencies between these instruments. Its main difference with arbitrage is the hedging against market risk.
Mean Reversion is a strategy assumes that prices tend to revert to their mean. It identifies overextended price movements to indicate when the trade should be made. It is used in day/swing trading, identifying market extrema and exploiting price mean reversion.
Trend Following is a strategy identifying established market trends. It generates trading signals based on the direction and strength of the trend. It's used in Swing trading to identify large market moves and exploit momentum trends.
Monte Carlo Simulations are a category of statistical algorithms modeling random outcomes. They generates probabilistic outcomes for pricing and risk analysis. They're mostly used in Option pricing, for portfolio optimization & risk management. They can be used for high-volatility instruments trading.
Kalman Filter is an algorithm used for state estimation in the presence of measurement noise. It updates and predicts the state of a dynamic system based on noise observations. It's most common uses are Estimating hidden states in models, tracking asset prices and filtering noise.
Genetic Algorithms are a Fundamental type of optimization algorithms. They iteratively optimizes by adding/removing iterations from a population of candidates. They're used for Parameter optimization for trading strategies, portfolio optimization and feature selection.
Multiple Machine Learning Algorithms are used for evaluating Price, Volume and Speed anticipation. They adapt to information to generate predictions or make trading decisions. They can be used to Predict asset prices and perform sentiment analysis of news, leading to more reliable risk modeling.
If you are following this newsletter you are likely interested in Finance. These algorithms will help you to revise each step of your procedure. They may also make the trading process clearer, and therefore more enjoyable.
3 Main Applications of these Algorithms
Here you'll find a list of main Financial applications for each Algorithm. Because each Algorithm already has Specific uses this list may look redundant. If you are confused and think this information is redundant, criticize the repetition in each application to clarify them.
If you are re-reading this article, you'll likely want to focus on Applications.
The Moving Average is used for Trend Identification. 1st, it indicates the direction and strength of trends, which is crucial for sentiment analysis. Then, they act as dynamic support and resistance levels, providing traders with entry and exit points. Finally, they indicate Crossover Signals, namely Moving average crossovers. The most common being the golden cross (growth) or death cross (decrease), which are used to generate trading signals. Moving Average = Sentiment, Support/Resistance & Crossover
Bollinger Bands expand and contract based on volatility, enabling you to assess the volatility levels and anticipate price breakouts. Bollinger Bands are used to identify periods of low volatility (narrow bands) followed by price expansion (wide bands), indicating potential breakout opportunities. When prices extend beyond the upper or lower Bollinger Bands, it suggests overbought or oversold conditions, potentially signaling a mean reversion trade. Bollinger = Volatility, Breakout & Reversion
Moving Average Convergence Divergence crossovers, specifically the signal line crossing MACD line, are used to identify Trend Reversals and generate trade signals. It is also used for Divergence Analysis. Divergences between it and price movement indicate trend weakness/strength. It is finally used for Histogram Analysis. Its histogram, representing the difference between the MACD and the signal line, is used to gauge the momentum of price movements. MACD = Trend Reversal, Divergence, Histogram
Relative Strength Index indicates overtrades: Overbought and Oversold Conditions. Above 70 it indicates overbought conditions, suggesting a price decrease. Below 30 it indicates oversold conditions, signaling a price rebound. Divergences between Relative Strength & price movement indicates reversals or continuations. Relative Strength are used to confirm trends strength. Higher RSI values during uptrends indicate strong buying pressure. Lower RSI values during downtrends indicate strong selling pressure. Relative Strength Index = Overtraded, Divergence, Trend Strength
Arbitrage involves finding trade rate/price/volume/behavior inconsistencies between multiple items to generate profits. Market-making algorithms identify price/volume discrepancies across different trades and profit from the bid-ask spread. This may contribute to market liquidity. These algorithms have a Comparative Probabilistic basis. They commonly work through Triangulation. Arbitrage = Profit from irregularity in Behavior or Asset's price/volume/valuation
Pair Trading is a special form of probabilistic Arbitrage. It involves taking long/short positions in 2 correlated instruments to profit from their price movements while remaining market-neutral. Pair trading can be used as a hedging strategy to mitigate market risk. This is called Hedge Against Market risk. By taking offsetting positions, you can reduce exposure to systemic movements. This is essential to identify price imbalances. Pair Trading = Correlation, Hedging & Offsets
Mean reversion involve identifying assets that have deviated from their mean values and taking positions to profit from price correction. Mean reversion identifies Extrema in overbought/sold conditions, indicating when to enter or exit. You can take advantage of price dislocations by expecting the price to revert back to its mean, generating profit from its correction. Mean Reversion = Deviation, Extrema & Dislocation
Trend strategies aim to profit from sustained trends over month or years by taking positions based on their strength/direction. Trend following algorithms identify and capitalize on significant price movements. They rely on momentum indicators to confirm the sustainability of a trend. Note that Direction seems to be be more important than Strength.Trend = Sustainability, Movement & Momentum
Monte Carlo simulations are used to model and price options. They factor underlying asset price movements, volatility, and interest rates. Their main use if Portfolio Optimization : they can be employed to assess performance/risk characteristics of portfolios, aiding in the optimization of asset allocations. This is essential to Assess Risk under adverse market conditions. Monte Carlo = Volatility, Portfolio, Allocation
Kalman filters are used to identify hidden states of volatility or price movements. Therefore, they can be used to Track Prices. This operation is performed by filtering Noisy information. They can remove noise to average information. This improve the accuracy of time series predictions. Kalman Filter = State Estimation, Price Tracking, Noise Filtering
Genetic Algorithms optimize other algorithms. This is essential to determine moving average lengths or stop-loss levels for your trading assistant. Therefore, they are used for Feature Selection in Portfolio Optimization. Genetic = Self-Renewing, Features & Coordinating
Machine Learning Algorithms optimize models: other Algorithms, Design Patterns or Neural Networks. One of their main uses is Sentiment Analysis. They can analyze text, tables or images based on sentiment indicators. Machine = Self-Renewing, Features/Anomalies & Sentiment
How to Practice these Algorithms
In a code editor
Create a folder in your Documents named 'Trading Assistants'. In this folder create 3 subfolders named 'Trading Assistant - Test', 'Trading Assistant - Tools' & 'Trading Assistant - Deployed'.
