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  1. .gitattributes +1 -0
  2. AAPL_stock_data.csv +755 -0
  3. AMZN_stock_data.csv +755 -0
  4. GOOG_stock_data.csv +755 -0
  5. MSFT_stock_data.csv +755 -0
  6. TSLA_stock_data.csv +755 -0
  7. aapl_tweets.csv +480 -0
  8. addstockdata.py +60 -0
  9. cleaned_AAPL_stock_data.csv +21 -0
  10. cleaned_AMZN_stock_data.csv +22 -0
  11. cleaned_GOOG_stock_data.csv +22 -0
  12. cleaned_MSFT_stock_data.csv +22 -0
  13. cleaned_TSLA_stock_data.csv +21 -0
  14. cleaned_reddit_data.csv +101 -0
  15. cleaned_social_media_data.csv +460 -0
  16. cleaned_twitter_data.csv +480 -0
  17. combinescrape.py +20 -0
  18. datapreprocess.py +72 -0
  19. errors.docx +0 -0
  20. feature.py +150 -0
  21. filter.py +42 -0
  22. filtered_reddit_data.csv +100 -0
  23. filtered_twitter_data.csv +475 -0
  24. lstm - Copy.py +117 -0
  25. lstm.py +117 -0
  26. lstm_AAPL_model.h5 +3 -0
  27. lstm_AAPL_model_with_sentiment.h5 +3 -0
  28. lstm_AMZN_model.h5 +3 -0
  29. lstm_AMZN_model_with_sentiment.h5 +3 -0
  30. lstm_GOOG_model.h5 +3 -0
  31. lstm_GOOG_model_with_sentiment.h5 +3 -0
  32. lstm_MSFT_model.h5 +3 -0
  33. lstm_MSFT_model_with_sentiment.h5 +3 -0
  34. lstm_TSLA_model.h5 +3 -0
  35. lstm_TSLA_model_with_sentiment.h5 +3 -0
  36. merged_all_stock_data - Copy.csv +104 -0
  37. merged_all_stock_data.csv +104 -0
  38. merged_social_media_data - Copy.csv +201 -0
  39. merged_social_media_data.csv +201 -0
  40. merged_stock_data.csv +41 -0
  41. overviestock.docx +0 -0
  42. overviestock.pdf +3 -0
  43. predict.py +149 -0
  44. preprocess.py +49 -0
  45. reddit.py +37 -0
  46. reddit_aapl_posts.csv +101 -0
  47. scraped_combined_stock_data.csv +0 -0
  48. sentimental.py +120 -0
  49. sentimentalwithstock.py +131 -0
  50. social_media_data.csv +460 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ overviestock.pdf filter=lfs diff=lfs merge=lfs -text
AAPL_stock_data.csv ADDED
@@ -0,0 +1,755 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ Date,Close,High,Low,Open,Volume,Stock_Type
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+ ,AAPL,AAPL,AAPL,AAPL,AAPL,
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525
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529
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530
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543
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544
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545
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546
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547
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684
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685
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691
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692
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693
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694
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696
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697
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698
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699
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703
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705
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706
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707
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708
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709
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710
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711
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712
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713
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714
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715
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716
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717
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718
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719
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720
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721
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722
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723
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724
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725
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727
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728
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730
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731
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732
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733
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734
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735
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736
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737
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738
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739
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740
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741
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742
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744
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745
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746
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747
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748
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749
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750
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751
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754
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755
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AMZN_stock_data.csv ADDED
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1
+ Date,Close,High,Low,Open,Volume,Stock_Type
2
+ ,AMZN,AMZN,AMZN,AMZN,AMZN,
3
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23
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25
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27
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31
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32
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34
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35
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36
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37
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38
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39
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40
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41
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42
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43
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44
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45
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46
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47
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48
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49
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50
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51
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52
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53
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54
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55
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56
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57
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58
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60
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61
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62
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63
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64
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66
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67
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69
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70
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71
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74
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GOOG_stock_data.csv ADDED
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1
+ Date,Close,High,Low,Open,Volume,Stock_Type
2
+ ,GOOG,GOOG,GOOG,GOOG,GOOG,
3
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25
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28
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29
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30
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31
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32
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33
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34
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35
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36
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37
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38
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39
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40
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41
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42
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43
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44
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45
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46
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47
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48
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49
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50
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51
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52
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53
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54
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55
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56
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MSFT_stock_data.csv ADDED
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1
+ Date,Close,High,Low,Open,Volume,Stock_Type
2
+ ,MSFT,MSFT,MSFT,MSFT,MSFT,
3
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16
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17
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18
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19
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20
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21
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22
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23
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24
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25
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26
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27
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28
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29
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30
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31
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32
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33
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34
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35
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36
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37
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38
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39
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40
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41
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42
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43
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44
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45
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46
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47
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48
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49
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50
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51
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52
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53
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54
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55
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56
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57
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58
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59
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60
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61
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62
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63
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64
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65
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66
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67
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68
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69
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70
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71
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72
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73
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74
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75
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76
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77
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78
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79
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80
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81
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82
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83
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84
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85
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86
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87
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88
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89
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90
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91
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92
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93
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94
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95
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96
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97
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98
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99
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100
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101
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102
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103
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104
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105
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106
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107
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108
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109
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110
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111
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112
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113
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114
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115
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116
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117
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118
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119
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120
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121
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122
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123
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124
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125
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126
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127
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128
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129
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130
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131
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132
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133
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134
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135
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136
