Questions tagged [market-data]

Market-data includes all questions relative to data acquisition for the different financial products. It can also include questions about how market data are computed.

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2answers
193 views

Seeking papers that deal with stock market analysis

I am sure there are a lot of papers that are related to stock market analysis.. but I haven't been able to find ones that fit my needs most. I want to read papers, replicate their analysis, and use ...
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0answers
65 views

How to make use of sector index returns data to analyze the overall stock market index

I have a set of indices returns data, namely, ...
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1answer
94 views

Subset selection to identify independent variables that impact the market?

Given a lot of market-related features (~100 independent variables such as emerging market, developed market, s&p 500, tech sector returns, etc), I need to select a subset of them that are ideally ...
2
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1answer
541 views

Intraday option price data European stocks and indices

I am looking for intraday option price data for stocks and indices listed on European markets (SX5E, SMI, DAX, etc). Ideally, I would like to get files as clean as those provided by ivolatility for US ...
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2answers
568 views

Does using adjusted closing prices constitute a lookahead bias?

One of my machine learning project involves the use of adjusted close prices (from Yahoo Finance, for better or worse) to determine the label – if a stock's adjusted close price increases by more than ...
2
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1answer
772 views

How to download only amex and nyse data from CRSP?

I am a beginner and I have a very elementary question, but I don't know where to find the answer! I am downloading the CRSP monthly stock files for 20 years. I ...
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0answers
481 views

Historical Data - Level II with Time and Sales Data [duplicate]

I'd like to get historical data for level II (Time, BidPrice, BidSize, AskPrice, AskSize) and Time & Sales (Time, Price, Size) data (with timestamp indeed) for machine learning purposes. I want ...
1
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1answer
186 views

dividend paid on FTSE100 time series data

I need dividend paid on FTSE100 for last 10 years. I want to calculate the dividend-price ratio for FTSE100 as a time series data. I would really appreciate if anybody can give me a clue about finding ...
3
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1answer
5k views

Real-time limit order book data of desired depth

Is it possible to get real-time NASDAQ limit order book data feed somewhere? I would need a stream of the limit order book data, preferably something similar to: Along with the respective events ...
2
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1answer
2k views

Linear interpolation Discount factors

I am not sure how to perform a linear interpolation between discount fators for swap quotes. Lets say I have the following market quotes: ...
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1answer
289 views

Where can I find historical data for Europe listed ETFs?

I'm currently working on building a portfolio optimization tool for European ETFs such as: (SYMBOL/ISIN/description) IQQF / IE00B0M63730 / iShares MSCI AC Far East ex-Japan UCITS ETF EXW1 / ...
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1answer
89 views

Information available to traders

I am not a trader myself but am trying to educate myself about trading. I notice that in most articles and videos about technical trading, an illustrative graph is displayed showing the latest price ...
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1answer
132 views

Can any tell me how the VIX spike in Feb 2018, might have been caused my manipulation of $SPX options or VX Futures? [closed]

Looking for ways to back track evidence of manipulation in the trading or SPX options, ES Futures, or VX Futures to cause the spike that destroyed the vol ETFs (XIV, and SVXY), and caused small ...
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1answer
296 views

(Self studying) Finding data on Bloomberg

I apologize for asking this very simple question, but I was reading through this chart for the first time, and I would like to know where on Bloomberg can I find data like these, since I have to price ...
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2answers
3k views

Why don't data sources use ISIN instead of symbol?

I've been messing around with stock data off and on for a year or two and just recently found out about the ISIN. Up until I found some data from Siblis Research, none of the other data sources used ...
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2answers
67 views

How Market Exchange and Vendor entitlements/permission works?

I would like to know how market data entitlement and permissions works at Vendor level and exchange level? if our firm receive Realtime data from Vendor or directly from exchange.. What permissions ...
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0answers
43 views

Transform 24hr cumulative volume to sampled periods

I have a Python Dataframe with cryptocurrency data that has three columns: time, 24hr volume and price. The time is the time at which the data was received from the exchange, price is the last price ...
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2answers
111 views

What is the convention for option tickers on S&P 500 and VIX?