At least 3 days per week, update your algorithms, patterns and networks. If you want an easily accessible, online option you can use google collaboratory.
On paper
As for Data Structures, define these algorithms in your dedicated notebook following the Nature/Function/Uses pattern. If you can already, note sample code for each structure. Copy ours if it helps you.
At least 3 days per week, do a Logic or Algorithmic exercise. Then try to find a corresponding Software Development problem/feature and see if you need to implement it in your Assistant.
Additional Data Structures & Algorithms for Finance to consider
Data Structures
Bloom filters are probabilistic data structures used for membership testing. Their Function is to provide a space-efficient representation of a set to determine its likely elements. It is used to filter & remove duplicates in anti-money laundering systems.
Count-Min Sketch is a probabilistic data structure used to approximate frequency counting. It estimates the frequency of elements, even with limited memory. It is used to tracking order flow and analyze volumes.
Quotient Filter is a probabilistic data structure used for set membership queries. It provides membership testing with low false positive rates and supports deletions. It is used for Symbol lookups, order books, and transaction records.
Algorithms
Random forests are ensemble of decision trees used to make predictions or classifications. They improve the accuracy/consistency of predictions by reducing overfitting and incorporating multiple trees information. They're used for Stock price prediction, credit risk modeling & fraud detection.
Dynamic programming is an algorithmic technique used to divide problems into overlapping subproblems. Its Function is to optimizes resource allocation by finding 1 optimal sequence of decisions. Its common uses are Portfolio optimization, option pricing & risk management.
Longest Common Subsequence finds the longest subsequence common to two or more sequences. In pairs trading and correlation analysis it identifies similar price patterns/trends.
Network Analysis represents relationships between financial entities, as a network or graph. It detects model contagion effects. It's used in Risk assessment, systemic risk analysis & portfolio diversification.
Stochastic Gradient Descent is an optimization algorithm iteratively updating model parameters. Today, you'll likely to use the Rectified Linear Unit, its updated version. Both are used to Train machine learning models.
HyperLogLog is a probabilistic approximator used to define the cardinality of a set or multiset. It offers a memory-efficient way to count elements. You can guess by now that Duplicate detection & Counting are used in Optimization and Security. HyperLogLog has 2 unusual uses : Counting unique users and analyzing market liquidity.
You may have noticed a redundancy in the Uses of each Tool presented in this article. Since, we are focused on Buying/Selling signals through Trends in order to update our Portfolio all uses will be subdivisions of these 3 concerns.
"Schaum's Outline of Python Programming" by John R. Hubbard and Anne B. Kromer (paid)
"Schaum's Outline of Data Structures with C++" by John Hubbard (paid)
If you can, form a Practice group
A person for each topic
It will be more sustainable to practice in group. If each of you query each other, you're likely to find more unusual questions & answers and ultimately develop new software structures.
Ideally, try to find a person interested in each of the following topic :
Interface, Accessibility & Ergonomics
Algorithmic, Logic & Games
Deep Learning & Probabilities/Statistics
Computer Architecture, Security & Networks
Each step of the Process
The goal is to give you an overview of the production and deployment of your software.
Being able to solicitate people in each step makes your learning more synergistic.
Ideally, you want to be able to solicitate future customers to receive feedback at each step.
Code Samples
In upcoming Articles, you'll find code samples of each Structure & Algorithm listed here. This is also true for the upcoming articles on Design patterns & Neural Networks.
The Goal is to purvey a repertoire for your tests.
Most of them will be written in Python. In latter updates examples in JavaScript, C# and C++ will be added.