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137
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138
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139
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140
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141
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142
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143
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144
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145
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146
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147
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148
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149
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150
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151
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152
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153
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154
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155
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156
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157
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158
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159
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160
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161
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162
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163
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164
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165
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166
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167
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168
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169
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170
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171
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172
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173
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174
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175
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176
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177
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178
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179
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180
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181
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182
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183
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184
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185
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186
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187
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188
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189
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190
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191
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192
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193
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194
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195
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196
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197
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198
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199
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200
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201
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202
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203
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204
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205
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206
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207
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208
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209
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210
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211
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212
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213
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214
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215
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216
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217
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218
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219
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220
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221
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222
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223
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224
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225
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226
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227
+ 2022-11-22,241.5562286376953,241.832257897325,237.29748074450416,240.13664099247612,19665700,MSFT
228
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229
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230
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231
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232
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233
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234
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235
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236
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237
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238
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239
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240
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241
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242
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243
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244
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245
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246
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247
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248
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249
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250
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251
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252
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253
+ 2022-12-30,236.4201202392578,236.55813488158645,233.3049154067336,234.83294433124442,21938500,MSFT
254
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255
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256
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257
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258
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259
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260
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261
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262
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263
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264
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265
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266
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267
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268
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269
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270
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271
+ 2023-01-27,244.64190673828125,246.28822979707883,243.33075998170057,245.46014185896556,26498900,MSFT
272
+ 2023-01-30,239.26914978027344,242.1181781585796,238.76637033309314,241.04361946394923,25867400,MSFT
273
+ 2023-01-31,244.29684448242188,244.4348591285521,239.5057431346613,239.99865473405035,26541100,MSFT
274
+ 2023-02-01,249.1668243408203,251.56236759777724,241.99003234460884,244.4841639427238,31259900,MSFT
275
+ 2023-02-02,260.8488464355469,260.93756692073464,253.60303929582133,255.15078906895477,39940400,MSFT
276
+ 2023-02-03,254.68740844726562,260.45447970217435,253.45512955027374,255.8605403639966,29077300,MSFT
277
+ 2023-02-06,253.1298065185547,254.63811477710442,251.1680280220251,253.79032128501444,22518000,MSFT
278
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279
+ 2023-02-08,262.9486389160156,272.83644463233827,262.4359915860572,269.32691636772705,54686000,MSFT
280
+ 2023-02-09,259.8826904296875,270.09583376795996,259.0743082373759,269.9183627388403,42375100,MSFT
281
+ 2023-02-10,259.3700866699219,260.3460419984489,256.9646756854259,257.82233704503284,25818500,MSFT
282
+ 2023-02-13,267.4735412597656,270.707039951876,263.36264553328846,263.84571932909245,44630900,MSFT
283
+ 2023-02-14,268.3114929199219,271.07178563338965,265.4624496505442,268.804404481965,37047900,MSFT
284
+ 2023-02-15,266.1668701171875,267.56036577807845,263.06361804393697,265.1785778890621,28922400,MSFT
285
+ 2023-02-16,259.0808410644531,263.6170994638069,258.83376796975875,260.9289429871206,29603600,MSFT
286
+ 2023-02-17,255.03871154785156,257.04494373421755,253.00283179854566,256.3531572121911,30000100,MSFT
287
+ 2023-02-21,249.7118377685547,252.49882956241458,248.64448017176653,251.50064459163792,28397400,MSFT
288
+ 2023-02-22,248.56541442871094,251.36228371157756,247.40911413808047,251.11521061323398,22491100,MSFT
289
+ 2023-02-23,251.78724670410156,253.83300403076268,247.54746406977003,252.56799102680205,29219100,MSFT
290
+ 2023-02-24,246.30223083496094,248.061390084126,245.19534818294116,247.0335726329855,24990900,MSFT
291
+ 2023-02-27,247.23123168945312,249.86009310636462,246.4702423150534,249.50430723730784,21190000,MSFT
292
+ 2023-02-28,246.49989318847656,248.54566573304078,245.81796900695517,246.1539998901228,22491000,MSFT
293
+ 2023-03-01,243.3867645263672,247.99219547832234,242.9123733342906,247.82418758618283,27565300,MSFT
294
+ 2023-03-02,248.17010498046875,248.4567031409892,242.73449678455881,243.66349405268303,24808200,MSFT
295
+ 2023-03-03,252.30116271972656,252.6273010246519,248.44682835269168,249.23746529673986,30760100,MSFT
296
+ 2023-03-06,253.8626708984375,257.074621286195,252.98309124161128,253.42781981773317,24109800,MSFT
297
+ 2023-03-07,251.17449951171875,254.6730629423365,250.42340274024323,253.29932207269297,21473200,MSFT
298
+ 2023-03-08,250.7297821044922,251.55994411198662,247.8736176347839,251.0657979056001,17340200,MSFT
299
+ 2023-03-09,249.36595153808594,256.52117903299285,248.63460971583737,252.824975020365,26653400,MSFT
300
+ 2023-03-10,245.6796112060547,249.83043639013906,244.70121135303546,248.14046478211728,28333900,MSFT
301
+ 2023-03-13,250.94720458984375,254.8904966977046,242.85308741484508,244.50353391448687,33339700,MSFT
302
+ 2023-03-14,257.73675537109375,258.0134760065448,252.8644665280531,253.74404606505337,33620300,MSFT
303
+ 2023-03-15,262.33233642578125,263.3601689641431,256.1752639311692,256.9362683798897,46028000,MSFT
304
+ 2023-03-16,272.96636962890625,273.32214041164593,260.1976187054565,262.10501577582113,54768800,MSFT
305
+ 2023-03-17,276.1585388183594,280.0128731564177,273.08496392323167,275.0022535970872,69527400,MSFT
306
+ 2023-03-20,269.0428771972656,274.2314128042255,266.69073622979687,273.7372665559436,43466600,MSFT
307
+ 2023-03-21,270.5746765136719,271.78039437878203,266.3645414803663,271.6618041232448,34558700,MSFT
308
+ 2023-03-22,269.10211181640625,277.7496692166077,268.9933839828832,270.1991017639513,34873300,MSFT
309
+ 2023-03-23,274.4092712402344,277.7694593661803,271.9780803825599,274.6859919056584,36610900,MSFT
310
+ 2023-03-24,277.28521728515625,277.34451241876627,272.05714182973543,273.9941865683427,28172000,MSFT
311
+ 2023-03-27,273.14422607421875,278.16473760267485,272.2942790272623,277.21598545562154,26840200,MSFT
312
+ 2023-03-28,272.0077209472656,272.907070626819,268.86492827620003,272.5611622638693,21878600,MSFT
313
+ 2023-03-29,277.22589111328125,277.8485201067683,275.15047118842057,275.6940199057536,25087000,MSFT
314
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315
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316
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317
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318
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319
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320
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321
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322
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323
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324
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325
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326
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327
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328
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329
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330
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331
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332
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333
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334
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335
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336
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337
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338
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339
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340
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341
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342
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343
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344
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345
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346
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347
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348
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349
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350
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351
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352
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353
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354
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355
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356
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357
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358
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359
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360
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361
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362
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363
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364
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365
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366
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367
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368
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369
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370
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371
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372
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373
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374
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375
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376
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377
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378
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379
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380
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381
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382
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383
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384
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385
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386
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387
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388
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389
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390
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391
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392
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393
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394
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395
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396
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397
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398
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399
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400
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401
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402
