5 Best Trading Platforms in Europe Ranked for 2020

Top Submitters' Top Submissions

1. 296 points, 24 submissions: tuckerbalch
   
   1. Project 2 Megathread (optimize_something) (33 points, 475 comments)
   2. project 3 megathread (assess_learners) (27 points, 1130 comments)
   3. For online students: Participation check #2 (23 points, 47 comments)
   4. ML / Data Scientist internship and full time job opportunities (20 points, 36 comments)
   5. Advance information on Project 3 (19 points, 22 comments)
   6. participation check #3 (19 points, 29 comments)
   7. manual_strategy project megathread (17 points, 825 comments)
   8. project 4 megathread (defeat_learners) (15 points, 209 comments)
   9. project 5 megathread (marketsim) (15 points, 484 comments)
   10. QLearning Robot project megathread (12 points, 691 comments)
2. 278 points, 17 submissions: davebyrd
   
   1. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes (37 points, 10 comments)
   2. Project 1 Megathread (assess_portfolio) (34 points, 466 comments)
   3. marketsim grades are up (25 points, 28 comments)
   4. Midterm stats (24 points, 32 comments)
   5. Welcome to CS 7646 MLT! (23 points, 132 comments)
   6. How to interact with TAs, discuss grades, performance, request exceptions... (18 points, 31 comments)
   7. assess_portfolio grades have been released (18 points, 34 comments)
   8. Midterm grades posted to T-Square (15 points, 30 comments)
   9. Removed posts (15 points, 2 comments)
   10. assess_portfolio IMPORTANT README: about sample frequency (13 points, 26 comments)
3. 118 points, 17 submissions: yokh_cs7646
   
   1. Exam 2 Information (39 points, 40 comments)
   2. Reformat Assignment Pages? (14 points, 2 comments)
   3. What did the real-life Michael Burry have to say? (13 points, 2 comments)
   4. PSA: Read the Rubric carefully and ahead-of-time (8 points, 15 comments)
   5. How do I know that I'm correct and not just lucky? (7 points, 31 comments)
   6. ML Papers and News (7 points, 5 comments)
   7. What are "question pools"? (6 points, 4 comments)
   8. Explanation of "Regression" (5 points, 5 comments)
   9. GT Github taking FOREVER to push to..? (4 points, 14 comments)
   10. Dead links on the course wiki (3 points, 2 comments)
4. 67 points, 13 submissions: harshsikka123
   
   1. To all those struggling, some words of courage! (20 points, 18 comments)
   2. Just got locked out of my apartment, am submitting from a stairwell (19 points, 12 comments)
   3. Thoroughly enjoying the lectures, some of the best I've seen! (13 points, 13 comments)
   4. Just for reference, how long did Assignment 1 take you all to implement? (3 points, 31 comments)
   5. Grade_Learners Taking about 7 seconds on Buffet vs 5 on Local, is this acceptable if all tests are passing? (2 points, 2 comments)
   6. Is anyone running into the Runtime Error, Invalid DISPLAY variable when trying to save the figures as pdfs to the Buffet servers? (2 points, 9 comments)
   7. Still not seeing an ML4T onboarding test on ProctorTrack (2 points, 10 comments)
   8. Any news on when Optimize_Something grades will be released? (1 point, 1 comment)
   9. Baglearner RMSE and leaf size? (1 point, 2 comments)
   10. My results are oh so slightly off, any thoughts? (1 point, 11 comments)
5. 63 points, 10 submissions: htrajan
   
   1. Sample test case: missing data (22 points, 36 comments)
   2. Optimize_something test cases (13 points, 22 comments)
   3. Met Burt Malkiel today (6 points, 1 comment)
   4. Heads up: Dataframe.std != np.std (5 points, 5 comments)
   5. optimize_something: graph (5 points, 29 comments)
   6. Schedule still reflecting shortened summer timeframe? (4 points, 3 comments)
   7. Quick clarification about InsaneLearner (3 points, 8 comments)
   8. Test cases using rfr? (3 points, 5 comments)
   9. Input format of rfr (2 points, 1 comment)
   10. [Shameless recruiting post] Wealthfront is hiring! (0 points, 9 comments)
6. 62 points, 7 submissions: swamijay
   