Jili 200 casino withdrawal
online slots games for real money
winhq.ph casino
Slots go casino Login
Philucky app download for android latest version
July 9 zodiac sign compatibility
Jili22 login download
Bonus 365 app download for android latest version
Jili lodi login
7 juli jarig
online casino games canada
91059 water tank
Golden empire jili online
peraplay.com login register
Jili 365 bet withdrawal fee
Franck Muller Crazy Hours replica
555 online casino
Ph646 ph login register
5 jili casino login register philippines app apk
Rehistro ng jili h1 download free
Okebet168 slot withdrawal
377 JILI casino Login registration
Anvil Fittings
Jili money coming cheat android
Phil lucky game apk
Jolibet php login password
Paano ka mananalo sa mga fruit slot download
slots 777 apk
Eternal Slots no deposit bonus free spins
Jiliasia online casino register
I met a pretty girl na taga is meaning
HB888 Casino Login
Global Games 2024 Taup艒
Casino Frenzy login register mobile
Matukio ya leo VIDEO Download
Jili8 login philippines withdrawal
Bonus Hunter casino
Super Sic Bo prediction software
Maraming tao sa panaginip
PH cash casino real money
casino online games real money
JILI slot jackpot app
Super Ace slot 777 login register
Sobrang alas libreng laro login
Elden ring more talisman slots reddit
Phdream 777 slot download
Old school casino slots online free
Free GSN games list
Wizard of Oz Slots Free Scratchers 2024
Jugar gratis Pharaoh's Fortune
Royale jili withdrawal
Toledo bend lake country cabins
Roulette simulator Unblocked
Infinity 88bet app
Super bingo jili demo apk
Super rich casino real money
Jelly cake design for Birthday
MERKUR Slots online UK
Slotxoz1688 register
35phfun
Betso login philippines
Slots Palace Casino promo code 2023
Libreng laro ng online slot machine real money
Extreme gaming 888 download
Jili official app ios apk download
Double Diamond Wheel of Fortune slots free
PHLBOSS online casino
Hot 646 slot real money
567 slots online
Yes jili com login registration online philippines
How old is Leon Kennedy in RE6
Demo jili free play demo no deposit
Ii89aa philippines
Maxjili com login philippines
Lodigame 1 login ios
Ubet63 jili slot online login app
Baccarat online casino
jili h1 register
Mega ace slot demo download
Ube halaya koi in english
Jili t7 register philippines online app
How to win at Cache Creek Casino
Slots how to win online
Go88 casino ios
Bulelani jili wikipedia harvard university
Funny casino Instagram captions
Best online slots philippines no deposit bonus
Fortune Gems 3 Jili
How to create transaction pin
Mwplay888 net login password reset
Slots ug real money
Jili q25 register download
Www 90 jili com login register philippines
Lucky Neko slot PNG
Royal casino game login register
Slot machine pictures cartoon
Jili free 100 new member apk
Alberta online casino no deposit bonus
Cc6 online casino login philippines
Gogo jili 777 login philippines sign up
winhq.com online casino
Fc178 download app apk
拢3 deposit bingo
Tongits online pc windows 10
casino plus customer service number 24/7
Galaxy88casino net login philippines
Fb777 win apk
JILI live casino login Philippines
Jiliplay login Register
Hot 646 ph login register download
Pin lucky game gcash download
Ph 646 casino login download
Free unlimited bingo card generator
Fc178aa review
CB1 and CB2 receptors
Jili club apk
Jiliko online casino pagtaya registration
When is pasig day 2021
Jili app casino download for android latest version
Gates of Olympus vs Gates of Olympus 1000
Biofloc fish farming book
Vegas7Games free credits
Jollibee Delivery Mix and Match
JB CASINO fb
X570 a pro m 2 slots manual
Golden joker jili withdrawal app
747 Live app download for android latest version
5 jili casino login philippines
July 8th 2024 weather
olympus tg-7 release date
FF16 Joshua companion
Ano ang kahulugan ng halimbawa
Lucky cola online casino games philippines
Online casino jili philippines real money
Bingo plus mines cheat android
Wilde Wealth Management
Jili 49 dot com login app
Julie's Bakeshop description
Is gambling illegal for minors
Slot Attendant salary in the philippines
Is jilivip legit philippines
Jili x superace88 login philippines
啶啶澿 啶曕啶?啶膏ぞ 啶班い啷嵿え 啶す啶ㄠえ啶?啶氞ぞ啶灌た啶?