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403
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404
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405
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406
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407
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408
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409
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410
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411
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412
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413
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414
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415
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416
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417
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418
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419
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420
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421
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422
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423
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424
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425
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426
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427
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428
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429
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430
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431
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432
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433
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434
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435
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436
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437
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438
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439
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440
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441
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442
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443
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444
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445
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446
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447
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448
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449
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450
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451
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452
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453
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454
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455
+ 2023-10-20,324.2362976074219,329.4471847181714,323.02538548626745,329.24866261691204,25012600,MSFT
456
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457
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458
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459
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460
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461
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462
+ 2023-10-31,335.59100341796875,336.47438729264275,332.19650001311294,336.3255108784327,20265300,MSFT
463
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464
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465
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466
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467
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468
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469
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470
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471
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472
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473
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474
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475
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476
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477
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478
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479
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480
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481
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482
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483
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484
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485
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486
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487
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488
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489
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490
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491
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492
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493
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494
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495
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496
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497
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498
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499
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500
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501
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502
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503
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504
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505
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506
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507
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508
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509
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510
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511
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512
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513
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514
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515
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516
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517
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518
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519
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520
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521
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522
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523
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524
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525
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526
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527
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528
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529
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530
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531
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532
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533
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534
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535
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536
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537
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538
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539
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540
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541
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542
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543
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544
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545
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546
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547
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548
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549
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550
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551
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552
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553
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554
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555
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556
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557
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558
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559
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560
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561
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562
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563
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564
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565
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566
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567
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568
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569
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570
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571
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572
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573
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574
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575
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576
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577
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578
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579
+ 2024-04-19,397.6846008300781,404.0217435519042,396.339449885593,402.5769461656378,30276500,MSFT
580
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581
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582
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583
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584
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585
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586
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587
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588
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589
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590
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591
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592
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593
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594
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595
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596
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597
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598
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599
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600
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601
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602
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603
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604
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605
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606
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607
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608
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609
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610
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611
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612
+ 2024-06-06,423.7561950683594,424.54478223440873,419.82328145689553,423.24713337206975,14861300,MSFT
613
+ 2024-06-07,423.0874328613281,425.5130535956995,422.2389560533201,425.43321093193657,13621700,MSFT
614
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615
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616
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617
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618
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619
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620
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621
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622
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623
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624
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625
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626
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627
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628
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629
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630
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631
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632
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633
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634
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635
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636
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637
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638
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639
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640
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641
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642
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643
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644
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645
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646
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647
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648
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649
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650
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651
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652
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653
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654
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655
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656
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657
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658
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659
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660
+ 2024-08-15,421.0299987792969,421.1099853515625,417.6600036621094,419.79998779296875,20752100,MSFT
661
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662
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663
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664
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665
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666
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667
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668
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669
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670
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671
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672
+ 2024-09-03,409.44000244140625,419.8800048828125,407.0299987792969,417.9100036621094,20313600,MSFT
673
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674
+ 2024-09-05,408.3900146484375,413.1000061035156,406.1300048828125,407.6199951171875,14195500,MSFT
675
+ 2024-09-06,401.70001220703125,410.6499938964844,400.79998779296875,409.05999755859375,19609500,MSFT
676
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677
+ 2024-09-10,414.20001220703125,416.3299865722656,407.70001220703125,408.20001220703125,19594300,MSFT
678
+ 2024-09-11,423.0400085449219,423.989990234375,409.5799865722656,415.5,19266900,MSFT
679
+ 2024-09-12,427.0,427.3699951171875,419.75,423.30999755859375,17418800,MSFT
680
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681
+ 2024-09-16,431.3399963378906,433.5299987792969,428.2200012207031,430.6000061035156,13834700,MSFT
682
+ 2024-09-17,435.1499938964844,441.8500061035156,432.2699890136719,440.2300109863281,18874200,MSFT
683
+ 2024-09-18,430.80999755859375,436.0299987792969,430.4100036621094,435.0,18898000,MSFT
684
+ 2024-09-19,438.69000244140625,441.5,436.8999938964844,441.2300109863281,21706600,MSFT
685
+ 2024-09-20,435.2699890136719,439.239990234375,434.2200012207031,437.2200012207031,55167100,MSFT
686
+ 2024-09-23,433.510009765625,436.4599914550781,430.3900146484375,434.2799987792969,15128900,MSFT
687
+ 2024-09-24,429.1700134277344,433.3500061035156,426.1000061035156,433.0,17015800,MSFT
688
+ 2024-09-25,432.1099853515625,433.1199951171875,428.57000732421875,429.8299865722656,13396400,MSFT
689