   1. defeat_learner test case (34 points, 38 comments)
   2. Project 3 test cases (15 points, 27 comments)
   3. Defeat_Learner - related questions (6 points, 9 comments)
   4. Options risk/reward (2 points, 0 comments)
   5. manual strategy - you must remain in the position for 21 trading days. (2 points, 9 comments)
   6. standardizing values (2 points, 0 comments)
   7. technical indicators - period for moving averages, or anything that looks past n days (1 point, 3 comments)
7. 61 points, 9 submissions: gatech-raleighite
   
   1. Protip: Better reddit search (22 points, 9 comments)
   2. Helpful numpy array cheat sheet (16 points, 10 comments)
   3. In your experience Professor, Mr. Byrd, which strategy is "best" for trading ? (12 points, 10 comments)
   4. Industrial strength or mature versions of the assignments ? (4 points, 2 comments)
   5. What is the correct (faster) way of doing this bit of pandas code (updating multiple slice values) (2 points, 10 comments)
   6. What is the correct (pythonesque?) way to select 60% of rows ? (2 points, 11 comments)
   7. How to get adjusted close price for funds not publicly traded (TSP) ? (1 point, 2 comments)
   8. Is there a way to only test one or 2 of the learners using grade_learners.py ? (1 point, 10 comments)
   9. OMS CS Digital Career Seminar Series - Scott Leitstein recording available online? (1 point, 4 comments)
8. 60 points, 2 submissions: reyallan
   
   1. [Project Questions] Unit Tests for assess_portfolio assignment (58 points, 52 comments)
   2. Financial data, technical indicators and live trading (2 points, 8 comments)
9. 59 points, 12 submissions: dyllll
   
   1. Please upvote helpful posts and other advice. (26 points, 1 comment)
   2. Books to further study in trading with machine learning? (14 points, 9 comments)
   3. Is Q-Learning the best reinforcement learning method for stock trading? (4 points, 4 comments)
   4. Any way to download the lessons? (3 points, 4 comments)
   5. Can a TA please contact me? (2 points, 7 comments)
   6. Is the vectorization code from the youtube video available to us? (2 points, 2 comments)
   7. Position of webcam (2 points, 15 comments)
   8. Question about assignment one (2 points, 5 comments)
   9. Are udacity quizzes recorded? (1 point, 2 comments)
   10. Does normalization of indicators matter in a Q-Learner? (1 point, 7 comments)
10. 56 points, 2 submissions: jan-laszlo
    
    1. Proper git workflow (43 points, 19 comments)
    2. Adding you SSH key for password-less access to remote hosts (13 points, 7 comments)
11. 53 points, 1 submission: agifft3_omscs
    
    1. [Project Questions] Unit Tests for optimize_something assignment (53 points, 94 comments)
12. 50 points, 16 submissions: BNielson
    
    1. Regression Trees (7 points, 9 comments)
    2. Two Interpretations of RFR are leading to two different possible Sharpe Ratios -- Need Instructor clarification ASAP (5 points, 3 comments)
    3. PYTHONPATH=../:. python grade_analysis.py (4 points, 7 comments)
    4. Running on Windows and PyCharm (4 points, 4 comments)
    5. Studying for the midterm: python questions (4 points, 0 comments)
    6. Assess Learners Grader (3 points, 2 comments)
    7. Manual Strategy Grade (3 points, 2 comments)
    8. Rewards in Q Learning (3 points, 3 comments)
    9. SSH/Putty on Windows (3 points, 4 comments)
    10. Slight contradiction on ProctorTrack Exam (3 points, 4 comments)
13. 49 points, 7 submissions: j0shj0nes
    