Slot machine games online no download
Wowph casino login
What did the Council of Nicaea do
Olympic casino online games no deposit bonus
Dragon Cash slot app
啶掂啷嵿ぐ啶ぞ啶?啶曕ぞ 啶ぐ啷嵿く啶距く啶掂ぞ啶氞 啶多が啷嵿う
How many days until July 3
Www jilino1 club registration
Philwin download apk
Pagpapanatili ng jili download apk
Jili h1 register philippines app
Old IGT slot machines
Tadhana slots 777 apk download latest version
Ajili in swahili meaning
online slots that pay real money
Atwood Water Heater parts near me
6s app casino login
Up 777 casino login download
Restore slotomania download android
Casino slots online real money
royal 777.in login
Pros and cons of gambling
Tadhana jili slot real money login
Ezjili login register philippines
Fishing app earn money
How to withdraw money from OKBET
Zynga Game of Thrones Slots support
Betjili apps download apk
Yesjili com app ios
Philadelphia News today
Noir cowboy TDS
Gogojili redemption code 2024
Jililuck download ios
Jackpot meter jili download apk
Slot777 casino login no deposit bonus
Railway Sar Sangrah Khan Sir book pdf in Hindi
106 jili casino withdrawal
QQ international sign up with email
Fb777pro login registration
Best free slot play no deposit
jili real money
Treasures of egypt slots free games download no download
Evolution Gaming lawsuit
7 libreng online na slot machine legit
CG777 Casino login register
Https slotbet com home game login
Pinakamahusay na oras upang maglaro ng jili slot
49 jili queens withdrawal form
Https ii89phn com download
Betjili app download
Jili libreng 100 login register
Play casino games online for free without downloading
Super ace jackpot pattern
LiveBet prediction
Official Journal of the European Union PDF
Maritime Industry Authority function
Marvel bet app download for pc
Journal of jilin university multidisciplinary journal impact factor
49jili apps download free ios 2021
Mitran de boot mp3 song download mr jatt pagalworld
Best free slots treasures of egypt no download
Angelina Jolie children Vivienne
Jili voucher code free chips 2021
啶掂啷嵿ぐ啶ぞ啶?啶膏 啶啶距さ 啶曕 啶溹ぞ啶ㄠ啶距ぐ啷€
Kabibe Game code 2024 free
Feestdagen Belgi毛 2024
DIY feminine wash for odor
49 jili apps philippines login
Brick Alpha
Jilivip 02 apk
Jili 49 login
Award winning chili recipe Allrecipes
online casino games like luckyland slots
Arena plus apk
Super ace hack download apk
Where There's a Will FF16
Jili777 oi login
Phwin777aa login
Betvisa Philippines login
Jollibee menu c1
Jili amazing withdrawal
Phrich download
Fish Farming in Bihar in Hindi
Top 10 best online slots in the world
Jiliasia 49 login
Ano ang pagsasalin pdf
"casino" casinomeister complaint
Jollibee promo 75
Jili city 829 apk latest version
Golden empire casino login download
Online casino games free money no deposit
Bet999bet login download
1xBet casino bonus
Casino Plus promo code today Philippines
Cow 888 Casino login Philippines
Peso63 login philippines app
MNL777 download free APK
Fake gambling Plinko
63win Casino
Jili city download apk
777pnl casino link download
Ilunsad ang Kraken demo
Kerri Strug ankle injury
Video poker online free play no download
Slotomania update
Jili 200cc login password philippines
White Rabbit slot
Tracksino Crazy coinflip
Euro casino slots no deposit bonus
xxjili live
Slots 999 casino online
SM Sale schedule June 2024
Paano maglaro ng slot para kumita register
Thunderkick slot apk
Spina bifida ultrasound newborn
Jiliasia app Download for Android
Kit timefree ph login register
USA online casino no deposit bonus
Phlwin Mines Game
Pay777 log in
5-ingredient vegetarian chili
King game888 register
Demo jili try out free
Jilibay VIP login password
Pci slot vs pcie gaming
Mines game hack scanner ios
Best casino for free slots
Falconplay web download
Sigeplay online casino register download
Scatter philippines withdrawal
Ano ang super 6 sa baccarat strategy
Baccarat card game strategy pdf
Ox jili casino login Register
ez jili app download apk
Fachai88 login app
Mines signal App
188 jili com login philippines
Yeriko BORA Injili download
Wild chili Scoville
Super ace jili slot login
bonus free casino
Casino frenzy app download ios
J jill promo code july 2024
49 jili road register app
100 free spins no deposit codes
Jili event app apk
Pnxbet philippines registration
Barrel bonanza slot demo hack
Jili t7 login registration online
Libreng computer video poker free download
QQ jili casino login registration
How did this part of the epic poem Beowulf end
Orion stars slots apk
Free online games jili philippines
Phlove Casino Login Register
Casumo - Live Casino & Slots
Mini Phone Touch Screen
Jiliko747 slot game login app download apk
Online pokies Australia real money no deposit
Lodibet com login password
devil fire jili slot
Lucky 777 apk old version
How to play Lucky JILI Slot
774pub register online
Super ace slot free play download
Windows 10 download
gogo jili log in
Yes jili free 68 login philippines apk
Hugph1 login password
777 pub online casino games downloadable content apk
釣€釣夺灍釤娽灨釣庒灱 online
Sloto kahibangan casino login
Scatter game jili download
Lucky calico casino login philippines register
Tongits Go Mod APK Unlimited everything
Mines predictor online free
New free slot machines with free spins
Deli zone boulder menu
Slots zone apk
Libreng paglalaro ng video poker online withdrawal
777 jili casino login registration
APaldo slot Login
Pp77 bet download
baba wild slots casino - free coins
Game slot 777 online apk
Release the Kraken slot review
Bagong jili register app
New slot machines 2024
Julie's bakeshop wikipedia biography
Lodi VIP bet
Jeetbuzz 168
5jili online casino philippines
Yy777aa app download
Ano ang fruit party?