Can you please explain what are all possible versions of S&P 500 option tickers and VIX option tickers? My options historical data is from 2006 to 2013 and I can see something like VIXAB, VIXAC, ....
2
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1answer
2k views

Daily S&P500 close in JSON?

Does anyone know of a publicly available dataset for S&P500 index published daily in json format? Took a look at quandl but nothing for free. Google searches bring back a whole host of unhelpful ...
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2answers
670 views

Create One's Own Daily OHLC data

Given that it's possible to download hourly bars, usually with a UTC timestamp, from most brokers, it then becomes possible to create one's own daily bars. I am thinking of doing this and would like ...
4
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1answer
138 views

Is the Fama-French website data free of the serious selection bias pre-1962 where it's tilted toward big historically successful firms?

Fama and French use data starting in 1963 in both 1) "Common risk factors in the returns on stocks and bonds" (1993) and 2) "The cross-section of expected stock returns" (1992) and mention in (2) ...
2
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0answers
104 views

FTSE 350 sector index historical data

Does anyone know where I can find (at least 10 years worth of) end of day historical (op, hi, lo, cl) data for the FTSE 350 Sector Indices?. I need the data for ...
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0answers
321 views

List of US Industry sector ETFs that map to ICB classification

I am in the prcess of carrying out intra-and intra sector analysis of US stocks, and am proxing sectors with sector ETFs. I therefore, need to catalog the list of US sector ETFs - but have been unable ...
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3answers
2k views

Data for the Tulip mania

The Tulip mania is considered to be one of the first recorded examples of a speculative bubble in modern history. Long story short, the newly introduced tulip plant in the United Provinces, combined ...
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1answer
2k views

Cap/Floor ATM Rate

This is a question on cap volatility market data. The quotes usually include volatilities for different strike (1%, 2%, ... 5%) and maturities (1Y,2Y,...20Y). One volatility for each combination of ...
3
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1answer
1k views

Close and Adjusted Close in Interactive Brokers API and Yahoo Finance

On Interactive Broker's TWS API manual, there are several historical data types to choose from. Which IB TWS data type's Close value corresponds to Close Adjusted ...
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0answers
68 views

Is there a mathematical way of showing the slowing down of economic markets?

I'm currently taking a introductory mathematical finance course in university and recently on the news (BBC, etc), it states that the economic markets are shown to be slowing down for the next few ...
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2answers
1k views

Implying risk-free rates using Put/Call parity

I recently purchased SPX options data from the CBOE. Normally, if the data is OK and the Put-Call parity holds, one should expect to correctly imply ZC (Zero Coupon bond) prices and forwards by ...
2
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1answer
730 views

SPX options data from the CBOE data shop

I would like to explore some listed options trade ideas on the SPX (and maybe later on its components too), and naturally I would need historical data to backtest those ideas. In my quest for a ...
1
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3answers
140 views

Given only Bid Ask and quantity Data, how do I determine whether the security price has gone up or down?

Given Bid Ask Hang Seng Index Future Data, how can I determine whether the current index future price has gone up or down relative to the last price? ...
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3answers
5k views

Equity short Interest data source

I'm looking for short interest data (those disclosed on 15 days basis to FINRA) As far as I know FINRA publishes only OTC data (http://otce.finra.org/ESI). Nasdaq.com contains only nasdaq traded ...
2
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0answers
124 views

Why is limit price order been executed with a worse price?

recently I was trying to analysis the message data from NASDAQ ITCH data, but I find a problem with a type of message called "Executed With Price Message". For example, first there is an Add Order ...
2
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3answers
141 views

Profits of US Banks

Are there any publicly available data on [aggregate] profits for domestic US banks, especially quarterly data? Most studies that I know use the "Financial Statements of Banks" from the OECD but these ...
2
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1answer
603 views

Calibration by monte carlo, should I fix my seed?