    1. QLearning Robot - Finalized and Released Soon? (18 points, 4 comments)
    2. Flash Boys, HFT, frontrunning... (10 points, 3 comments)
    3. Deprecations / errata (7 points, 5 comments)
    4. Udacity lectures via GT account, versus personal account (6 points, 2 comments)
    5. Python: console-driven development (5 points, 5 comments)
    6. Buffet pandas / numpy versions (2 points, 2 comments)
    7. Quant research on earnings calls (1 point, 0 comments)
14. 45 points, 11 submissions: Zapurza
    
    1. Suggestion for Strategy learner mega thread. (14 points, 1 comment)
    2. Which lectures to watch for upcoming project q learning robot? (7 points, 5 comments)
    3. In schedule file, there is no link against 'voting ensemble strategy'? Scheduled for Nov 13-20 week (6 points, 3 comments)
    4. How to add questions to the question bank? I can see there is 2% credit for that. (4 points, 5 comments)
    5. Scratch paper use (3 points, 6 comments)
    6. The big short movie link on you tube says the video is not available in your country. (3 points, 9 comments)
    7. Distance between training data date and future forecast date (2 points, 2 comments)
    8. News affecting stock market and machine learning algorithms (2 points, 4 comments)
    9. pandas import in pydev (2 points, 0 comments)
    10. Assess learner server error (1 point, 2 comments)
15. 43 points, 23 submissions: chvbs2000
    
    1. Is the Strategy Learner finalized? (10 points, 3 comments)
    2. Test extra 15 test cases for marketsim (3 points, 12 comments)
    3. Confusion between the term computing "back-in time" and "going forward" (2 points, 1 comment)
    4. How to define "each transaction"? (2 points, 4 comments)
    5. How to filling the assignment into Jupyter Notebook? (2 points, 4 comments)
    6. IOError: File ../data/SPY.csv does not exist (2 points, 4 comments)
    7. Issue in Access to machines at Georgia Tech via MacOS terminal (2 points, 5 comments)
    8. Reading data from Jupyter Notebook (2 points, 3 comments)
    9. benchmark vs manual strategy vs best possible strategy (2 points, 2 comments)
    10. global name 'pd' is not defined (2 points, 4 comments)
16. 43 points, 15 submissions: shuang379
    
    1. How to test my code on buffet machine? (10 points, 15 comments)
    2. Can we get the ppt for "Decision Trees"? (8 points, 2 comments)
    3. python question pool question (5 points, 6 comments)
    4. set up problems (3 points, 4 comments)
    5. Do I need another camera for scanning? (2 points, 9 comments)
    6. Is chapter 9 covered by the midterm? (2 points, 2 comments)
    7. Why grade_analysis.py could run even if I rm analysis.py? (2 points, 5 comments)
    8. python question pool No.48 (2 points, 6 comments)
    9. where could we find old versions of the rest projects? (2 points, 2 comments)
    10. where to put ml4t-libraries to install those libraries? (2 points, 1 comment)
17. 42 points, 14 submissions: larrva
    
    1. is there a mistake in How-to-learn-a-decision-tree.pdf (7 points, 7 comments)
    2. maximum recursion depth problem (6 points, 10 comments)
    3. [Urgent]Unable to use proctortrack in China (4 points, 21 comments)
    4. manual_strategynumber of indicators to use (3 points, 10 comments)
    5. Assignment 2: Got 63 points. (3 points, 3 comments)
    6. Software installation workshop (3 points, 7 comments)
    7. question regarding functools32 version (3 points, 3 comments)
    8. workshop on Aug 31 (3 points, 8 comments)
    9. Mount remote server to local machine (2 points, 2 comments)
    10. any suggestion on objective function (2 points, 3 comments)
18. 41 points, 8 submissions: Ran__Ran
    