Lodigame app download latest version
Popular online Games in the philippines 2024
J jill petites online
Good luck wishes for match
Online casino game dealer philippines
Best online pokies Australia real money
online gambling for real cash
phil168web
Kk jili free 58 login app
Jollibee Burger Chicken
Masaya si jili real money philippines
Julie's bakeshop history pdf
Casino online free philippines
Winph111 login bonus
Free slots online free games no download for android
NN777 Slot login
GOGO Jili casino login registration Philippines
Jili opisyal na website register philippines
Temple slots com login
Philadelphia State
Apollo game download
Jili 999 casino login philippines
888php login app
88casino
Osm gcash login problem
Cazino Zeppelin Reloaded demo
Free online slot games win real money philippines
5jiliorg download
Jili games free no deposit bonus
Big bass splash sam rayburn 2023 results
slots you can win real money
Gg777 download
777 lucky jili slots casino download apk
Dinosaur tycoon jili download apk
Free slots 777 apk latest version
888php casino login philippines
Bingo jili slot download
Jili slot 777 login register online download
Www mwgames188 com login download apk
Aratbet online casino register
Slot games for real money philippines
Wild Wild Riches
VIP slot online
Walang 1 jili login password
啶ぞ啶ㄠじ啶苦 啶班啶?
Casino games slots free download
Jili club login download
Bwenas 999 Live Register
Winph222 login download
Maxjili casino
Poker machines online
Jili999 register app login
jili9889
Jil monthly theme
Ruby Slots free spins no deposit Plentiful Treasure
1 kilo ube halaya recipe
Best gambling slots
Tamabet app download
nice88 legit
matinding amazon big bass
Paano mag withdraw sa jili games
Jili50aa review
Macau casino minimum bet reddit
Bigballer club log in
July 3, 2024
Best smelling homemade laundry detergent
Jili 188 no deposit bonus
Lucky 777 login app philippines
Jiliko online live
291 bet casino withdrawal
Reusable ice cubes IKEA
Jelly App tik tok
Queen777 casino no deposit bonus
啶掂啷嵿ぐ啶ぞ啶?啶膏 啶啶距さ 啶曕 啶溹ぞ啶ㄠ啶距ぐ啷€
Royal888 deposit bonus codes
Jili free 100 register download philippines
Tapwin 2024 login
60 jili login philippines register
337 jili live casino
FF777 casino Login
Phil Online Service Center
PanaloKO referral code
111jili login
Best lenses for sports photography Nikon
Sm 777 casino login Philippines
Big bass Splash Guntersville 2024 Results
Mwgooddomain com login download
Online casino games usa real money
Gogo jili casino login download free
What is PCI in computer Architecture
Nn777 slot jili online real money download
Is July 2 a holiday in Pasig City
Geely gx3 pro engine review
Pagal Khana drama cast tina
Is Calico Spin affected by luck
Hot Vegas Slots Free coins
Majili clan names
lodi291 online casino games gameplay
Ff777 casino link app
Mga kahinaan ng mga pragmatic slot machine login
FB JILI Login
Fijne dag meaning
download jili
MPL PH
Jlbet 26 register
Jilibet Promo code Philippines no deposit bonus
Fg777 pro login philippines
Video poker games free download no download for android
Konnyaku jelly ingredients
Ph646bet app
Lucky Tiger 777
21.com casino no deposit bonus
Charge Buffalo free play
Super jili 777 casino Login
Royal 888 casino app
Jili slot 777 free 100
Jilibet promo code 2024 philippines
Jili live app download apk old version
online casino video slot games
Slingo originals free download
Slots the game download
118 jili casino login
Phjl55 philippines
646 jili
Ijility trabaho address new york
Rush Fever 7s Deluxe
Slot machine simulator online
Tetris free
Jili777 online casino login
Winjili ph login registration
Jili 53 casino login download
Y777 jili withdrawal limit
Ijility las vegas warehouse jobs salary
Flush Fever video poker online free
Libreng jili games login registration
ck jili casino
Pay 777 casino login register philippines
Ye7 login philippines
Casino Royale 88 login register
Please complete the required turnover for withdrawal tagalog meaning
Osm Jili Official Website
Hacker keyboard download
Ijility llc milton ga address
Jili999 register philippines download apk
List of Aristocrat slot machines
Transaction password example gcash
SUPERX Casino app
Jili ez apk mod
FBM bingo Pilipino online login
Mnl168 link login
Crown88 login
Sugal777 app apk
megapanalo
Jili update philippines today
Superaccess industrial login
Esball Online Casino com
July 9 bts song
Nexus gaming slot login download
Bingo jili ph download
Tg777aa philippines
Libreng paglalaro ng video poker online app
Lv bet app login
Jili slot machine real money legit
Jili rich download for pc
200 jili casino login register philippines
mayari ng jili
Lucky 777 Login app
Kumuha ng jili app ios apk
188 Jili Casino login Philippines
Hack mines game
Lodi 291 online casino register app
laro ng pera ng dragon
No cash in online casino
Best online casino slots kenya real money
ILI bibliography format
777 casino login register philippines download
Jiliplay 9 today
Jackpot meter jili download apk
Jili 777 lucky slot login register download