+ 2024-09-26,431.30999755859375,435.29998779296875,429.1300048828125,435.0899963378906,14492000,MSFT
690
+ 2024-09-27,428.0199890136719,431.8500061035156,427.4700012207031,431.5199890136719,14896100,MSFT
691
+ 2024-09-30,430.29998779296875,430.4200134277344,425.3699951171875,428.2099914550781,16807300,MSFT
692
+ 2024-10-01,420.69000244140625,428.4800109863281,418.80999755859375,428.45001220703125,19092900,MSFT
693
+ 2024-10-02,417.1300048828125,422.82000732421875,416.7099914550781,422.5799865722656,16582300,MSFT
694
+ 2024-10-03,416.5400085449219,419.54998779296875,414.2900085449219,417.6300048828125,13686400,MSFT
695
+ 2024-10-04,416.05999755859375,419.75,414.9700012207031,418.239990234375,19169700,MSFT
696
+ 2024-10-07,409.5400085449219,417.1099853515625,409.0,416.0,20919800,MSFT
697
+ 2024-10-08,414.7099914550781,415.6600036621094,408.1700134277344,410.8999938964844,19229300,MSFT
698
+ 2024-10-09,417.4599914550781,420.3800048828125,414.29998779296875,415.8599853515625,14974300,MSFT
699
+ 2024-10-10,415.8399963378906,417.3500061035156,413.1499938964844,415.2300109863281,13848400,MSFT
700
+ 2024-10-11,416.32000732421875,417.1300048828125,413.25,416.1400146484375,14144900,MSFT
701
+ 2024-10-14,419.1400146484375,424.0400085449219,417.5199890136719,417.7699890136719,16653100,MSFT
702
+ 2024-10-15,418.739990234375,422.4800109863281,415.260009765625,422.17999267578125,18900200,MSFT
703
+ 2024-10-16,416.1199951171875,416.3599853515625,410.4800109863281,415.1700134277344,15508900,MSFT
704
+ 2024-10-17,416.7200012207031,422.5,415.5899963378906,422.3599853515625,14820000,MSFT
705
+ 2024-10-18,418.1600036621094,419.6499938964844,416.260009765625,417.1400146484375,17145300,MSFT
706
+ 2024-10-21,418.7799987792969,418.9599914550781,413.75,416.1199951171875,14206100,MSFT
707
+ 2024-10-22,427.510009765625,430.5799865722656,418.0400085449219,418.489990234375,25482200,MSFT
708
+ 2024-10-23,424.6000061035156,431.0799865722656,422.5299987792969,430.8599853515625,19654400,MSFT
709
+ 2024-10-24,424.7300109863281,425.9800109863281,422.3999938964844,425.3299865722656,13581600,MSFT
710
+ 2024-10-25,428.1499938964844,432.5199890136719,426.57000732421875,426.760009765625,16899100,MSFT
711
+ 2024-10-28,426.5899963378906,431.94000244140625,426.29998779296875,431.6600036621094,14882400,MSFT
712
+ 2024-10-29,431.95001220703125,433.1700134277344,425.79998779296875,428.0,17644100,MSFT
713
+ 2024-10-30,432.5299987792969,438.5,432.1000061035156,437.44000244140625,29749100,MSFT
714
+ 2024-10-31,406.3500061035156,416.1600036621094,406.29998779296875,415.3599853515625,53971000,MSFT
715
+ 2024-11-01,410.3699951171875,415.5,407.5,409.010009765625,24230400,MSFT
716
+ 2024-11-04,408.4599914550781,410.4200134277344,405.57000732421875,409.79998779296875,19672300,MSFT
717
+ 2024-11-05,411.4599914550781,414.8999938964844,408.0799865722656,408.3699951171875,17626000,MSFT
718
+ 2024-11-06,420.17999267578125,420.45001220703125,410.5199890136719,412.4200134277344,26681800,MSFT
719
+ 2024-11-07,425.42999267578125,426.8500061035156,419.8800048828125,421.2799987792969,19901800,MSFT
720
+ 2024-11-08,422.5400085449219,426.5,421.7799987792969,425.32000732421875,16891400,MSFT
721
+ 2024-11-11,418.010009765625,424.80999755859375,416.0,422.5199890136719,24503300,MSFT
722
+ 2024-11-12,423.0299987792969,424.44000244140625,417.20001220703125,418.25,19401200,MSFT
723
+ 2024-11-13,425.20001220703125,429.3299865722656,418.2099914550781,421.6400146484375,21502200,MSFT
724
+ 2024-11-14,426.8900146484375,428.1700134277344,420.0,425.0,30246900,MSFT
725
+ 2024-11-15,415.0,422.79998779296875,413.6400146484375,419.82000732421875,28247600,MSFT
726
+ 2024-11-18,415.760009765625,418.3999938964844,412.1000061035156,414.8699951171875,24742000,MSFT
727
+ 2024-11-19,417.7900085449219,417.94000244140625,411.54998779296875,413.1099853515625,18133500,MSFT
728
+ 2024-11-20,415.489990234375,417.2900085449219,410.5799865722656,416.8699951171875,19191700,MSFT
729
+ 2024-11-21,412.8699951171875,419.7799987792969,410.2900085449219,419.5,20780200,MSFT
730
+ 2024-11-22,417.0,417.3999938964844,411.05999755859375,411.3699951171875,24814600,MSFT
731
+ 2024-11-25,418.7900085449219,421.0799865722656,414.8500061035156,418.3800048828125,27691100,MSFT
732
+ 2024-11-26,427.989990234375,429.0400085449219,418.8500061035156,419.5899963378906,23458900,MSFT
733
+ 2024-11-27,422.989990234375,427.2300109863281,422.0199890136719,425.1099853515625,18332400,MSFT
734
+ 2024-11-29,423.4599914550781,424.8800048828125,417.79998779296875,420.0899963378906,16271900,MSFT
735
+ 2024-12-02,430.9800109863281,433.0,421.30999755859375,421.57000732421875,20207200,MSFT
736
+ 2024-12-03,431.20001220703125,432.4700012207031,427.739990234375,429.8399963378906,18302000,MSFT
737
+ 2024-12-04,437.4200134277344,439.6700134277344,432.6300048828125,433.0299987792969,26009400,MSFT
738
+ 2024-12-05,442.6199951171875,444.6600036621094,436.1700134277344,437.9200134277344,21697800,MSFT
739
+ 2024-12-06,443.57000732421875,446.1000061035156,441.7699890136719,442.29998779296875,18821000,MSFT
740
+ 2024-12-09,446.0199890136719,448.3299865722656,440.5,442.6000061035156,19144400,MSFT
741
+ 2024-12-10,443.3299865722656,449.6199951171875,441.6000061035156,444.3900146484375,18469500,MSFT
742
+ 2024-12-11,448.989990234375,450.3500061035156,444.04998779296875,444.04998779296875,19200200,MSFT
743
+ 2024-12-12,449.55999755859375,456.1600036621094,449.1099853515625,449.1099853515625,20834800,MSFT
744
+ 2024-12-13,447.2699890136719,451.42999267578125,445.5799865722656,448.44000244140625,20177800,MSFT
745
+ 2024-12-16,451.5899963378906,452.17999267578125,445.2799987792969,447.2699890136719,23598800,MSFT
746
+ 2024-12-17,454.4599914550781,455.2900085449219,449.57000732421875,451.010009765625,22733500,MSFT
747
+ 2024-12-18,437.3900146484375,452.6499938964844,437.0199890136719,451.32000732421875,24444500,MSFT
748
+ 2024-12-19,437.0299987792969,443.17999267578125,436.32000732421875,441.6199951171875,22963700,MSFT
749
+ 2024-12-20,436.6000061035156,443.739990234375,428.6300048828125,433.1099853515625,64263700,MSFT
750
+ 2024-12-23,435.25,437.6499938964844,432.8299865722656,436.739990234375,19152500,MSFT
751
+ 2024-12-24,439.3299865722656,439.6000061035156,434.19000244140625,434.6499938964844,7164500,MSFT
752
+ 2024-12-26,438.1099853515625,440.94000244140625,436.6300048828125,439.0799865722656,8194200,MSFT
753
+ 2024-12-27,430.5299987792969,435.2200012207031,426.3500061035156,434.6000061035156,18117700,MSFT
754
+ 2024-12-30,424.8299865722656,427.54998779296875,421.8999938964844,426.05999755859375,13158700,MSFT
755
+ 2024-12-31,421.5,426.7300109863281,420.6600036621094,426.1000061035156,13246500,MSFT
TSLA_stock_data.csv ADDED
@@ -0,0 +1,755 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Date,Close,High,Low,Open,Volume,Stock_Type
2
+ ,TSLA,TSLA,TSLA,TSLA,TSLA,
3
+ 2022-01-03,399.9266662597656,400.3566589355469,378.67999267578125,382.5833435058594,103931400,TSLA
4
+ 2022-01-04,383.1966552734375,402.6666564941406,374.3500061035156,396.51666259765625,100248300,TSLA
5
+ 2022-01-05,362.7066650390625,390.11334228515625,360.336669921875,382.2166748046875,80119800,TSLA
6
+ 2022-01-06,354.8999938964844,362.6666564941406,340.1666564941406,359.0,90336600,TSLA
7
+ 2022-01-07,342.32000732421875,360.30999755859375,336.6666564941406,360.1233215332031,84164700,TSLA
8
+ 2022-01-10,352.7066650390625,353.0333251953125,326.6666564941406,333.3333435058594,91815000,TSLA
9
+ 2022-01-11,354.79998779296875,358.6166687011719,346.2733459472656,351.22332763671875,66063300,TSLA
10
+ 2022-01-12,368.739990234375,371.61334228515625,357.5299987792969,359.6166687011719,83739000,TSLA
11
+ 2022-01-13,343.85333251953125,371.8666687011719,342.17999267578125,369.69000244140625,97209900,TSLA
12
+ 2022-01-14,349.8699951171875,350.6666564941406,337.7933349609375,339.9599914550781,72924300,TSLA
13
+ 2022-01-18,343.5033264160156,356.92999267578125,338.6866760253906,342.2033386230469,66743400,TSLA
14
+ 2022-01-19,331.8833312988281,351.5566711425781,331.6666564941406,347.2366638183594,75442500,TSLA
15
+ 2022-01-20,332.0899963378906,347.2200012207031,331.3333435058594,336.57666015625,70488600,TSLA
16
+ 2022-01-21,314.6333312988281,334.8500061035156,313.5,332.11334228515625,103416000,TSLA
17
+ 2022-01-24,310.0,311.1700134277344,283.8233337402344,301.586669921875,151565700,TSLA
18
+ 2022-01-25,306.1333312988281,317.086669921875,301.07000732421875,304.73333740234375,86595900,TSLA
19
+ 2022-01-26,312.4700012207031,329.2300109863281,302.0,317.4766540527344,104867400,TSLA
20
+ 2022-01-27,276.3666687011719,311.7966613769531,276.3333435058594,311.1199951171875,147109500,TSLA
21
+ 2022-01-28,282.1166687011719,285.8333435058594,264.0033264160156,277.1866760253906,134789100,TSLA
22
+ 2022-01-31,312.239990234375,312.663330078125,287.3500061035156,290.9033203125,104436000,TSLA
23
+ 2022-02-01,310.4166564941406,314.5666809082031,301.6666564941406,311.7366638183594,73138200,TSLA
24
+ 2022-02-02,301.88665771484375,310.5,296.4700012207031,309.3933410644531,66792900,TSLA
25
+ 2022-02-03,297.0466613769531,312.3333435058594,293.50665283203125,294.0,78855600,TSLA
26
+ 2022-02-04,307.7733459472656,312.1666564941406,293.72332763671875,299.0733337402344,73625400,TSLA
27
+ 2022-02-07,302.4466552734375,315.92333984375,300.9033203125,307.92999267578125,60994500,TSLA
28
+ 2022-02-08,307.3333435058594,308.7633361816406,298.26666259765625,301.84332275390625,50729100,TSLA
29
+ 2022-02-09,310.6666564941406,315.42333984375,306.6666564941406,311.6666564941406,52259400,TSLA
30
+ 2022-02-10,301.51666259765625,314.60333251953125,298.8999938964844,302.7900085449219,66126900,TSLA
31
+ 2022-02-11,286.6666564941406,305.32000732421875,283.5666809082031,303.2099914550781,79645800,TSLA
32
+ 2022-02-14,291.9200134277344,299.6266784667969,284.3833312988281,287.19000244140625,67756500,TSLA
33
+ 2022-02-15,307.4766540527344,307.6666564941406,297.7933349609375,300.0,57286200,TSLA
34
+ 2022-02-16,307.7966613769531,308.80999755859375,300.4033203125,304.6833190917969,51294300,TSLA
35
+ 2022-02-17,292.1166687011719,306.1666564941406,291.3666687011719,304.4200134277344,55178400,TSLA
36
+ 2022-02-18,285.6600036621094,295.6233215332031,279.2033386230469,295.3333435058594,68501700,TSLA
37
+ 2022-02-22,273.84332275390625,285.57666015625,267.0333251953125,278.0433349609375,83288100,TSLA
38
+ 2022-02-23,254.67999267578125,278.4333190917969,253.52000427246094,276.80999755859375,95256900,TSLA
39
+ 2022-02-24,266.92333984375,267.49334716796875,233.3333282470703,233.4633331298828,135322200,TSLA
40
+ 2022-02-25,269.9566650390625,273.1666564941406,260.79998779296875,269.74334716796875,76067700,TSLA
41
+ 2022-02-28,290.1433410644531,292.28668212890625,271.57000732421875,271.6700134277344,99006900,TSLA
42
+ 2022-03-01,288.1233215332031,296.6266784667969,284.59332275390625,289.8933410644531,74766900,TSLA
43
+ 2022-03-02,293.2966613769531,295.49334716796875,281.42333984375,290.7099914550781,74643300,TSLA
44
+ 2022-03-03,279.7633361816406,295.4800109863281,277.5333251953125,292.92333984375,61623600,TSLA
45
+ 2022-03-04,279.42999267578125,285.2166748046875,275.0533447265625,283.0333251953125,66999600,TSLA
46
+ 2022-03-07,268.1933288574219,288.71331787109375,268.19000244140625,285.4333190917969,72494100,TSLA
47
+ 2022-03-08,274.79998779296875,283.3299865722656,260.72332763671875,265.1766662597656,80399100,TSLA
48
+ 2022-03-09,286.3233337402344,286.85333251953125,277.336669921875,279.82666015625,59184000,TSLA
49
+ 2022-03-10,279.4333190917969,284.8166809082031,270.1199951171875,283.8166809082031,58648500,TSLA
50
+ 2022-03-11,265.1166687011719,281.26666259765625,264.5899963378906,280.0666809082031,67037100,TSLA
51
+ 2022-03-14,255.4566650390625,266.8999938964844,252.01333618164062,260.2033386230469,71152200,TSLA
52
+ 2022-03-15,267.2966613769531,268.5233459472656,252.19000244140625,258.42333984375,66841200,TSLA
53
+ 2022-03-16,280.07666015625,280.6666564941406,267.4200134277344,269.6666564941406,84028800,TSLA
54
+ 2022-03-17,290.5333251953125,291.6666564941406,275.239990234375,276.9966735839844,66582900,TSLA
55
+ 2022-03-18,301.7966613769531,302.6166687011719,289.1300048828125,291.4966735839844,100414200,TSLA
56
+ 2022-03-21,307.0533447265625,314.2833251953125,302.36334228515625,304.99334716796875,81981600,TSLA
57
+ 2022-03-22,331.32666015625,332.6199951171875,307.25,310.0,105868500,TSLA
58
+ 2022-03-23,333.03668212890625,346.8999938964844,325.4666748046875,326.64666748046875,120676200,TSLA
59
+ 2022-03-24,337.97332763671875,341.4966735839844,329.6000061035156,336.57666015625,68920800,TSLA
60
+ 2022-03-25,336.8800048828125,340.6000061035156,332.44000244140625,336.0,62031600,TSLA
61
+ 2022-03-28,363.9466552734375,365.9599914550781,351.20001220703125,355.0333251953125,102506100,TSLA
62
+ 2022-03-29,366.5233459472656,371.5899963378906,357.7033386230469,369.3299865722656,73614900,TSLA
63
+ 2022-03-30,364.663330078125,371.3166809082031,361.3333435058594,363.72332763671875,59865000,TSLA
64
+ 2022-03-31,359.20001220703125,367.71331787109375,358.8800048828125,364.8566589355469,48992700,TSLA
65
+ 2022-04-01,361.5299987792969,364.9166564941406,355.5466613769531,360.3833312988281,54263100,TSLA
66
+ 2022-04-04,381.8166809082031,383.3033447265625,357.510009765625,363.1266784667969,82035900,TSLA
67
+ 2022-04-05,363.7533264160156,384.2900085449219,362.4333190917969,378.76666259765625,80075100,TSLA
68
+ 2022-04-06,348.586669921875,359.6666564941406,342.5666809082031,357.8233337402344,89348400,TSLA
69
+ 2022-04-07,352.4200134277344,358.86334228515625,340.5133361816406,350.7966613769531,79447200,TSLA
70
+ 2022-04-08,341.8299865722656,349.4800109863281,340.8133239746094,347.7366638183594,55013700,TSLA
71
+ 2022-04-11,325.30999755859375,336.15667724609375,324.8800048828125,326.79998779296875,59357100,TSLA
72
+ 2022-04-12,328.98333740234375,340.39666748046875,325.5333251953125,332.5466613769531,65976000,TSLA
73
+ 2022-04-13,340.7900085449219,342.0799865722656,324.3666687011719,327.02667236328125,55121100,TSLA
74
+ 2022-04-14,328.3333435058594,337.57000732421875,327.39666748046875,333.0966796875,58422300,TSLA
75
+ 2022-04-18,334.7633361816406,338.3066711425781,324.4700012207031,329.6766662597656,51715200,TSLA
76
+ 2022-04-19,342.7166748046875,344.9800109863281,331.77667236328125,335.0199890136719,49847700,TSLA
77
+ 2022-04-20,325.73333740234375,344.6666564941406,325.0833435058594,343.3333435058594,70711200,TSLA
78
+ 2022-04-21,336.260009765625,364.0733337402344,332.1400146484375,358.24334716796875,105416400,TSLA
79
+ 2022-04-22,335.01666259765625,344.95001220703125,331.3333435058594,338.3033447265625,69696600,TSLA
80
+ 2022-04-25,332.67333984375,336.2066650390625,325.1000061035156,326.3233337402344,68341200,TSLA
81
+ 2022-04-26,292.1400146484375,333.3333435058594,291.6666564941406,331.80999755859375,136133700,TSLA
82
+ 2022-04-27,293.836669921875,306.0,292.4533386230469,299.52667236328125,76956300,TSLA
83
+ 2022-04-28,292.5033264160156,300.0,273.8999938964844,299.99334716796875,124948500,TSLA
84
+ 2022-04-29,290.2533264160156,311.4666748046875,290.0,300.75,88133100,TSLA
85
+ 2022-05-02,300.9800109863281,302.1199951171875,282.6766662597656,286.92333984375,75781500,TSLA
86
+ 2022-05-03,303.0833435058594,308.02667236328125,296.1966552734375,301.05999755859375,63709500,TSLA
87
+ 2022-05-04,317.5400085449219,318.5,295.09332275390625,301.3133239746094,81643800,TSLA
88
+ 2022-05-05,291.09332275390625,315.20001220703125,285.8999938964844,313.00665283203125,92519100,TSLA
89
+ 2022-05-06,288.54998779296875,296.0,281.03668212890625,295.6666564941406,72903000,TSLA
90
+ 2022-05-09,262.3699951171875,281.8766784667969,260.3833312988281,278.8166809082031,90810300,TSLA
91
+ 2022-05-10,266.67999267578125,275.1199951171875,258.0833435058594,273.10333251953125,84401700,TSLA
92
+ 2022-05-11,244.6666717529297,269.92333984375,242.39999389648438,265.0,97224600,TSLA
93
+ 2022-05-12,242.6666717529297,253.22000122070312,226.6666717529297,233.6666717529297,140313000,TSLA
94
+ 2022-05-13,256.5299987792969,262.45001220703125,250.52333068847656,257.82666015625,92150700,TSLA
95
+ 2022-05-16,241.4566650390625,256.586669921875,239.69667053222656,255.72000122070312,86098500,TSLA
96
+ 2022-05-17,253.8699951171875,254.82666015625,242.9499969482422,249.1199951171875,80236200,TSLA
97
+ 2022-05-18,236.60333251953125,253.5,233.60333251953125,248.17333984375,87811800,TSLA
98
+ 2022-05-19,236.47332763671875,244.6666717529297,231.3699951171875,235.6666717529297,90296700,TSLA
99
+ 2022-05-20,221.3000030517578,240.52667236328125,211.0,237.99667358398438,144973200,TSLA
100
+ 2022-05-23,224.96665954589844,226.65333557128906,212.68666076660156,218.33999633789062,88903500,TSLA
101
+ 2022-05-24,209.3866729736328,217.97332763671875,206.85667419433594,217.8433380126953,89092500,TSLA
102
+ 2022-05-25,219.60000610351562,223.10667419433594,207.6699981689453,207.9499969482422,92139300,TSLA
103
+ 2022-05-26,235.91000366210938,239.55667114257812,217.8866729736328,220.47332763671875,106003200,TSLA
104
+ 2022-05-27,253.2100067138672,253.26666259765625,240.17666625976562,241.0833282470703,89295000,TSLA
105
+ 2022-05-31,252.75332641601562,259.6000061035156,244.7433319091797,257.9466552734375,101914500,TSLA
106
+ 2022-06-01,246.7899932861328,257.32666015625,243.63999938964844,251.72000122070312,77247900,TSLA
107