    1. Any resource will be available for final exam? (19 points, 6 comments)
    2. Need clarification on size of X, Y in defeat_learners (7 points, 10 comments)
    3. Get the same date format as in example chart (4 points, 3 comments)
    4. Cannot log in GitHub Desktop using GT account? (3 points, 3 comments)
    5. Do we have notes or ppt for Time Series Data? (3 points, 5 comments)
    6. Can we know the commission & market impact for short example? (2 points, 7 comments)
    7. Course schedule export issue (2 points, 15 comments)
    8. Buying/seeking beta v.s. buying/seeking alpha (1 point, 6 comments)
19. 38 points, 4 submissions: ProudRamblinWreck
    
    1. Exam 2 Study topics (21 points, 5 comments)
    2. Reddit participation as part of grade? (13 points, 32 comments)
    3. Will birds chirping in the background flag me on Proctortrack? (3 points, 5 comments)
    4. Midterm Study Guide question pools (1 point, 2 comments)
20. 37 points, 6 submissions: gatechben
    
    1. Submission page for strategy learner? (14 points, 10 comments)
    2. PSA: The grading script for strategy_learner changed on the 26th (10 points, 9 comments)
    3. Where is util.py supposed to be located? (8 points, 8 comments)
    4. PSA:. The default dates in the assignment 1 template are not the same as the examples on the assignment page. (2 points, 1 comment)
    5. Schedule: Discussion of upcoming trading projects? (2 points, 3 comments)
    6. [defeat_learners] More than one column for X? (1 point, 1 comment)
21. 37 points, 3 submissions: jgeiger
    
    1. Please send/announce when changes are made to the project code (23 points, 7 comments)
    2. The Big Short on Netflix for OMSCS students (week of 10/16) (11 points, 6 comments)
    3. Typo(?) for Assess_portfolio wiki page (3 points, 2 comments)
22. 35 points, 10 submissions: ltian35
    
    1. selecting row using .ix (8 points, 9 comments)
    2. Will the following 2 topics be included in the final exam(online student)? (7 points, 4 comments)
    3. udacity quiz (7 points, 4 comments)
    4. pdf of lecture (3 points, 4 comments)
    5. print friendly version of the course schedule (3 points, 9 comments)
    6. about learner regression vs classificaiton (2 points, 2 comments)
    7. is there a simple way to verify the correctness of our decision tree (2 points, 4 comments)
    8. about Building an ML-based forex strategy (1 point, 2 comments)
    9. about technical analysis (1 point, 6 comments)
    10. final exam online time period (1 point, 2 comments)
23. 33 points, 2 submissions: bhrolenok
    
    1. Assess learners template and grading script is now available in the public repository (24 points, 0 comments)
    2. Tutorial for software setup on Windows (9 points, 35 comments)
24. 31 points, 4 submissions: johannes_92
    
    1. Deadline extension? (26 points, 40 comments)
    2. Pandas date indexing issues (2 points, 5 comments)
    3. Why do we subtract 1 from SMA calculation? (2 points, 3 comments)
    4. Unexpected number of calls to query, sum=20 (should be 20), max=20 (should be 1), min=20 (should be 1) -bash: syntax error near unexpected token `(' (1 point, 3 comments)
25. 30 points, 5 submissions: log_base_pi
    
    1. The Massive Hedge Fund Betting on AI [Article] (9 points, 1 comment)
    2. Useful Python tips and tricks (8 points, 10 comments)
    3. Video of overview of remaining projects with Tucker Balch (7 points, 1 comment)
    4. Will any material from the lecture by Goldman Sachs be covered on the exam? (5 points, 1 comment)
    5. What will the 2nd half of the course be like? (1 point, 8 comments)
26. 30 points, 4 submissions: acschwabe
    
    1. Assignment and Exam Calendar (ICS File) (17 points, 6 comments)
    2. Please OMG give us any options for extra credit (8 points, 12 comments)
    3. Strategy learner question (3 points, 1 comment)
    4. Proctortrack: Do we need to schedule our test time? (2 points, 10 comments)
27. 29 points, 9 submissions: _ant0n_
    