30 free slot games online slot machine no deposit philippines
Jiliko casino online games philippines
Bmw casino slot app
Osm jili gcash register online download
Yahoo daily horoscope Scorpio
BET999 Login Register
Dragon Link slots online free download
WINPH com casino
Free slots treasures of egypt no download
X570 AORUS ELITE WIFI price
Kk jili login registration app philippines
Online casino games to win real money philippines
Hot 646 ph online casino register
Mahal si jili casino login register
Lodi 291 online casino games free chips
Tongits offline mod apk
www.scatter slots.com
Casino game real money free play
3rd hand slots
Gamebato alternative
101 jili com login philippines
puwang ng dragon hatch
Pagal Khana Episode 28
Virtual browser online free download
Phlboss888 app for android
slots nigeria
JB Music moa
Crazy 777 jili login download
Yono Slots APK download latest version
Best free online slots fake money no deposit
1xBet online casino free download
Platincasino Deutschland
JILI 646 PH login
Jili 747 casino login register philippines
Zodiac Casino app
Gogo jili App download apk latest version
Play to win Casino registration online real money
Ace demo slot free download
Mahjong ways 2 tricks
Top 10 free online casino games philippines
Side quest ni jill
6bet com redeem code philippines
777 lucky slots casino login
how online casino games work
usajili yanga 2023/24
Okbet 168 login password
Jili 464 login register philippines
Casino frenzy app download for android
Jili games apk old version
Fire Joker free spins no deposit
Manila online casino
Jlbet33 login
60win asia
Free 100 casino 2024
X570 AORUS MASTER drivers
200 JILI cc
Book of ra free game apk
Good Luck Guys Netherlands
Kk jili login registration online 2021
Jilibay pro withdrawal
Baliw 777 jili login download
Chili pepper
Q25 jili login app
Slots of Vegas $300 no deposit bonus codes 2024
Tp777 download apk
Boxing king slot png free download
Coffee jelly ingredients and procedure
magicjili
Best online casino games philippines gcash
Philucky official casino
Jili cc login philippines
Jili lucky slots real money philippines
Jili super ace hack download apk
Jili777 free 100 no deposit bonus Philippines
Asia jili register mobile
Jili games gcash real money
Online casino no minimum deposit philippines gcash
LIMBO Mod APK
Jilibet download app for android latest version
Ano ang ibig sabihin ng time slot brainly
Play Dice and Roll free online kaz
777 casino real money login
Betpawa Games today Football match live
Kirin games online casino download
Www 90 jili com login register
Jili rich login philippines
Betjili bangladeshi saiet login
Dbx777 login philippines registration download
J Jill coupon codes $50 off
Helens 777 Casino login download apk
4 talisman slots elden ring bug
Jili online slots apk latest version
JILI official GCash
Jackpot Party apk
49jili casino official site philippines
Quick hits slots free download apk
Lol646one download
Kkjili com 777 login password
Wow88 malaysia login register
Golden Empire Gcash
Ano ang speed roulette online
Who invented mobile phone in which year
Jili code free 2021
Best slots free
49 jili queens register app
Jili turnover calculator philippines
Jili referencing indian law pdf
Slots 213 apk
Slot Super Ace Jili Games gameplay
Jili gcash register link
Golden empire free demo no deposit
Best slot machines to play at the casino for beginners
49jili vip login download
Electronic Bingo tablets
Jackpot meter slot philippines
Jili city 829 login password
JILI casino PH
Double Ball Roulette rules
49jili casino slots login download
Jili irich bingo app free download
49 jili today philippines login
49jili login to my account register philippines
Love Jili online casino
What day is july 2nd 2024 holiday
How to withdraw jili casino philippines
Helens gogo jili register app
Jili 365 casino login registration philippines
50jili fun withdrawal
Peso 888 register bonus
Espanyol to Tagalog words
Jili tryout free
Pagal Khana Episode 26
Ice wild slot real money
Double Rainbow game cgebet
Jili scatter download
Crazy Hour Watch price
Big bass splash strategy
Jili easy win download apk
Jilibet020 com login Register
FB777 PH login
Maritime Industry Authority function
60 jili login register mobile
Blackjack rules not 21
XXXtreme Lightning Roulette
Bloxflip Mines predictor discord
Sg777 bet login philippines app
99bet app login
Pb777 login register mobile
1xSlots no deposit bonus
Libreng slots treasures of egypt download
Mini777 download apk
Phjl casino app download
365 jili casino login philippines download
July 12 holiday Philippines proclamation
Jili8 COM log in
Super JILI asia
10 online casino games philippines
Okebet168 com login password
Jili7 jili slot register
Get jili app login philippines download
Nakakatawang palaro sa mga bata
vegas7games play online casino games https //m.vegas7games.com
BBM777 free 188
Infinity Games free 100 download
Casino Filipino Coin
El filibusterismo kabanata 30 buod
啶椸ぐ啷嵿ぎ 啶ぞ啶ㄠ 啶膏 啶溹げ啶ㄠ 啶ぐ 啶曕啶ぞ 啶侧啶距え啶?啶氞ぞ啶灌た啶?