+ 2022-06-02,258.3333435058594,264.2099914550781,242.06666564941406,244.1566619873047,93473100,TSLA
108
+ 2022-06-03,234.51666259765625,247.79666137695312,233.4166717529297,243.22666931152344,112393800,TSLA
109
+ 2022-06-06,238.27999877929688,244.86666870117188,234.35000610351562,244.35333251953125,84204600,TSLA
110
+ 2022-06-07,238.8866729736328,239.99667358398438,230.0933380126953,234.0,72808500,TSLA
111
+ 2022-06-08,241.86666870117188,249.9633331298828,239.17666625976562,240.086669921875,76210500,TSLA
112
+ 2022-06-09,239.7066650390625,255.54666137695312,239.32666015625,249.33999633789062,96491400,TSLA
113
+ 2022-06-10,232.22999572753906,239.5,227.913330078125,235.1566619873047,97536600,TSLA
114
+ 2022-06-13,215.73666381835938,226.63333129882812,214.68333435058594,223.1666717529297,102767400,TSLA
115
+ 2022-06-14,220.88999938964844,226.3300018310547,211.73666381835938,218.2866668701172,97988700,TSLA
116
+ 2022-06-15,233.0,235.663330078125,218.14999389648438,220.9166717529297,119131800,TSLA
117
+ 2022-06-16,213.10000610351562,225.1666717529297,208.69332885742188,222.73666381835938,107390700,TSLA
118
+ 2022-06-17,216.75999450683594,220.97000122070312,213.19667053222656,213.43333435058594,92641800,TSLA
119
+ 2022-06-21,237.0366668701172,243.57666015625,224.3333282470703,224.60333251953125,122793000,TSLA
120
+ 2022-06-22,236.086669921875,246.8333282470703,233.82666015625,234.50332641601562,101107500,TSLA
121
+ 2022-06-23,235.07000732421875,239.31666564941406,228.6366729736328,237.9066619873047,104202600,TSLA
122
+ 2022-06-24,245.7066650390625,246.06666564941406,236.086669921875,237.47000122070312,95770800,TSLA
123
+ 2022-06-27,244.9199981689453,252.07000732421875,242.56666564941406,249.36666870117188,89178300,TSLA
124
+ 2022-06-28,232.663330078125,249.97000122070312,232.3433380126953,244.48333740234375,90391200,TSLA
125
+ 2022-06-29,228.49000549316406,231.17333984375,222.27333068847656,230.5,82897200,TSLA
126
+ 2022-06-30,224.47332763671875,229.4566650390625,218.8633270263672,224.50999450683594,94600500,TSLA
127
+ 2022-07-01,227.26333618164062,230.22999572753906,222.1199951171875,227.0,74460300,TSLA
128
+ 2022-07-05,233.06666564941406,233.14666748046875,216.1666717529297,223.0,84581100,TSLA
129
+ 2022-07-06,231.73333740234375,234.56333923339844,227.18666076660156,230.77999877929688,71853600,TSLA
130
+ 2022-07-07,244.5433349609375,245.3633270263672,232.2100067138672,233.9199981689453,81930600,TSLA
131
+ 2022-07-08,250.76333618164062,254.97999572753906,241.16000366210938,242.3333282470703,101854200,TSLA
132
+ 2022-07-11,234.3433380126953,253.06333923339844,233.6266632080078,252.10333251953125,99241200,TSLA
133
+ 2022-07-12,233.07000732421875,239.77333068847656,228.3699951171875,236.84666442871094,87930900,TSLA
134
+ 2022-07-13,237.0399932861328,242.05999755859375,225.03334045410156,225.5,97954500,TSLA
135
+ 2022-07-14,238.31333923339844,238.65333557128906,229.3333282470703,234.89666748046875,78557400,TSLA
136
+ 2022-07-15,240.06666564941406,243.6233367919922,236.88999938964844,240.0,69683100,TSLA
137
+ 2022-07-18,240.54666137695312,250.51666259765625,239.60333251953125,244.93666076660156,82537500,TSLA
138
+ 2022-07-19,245.52999877929688,247.13999938964844,236.97666931152344,245.0,80890200,TSLA
139
+ 2022-07-20,247.5,250.663330078125,243.48333740234375,246.78334045410156,88864200,TSLA
140
+ 2022-07-21,271.7066650390625,273.26666259765625,254.86666870117188,255.10667419433594,142032300,TSLA
141
+ 2022-07-22,272.24334716796875,280.78668212890625,270.71331787109375,276.2200012207031,103472700,TSLA
142
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143
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144
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145
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146
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147
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148
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149
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150
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151
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152
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153
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154
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155
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156
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157
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158
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159
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160
+ 2022-08-18,302.8699951171875,306.5,301.85333251953125,306.0,47500500,TSLA
161
+ 2022-08-19,296.6666564941406,300.3599853515625,292.5,299.0,61395300,TSLA
162
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163
+ 2022-08-23,296.4533386230469,298.82666015625,287.92333984375,291.4533386230469,63984900,TSLA
164
+ 2022-08-24,297.0966796875,303.64666748046875,296.5,297.5633239746094,57259800,TSLA
165
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166
+ 2022-08-26,288.0899963378906,302.0,287.4700012207031,297.42999267578125,57163900,TSLA
167
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168
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169
+ 2022-08-31,275.6099853515625,281.25,271.80999755859375,280.6199951171875,52107300,TSLA
170
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171
+ 2022-09-02,270.2099914550781,282.3500061035156,269.0799865722656,281.07000732421875,50890100,TSLA
172
+ 2022-09-06,274.4200134277344,275.989990234375,265.739990234375,272.67999267578125,55860000,TSLA
173
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174
+ 2022-09-08,289.260009765625,289.5,279.760009765625,281.29998779296875,53713100,TSLA
175
+ 2022-09-09,299.67999267578125,299.8500061035156,291.25,291.6700134277344,54338100,TSLA
176
+ 2022-09-12,304.4200134277344,305.489990234375,300.3999938964844,300.7200012207031,48674600,TSLA
177
+ 2022-09-13,292.1300048828125,297.3999938964844,290.3999938964844,292.8999938964844,68229600,TSLA
178
+ 2022-09-14,302.6099853515625,306.0,291.6400146484375,292.239990234375,72628700,TSLA
179
+ 2022-09-15,303.75,309.1199951171875,300.7200012207031,301.8299865722656,64795500,TSLA
180
+ 2022-09-16,303.3500061035156,303.7099914550781,295.6000061035156,299.6099853515625,87087800,TSLA
181
+ 2022-09-19,309.07000732421875,309.8399963378906,297.79998779296875,300.0899963378906,60231200,TSLA
182
+ 2022-09-20,308.7300109863281,313.3299865722656,305.5799865722656,306.9100036621094,61642800,TSLA
183
+ 2022-09-21,300.79998779296875,313.79998779296875,300.6300048828125,308.2900085449219,62555700,TSLA
184
+ 2022-09-22,288.5899963378906,301.2900085449219,285.82000732421875,299.8599853515625,70545400,TSLA
185
+ 2022-09-23,275.3299865722656,284.5,272.82000732421875,283.0899963378906,63748400,TSLA
186
+ 2022-09-26,276.010009765625,284.0899963378906,270.30999755859375,271.8299865722656,58076900,TSLA
187
+ 2022-09-27,282.94000244140625,288.6700134277344,277.510009765625,283.8399963378906,61925200,TSLA
188
+ 2022-09-28,287.80999755859375,289.0,277.57000732421875,283.0799865722656,54664800,TSLA
189
+ 2022-09-29,268.2099914550781,283.6499938964844,265.7799987792969,282.760009765625,77620600,TSLA
190
+ 2022-09-30,265.25,275.57000732421875,262.4700012207031,266.1499938964844,67726600,TSLA
191
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192
+ 2022-10-04,249.44000244140625,257.5,242.00999450683594,250.52000427246094,109578500,TSLA
193
+ 2022-10-05,240.80999755859375,246.6699981689453,233.27000427246094,245.00999450683594,86982700,TSLA
194
+ 2022-10-06,238.1300048828125,244.5800018310547,235.35000610351562,239.44000244140625,69298400,TSLA
195
+ 2022-10-07,223.07000732421875,234.57000732421875,222.02000427246094,233.94000244140625,83916800,TSLA
196
+ 2022-10-10,222.9600067138672,226.99000549316406,218.36000061035156,223.92999267578125,67925000,TSLA
197
+ 2022-10-11,216.5,225.75,215.0,220.9499969482422,77013200,TSLA
198
+ 2022-10-12,217.24000549316406,219.3000030517578,211.50999450683594,215.3300018310547,66860700,TSLA
199
+ 2022-10-13,221.72000122070312,222.99000549316406,206.22000122070312,208.3000030517578,91483000,TSLA
200
+ 2022-10-14,204.99000549316406,226.25999450683594,204.16000366210938,224.00999450683594,94124500,TSLA
201
+ 2022-10-17,219.35000610351562,221.86000061035156,209.4499969482422,210.0399932861328,79428800,TSLA
202
+ 2022-10-18,220.19000244140625,229.82000732421875,217.25,229.5,75891900,TSLA
203
+ 2022-10-19,222.0399932861328,222.92999267578125,217.77999877929688,219.8000030517578,66571500,TSLA
204
+ 2022-10-20,207.27999877929688,215.5500030517578,202.0,208.27999877929688,117798100,TSLA
205
+ 2022-10-21,214.44000244140625,214.66000366210938,203.8000030517578,206.4199981689453,75713800,TSLA
206
+ 2022-10-24,211.25,213.5,198.58999633789062,205.82000732421875,100446800,TSLA
207
+ 2022-10-25,222.4199981689453,224.35000610351562,210.0,210.10000610351562,96507900,TSLA
208
+ 2022-10-26,224.63999938964844,230.60000610351562,218.1999969482422,219.39999389648438,85012500,TSLA
209
+ 2022-10-27,225.08999633789062,233.80999755859375,222.85000610351562,229.77000427246094,61638800,TSLA
210
+ 2022-10-28,228.52000427246094,228.86000061035156,216.35000610351562,225.39999389648438,69152400,TSLA
211
+ 2022-10-31,227.5399932861328,229.85000610351562,221.94000244140625,226.19000244140625,61554300,TSLA
212
+ 2022-11-01,227.82000732421875,237.39999389648438,227.27999877929688,234.0500030517578,62688800,TSLA
213
+ 2022-11-02,214.97999572753906,227.8699951171875,214.82000732421875,226.0399932861328,63070300,TSLA
214
+ 2022-11-03,215.30999755859375,221.1999969482422,210.13999938964844,211.36000061035156,56538800,TSLA
215
+ 2022-11-04,207.47000122070312,223.8000030517578,203.0800018310547,222.60000610351562,98622200,TSLA
216
+ 2022-11-07,197.0800018310547,208.89999389648438,196.66000366210938,208.64999389648438,93916500,TSLA
217
+ 2022-11-08,191.3000030517578,195.1999969482422,186.75,194.02000427246094,128803400,TSLA
218
+ 2022-11-09,177.58999633789062,195.88999938964844,177.1199951171875,190.77999877929688,127062700,TSLA
219
+ 2022-11-10,190.72000122070312,191.0,180.02999877929688,189.89999389648438,132703000,TSLA
220
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221
+ 2022-11-14,190.9499969482422,195.72999572753906,186.33999633789062,192.77000427246094,92226600,TSLA
222
+ 2022-11-15,194.4199981689453,200.82000732421875,192.05999755859375,195.8800048828125,91293800,TSLA
223
+ 2022-11-16,186.9199981689453,192.57000732421875,185.66000366210938,191.50999450683594,66567600,TSLA
224
+ 2022-11-17,183.1699981689453,186.16000366210938,180.89999389648438,183.9600067138672,64336000,TSLA
225
+ 2022-11-18,180.19000244140625,185.19000244140625,176.5500030517578,185.0500030517578,76048900,TSLA
226
+ 2022-11-21,167.8699951171875,176.77000427246094,167.5399932861328,175.85000610351562,92882700,TSLA
227
+ 2022-11-22,169.91000366210938,170.9199981689453,166.19000244140625,168.6300048828125,78452300,TSLA
228
+ 2022-11-23,183.1999969482422,183.6199951171875,172.5,173.57000732421875,109536700,TSLA
229
+ 2022-11-25,182.86000061035156,185.1999969482422,180.6300048828125,185.05999755859375,50672700,TSLA
230
+ 2022-11-28,182.9199981689453,188.5,179.0,179.9600067138672,92905200,TSLA
231
+ 2022-11-29,180.8300018310547,186.3800048828125,178.75,184.99000549316406,83357100,TSLA
232
+ 2022-11-30,194.6999969482422,194.75999450683594,180.6300048828125,182.42999267578125,109186400,TSLA
233
+ 2022-12-01,194.6999969482422,198.9199981689453,191.8000030517578,197.0800018310547,80046200,TSLA
234
+ 2022-12-02,194.86000061035156,196.25,191.11000061035156,191.77999877929688,73645900,TSLA
235
+ 2022-12-05,182.4499969482422,191.27000427246094,180.5500030517578,189.44000244140625,93122700,TSLA
236
+ 2022-12-06,179.82000732421875,183.64999389648438,175.3300018310547,181.22000122070312,92150800,TSLA
237
+ 2022-12-07,174.0399932861328,179.3800048828125,172.22000122070312,175.02999877929688,84213300,TSLA
238
+ 2022-12-08,173.44000244140625,175.1999969482422,169.05999755859375,172.1999969482422,97624500,TSLA
239
+ 2022-12-09,179.0500030517578,182.5,173.36000061035156,173.83999633789062,104872300,TSLA
240
+ 2022-12-12,167.82000732421875,177.3699951171875,167.52000427246094,176.10000610351562,109794500,TSLA
241
+ 2022-12-13,160.9499969482422,175.0500030517578,156.91000366210938,174.8699951171875,175862700,TSLA
242
+ 2022-12-14,156.8000030517578,161.6199951171875,155.30999755859375,159.25,140682300,TSLA
243
+ 2022-12-15,157.6699981689453,160.92999267578125,153.27999877929688,153.44000244140625,122334500,TSLA
244
+ 2022-12-16,150.22999572753906,160.99000549316406,150.0399932861328,159.63999938964844,139032200,TSLA
245
+ 2022-12-19,149.8699951171875,155.25,145.82000732421875,154.0,139390600,TSLA
246
+ 2022-12-20,137.8000030517578,148.47000122070312,137.66000366210938,146.0500030517578,159563300,TSLA
247
+ 2022-12-21,137.57000732421875,141.25999450683594,135.88999938964844,139.33999633789062,145417400,TSLA
248
+ 2022-12-22,125.3499984741211,136.6300048828125,122.26000213623047,136.0,210090300,TSLA
249
+ 2022-12-23,123.1500015258789,128.6199951171875,121.0199966430664,126.37000274658203,166989700,TSLA
250
+ 2022-12-27,109.0999984741211,119.66999816894531,108.76000213623047,117.5,208643400,TSLA
251
+ 2022-12-28,112.70999908447266,116.2699966430664,108.23999786376953,110.3499984741211,221070500,TSLA
252
+ 2022-12-29,121.81999969482422,123.56999969482422,117.5,120.38999938964844,221923300,TSLA
253
+ 2022-12-30,123.18000030517578,124.4800033569336,119.75,119.94999694824219,157777300,TSLA
254
+ 2023-01-03,108.0999984741211,118.80000305175781,104.63999938964844,118.47000122070312,231402800,TSLA
255
+ 2023-01-04,113.63999938964844,114.58999633789062,107.5199966430664,109.11000061035156,180389000,TSLA
256
+ 2023-01-05,110.33999633789062,111.75,107.16000366210938,110.51000213623047,157986300,TSLA
257
+ 2023-01-06,113.05999755859375,114.38999938964844,101.80999755859375,103.0,220911100,TSLA
258
+ 2023-01-09,119.7699966430664,123.5199966430664,117.11000061035156,118.95999908447266,190284000,TSLA
259
+ 2023-01-10,118.8499984741211,122.76000213623047,114.91999816894531,121.06999969482422,167642500,TSLA
260
+ 2023-01-11,123.22000122070312,125.94999694824219,120.51000213623047,122.08999633789062,183810800,TSLA
261
+ 2023-01-12,123.55999755859375,124.12999725341797,117.0,122.55999755859375,169400900,TSLA
262
+ 2023-01-13,122.4000015258789,122.62999725341797,115.5999984741211,116.55000305175781,180714100,TSLA
263
+ 2023-01-17,131.49000549316406,131.6999969482422,125.0199966430664,125.69999694824219,186477000,TSLA
264
+ 2023-01-18,128.77999877929688,136.67999267578125,127.01000213623047,136.55999755859375,195680300,TSLA
265
+ 2023-01-19,127.16999816894531,129.99000549316406,124.30999755859375,127.26000213623047,170291900,TSLA
266
+ 2023-01-20,133.4199981689453,133.50999450683594,127.3499984741211,128.67999267578125,138858100,TSLA
267
+ 2023-01-23,143.75,145.3800048828125,134.27000427246094,135.8699951171875,203119200,TSLA
268
+ 2023-01-24,143.88999938964844,146.5,141.10000610351562,143.0,158699100,TSLA
269
+ 2023-01-25,144.42999267578125,146.41000366210938,138.07000732421875,141.91000366210938,192734300,TSLA
270
+ 2023-01-26,160.27000427246094,161.4199981689453,154.75999450683594,159.97000122070312,234815100,TSLA
271
+ 2023-01-27,177.89999389648438,180.67999267578125,161.1699981689453,162.42999267578125,306590600,TSLA
272
+ 2023-01-30,166.66000366210938,179.77000427246094,166.5,178.0500030517578,230878800,TSLA
273
+ 2023-01-31,173.22000122070312,174.3000030517578,162.77999877929688,164.57000732421875,196813500,TSLA
274
+ 2023-02-01,181.41000366210938,183.80999755859375,169.92999267578125,173.88999938964844,213806300,TSLA
275
+ 2023-02-02,188.27000427246094,196.75,182.61000061035156,187.3300018310547,217448300,TSLA
276
+ 2023-02-03,189.97999572753906,199.0,183.69000244140625,183.9499969482422,232662000,TSLA
277
+ 2023-02-06,194.75999450683594,198.1699981689453,189.9199981689453,193.00999450683594,186188100,TSLA
278
+ 2023-02-07,196.80999755859375,197.5,189.5500030517578,196.42999267578125,186010300,TSLA
279
+ 2023-02-08,201.2899932861328,203.0,194.30999755859375,196.10000610351562,180673600,TSLA
280
+ 2023-02-09,207.32000732421875,214.0,204.77000427246094,207.77999877929688,215431400,TSLA
281
+ 2023-02-10,196.88999938964844,206.1999969482422,192.88999938964844,202.22999572753906,204754100,TSLA
282
+ 2023-02-13,194.63999938964844,196.3000030517578,187.61000061035156,194.4199981689453,172475500,TSLA
283
+ 2023-02-14,209.25,209.82000732421875,189.44000244140625,191.94000244140625,216455700,TSLA
284
+ 2023-02-15,214.24000549316406,214.66000366210938,206.11000061035156,211.75999450683594,181006400,TSLA
285
+ 2023-02-16,202.0399932861328,217.64999389648438,201.83999633789062,210.77999877929688,229586500,TSLA
286
+ 2023-02-17,208.30999755859375,208.44000244140625,197.5,199.99000549316406,213738500,TSLA
287
+ 2023-02-21,197.3699951171875,209.7100067138672,197.22000122070312,204.99000549316406,180018600,TSLA
288
+ 2023-02-22,200.86000061035156,201.99000549316406,191.77999877929688,197.92999267578125,191828500,TSLA
289
+ 2023-02-23,202.07000732421875,205.13999938964844,196.3300018310547,203.91000366210938,146360000,TSLA