    1. Next assignment? (9 points, 6 comments)
    2. Proctortrack Onboarding test? (6 points, 11 comments)
    3. Manual strategy: Allowable positions (3 points, 7 comments)
    4. Anyone watched Black Scholes documentary? (2 points, 16 comments)
    5. Buffet machines hardware (2 points, 6 comments)
    6. Defeat learners: clarification (2 points, 4 comments)
    7. Is 'optimize_something' on the way to class GitHub repo? (2 points, 6 comments)
    8. assess_portfolio(... gen_plot=True) (2 points, 8 comments)
    9. remote job != remote + international? (1 point, 15 comments)
28. 26 points, 10 submissions: umersaalis
    
    1. comments.txt (7 points, 6 comments)
    2. Assignment 2: report.pdf (6 points, 30 comments)
    3. Assignment 2: report.pdf sharing & plagiarism (3 points, 12 comments)
    4. Max Recursion Limit (3 points, 10 comments)
    5. Parametric vs Non-Parametric Model (3 points, 13 comments)
    6. Bag Learner Training (1 point, 2 comments)
    7. Decision Tree Issue: (1 point, 2 comments)
    8. Error in Running DTLearner and RTLearner (1 point, 12 comments)
    9. My Results for the four learners. Please check if you guys are getting values somewhat near to these. Exact match may not be there due to randomization. (1 point, 4 comments)
    10. Can we add the assignments and solutions to our public github profile? (0 points, 7 comments)
29. 26 points, 6 submissions: abiele
    
    1. Recommended Reading? (13 points, 1 comment)
    2. Number of Indicators Used by Actual Trading Systems (7 points, 6 comments)
    3. Software Install Instructions From TA's Video Not Working (2 points, 2 comments)
    4. Suggest that TA/Instructor Contact Info Should be Added to the Syllabus (2 points, 2 comments)
    5. ML4T Software Setup (1 point, 3 comments)
    6. Where can I find the grading folder? (1 point, 4 comments)
30. 26 points, 6 submissions: tomatonight
    
    1. Do we have all the information needed to finish the last project Strategy learner? (15 points, 3 comments)
    2. Does anyone interested in cryptocurrency trading/investing/others? (3 points, 6 comments)
    3. length of portfolio daily return (3 points, 2 comments)
    4. Did Michael Burry, Jamie&Charlie enter the short position too early? (2 points, 4 comments)
    5. where to check participation score (2 points, 1 comment)
    6. Where to collect the midterm exam? (forgot to take it last week) (1 point, 3 comments)
31. 26 points, 3 submissions: hilo260
    
    1. Is there a template for optimize_something on GitHub? (14 points, 3 comments)
    2. Marketism project? (8 points, 6 comments)
    3. "Do not change the API" (4 points, 7 comments)
32. 26 points, 3 submissions: niufen
    
    1. Windows Server Setup Guide (23 points, 16 comments)
    2. Strategy Learner Adding UserID as Comment (2 points, 2 comments)
    3. Connect to server via Python Error (1 point, 6 comments)
33. 26 points, 3 submissions: whoyoung99
    
    1. How much time you spend on Assess Learner? (13 points, 47 comments)
    2. Git clone repository without fork (8 points, 2 comments)
    3. Just for fun (5 points, 1 comment)
34. 25 points, 8 submissions: SharjeelHanif
    
    1. When can we discuss defeat learners methods? (10 points, 1 comment)
    2. Are the buffet servers really down? (3 points, 2 comments)
    3. Are the midterm results in proctortrack gone? (3 points, 3 comments)
    4. Will these finance topics be covered on the final? (3 points, 9 comments)
    5. Anyone get set up with Proctortrack? (2 points, 10 comments)
    6. Incentives Quiz Discussion (2-01, Lesson 11.8) (2 points, 3 comments)
    7. Anyone from Houston, TX (1 point, 1 comment)
    8. How can I trace my error back to a line of code? (assess learners) (1 point, 3 comments)
35. 25 points, 5 submissions: jlamberts3
    