I am calibrating a 3-parameter stochastic model to options market data via Monte Carlo simulation. Let the parameter set be denoted by $\bar{\theta}$. (this is not a simple Black-Scholes type model, ...
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1answer
108 views

Extract data from Wall Street - Programming [duplicate]

I want to extract data from the wall street. I am a programmer in Django/Python, and I need the best source for price date, fundamental data. I wanted to extract it directly from google finance, but ...
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0answers
64 views

BSE India best data source for foreigners (Bloomberg terminal?)

I'm looking for a best possible data source for BSE India realtime L2 data (at least 5 levels of book) equities only (F&O welcome, but not needed). I have an access to bloomberg terminal, have ...
0
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1answer
1k views

Daily value weighted return and equally weighted size adjusted

For an event study, can anyone explain me the daily value weighted return for a benchmark and the equally weighted return size adjusted for measuring the EARs and how to calculate both weights? ...
2
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1answer
994 views

Getting international fundamental stock market data

I am thinking of building some custom stock screening tool. For this I need fundamental data (parts of balance sheet, earnings statements, cash flow statement if available, probably some minimal ...
9
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4answers
11k views

Where can someone get free (or very cheap) high frequency tick forex data?

I am currently working on a large data set (approx 80 million data points over 10 years). I would like another set of data that has one currency in common. Eg, I have EUR/USD and would like USD/CNY or ...
0
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1answer
35 views

Help finding free Japanese Government bond data

Hey so I'm looking to use Japanese bond rates for the 3-month, 5-year, and 10 year government bonds going back 20 years or so. Unfortunately I'm presenting this in a context where I have to use free (...
0
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1answer
107 views

Open stock information database?

I know I can get stock prices from Yahoo Finance or Quandl, but does anyone know where to get stock information? i.e., industry, country, sedol, primary exchange Cheers, Steve
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1answer
172 views

ITCH feed, price executed at different to original order?

I am parsing an ITCH feed (Nasdaq) and I received an Add message (A) for 100@105.2 on the Ask. Later I receive an Order Executed message (E), indicating 5 lots of the above order had been filled. No ...
1
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1answer
454 views

historical data on orders and executions

I've implemented a simple trading system that gets orders with FIX, manage them in limit order books, calculate relative prices and, execute order book, runs multiple sessions (auctions and normal) by ...
4
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1answer
204 views

Portfolio optimization with changing portfolio constituents

Say I have time series data for $N$ assets, where for the longest existing asset I have data from $t_0=0$ to $T$, but for several other assets I only have data from say $t_0+k$ to $t_0+l$ for some $0&...
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1answer
661 views

Where to get historical IV rank & IV percentile data?

I thought my broker (Interactive Brokers) was offering this but looks like what they actually supply is IV / with historical realized volatility. I also checked Quandl but as this is not data for ...
9
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6answers
3k views

Which data sources are available for cryptocurrencies?

I am primarily looking for price and market cap histories for cryptocurrencies like Bitcoin, Ethereum, zcash, ... What are some good data sources and APIs where I can download history as well as get ...
0
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0answers
64 views

where to find real time data non-delayed of N225 and AXJO

I found marketindex.com real time data for the Austrial market index AXJO. Is there a similar website for the Nikkei Index N225? On all websites it is always 20 minutes delayed, such as yahoo finance....
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2answers
85 views

Locked/crossed prices in US equities

I'm trying to build a consolidated LOB from several direct feeds. However, there are many instances in which for a given stock, the bid price in one venue equals or crosses the ask price in a ...
2
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2answers
2k views

Reliable stockmarket holiday, open and close time dataset/api?

Is there a reliable machine readable source of stock market holiday calendars? I found this source: https://eresearch.fidelity.com/eresearch/markets_sectors/global/holidayCalendar.jhtml I could ...
3
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0answers
102 views

Electricity Prices: Change of measure in practice

I'm working on a model of electricity prices. I have empirical data $X(t)$ and managed to find a reasonable fit given by a Levy process $\hat{X}(t)$. I understand in theory what a risk-neutral ...

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