290
+ 2023-02-24,196.8800048828125,197.6699981689453,192.8000030517578,196.3300018310547,142228100,TSLA
291
+ 2023-02-27,207.6300048828125,209.4199981689453,201.25999450683594,202.02999877929688,161028300,TSLA
292
+ 2023-02-28,205.7100067138672,211.22999572753906,203.75,210.58999633789062,153144900,TSLA
293
+ 2023-03-01,202.77000427246094,207.1999969482422,198.52000427246094,206.2100067138672,156852800,TSLA
294
+ 2023-03-02,190.89999389648438,193.75,186.00999450683594,186.74000549316406,181500700,TSLA
295
+ 2023-03-03,197.7899932861328,200.47999572753906,192.8800048828125,194.8000030517578,154193300,TSLA
296
+ 2023-03-06,193.80999755859375,198.60000610351562,192.3000030517578,198.5399932861328,128100100,TSLA
297
+ 2023-03-07,187.7100067138672,194.1999969482422,186.10000610351562,191.3800048828125,148125800,TSLA
298
+ 2023-03-08,182.0,186.5,180.0,185.0399932861328,151897800,TSLA
299
+ 2023-03-09,172.9199981689453,185.17999267578125,172.50999450683594,180.25,170023800,TSLA
300
+ 2023-03-10,173.44000244140625,178.2899932861328,168.44000244140625,175.1300048828125,191488900,TSLA
301
+ 2023-03-13,174.47999572753906,177.35000610351562,163.91000366210938,167.4600067138672,167790300,TSLA
302
+ 2023-03-14,183.25999450683594,183.8000030517578,177.13999938964844,177.30999755859375,143717900,TSLA
303
+ 2023-03-15,180.4499969482422,182.33999633789062,176.02999877929688,180.8000030517578,145995600,TSLA
304
+ 2023-03-16,184.1300048828125,185.80999755859375,178.83999633789062,180.3699951171875,121136800,TSLA
305
+ 2023-03-17,180.1300048828125,186.22000122070312,177.3300018310547,184.52000427246094,133197100,TSLA
306
+ 2023-03-20,183.25,186.44000244140625,176.35000610351562,178.0800018310547,129684400,TSLA
307
+ 2023-03-21,197.5800018310547,198.0,188.0399932861328,188.27999877929688,153391400,TSLA
308
+ 2023-03-22,191.14999389648438,200.66000366210938,190.9499969482422,199.3000030517578,150376400,TSLA
309
+ 2023-03-23,192.22000122070312,199.30999755859375,188.64999389648438,195.25999450683594,144193900,TSLA
310
+ 2023-03-24,190.41000366210938,192.36000061035156,187.14999389648438,191.64999389648438,116312400,TSLA
311
+ 2023-03-27,191.80999755859375,197.38999938964844,189.94000244140625,194.4199981689453,120851600,TSLA
312
+ 2023-03-28,189.19000244140625,192.35000610351562,185.42999267578125,192.0,98654600,TSLA
313
+ 2023-03-29,193.8800048828125,195.2899932861328,189.44000244140625,193.1300048828125,123660000,TSLA
314
+ 2023-03-30,195.27999877929688,197.3300018310547,194.4199981689453,195.5800018310547,110252200,TSLA
315
+ 2023-03-31,207.4600067138672,207.7899932861328,197.1999969482422,197.52999877929688,170222100,TSLA
316
+ 2023-04-03,194.77000427246094,202.69000244140625,192.1999969482422,199.91000366210938,169545900,TSLA
317
+ 2023-04-04,192.5800018310547,198.74000549316406,190.32000732421875,197.32000732421875,126463800,TSLA
318
+ 2023-04-05,185.52000427246094,190.67999267578125,183.75999450683594,190.52000427246094,133882500,TSLA
319
+ 2023-04-06,185.05999755859375,186.38999938964844,179.74000549316406,183.0800018310547,123857900,TSLA
320
+ 2023-04-10,184.50999450683594,185.10000610351562,176.11000061035156,179.94000244140625,142154600,TSLA
321
+ 2023-04-11,186.7899932861328,189.19000244140625,185.64999389648438,186.69000244140625,115770900,TSLA
322
+ 2023-04-12,180.5399932861328,191.5800018310547,180.30999755859375,190.74000549316406,150256300,TSLA
323
+ 2023-04-13,185.89999389648438,186.5,180.94000244140625,182.9600067138672,112933000,TSLA
324
+ 2023-04-14,185.0,186.27999877929688,182.00999450683594,183.9499969482422,96438700,TSLA
325
+ 2023-04-17,187.0399932861328,189.69000244140625,182.69000244140625,186.32000732421875,116662200,TSLA
326
+ 2023-04-18,184.30999755859375,187.69000244140625,183.5800018310547,187.14999389648438,92067000,TSLA
327
+ 2023-04-19,180.58999633789062,183.5,177.64999389648438,179.10000610351562,125732700,TSLA
328
+ 2023-04-20,162.99000549316406,169.6999969482422,160.55999755859375,166.1699981689453,210970800,TSLA
329
+ 2023-04-21,165.0800018310547,166.0,161.32000732421875,164.8000030517578,123539000,TSLA
330
+ 2023-04-24,162.5500030517578,165.64999389648438,158.61000061035156,164.64999389648438,140006600,TSLA
331
+ 2023-04-25,160.6699981689453,163.47000122070312,158.75,159.82000732421875,121999300,TSLA
332
+ 2023-04-26,153.75,160.6699981689453,153.13999938964844,160.2899932861328,153364100,TSLA
333
+ 2023-04-27,160.19000244140625,160.47999572753906,152.3699951171875,152.63999938964844,127015200,TSLA
334
+ 2023-04-28,164.30999755859375,165.0,157.32000732421875,160.89999389648438,122515800,TSLA
335
+ 2023-05-01,161.8300018310547,163.27999877929688,158.8300018310547,163.1699981689453,109015000,TSLA
336
+ 2023-05-02,160.30999755859375,165.49000549316406,158.92999267578125,161.8800048828125,128259700,TSLA
337
+ 2023-05-03,160.61000061035156,165.0,159.91000366210938,160.00999450683594,119728000,TSLA
338
+ 2023-05-04,161.1999969482422,162.9499969482422,159.64999389648438,162.7100067138672,95108500,TSLA
339
+ 2023-05-05,170.05999755859375,170.7899932861328,163.50999450683594,163.97000122070312,107440900,TSLA
340
+ 2023-05-08,171.7899932861328,173.8000030517578,169.19000244140625,173.72000122070312,112249400,TSLA
341
+ 2023-05-09,169.14999389648438,169.82000732421875,166.55999755859375,168.9499969482422,88965000,TSLA
342
+ 2023-05-10,168.5399932861328,174.42999267578125,166.67999267578125,172.5500030517578,119840700,TSLA
343
+ 2023-05-11,172.0800018310547,173.57000732421875,166.7899932861328,168.6999969482422,103889900,TSLA
344
+ 2023-05-12,167.97999572753906,177.3800048828125,167.22999572753906,176.07000732421875,157577100,TSLA
345
+ 2023-05-15,166.35000610351562,169.75999450683594,164.5500030517578,167.66000366210938,105592500,TSLA
346
+ 2023-05-16,166.52000427246094,169.52000427246094,164.35000610351562,165.64999389648438,98288800,TSLA
347
+ 2023-05-17,173.86000061035156,174.5,167.19000244140625,168.41000366210938,125473600,TSLA
348
+ 2023-05-18,176.88999938964844,177.05999755859375,172.4499969482422,174.22000122070312,109520300,TSLA
349
+ 2023-05-19,180.13999938964844,181.9499969482422,176.30999755859375,177.1699981689453,136024200,TSLA
350
+ 2023-05-22,188.8699951171875,189.32000732421875,180.11000061035156,180.6999969482422,132001400,TSLA
351
+ 2023-05-23,185.77000427246094,192.9600067138672,185.25999450683594,186.1999969482422,156952100,TSLA
352
+ 2023-05-24,182.89999389648438,184.22000122070312,178.22000122070312,182.22999572753906,137605100,TSLA
353
+ 2023-05-25,184.47000122070312,186.77999877929688,180.5800018310547,186.5399932861328,96870700,TSLA
354
+ 2023-05-26,193.1699981689453,198.60000610351562,184.52999877929688,184.6199951171875,162061500,TSLA
355
+ 2023-05-30,201.16000366210938,204.47999572753906,197.52999877929688,200.10000610351562,128818700,TSLA
356
+ 2023-05-31,203.92999267578125,203.9499969482422,195.1199951171875,199.77999877929688,150711700,TSLA
357
+ 2023-06-01,207.52000427246094,209.8000030517578,199.3699951171875,202.58999633789062,148029900,TSLA
358
+ 2023-06-02,213.97000122070312,217.25,209.75,210.14999389648438,164129000,TSLA
359
+ 2023-06-05,217.61000061035156,221.2899932861328,214.52000427246094,217.8000030517578,151143100,TSLA
360
+ 2023-06-06,221.30999755859375,221.91000366210938,212.52999877929688,216.13999938964844,146911600,TSLA
361
+ 2023-06-07,224.57000732421875,230.8300018310547,223.1999969482422,228.0,185710800,TSLA
362
+ 2023-06-08,234.86000061035156,235.22999572753906,223.00999450683594,224.22000122070312,164489700,TSLA
363
+ 2023-06-09,244.39999389648438,252.4199981689453,242.02000427246094,249.07000732421875,199882300,TSLA
364
+ 2023-06-12,249.8300018310547,250.97000122070312,244.58999633789062,247.94000244140625,150337900,TSLA
365
+ 2023-06-13,258.7099914550781,259.67999267578125,251.33999633789062,253.50999450683594,162384300,TSLA
366
+ 2023-06-14,256.7900085449219,261.57000732421875,250.5,260.1700134277344,170575500,TSLA
367
+ 2023-06-15,255.89999389648438,258.95001220703125,247.2899932861328,248.39999389648438,160171200,TSLA
368
+ 2023-06-16,260.5400085449219,263.6000061035156,257.2099914550781,258.9200134277344,167563700,TSLA
369
+ 2023-06-20,274.45001220703125,274.75,261.1199951171875,261.5,165611200,TSLA
370
+ 2023-06-21,259.4599914550781,276.989990234375,257.7799987792969,275.1300048828125,211797100,TSLA
371
+ 2023-06-22,264.6099853515625,265.0,248.25,250.77000427246094,166875900,TSLA
372
+ 2023-06-23,256.6000061035156,262.45001220703125,252.8000030517578,259.2900085449219,176584100,TSLA
373
+ 2023-06-26,241.0500030517578,258.3699951171875,240.6999969482422,250.07000732421875,179990600,TSLA
374
+ 2023-06-27,250.2100067138672,250.38999938964844,240.85000610351562,243.24000549316406,164968200,TSLA
375
+ 2023-06-28,256.239990234375,259.8800048828125,248.88999938964844,249.6999969482422,159770800,TSLA
376
+ 2023-06-29,257.5,260.739990234375,253.61000061035156,258.0299987792969,131283400,TSLA
377
+ 2023-06-30,261.7699890136719,264.45001220703125,259.8900146484375,260.6000061035156,112267600,TSLA
378
+ 2023-07-03,279.82000732421875,284.25,275.1099853515625,276.489990234375,119685900,TSLA
379
+ 2023-07-05,282.4800109863281,283.8500061035156,277.6000061035156,278.82000732421875,131530900,TSLA
380
+ 2023-07-06,276.5400085449219,279.9700012207031,272.8800048828125,278.0899963378906,120332100,TSLA
381
+ 2023-07-07,274.42999267578125,280.7799987792969,273.7699890136719,278.42999267578125,113602000,TSLA
382
+ 2023-07-10,269.6099853515625,277.5199890136719,265.1000061035156,276.4700012207031,119425400,TSLA
383
+ 2023-07-11,269.7900085449219,270.8999938964844,266.3699951171875,268.6499938964844,91972400,TSLA
384
+ 2023-07-12,271.989990234375,276.5199890136719,271.4599914550781,276.3299865722656,95672100,TSLA
385
+ 2023-07-13,277.8999938964844,279.45001220703125,270.6000061035156,274.5899963378906,112681500,TSLA
386
+ 2023-07-14,281.3800048828125,285.29998779296875,276.30999755859375,277.010009765625,119771100,TSLA
387
+ 2023-07-17,290.3800048828125,292.2300109863281,283.57000732421875,286.6300048828125,131569600,TSLA
388
+ 2023-07-18,293.3399963378906,295.260009765625,286.010009765625,290.1499938964844,112434700,TSLA
389
+ 2023-07-19,291.260009765625,299.2900085449219,289.5199890136719,296.0400085449219,142355400,TSLA
390
+ 2023-07-20,262.8999938964844,280.92999267578125,261.20001220703125,279.55999755859375,175158300,TSLA
391
+ 2023-07-21,260.0199890136719,268.0,255.8000030517578,268.0,161050100,TSLA
392
+ 2023-07-24,269.05999755859375,269.8500061035156,254.1199951171875,255.85000610351562,136508500,TSLA
393
+ 2023-07-25,265.2799987792969,272.8999938964844,265.0,272.3800048828125,112757300,TSLA
394
+ 2023-07-26,264.3500061035156,268.0400085449219,261.75,263.25,95856200,TSLA
395
+ 2023-07-27,255.7100067138672,269.1300048828125,255.3000030517578,268.30999755859375,103697300,TSLA
396
+ 2023-07-28,266.44000244140625,267.25,258.2300109863281,259.8599853515625,111446000,TSLA
397
+ 2023-07-31,267.42999267578125,269.0799865722656,263.7799987792969,267.4800109863281,84582200,TSLA
398
+ 2023-08-01,261.07000732421875,266.4700012207031,260.25,266.260009765625,83166000,TSLA
399
+ 2023-08-02,254.11000061035156,259.5199890136719,250.49000549316406,255.57000732421875,101752900,TSLA
400
+ 2023-08-03,259.32000732421875,260.489990234375,252.0,252.0399932861328,97569100,TSLA
401
+ 2023-08-04,253.86000061035156,264.7699890136719,253.11000061035156,260.9700012207031,99242600,TSLA
402
+ 2023-08-07,251.4499969482422,253.64999389648438,242.75999450683594,251.4499969482422,111097900,TSLA
403
+ 2023-08-08,249.6999969482422,250.9199981689453,245.00999450683594,247.4499969482422,96642200,TSLA
404
+ 2023-08-09,242.19000244140625,251.10000610351562,241.89999389648438,250.8699951171875,101596300,TSLA
405
+ 2023-08-10,245.33999633789062,251.8000030517578,243.0,245.39999389648438,109498600,TSLA
406
+ 2023-08-11,242.64999389648438,243.7899932861328,238.02000427246094,241.77000427246094,98866600,TSLA
407
+ 2023-08-14,239.75999450683594,240.66000366210938,233.75,235.6999969482422,98595300,TSLA
408
+ 2023-08-15,232.9600067138672,240.5,232.61000061035156,238.72999572753906,88197600,TSLA
409
+ 2023-08-16,225.60000610351562,233.97000122070312,225.3800048828125,228.02000427246094,112484500,TSLA
410
+ 2023-08-17,219.22000122070312,226.74000549316406,218.8300018310547,226.05999755859375,120718400,TSLA
411
+ 2023-08-18,215.49000549316406,217.5800018310547,212.36000061035156,214.1199951171875,135813700,TSLA
412
+ 2023-08-21,231.27999877929688,232.1300048828125,220.5800018310547,221.5500030517578,135702700,TSLA
413
+ 2023-08-22,233.19000244140625,240.82000732421875,229.5500030517578,240.25,130597900,TSLA
414
+ 2023-08-23,236.86000061035156,238.97999572753906,229.2899932861328,229.33999633789062,101077600,TSLA
415
+ 2023-08-24,230.0399932861328,238.9199981689453,228.17999267578125,238.66000366210938,99777400,TSLA
416
+ 2023-08-25,238.58999633789062,239.0,230.35000610351562,231.30999755859375,106612200,TSLA
417
+ 2023-08-28,238.82000732421875,244.3800048828125,235.35000610351562,242.5800018310547,107673700,TSLA
418
+ 2023-08-29,257.17999267578125,257.4800109863281,237.77000427246094,238.5800018310547,134047600,TSLA
419
+ 2023-08-30,256.8999938964844,260.510009765625,250.58999633789062,254.1999969482422,121988400,TSLA
420
+ 2023-08-31,258.0799865722656,261.17999267578125,255.0500030517578,255.97999572753906,108861700,TSLA
421
+ 2023-09-01,245.00999450683594,259.0799865722656,242.00999450683594,257.260009765625,132272500,TSLA
422
+ 2023-09-05,256.489990234375,258.0,244.86000061035156,245.0,129469600,TSLA
423
+ 2023-09-06,251.9199981689453,255.38999938964844,245.05999755859375,255.13999938964844,116959800,TSLA
424
+ 2023-09-07,251.49000549316406,252.80999755859375,243.27000427246094,245.07000732421875,115312900,TSLA
425
+ 2023-09-08,248.5,256.5199890136719,246.6699981689453,251.22000122070312,118367700,TSLA
426
+ 2023-09-11,273.5799865722656,274.8500061035156,260.6099853515625,264.2699890136719,174667900,TSLA
427
+ 2023-09-12,267.4800109863281,278.3900146484375,266.6000061035156,270.760009765625,135999900,TSLA
428
+ 2023-09-13,271.29998779296875,274.9800109863281,268.1000061035156,270.07000732421875,111673700,TSLA
429
+ 2023-09-14,276.0400085449219,276.7099914550781,270.4200134277344,271.32000732421875,107709800,TSLA
430
+ 2023-09-15,274.3900146484375,278.9800109863281,271.0,277.54998779296875,133422800,TSLA
431
+ 2023-09-18,265.2799987792969,271.44000244140625,263.760009765625,271.1600036621094,101543300,TSLA
432
+ 2023-09-19,266.5,267.8500061035156,261.20001220703125,264.3500061035156,103704000,TSLA
433
+ 2023-09-20,262.5899963378906,273.92999267578125,262.4599914550781,267.0400085449219,122514600,TSLA
434
+ 2023-09-21,255.6999969482422,260.8599853515625,254.2100067138672,257.8500061035156,119531000,TSLA
435
+ 2023-09-22,244.8800048828125,257.7900085449219,244.47999572753906,257.3999938964844,127524100,TSLA
436
+ 2023-09-25,246.99000549316406,247.10000610351562,238.30999755859375,243.3800048828125,104636600,TSLA
437
+ 2023-09-26,244.1199951171875,249.5500030517578,241.66000366210938,242.97999572753906,101993600,TSLA
438
+ 2023-09-27,240.5,245.3300018310547,234.5800018310547,244.25999450683594,136597200,TSLA
439
+ 2023-09-28,246.3800048828125,247.5500030517578,238.64999389648438,240.02000427246094,117058900,TSLA
440
+ 2023-09-29,250.22000122070312,254.77000427246094,246.35000610351562,250.0,128346200,TSLA
441
+ 2023-10-02,251.60000610351562,254.27999877929688,242.6199951171875,244.80999755859375,123810400,TSLA
442
+ 2023-10-03,246.52999877929688,250.02000427246094,244.4499969482422,248.61000061035156,101985300,TSLA
443
+ 2023-10-04,261.1600036621094,261.8599853515625,247.60000610351562,248.13999938964844,129721600,TSLA
444
+ 2023-10-05,260.04998779296875,263.6000061035156,256.25,260.0,119159200,TSLA
445
+ 2023-10-06,260.5299987792969,261.6499938964844,250.64999389648438,253.97999572753906,117947000,TSLA
446
+ 2023-10-09,259.6700134277344,261.3599853515625,252.0500030517578,255.30999755859375,101377900,TSLA
447
+ 2023-10-10,263.6199951171875,268.94000244140625,257.6499938964844,257.75,122656000,TSLA
448
+ 2023-10-11,262.989990234375,268.6000061035156,260.8999938964844,266.20001220703125,103706300,TSLA
449
+ 2023-10-12,258.8699951171875,265.4100036621094,256.6300048828125,262.9200134277344,111508100,TSLA
450
+ 2023-10-13,251.1199951171875,259.6000061035156,250.22000122070312,258.8999938964844,102073800,TSLA
451
+ 2023-10-16,253.9199981689453,255.39999389648438,248.47999572753906,250.0500030517578,88917200,TSLA
452
+ 2023-10-17,254.85000610351562,257.17999267578125,247.0800018310547,250.10000610351562,93562900,TSLA
453
+ 2023-10-18,242.67999267578125,254.6300048828125,242.0800018310547,252.6999969482422,125147800,TSLA
454
+ 2023-10-19,220.11000061035156,230.61000061035156,216.77999877929688,225.9499969482422,170772700,TSLA
455
+ 2023-10-20,211.99000549316406,218.86000061035156,210.4199981689453,217.00999450683594,137734000,TSLA
456
+ 2023-10-23,212.0800018310547,216.97999572753906,202.50999450683594,210.0,150683400,TSLA
457
+ 2023-10-24,216.52000427246094,222.0500030517578,214.11000061035156,216.5,118231100,TSLA
458
+ 2023-10-25,212.4199981689453,220.10000610351562,212.1999969482422,215.8800048828125,107065100,TSLA
459