    1. Conda vs VirtualEnv (7 points, 8 comments)
    2. Cool Portfolio Backtesting Tool (6 points, 6 comments)
    3. Warren Buffett wins $1M bet made a decade ago that the S&P 500 stock index would outperform hedge funds (6 points, 12 comments)
    4. Windows Ubuntu Subsystem Putty Alternative (4 points, 0 comments)
    5. Algorithmic Trading Of Digital Assets (2 points, 0 comments)
36. 25 points, 4 submissions: suman_paul
    
    1. Grade statistics (9 points, 3 comments)
    2. Machine Learning book by Mitchell (6 points, 11 comments)
    3. Thank You (6 points, 6 comments)
    4. Assignment1 ready to be cloned? (4 points, 4 comments)
37. 25 points, 3 submissions: Spareo
    
    1. Submit Assignments Function (OS X/Linux) (15 points, 6 comments)
    2. Quantsoftware Site down? (8 points, 38 comments)
    3. ML4T_2017Spring folder on Buffet server?? (2 points, 5 comments)
38. 24 points, 14 submissions: nelsongcg
    
    1. Is it realistic for us to try to build our own trading bot and profit? (6 points, 21 comments)
    2. Is the risk free rate zero for any country? (3 points, 7 comments)
    3. Models and black swans - discussion (3 points, 0 comments)
    4. Normal distribution assumption for options pricing (2 points, 3 comments)
    5. Technical analysis for cryptocurrency market? (2 points, 4 comments)
    6. A counter argument to models by Nassim Taleb (1 point, 0 comments)
    7. Are we demandas to use the sample for part 1? (1 point, 1 comment)
    8. Benchmark for "trusting" your trading algorithm (1 point, 5 comments)
    9. Don't these two statements on the project description contradict each other? (1 point, 2 comments)
    10. Forgot my TA (1 point, 6 comments)
39. 24 points, 11 submissions: nurobezede
    
    1. Best way to obtain survivor bias free stock data (8 points, 1 comment)
    2. Please confirm Midterm is from October 13-16 online with proctortrack. (5 points, 2 comments)
    3. Are these DTlearner Corr values good? (2 points, 6 comments)
    4. Testing gen_data.py (2 points, 3 comments)
    5. BagLearner of Baglearners says 'Object is not callable' (1 point, 8 comments)
    6. DTlearner training RMSE none zero but almost there (1 point, 2 comments)
    7. How to submit analysis using git and confirm it? (1 point, 2 comments)
    8. Passing kwargs to learners in a BagLearner (1 point, 5 comments)
    9. Sampling for bagging tree (1 point, 8 comments)
    10. code failing the 18th test with grade_learners.py (1 point, 6 comments)
40. 24 points, 4 submissions: AeroZach
    
    1. questions about how to build a machine learning system that's going to work well in a real market (12 points, 6 comments)
    2. Survivor Bias Free Data (7 points, 5 comments)
    3. Genetic Algorithms for Feature selection (3 points, 5 comments)
    4. How far back can you train? (2 points, 2 comments)
41. 23 points, 9 submissions: vsrinath6
    
    1. Participation check #3 - Haven't seen it yet (5 points, 5 comments)
    2. What are the tasks for this week? (5 points, 12 comments)
    3. No projects until after the mid-term? (4 points, 5 comments)
    4. Format / Syllabus for the exams (2 points, 3 comments)
    5. Has there been a Participation check #4? (2 points, 8 comments)
    6. Project 3 not visible on T-Square (2 points, 3 comments)
    7. Assess learners - do we need to check is method implemented for BagLearner? (1 point, 4 comments)
    8. Correct number of days reported in the dataframe (should be the number of trading days between the start date and end date, inclusive). (1 point, 0 comments)
    9. RuntimeError: Invalid DISPLAY variable (1 point, 2 comments)
42. 23 points, 8 submissions: nick_algorithm
    