Jili178 promotion philippines
Irich bingo slot login
Jili slot 777 real money
88jili login registration
188 jili casino login app download
Xtreme gaming casino login
Best online penny slots real money
Jili online casino apk mod
Euro slot packaging
FF16 Phoenix, Heal Thyself
Lucky Tiger Casino no deposit bonus
Royal777 slot apk
Betso88web login
Dermaplaning powder Spray
Apps na pwedeng kumita ng pera legit 2023
Singilin ang kalabaw jili withdrawal
best online casino games that pay real money
Win99 slots game real money
jili com
Jili online slot real money app
Jelly cubes food
Lodivip4 com login password
Solid bet777 com login philippines
Jigsaw Puzzles - Puzzle Games
Jili opisyal na website login philippines
8k8 online casino games downloadable content philippines
Aceph 99 review
Jili tv login
Pure swerte99 live login register
188 jili
How to get badlands cowboy skin
Demo jili try out apk mod
Jili official website login register
Jili Slot 777 login register online no deposit bonus
Jilibay pro withdrawal
Free 60 pesos online casino
Ano ang pinaka kumikitang diskarte sa baccarat?
Online casino games example for students
Heart of Vegas Slots casino
Cowboy Slots best slots
Ph sabong go perya login registration
S888 org live betting app
218aceph com login register
FC777 register
wow888 casino login
Www jilibet888 com login app
Swcup6 net live login Register
Jili 646 register philippines
Bet88 agent
1p slots Foxy games
Jili777 login register online philippines
Golden Temple JILI Slot
Journal of Tianjin University Science and Technology impact factor
Live casino slots online philippines
Pisobet88 philippines
Is casino legal in India on land
Casino Jackpot Slots early access APK
PG gaming slot login
Jili kilig casino login download
Phl vip slot download
Halimbawa ng online slot na pagsusugal app
online slot machines for fun
Max jili casino login
Zeus casino game free download
Good luck in Hindu
Jilino1aa philippines
GSN Casino free Tokens 2024
Jackpot Wins gift code list today
Phtaya download free
49jili casino games download ios
byu games casino 968 online casino
Lol646pro review
Wagi 777 download for android
yyy777web
49 jili quartz withdrawal
Please complete the required turnover for withdrawal phdream login
Voslot apk download for android
Paano maglaro ng slot88 withdrawal
Ano ang pinakamalakas na kamay sa blackjack cards
Jili jackpot 777 login app download
Jili yes casino login download
XBet app
Tmtplay pro apk
Jili live slot
Deepwoken wiki
Slot machine Plants vs Zombies
Phbwin com login password
Best online casino philippines gcash real money
online casino free games on slots
Jili link casino no deposit bonus
Pasig gems slot register
Baccarat table philippines
Jili 8888 real money login
Casino slot free no deposit
Slots Ninja match bonuses
Tadhana jili slot apk download old version
Turnover not met cannot withdraw amount meaning
How to deposit in philucky Online
How to cash out in JILIBET
Max jili App
joy slots
Taya365 bet
41 jili withdrawal
337 jili com login register mobile
Jili 8998 login register download
Winehq slot online login register
Alberta online casino games no deposit bonus
Jili999 withdrawal fee
Best free online pokie games with free spins
Rummy Culture
Saan maglaro ng baliw na coinflip?
Jilibet download for android
How to make a gel ice pack without rubbing alcohol
177bet cc register
gille helmet full face price
Jili 178 ph register app
Teen Patti Gold old version
Play Dragon Mighty Cash free
s888aa
Ggbet net registration
啶掂啶ぞ啶ぞ啶?啶啶?啶膏か啶侧い啶?啶曕 啶侧た啶?啶曕啶?啶膏ぞ 啶班い啷嵿え 啶оぞ啶班ぃ 啶曕ぐ啷囙
772 pub withdrawal
88JL Login
Qq jili ph register online casino
Jiliasia withdrawal app
Legit online casino games philippines real money
Take Action pill
Slot online game free play no deposit
Yugioh forbidden Memories Ultimate Dragon Ritual
Lucky 778 casino no deposit bonus
Mr Fortune casino login
Gogojili old version
Jili deposit 50 philippines legit
Empire slot machine free chips
9y game city casino real money
Z790 ram slots specs
JILIHOT register download
49 jili tv shows 2021 philippines
Hb888 casino login
royal ace casino "hidden" coupons
Most expensive helmet in the philippines
Dragon Link slot machine app
337 jili live
Zeus casino game free download
PHMACAO apk free download
Mnlwin game login philippines
Poki unblocked github io
J jill promo code free shipping no minimum
Example of TV show in the Philippines
Super PH casino online real money
King game Casino free 100 no deposit bonus
Pragmatikong dula pdf
Dahilan at epekto ng suliranin sa pangingisda
Jili 999 casino login registration download ios
Dream 111 login forgot password
Zili app video download apk latest version
All games free download
Real money online casino Ohio no deposit
Jackpot World free coins code
Kkjili casino login register
Tesla Roadster
Agilaplay login philippines
Egypt slots no deposit bonus codes
Scatter free play
Best slot sites for real money philippines
Yes jili com login registration form download
Boeing aircraft price
God of Wealth slot game
Tesla inventory
Helens 777 Casino login download ios free
Quick hit slots app cheats android
Taya777 bet app
SLOTVIP Download app
Jili reward login app download
Casino score Crazy Time
Jili joy casino login philippines download
777d online casino register
Mga larong wild classic slots sa casino download
Mi777 login password free
Jili188 tw no deposit bonus
Yaman777 download
啶ぞ啶椸啶?啶氞ぎ啶曕ぞ啶ㄠ 啶曕 啶熰啶熰啷?