+ 2023-10-26,205.75999450683594,214.8000030517578,204.8800048828125,211.32000732421875,115112600,TSLA
460
+ 2023-10-27,207.3000030517578,212.41000366210938,205.77000427246094,210.60000610351562,94881200,TSLA
461
+ 2023-10-30,197.36000061035156,210.8800048828125,194.6699981689453,209.27999877929688,136448200,TSLA
462
+ 2023-10-31,200.83999633789062,202.8000030517578,194.07000732421875,196.1199951171875,118068300,TSLA
463
+ 2023-11-01,205.66000366210938,205.99000549316406,197.85000610351562,204.0399932861328,121661700,TSLA
464
+ 2023-11-02,218.50999450683594,219.1999969482422,211.4499969482422,212.97000122070312,125987600,TSLA
465
+ 2023-11-03,219.9600067138672,226.3699951171875,218.39999389648438,221.14999389648438,119281000,TSLA
466
+ 2023-11-06,219.27000427246094,226.32000732421875,215.0,223.97999572753906,117335800,TSLA
467
+ 2023-11-07,222.17999267578125,223.1199951171875,215.72000122070312,219.97999572753906,116900100,TSLA
468
+ 2023-11-08,222.11000061035156,224.14999389648438,217.63999938964844,223.14999389648438,106584800,TSLA
469
+ 2023-11-09,209.97999572753906,220.8000030517578,206.67999267578125,219.75,142110500,TSLA
470
+ 2023-11-10,214.64999389648438,215.3800048828125,205.69000244140625,210.02999877929688,130994000,TSLA
471
+ 2023-11-13,223.7100067138672,225.39999389648438,211.61000061035156,215.60000610351562,140447600,TSLA
472
+ 2023-11-14,237.41000366210938,238.13999938964844,230.72000122070312,235.02999877929688,149771600,TSLA
473
+ 2023-11-15,242.83999633789062,246.6999969482422,236.4499969482422,239.2899932861328,150354000,TSLA
474
+ 2023-11-16,233.58999633789062,240.8800048828125,230.9600067138672,239.49000549316406,136816800,TSLA
475
+ 2023-11-17,234.3000030517578,237.38999938964844,226.5399932861328,232.0,142532800,TSLA
476
+ 2023-11-20,235.60000610351562,237.10000610351562,231.02000427246094,234.0399932861328,116320100,TSLA
477
+ 2023-11-21,241.1999969482422,243.6199951171875,233.33999633789062,235.0399932861328,122288000,TSLA
478
+ 2023-11-22,234.2100067138672,244.00999450683594,231.39999389648438,242.0399932861328,117950600,TSLA
479
+ 2023-11-24,235.4499969482422,238.75,232.3300018310547,233.75,65125200,TSLA
480
+ 2023-11-27,236.0800018310547,238.3300018310547,232.10000610351562,236.88999938964844,112031800,TSLA
481
+ 2023-11-28,246.72000122070312,247.0,234.00999450683594,236.67999267578125,148549900,TSLA
482
+ 2023-11-29,244.13999938964844,252.75,242.75999450683594,249.2100067138672,135401300,TSLA
483
+ 2023-11-30,240.0800018310547,245.22000122070312,236.91000366210938,245.13999938964844,132353200,TSLA
484
+ 2023-12-01,238.8300018310547,240.19000244140625,231.89999389648438,233.13999938964844,121173500,TSLA
485
+ 2023-12-04,235.5800018310547,239.3699951171875,233.2899932861328,235.75,104099800,TSLA
486
+ 2023-12-05,238.72000122070312,246.66000366210938,233.6999969482422,233.8699951171875,137971100,TSLA
487
+ 2023-12-06,239.3699951171875,246.57000732421875,239.1699981689453,242.9199981689453,126436200,TSLA
488
+ 2023-12-07,242.63999938964844,244.0800018310547,236.97999572753906,241.5500030517578,107142300,TSLA
489
+ 2023-12-08,243.83999633789062,245.27000427246094,239.27000427246094,240.27000427246094,102980100,TSLA
490
+ 2023-12-11,239.74000549316406,243.44000244140625,237.4499969482422,242.74000549316406,97913900,TSLA
491
+ 2023-12-12,237.00999450683594,238.99000549316406,233.8699951171875,238.5500030517578,95328300,TSLA
492
+ 2023-12-13,239.2899932861328,240.3000030517578,228.1999969482422,234.19000244140625,146286300,TSLA
493
+ 2023-12-14,251.0500030517578,253.8800048828125,240.7899932861328,241.22000122070312,160829200,TSLA
494
+ 2023-12-15,253.5,254.1300048828125,248.3000030517578,251.2100067138672,135720800,TSLA
495
+ 2023-12-18,252.0800018310547,258.739990234375,251.36000061035156,253.77999877929688,116416500,TSLA
496
+ 2023-12-19,257.2200012207031,258.3399963378906,253.00999450683594,253.47999572753906,106737400,TSLA
497
+ 2023-12-20,247.13999938964844,259.8399963378906,247.0,256.4100036621094,125097000,TSLA
498
+ 2023-12-21,254.5,254.8000030517578,248.5500030517578,251.89999389648438,109594200,TSLA
499
+ 2023-12-22,252.5399932861328,258.2200012207031,251.3699951171875,256.760009765625,93249800,TSLA
500
+ 2023-12-26,256.6099853515625,257.9700012207031,252.91000366210938,254.49000549316406,86892400,TSLA
501
+ 2023-12-27,261.44000244140625,263.3399963378906,257.5199890136719,258.3500061035156,106494400,TSLA
502
+ 2023-12-28,253.17999267578125,265.1300048828125,252.7100067138672,263.6600036621094,113619900,TSLA
503
+ 2023-12-29,248.47999572753906,255.19000244140625,247.42999267578125,255.10000610351562,100615300,TSLA
504
+ 2024-01-02,248.4199981689453,251.25,244.41000366210938,250.0800018310547,104654200,TSLA
505
+ 2024-01-03,238.4499969482422,245.67999267578125,236.32000732421875,244.97999572753906,121082600,TSLA
506
+ 2024-01-04,237.92999267578125,242.6999969482422,237.72999572753906,239.25,102629300,TSLA
507
+ 2024-01-05,237.49000549316406,240.1199951171875,234.89999389648438,236.86000061035156,92379400,TSLA
508
+ 2024-01-08,240.4499969482422,241.25,235.3000030517578,236.13999938964844,85166600,TSLA
509
+ 2024-01-09,234.9600067138672,238.9600067138672,232.0399932861328,238.11000061035156,96705700,TSLA
510
+ 2024-01-10,233.94000244140625,235.5,231.2899932861328,235.10000610351562,91628500,TSLA
511
+ 2024-01-11,227.22000122070312,230.92999267578125,225.3699951171875,230.57000732421875,105873600,TSLA
512
+ 2024-01-12,218.88999938964844,225.33999633789062,217.14999389648438,220.0800018310547,122889000,TSLA
513
+ 2024-01-16,219.91000366210938,223.49000549316406,212.17999267578125,215.10000610351562,115355000,TSLA
514
+ 2024-01-17,215.5500030517578,215.6699981689453,212.00999450683594,214.86000061035156,103164400,TSLA
515
+ 2024-01-18,211.8800048828125,217.4499969482422,208.74000549316406,216.8800048828125,108595400,TSLA
516
+ 2024-01-19,212.19000244140625,213.19000244140625,207.55999755859375,209.99000549316406,102095800,TSLA
517
+ 2024-01-22,208.8000030517578,217.8000030517578,206.27000427246094,212.25999450683594,117952500,TSLA
518
+ 2024-01-23,209.13999938964844,215.64999389648438,207.75,211.3000030517578,106605900,TSLA
519
+ 2024-01-24,207.8300018310547,212.72999572753906,206.77000427246094,211.8800048828125,123369900,TSLA
520
+ 2024-01-25,182.6300048828125,193.0,180.05999755859375,189.6999969482422,198076800,TSLA
521
+ 2024-01-26,183.25,186.77999877929688,182.10000610351562,185.5,107343200,TSLA
522
+ 2024-01-29,190.92999267578125,191.47999572753906,183.6699981689453,185.6300048828125,125013100,TSLA
523
+ 2024-01-30,191.58999633789062,196.36000061035156,190.61000061035156,195.3300018310547,109982300,TSLA
524
+ 2024-01-31,187.2899932861328,193.97000122070312,185.85000610351562,187.0,103221400,TSLA
525
+ 2024-02-01,188.86000061035156,189.8800048828125,184.27999877929688,188.5,91843300,TSLA
526
+ 2024-02-02,187.91000366210938,188.69000244140625,182.0,185.0399932861328,110505100,TSLA
527
+ 2024-02-05,181.05999755859375,184.67999267578125,175.00999450683594,184.25999450683594,134294400,TSLA
528
+ 2024-02-06,185.10000610351562,186.49000549316406,177.11000061035156,177.2100067138672,122676000,TSLA
529
+ 2024-02-07,187.5800018310547,189.7899932861328,182.67999267578125,188.17999267578125,111535200,TSLA
530
+ 2024-02-08,189.55999755859375,191.6199951171875,185.5800018310547,189.0,83034000,TSLA
531
+ 2024-02-09,193.57000732421875,194.1199951171875,189.47999572753906,190.17999267578125,84476300,TSLA
532
+ 2024-02-12,188.1300048828125,194.72999572753906,187.27999877929688,192.11000061035156,95498600,TSLA
533
+ 2024-02-13,184.02000427246094,187.25999450683594,182.11000061035156,183.99000549316406,86759500,TSLA
534
+ 2024-02-14,188.7100067138672,188.88999938964844,183.35000610351562,185.3000030517578,81203000,TSLA
535
+ 2024-02-15,200.4499969482422,200.8800048828125,188.86000061035156,189.16000366210938,120831800,TSLA
536
+ 2024-02-16,199.9499969482422,203.1699981689453,197.39999389648438,202.05999755859375,111173600,TSLA
537
+ 2024-02-20,193.75999450683594,198.60000610351562,189.1300048828125,196.1300048828125,104545800,TSLA
538
+ 2024-02-21,194.77000427246094,199.44000244140625,191.9499969482422,193.36000061035156,103844000,TSLA
539
+ 2024-02-22,197.41000366210938,198.32000732421875,191.36000061035156,194.0,92739500,TSLA
540
+ 2024-02-23,191.97000122070312,197.57000732421875,191.5,195.30999755859375,78841900,TSLA
541
+ 2024-02-26,199.39999389648438,201.77999877929688,192.0,192.2899932861328,111747100,TSLA
542
+ 2024-02-27,199.72999572753906,205.60000610351562,198.25999450683594,204.0399932861328,108645400,TSLA
543
+ 2024-02-28,202.0399932861328,205.3000030517578,198.44000244140625,200.4199981689453,99806200,TSLA
544
+ 2024-02-29,201.8800048828125,205.27999877929688,198.4499969482422,204.17999267578125,85907000,TSLA
545
+ 2024-03-01,202.63999938964844,204.52000427246094,198.5,200.52000427246094,82099200,TSLA
546
+ 2024-03-04,188.13999938964844,199.75,186.72000122070312,198.72999572753906,134334900,TSLA
547
+ 2024-03-05,180.74000549316406,184.58999633789062,177.57000732421875,183.0500030517578,119660800,TSLA
548
+ 2024-03-06,176.5399932861328,181.5800018310547,173.6999969482422,179.99000549316406,107920900,TSLA
549
+ 2024-03-07,178.64999389648438,180.0399932861328,173.6999969482422,174.35000610351562,102129000,TSLA
550
+ 2024-03-08,175.33999633789062,182.72999572753906,174.6999969482422,181.5,85315300,TSLA
551
+ 2024-03-11,177.77000427246094,182.8699951171875,174.8000030517578,175.4499969482422,85391500,TSLA
552
+ 2024-03-12,177.5399932861328,179.42999267578125,172.41000366210938,177.77000427246094,87391700,TSLA
553
+ 2024-03-13,169.47999572753906,176.0500030517578,169.14999389648438,173.0500030517578,106524500,TSLA
554
+ 2024-03-14,162.5,171.1699981689453,160.50999450683594,167.77000427246094,126325700,TSLA
555
+ 2024-03-15,163.57000732421875,165.17999267578125,160.75999450683594,163.16000366210938,96971900,TSLA
556
+ 2024-03-18,173.8000030517578,174.72000122070312,165.89999389648438,170.02000427246094,108214400,TSLA
557
+ 2024-03-19,171.32000732421875,172.82000732421875,167.4199981689453,172.36000061035156,77271400,TSLA
558
+ 2024-03-20,175.66000366210938,176.25,170.82000732421875,173.0,83846700,TSLA
559
+ 2024-03-21,172.82000732421875,178.17999267578125,171.8000030517578,176.38999938964844,73178000,TSLA
560
+ 2024-03-22,170.8300018310547,171.1999969482422,166.3000030517578,166.69000244140625,75454700,TSLA
561
+ 2024-03-25,172.6300048828125,175.24000549316406,168.72999572753906,168.75999450683594,74228600,TSLA
562
+ 2024-03-26,177.6699981689453,184.25,177.3800048828125,178.5800018310547,113186200,TSLA
563
+ 2024-03-27,179.8300018310547,181.91000366210938,176.0,181.41000366210938,81804000,TSLA
564
+ 2024-03-28,175.7899932861328,179.57000732421875,175.3000030517578,177.4499969482422,77654800,TSLA
565
+ 2024-04-01,175.22000122070312,176.75,170.2100067138672,176.1699981689453,81562100,TSLA
566
+ 2024-04-02,166.6300048828125,167.69000244140625,163.42999267578125,164.75,116650600,TSLA
567
+ 2024-04-03,168.3800048828125,168.82000732421875,163.27999877929688,164.02000427246094,82950100,TSLA
568
+ 2024-04-04,171.11000061035156,177.19000244140625,168.00999450683594,170.07000732421875,123162000,TSLA
569
+ 2024-04-05,164.89999389648438,170.86000061035156,160.50999450683594,169.0800018310547,141250700,TSLA
570
+ 2024-04-08,172.97999572753906,174.5,167.7899932861328,169.33999633789062,104423300,TSLA
571
+ 2024-04-09,176.8800048828125,179.22000122070312,171.9199981689453,172.91000366210938,103232700,TSLA
572
+ 2024-04-10,171.75999450683594,174.92999267578125,170.00999450683594,173.0399932861328,84532400,TSLA
573
+ 2024-04-11,174.60000610351562,175.8800048828125,168.50999450683594,172.5500030517578,94516000,TSLA
574
+ 2024-04-12,171.0500030517578,173.80999755859375,170.36000061035156,172.33999633789062,64506600,TSLA
575
+ 2024-04-15,161.47999572753906,170.69000244140625,161.3800048828125,170.24000549316406,100245300,TSLA
576
+ 2024-04-16,157.11000061035156,158.19000244140625,153.75,156.74000549316406,97000000,TSLA
577
+ 2024-04-17,155.4499969482422,158.3300018310547,153.77999877929688,157.63999938964844,82439700,TSLA
578
+ 2024-04-18,149.92999267578125,152.1999969482422,148.6999969482422,151.25,96098800,TSLA
579
+ 2024-04-19,147.0500030517578,150.94000244140625,146.22000122070312,148.97000122070312,86005100,TSLA
580
+ 2024-04-22,142.0500030517578,144.44000244140625,138.8000030517578,140.55999755859375,107097600,TSLA
581
+ 2024-04-23,144.67999267578125,147.25999450683594,141.11000061035156,143.3300018310547,124545100,TSLA
582
+ 2024-04-24,162.1300048828125,167.97000122070312,157.50999450683594,162.83999633789062,181178000,TSLA
583
+ 2024-04-25,170.17999267578125,170.8800048828125,158.36000061035156,158.9600067138672,126427500,TSLA
584
+ 2024-04-26,168.2899932861328,172.1199951171875,166.3699951171875,168.85000610351562,109815700,TSLA
585
+ 2024-04-29,194.0500030517578,198.8699951171875,184.5399932861328,188.4199981689453,243869700,TSLA
586
+ 2024-04-30,183.27999877929688,190.9499969482422,182.83999633789062,186.97999572753906,127031800,TSLA
587
+ 2024-05-01,179.99000549316406,185.86000061035156,179.00999450683594,182.0,92829700,TSLA
588
+ 2024-05-02,180.00999450683594,184.60000610351562,176.02000427246094,182.86000061035156,89148000,TSLA
589
+ 2024-05-03,181.19000244140625,184.77999877929688,178.4199981689453,182.10000610351562,75491500,TSLA
590
+ 2024-05-06,184.75999450683594,187.55999755859375,182.1999969482422,183.8000030517578,84390300,TSLA
591
+ 2024-05-07,177.80999755859375,183.25999450683594,177.39999389648438,182.39999389648438,75045900,TSLA
592
+ 2024-05-08,174.72000122070312,176.05999755859375,170.14999389648438,171.58999633789062,79969500,TSLA
593
+ 2024-05-09,171.97000122070312,175.6199951171875,171.3699951171875,175.00999450683594,65950300,TSLA
594
+ 2024-05-10,168.47000122070312,173.05999755859375,167.75,173.0500030517578,72627200,TSLA
595
+ 2024-05-13,171.88999938964844,175.39999389648438,169.0,170.0,67018900,TSLA
596
+ 2024-05-14,177.5500030517578,179.49000549316406,174.07000732421875,174.5,86407400,TSLA
597
+ 2024-05-15,173.99000549316406,180.0,173.11000061035156,179.89999389648438,79663000,TSLA
598
+ 2024-05-16,174.83999633789062,175.7899932861328,171.42999267578125,174.10000610351562,59812200,TSLA
599
+ 2024-05-17,177.4600067138672,179.6300048828125,172.75,173.5500030517578,77445800,TSLA
600
+ 2024-05-20,174.9499969482422,177.75,173.52000427246094,177.55999755859375,61727400,TSLA
601
+ 2024-05-21,186.60000610351562,186.8800048828125,174.7100067138672,175.50999450683594,115266500,TSLA
602
+ 2024-05-22,180.11000061035156,183.8000030517578,178.1199951171875,182.85000610351562,88313500,TSLA
603
+ 2024-05-23,173.74000549316406,181.89999389648438,173.25999450683594,181.8000030517578,71975500,TSLA
604
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605
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606
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607
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608
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609
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610
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611
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612
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613
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614
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615
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616
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617
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618
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619
+ 2024-06-17,187.44000244140625,188.80999755859375,177.0,177.9199981689453,109786100,TSLA
620
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621
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622
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623
+ 2024-06-24,182.5800018310547,188.8000030517578,182.5500030517578,184.97000122070312,61992100,TSLA
624
+ 2024-06-25,187.35000610351562,187.97000122070312,182.00999450683594,184.39999389648438,63678300,TSLA
625
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626
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627
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628
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629
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630
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631
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632
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633
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634
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635
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636
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637
+ 2024-07-15,252.63999938964844,265.6000061035156,251.72999572753906,255.97000122070312,146912900,TSLA
638
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639
+ 2024-07-17,248.5,258.4700012207031,246.17999267578125,252.72999572753906,115584800,TSLA
640
+ 2024-07-18,249.22999572753906,257.1400146484375,247.1999969482422,251.08999633789062,110869000,TSLA
641
+ 2024-07-19,239.1999969482422,249.44000244140625,236.8300018310547,247.7899932861328,87403900,TSLA