    1. Help with getting Average Daily Return Right (6 points, 7 comments)
    2. Hint for args argument in scipy minimize (5 points, 2 comments)
    3. How do you make money off of highly volatile (high SDDR) stocks? (4 points, 5 comments)
    4. Can We Use Code Obtained from Class To Make Money without Fear of Being Sued (3 points, 6 comments)
    5. Is the Std for Bollinger Bands calculated over the same timespan of the Moving Average? (2 points, 2 comments)
    6. Can't run grade_learners.py but I'm not doing anything different from the last assignment (?) (1 point, 5 comments)
    7. How to determine value at terminal node of tree? (1 point, 1 comment)
    8. Is there a way to get Reddit announcements piped to email (or have a subsequent T-Square announcement published simultaneously) (1 point, 2 comments)
43. 23 points, 1 submission: gong6
    
    1. Is manual strategy ready? (23 points, 6 comments)
44. 21 points, 6 submissions: amchang87
    
    1. Reason for public reddit? (6 points, 4 comments)
    2. Manual Strategy - 21 day holding Period (4 points, 12 comments)
    3. Sharpe Ratio (4 points, 6 comments)
    4. Manual Strategy - No Position? (3 points, 3 comments)
    5. ML / Manual Trader Performance (2 points, 0 comments)
    6. T-Square Submission Missing? (2 points, 3 comments)
45. 21 points, 6 submissions: fall2017_ml4t_cs_god
    
    1. PSA: When typing in code, please use 'formatting help' to see how to make the code read cleaner. (8 points, 2 comments)
    2. Why do Bollinger Bands use 2 standard deviations? (5 points, 20 comments)
    3. How do I log into the [email protected]? (3 points, 1 comment)
    4. Is midterm 2 cumulative? (2 points, 3 comments)
    5. Where can we learn about options? (2 points, 2 comments)
    6. How do you calculate the analysis statistics for bps and manual strategy? (1 point, 1 comment)
46. 21 points, 5 submissions: Jmitchell83
    
    1. Manual Strategy Grades (12 points, 9 comments)
    2. two-factor (3 points, 6 comments)
    3. Free to use volume? (2 points, 1 comment)
    4. Is MC1-Project-1 different than assess_portfolio? (2 points, 2 comments)
    5. Online Participation Checks (2 points, 4 comments)
47. 21 points, 5 submissions: Sergei_B
    
    1. Do we need to worry about missing data for Asset Portfolio? (14 points, 13 comments)
    2. How do you get data from yahoo in panda? the sample old code is below: (2 points, 3 comments)
    3. How to fix import pandas as pd ImportError: No module named pandas? (2 points, 4 comments)
    4. Python Practice exam Question 48 (2 points, 2 comments)
    5. Mac: "virtualenv : command not found" (1 point, 2 comments)
48. 21 points, 3 submissions: mharrow3
    
    1. First time reddit user .. (17 points, 37 comments)
    2. Course errors/types (2 points, 2 comments)
    3. Install course software on macOS using Vagrant .. (2 points, 0 comments)
49. 20 points, 9 submissions: iceguyvn
    
    1. Manual strategy implementation for future projects (4 points, 15 comments)
    2. Help with correlation calculation (3 points, 15 comments)
    3. Help! maximum recursion depth exceeded (3 points, 10 comments)
    4. Help: how to index by date? (2 points, 4 comments)
    5. How to attach a 1D array to a 2D array? (2 points, 2 comments)
    6. How to set a single cell in a 2D DataFrame? (2 points, 4 comments)
    7. Next assignment after marketsim? (2 points, 4 comments)
    8. Pythonic way to detect the first row? (1 point, 6 comments)
    9. Questions regarding seed (1 point, 1 comment)
50. 20 points, 3 submissions: JetsonDavis
    
    1. Push back assignment 3? (10 points, 14 comments)
    2. Final project (9 points, 3 comments)
    3. Numpy versions (1 point, 2 comments)
51. 20 points, 2 submissions: pharmerino
    
    1. assess_portfolio test cases (16 points, 88 comments)
    2. ML4T Assignments (4 points, 6 comments)