Online betting casino real money
Vipph casino login
Bet199 APP
DALI 777 Casino legit
S888 org live betting login registration
Tesco Hampers sale
What National Day is July 10
Sizzling sevens slot machine price
Phwin666
Anong uri ng laro ang Dragon Tiger?
Igt slots download
GTA Online slot machine trick
PHLOVE Casino link app
QQ Jili Casino login
E isang verdad traduction english pdf
FF777 Casino Login Register Philippines download
Pinakamahusay na mga site ng slot register
Phbwin com login register mobile
66pgslot
Abc Jili download free
Big win 777 PAGCOR Casino login registration Philippines
Is jp7 still made reddit
Recall balance meaning
Cheat Engine slot
Superball Keno online
Legacy of Dead free spins no deposit
Jili jackpot register mobile
Lodi888 login philippines
Golden empire free demo no deposit
Jollibee philippines menu price
Stake Crash strategy
free buffalo slots
Fortune gems real money philippines
Swerte Win
Jiliko register philippines login download
July 20, 2024 Mike Tyson
Gsn laro sa casino real money
Girl andrew lyrics
Ezjili code free ios
Ano ang diskarte sa power blackjack online
Pb777 login register mobile number
Ace casino real money
Jili isa login registration
Hqwin slot app
568 Slots yono apk download
Lumulutang na dragon megaways demo apk
Lion Slots Free Spins
Jili999 online casino login app philippines legit
100 free spin and win real money
How many days till July 8th
Ano ang pagsusugal
Jili app casino download for android ios
Jiliph club withdrawal
Quick hit slots unlimited coins hack
8m8 casino login register
Starmania slot real money
Yes zili app download apk old version
best online casino games in kenya
Online casino games not real money reddit
Royal fishing demo hack
Gambling online, free
Galaxy casino login philippines
Jili 11 casino login
Pb777 login app download for android
Betso888aa register login
online slot machines nz
Galaxy Casino Frenzy
Panalo99 ph register
milton 888 casino login
RTP Gorilla Kingdom
Videoslots freeroll no deposit bonus
Jilipark login register philippines download
63win withdrawal app
335 jili casino login register
Best alkansya for paper bills
Unli scatter super ace hack download
Jili mine casino login app
Best slot machines to play online
啶班ぞ啶多た 啶班い啷嵿え 啶曕 啶ㄠぞ啶?
free 100 sign up bonus no deposit
55 JILI casino Login
Play Alberta Free Spins
J jill facebook shoes
Fruit Party slot
Khan Sir Railway Book pdf
Which RAM slots to use for 2 sticks
Jlph3333
Pop Slots free chips 4m+ today
Live RTP slot
Jili slot free try out no deposit
Jili 369 login download apk
Halimbawa ng pagganyak sa filipino
Listahan ng laro ng skillz apk download
Super Ace game download
Jili999 login Register philippines download
crown89ph.com net
Slots 555 no deposit bonus
Portuguese to english dictionary
Pragmaticplay com legit
Win99 casino no deposit bonus
Bonus 365 login register mobile
Deli zone menu boulder pdf
Online casino games for real cash philippines
Lvbet com register
Bingo Plus download
Fufafa technology ltd co register
Yes zili app download old version apk
Jili no 1 com withdrawal app
Jili tv casino
Himala director
Tongits online casino
Wild West Gold download
Mnlwin free 100 login
BetOnline Reddit
Nn777 login philippines download
Bmy88 login password
Jili city login password
335 jili casino Login
888 casino - withdrawal problems
5e sorcerer spell slots reddit
Big Bass Splash registration
Jili super ace free play app
Slot synonym and antonym
Jili fun888 login app
Is casino jackpot slots legit for real money
Games for girls 2
Bmy888web app
Jili 365 casino login register download free
C9TAYA Facebook
Lucky wheel spin and win
Get jili app login registration philippines
Royal 888 ph login register download apk
Malaking bass bonus
PG gaming casino login
Lucky jili casino login download no deposit bonus
Quant Prompt Machine Learning
3 个月thank you