642
+ 2024-07-22,251.50999450683594,253.2100067138672,243.75,244.2100067138672,101225400,TSLA
643
+ 2024-07-23,246.3800048828125,255.75999450683594,245.6300048828125,253.60000610351562,111928200,TSLA
644
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645
+ 2024-07-25,220.25,226.0,216.22999572753906,216.8000030517578,100636500,TSLA
646
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647
+ 2024-07-29,232.10000610351562,234.27000427246094,224.6999969482422,224.89999389648438,129201800,TSLA
648
+ 2024-07-30,222.6199951171875,232.41000366210938,220.0,232.25,100560300,TSLA
649
+ 2024-07-31,232.07000732421875,234.67999267578125,226.7899932861328,227.89999389648438,67497000,TSLA
650
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651
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652
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653
+ 2024-08-06,200.63999938964844,202.89999389648438,192.6699981689453,200.75,73783900,TSLA
654
+ 2024-08-07,191.75999450683594,203.49000549316406,191.47999572753906,200.77000427246094,71159800,TSLA
655
+ 2024-08-08,198.83999633789062,200.6999969482422,192.0399932861328,195.6999969482422,65033900,TSLA
656
+ 2024-08-09,200.0,200.8800048828125,195.11000061035156,197.0500030517578,58648300,TSLA
657
+ 2024-08-12,197.49000549316406,199.25999450683594,194.6699981689453,199.02000427246094,64044900,TSLA
658
+ 2024-08-13,207.8300018310547,208.49000549316406,197.05999755859375,198.47000122070312,76247400,TSLA
659
+ 2024-08-14,201.3800048828125,208.44000244140625,198.75,207.38999938964844,70250000,TSLA
660
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661
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662
+ 2024-08-19,222.72000122070312,222.97999572753906,214.08999633789062,217.07000732421875,76435200,TSLA
663
+ 2024-08-20,221.10000610351562,228.22000122070312,219.55999755859375,224.8800048828125,74001200,TSLA
664
+ 2024-08-21,223.27000427246094,224.66000366210938,218.86000061035156,222.6699981689453,70146000,TSLA
665
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666
+ 2024-08-23,220.32000732421875,221.47999572753906,214.2100067138672,214.4600067138672,81525200,TSLA
667
+ 2024-08-26,213.2100067138672,219.08999633789062,211.00999450683594,218.75,59301200,TSLA
668
+ 2024-08-27,209.2100067138672,215.66000366210938,206.94000244140625,213.25,62821400,TSLA
669
+ 2024-08-28,205.75,211.83999633789062,202.58999633789062,209.72000122070312,64116400,TSLA
670
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671
+ 2024-08-30,214.11000061035156,214.57000732421875,207.02999877929688,208.6300048828125,63370600,TSLA
672
+ 2024-09-03,210.60000610351562,219.89999389648438,209.63999938964844,215.25999450683594,76714200,TSLA
673
+ 2024-09-04,219.41000366210938,222.22000122070312,210.57000732421875,210.58999633789062,80651800,TSLA
674
+ 2024-09-05,230.1699981689453,235.0,222.25,223.49000549316406,119355000,TSLA
675
+ 2024-09-06,210.72999572753906,233.60000610351562,210.50999450683594,232.60000610351562,112177000,TSLA
676
+ 2024-09-09,216.27000427246094,219.8699951171875,213.6699981689453,216.1999969482422,67443500,TSLA
677
+ 2024-09-10,226.1699981689453,226.39999389648438,218.63999938964844,220.07000732421875,78891100,TSLA
678
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679
+ 2024-09-12,229.80999755859375,231.4499969482422,223.8300018310547,224.66000366210938,72020000,TSLA
680
+ 2024-09-13,230.2899932861328,232.6699981689453,226.32000732421875,228.0,59515100,TSLA
681
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682
+ 2024-09-17,227.8699951171875,234.57000732421875,226.5500030517578,229.4499969482422,66761600,TSLA
683
+ 2024-09-18,227.1999969482422,235.67999267578125,226.8800048828125,230.08999633789062,78010200,TSLA
684
+ 2024-09-19,243.9199981689453,244.24000549316406,232.1300048828125,234.0,102694600,TSLA
685
+ 2024-09-20,238.25,243.99000549316406,235.9199981689453,241.52000427246094,99879100,TSLA
686
+ 2024-09-23,250.0,250.0,241.9199981689453,242.61000061035156,86927200,TSLA
687
+ 2024-09-24,254.27000427246094,257.19000244140625,249.0500030517578,254.0800018310547,88491000,TSLA
688
+ 2024-09-25,257.0199890136719,257.04998779296875,252.27999877929688,252.5399932861328,65034300,TSLA
689
+ 2024-09-26,254.22000122070312,261.75,251.52999877929688,260.6000061035156,67142200,TSLA
690
+ 2024-09-27,260.4599914550781,260.70001220703125,254.1199951171875,257.3800048828125,70988100,TSLA
691
+ 2024-09-30,261.6300048828125,264.8599853515625,255.77000427246094,259.0400085449219,80705700,TSLA
692
+ 2024-10-01,258.0199890136719,263.9800109863281,248.52999877929688,262.6700134277344,87397600,TSLA
693
+ 2024-10-02,249.02000427246094,251.16000366210938,241.5,247.5500030517578,93983900,TSLA
694
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695
+ 2024-10-04,250.0800018310547,250.9600067138672,244.5800018310547,246.69000244140625,86573200,TSLA
696
+ 2024-10-07,240.8300018310547,249.8300018310547,240.6999969482422,249.0,68113300,TSLA
697
+ 2024-10-08,244.5,246.2100067138672,240.55999755859375,243.55999755859375,56303200,TSLA
698
+ 2024-10-09,241.0500030517578,247.42999267578125,239.50999450683594,243.82000732421875,66289500,TSLA
699
+ 2024-10-10,238.77000427246094,242.7899932861328,232.33999633789062,241.80999755859375,83087100,TSLA
700
+ 2024-10-11,217.8000030517578,223.33999633789062,214.3800048828125,220.1300048828125,142628900,TSLA
701
+ 2024-10-14,219.16000366210938,221.91000366210938,213.74000549316406,220.1300048828125,86291900,TSLA
702
+ 2024-10-15,219.57000732421875,224.25999450683594,217.1199951171875,220.00999450683594,62988800,TSLA
703
+ 2024-10-16,221.3300018310547,222.82000732421875,218.92999267578125,221.39999389648438,49632800,TSLA
704
+ 2024-10-17,220.88999938964844,222.0800018310547,217.89999389648438,221.58999633789062,50791800,TSLA
705
+ 2024-10-18,220.6999969482422,222.27999877929688,219.22999572753906,220.7100067138672,49611900,TSLA
706
+ 2024-10-21,218.85000610351562,220.47999572753906,215.72999572753906,218.89999389648438,47329000,TSLA
707
+ 2024-10-22,217.97000122070312,218.22000122070312,215.25999450683594,217.30999755859375,43268700,TSLA
708
+ 2024-10-23,213.64999389648438,218.72000122070312,212.11000061035156,217.1300048828125,80938900,TSLA
709
+ 2024-10-24,260.4800109863281,262.1199951171875,242.64999389648438,244.67999267578125,204491900,TSLA
710
+ 2024-10-25,269.19000244140625,269.489990234375,255.32000732421875,256.010009765625,161611900,TSLA
711
+ 2024-10-28,262.510009765625,273.5400085449219,262.239990234375,270.0,107653600,TSLA
712
+ 2024-10-29,259.5199890136719,264.9800109863281,255.50999450683594,264.510009765625,80521800,TSLA
713
+ 2024-10-30,257.54998779296875,263.3500061035156,255.82000732421875,258.0400085449219,53993600,TSLA
714
+ 2024-10-31,249.85000610351562,259.75,249.25,257.989990234375,66575300,TSLA
715
+ 2024-11-01,248.97999572753906,254.0,246.6300048828125,252.0399932861328,57544800,TSLA
716
+ 2024-11-04,242.83999633789062,248.89999389648438,238.8800048828125,244.55999755859375,68802400,TSLA
717
+ 2024-11-05,251.44000244140625,255.27999877929688,246.2100067138672,247.33999633789062,69282500,TSLA
718
+ 2024-11-06,288.5299987792969,289.5899963378906,275.6199951171875,284.6700134277344,165228700,TSLA
719
+ 2024-11-07,296.9100036621094,299.75,285.5199890136719,288.8900146484375,117309200,TSLA
720
+ 2024-11-08,321.2200012207031,328.7099914550781,297.6600036621094,299.1400146484375,204782800,TSLA
721
+ 2024-11-11,350.0,358.6400146484375,336.0,346.29998779296875,210521600,TSLA
722
+ 2024-11-12,328.489990234375,345.8399963378906,323.30999755859375,342.739990234375,155726000,TSLA
723
+ 2024-11-13,330.239990234375,344.6000061035156,322.5,335.8500061035156,125405600,TSLA
724
+ 2024-11-14,311.17999267578125,329.9800109863281,310.3699951171875,327.69000244140625,120726100,TSLA
725
+ 2024-11-15,320.7200012207031,324.67999267578125,309.2200012207031,310.57000732421875,114440300,TSLA
726
+ 2024-11-18,338.739990234375,348.54998779296875,330.010009765625,340.7300109863281,126547500,TSLA
727
+ 2024-11-19,346.0,347.3800048828125,332.75,335.760009765625,88852500,TSLA
728
+ 2024-11-20,342.0299987792969,346.6000061035156,334.29998779296875,345.0,66340700,TSLA
729
+ 2024-11-21,339.6400146484375,347.989990234375,335.2799987792969,343.80999755859375,58011700,TSLA
730
+ 2024-11-22,352.55999755859375,361.5299987792969,337.70001220703125,341.0899963378906,89140700,TSLA
731
+ 2024-11-25,338.5899963378906,361.92999267578125,338.20001220703125,360.1400146484375,95890900,TSLA
732
+ 2024-11-26,338.2300109863281,346.9599914550781,335.6600036621094,341.0,62295900,TSLA
733
+ 2024-11-27,332.8900146484375,342.54998779296875,326.5899963378906,341.79998779296875,57896400,TSLA
734
+ 2024-11-29,345.1600036621094,345.45001220703125,334.6499938964844,336.0799865722656,37167600,TSLA
735
+ 2024-12-02,357.0899963378906,360.0,351.1499938964844,352.3800048828125,77986500,TSLA
736
+ 2024-12-03,351.4200134277344,355.69000244140625,348.20001220703125,351.79998779296875,58267200,TSLA
737
+ 2024-12-04,357.92999267578125,358.1000061035156,348.6000061035156,353.0,50810900,TSLA
738
+ 2024-12-05,369.489990234375,375.42999267578125,359.5,359.8699951171875,81403600,TSLA
739
+ 2024-12-06,389.2200012207031,389.489990234375,370.79998779296875,377.4200134277344,81455800,TSLA
740
+ 2024-12-09,389.7900085449219,404.79998779296875,378.010009765625,397.6099853515625,96359200,TSLA
741
+ 2024-12-10,400.989990234375,409.7300109863281,390.8500061035156,392.67999267578125,97563600,TSLA
742
+ 2024-12-11,424.7699890136719,424.8800048828125,402.3800048828125,409.70001220703125,104287600,TSLA
743
+ 2024-12-12,418.1000061035156,429.29998779296875,415.0,424.8399963378906,87752200,TSLA
744
+ 2024-12-13,436.2300109863281,436.29998779296875,415.7099914550781,420.0,89000200,TSLA
745
+ 2024-12-16,463.0199890136719,463.19000244140625,436.1499938964844,441.0899963378906,114083800,TSLA
746
+ 2024-12-17,479.8599853515625,483.989990234375,457.510009765625,475.8999938964844,131223000,TSLA
747
+ 2024-12-18,440.1300048828125,488.5400085449219,427.010009765625,466.5,149340800,TSLA
748
+ 2024-12-19,436.1700134277344,456.3599853515625,420.0199890136719,451.8800048828125,118566100,TSLA
749
+ 2024-12-20,421.05999755859375,447.0799865722656,417.6400146484375,425.510009765625,132216200,TSLA
750
+ 2024-12-23,430.6000061035156,434.510009765625,415.4100036621094,431.0,72698100,TSLA
751
+ 2024-12-24,462.2799987792969,462.7799987792969,435.1400146484375,435.8999938964844,59551800,TSLA
752
+ 2024-12-26,454.1300048828125,465.3299865722656,451.0199890136719,465.1600036621094,76366400,TSLA
753
+ 2024-12-27,431.6600036621094,450.0,426.5,449.5199890136719,82666800,TSLA
754
+ 2024-12-30,417.4100036621094,427.0,415.75,419.3999938964844,64941000,TSLA
755
+ 2024-12-31,403.8399963378906,427.92999267578125,402.5400085449219,423.7900085449219,76825100,TSLA
aapl_tweets.csv ADDED
@@ -0,0 +1,480 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Tweet,Author ID,Date
2
+ "$URI $AEP $AXON 💥 $ONEI just warming up! Shorts panicking, vol surging🔥 ATH $1.39 next—TO THE MOON.
3
+
4
+ LET’S GOOOO!
5
+
6
+ $AAPL $NU $MARA $QCOM #BiggBossTamil8 #shailenzo #GrandeFratello #tommavi $PLTR $RUM https://t.co/5sttANJaqL",2205280811,2024-12-30 11:03:22+00:00
7
+ "Premier trading community—Receive the next winning alerts here! here:https://t.co/SgB2mRPMUb
8
+
9
+ $HTBX $AYTU $AAL $INO $AAPL $SPY $FDX $UVXY $DKNG $BA $TSLA $WMT $FSLY $NFLX $SBUX $IMMU https://t.co/g7Q9gpU1ny",1570656477282709505,2024-12-30 11:02:24+00:00
10
+ "$CEMI $SPY $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $SPCE $FCEL $TRIP $BYND
11
+ Most profitable trading COMMUNITY https://t.co/ct4kHsMznt https://t.co/zR09qFjyKS",1837978089072349185,2024-12-30 11:02:17+00:00
12
+ "GO ON PANIC BUY!
13
+ 😳S&P 500 market cap is near 50% of world GDP. At the peak of the bubble in 2000 it was 38%
14
+
15
+ $TSLA $AAPL $AMZN $NVDA $AMD $MSFT $NFLX $META $GOOG $V $MA $DXY $TLT $MS $GS $BAC $JPM $SCHW $WFC $BLK $BX $C $BRK.B $WMT $COST $HD $JNJ $XOM $PG $RBLX $DPZ $MNST $SNOW https://t.co/ceQHjB0hC1",1501559832654004227,2024-12-30 11:01:56+00:00
16
+ "Unlock the potential of DCA (Dollar Cost Averaging) and amplify your trading power!
17
+ https://t.co/SgB2mRPMUb
18
+
19
+ $LCID $AMZN $MSFT $HCMC $AAPL $SPY $TSLA $FB $GOOG $BABA $SQ $NFLX $NVDA $BTC $SHOP $AMC $GME https://t.co/jhWL8GS6Me",1570656477282709505,2024-12-30 11:01:52+00:00
20
+ "Stay ahead of the curve with Xtraders!
21
+
22
+ Join us at https://t.co/SgB2mRPMUb
23
+
24
+ Congratulations to all participants!
25
+
26
+ See you tomorrow for more market insights! 📈
27
+ $AMZN $AAPL $BA $BABA $FB $TSLA $MSFT $ROKU https://t.co/7mDZAJ1s6J",1570656477282709505,2024-12-30 11:01:19+00:00
28
+ "😳Billionaire and Mining Legend
29
+ Says The Next 4 years is going to be the best 4 years for #GOLD in 77 Years
30
+
31
+ $TSLA $AAPL $AMZN $NVDA $AMD $MSFT $NFLX $META $GOOG $V $MA $DXY $TLT $MS $GS $BAC $JPM $SCHW $WFC $BLK $BX $C $BRK.B $WMT $COST $HD $JNJ $XOM $PG $RBLX $DPZ $MNST $SNOW https://t.co/DJe4mZBEFN",1501559832654004227,2024-12-30 11:01:05+00:00
32
+ "$AAPL $SPY $SPX $QQQ
33
+
34
+ BTIG market technician cautious on Apple heading into January
35
+
36
+ BTIG Chief Market Technician Jonathan Krinsky thinks the market can ""continue to make upside progress"" into year-end and sees a new all-time high for the S&P 500 (SPX) above 6,100.… https://t.co/O8GP0qI907",1577382889104318472,2024-12-30 11:00:57+00:00
37
+ "welcome to the discord group ❤️🙏https://t.co/WUfz59GZw8
38
+
39
+ $SPY $QQQ $ATH $CCL $AMD $AAPL $MSFY $BA $COST $MIST $AMZN $INUV https://t.co/XJHdm8Szbd",1838722759297503236,2024-12-30 11:00:50+00:00
40
+ "Alerts
41
+ Update
42
+ Watchlist
43
+ Discord chatroom
44
+ https://t.co/WUfz59GZw8
45
+ ❤️
46
+ Stocks, Options,Forex
47
+
48
+ $AAL $NAKD $DYNT $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/ioCaUjhLvu",1838722759297503236,2024-12-30 11:00:06+00:00
49
+ "Entries & exits Daily!
50
+ Discord link below👇
51
+
52
+ https://t.co/WUfz59GZw8
53
+
54
+ $SOLO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $DKNG https://t.co/HVoq9kM1Bx",1838722759297503236,2024-12-30 10:59:28+00:00
55
+ "It’s really amazing Place,
56
+ Lot of thanks to this community...👇
57
+ https://t.co/WUfz59GZw8
58
+
59
+ $TCEHY $RKT $FB $UBER $AYX $DDOG $BABA $BNGO $AAPL $TSLA https://t.co/GNcMV7A0Rm",1838722759297503236,2024-12-30 10:58:55+00:00
60
+ "🚀 Just alerted an entry for $METX resulting in a win of 121%!
61
+ https://t.co/SgB2mRPMUb
62
+
63
+ ✅ Don't miss out! Check us out now!
64
+
65
+ 🔥 Join the excitement!
66
+ $NAKD $TSLA $AAPL $NIO $SPY $INTC $GE $SNDL $NXTD $KGC $ZOM https://t.co/5VKCxBv9Jx",1570656477282709505,2024-12-30 10:58:23+00:00
67
+ "$SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA
68
+ Was able to close it for a 100%profit.https://t.co/WUfz59GZw8 https://t.co/W47t2XUgWI",1838722759297503236,2024-12-30 10:58:14+00:00
69
+ "$ROP $AFL $BK 🌕 $ONEI ripping! $1.15 close, vol flying🔥 Shorts sweating—ATH $1.39 toast soon w/ breakout brewing! 🚀 LET’S GOOOO!
70
+
71
+ $UNP $AAPL $ATGE #shailenzo #ZenlessZoneZero #BBK11 #WWERaw https://t.co/RaKklQeuE5 https://t.co/GMKVzrogsJ",1723310981239980032,2024-12-30 10:58:09+00:00
72
+ "☛☛☛https://t.co/WUfz59GZw8
73
+
74
+ More member profits. Stay patient and the let the trade play out
75
+ $SPY $RIOT $MARA $ROKU $PDT $AAPL https://t.co/ueGkM5c3ji",1838722759297503236,2024-12-30 10:57:38+00:00
76
+ "📢 𝐉𝐔𝐒𝐓 𝐈𝐍: Huawei Cuts Smartphone Prices by Up to 20% Amid Intense Market Competition - $AAPL
77
+
78
+ https://t.co/lkmh4gbxTC",1717106926725820416,2024-12-30 10:57:36+00:00
79
+ "Entries & exits Daily!
80
+ Discord link below 📊💰
81
+ https://t.co/WUfz59GZw8
82
+ 👆
83
+ 📑
84
+ $ABNB $SPY $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $MU $BNGO https://t.co/4wpFW3rZyX",1838722759297503236,2024-12-30 10:55:58+00:00
85
+ "Good morning $aapl fans 🍏🌞
86
+
87
+ Found a nice relic from ‘The Silo’ yesterday. https://t.co/CqtgvUkgBO",1597713129726672897,2024-12-30 10:55:20+00:00
88
+ "Hi everyone, Make big profits with us
89
+ https://t.co/WUfz59GZw8
90
+
91
+ $STNG $GOLD $RCL $AAL $NET $AAPL $QQQ $AMZN $NVDA $BA $TSLA $BABA $AMD $AAPL $NFLX https://t.co/v56LddrCTH",1838722759297503236,2024-12-30 10:54:43+00:00
92
+ "Link below to join our free stock chatroom!
93
+
94
+ https://t.co/SgB2mRPMUb
95
+
96
+ $AMZN $AAPL $AMD $FB $BOXL $BA $PFE $MCD $UPS $MMM $SINT $SOLO https://t.co/9CVwqJXAYE",1570656477282709505,2024-12-30 10:54:03+00:00
97
+ "Master Trading Skills While Working From Home!
98
+
99
+ https://t.co/SgB2mRPMUb
100
+
101
+ $AAPL $AMZN $BTC $ETH $FB $GOOG $MSFT $QQQ $SPY $TSLA $EPR $WYND $LIVN $BBU $SPR $APLE $PK $M $CUK $CAR $CPA $EHTH $SHOO $CORT $EPZM https://t.co/sTzrF87CTa",1570656477282709505,2024-12-30 10:53:28+00:00
102
+ "Join the most profitable trading alerts chatroom
103
+
104
+ https://t.co/WUfz59GZw8
105
+
106
+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/uXYJm9LiZw",1838722759297503236,2024-12-30 10:52:48+00:00
107
+ "🔶 Today saw a mix of gains and losses.
108
+
109
+ ✅ However, it's rewarding that most, if not all, of our group were on the winning side! 💪
110
+ https://t.co/SgB2mRPMUb
111
+
112
+ 🚀 Join us for more success!
113
+ $AAPL $NIO $SPY $WMT $FB $PT $PTON $GME $TSLA $MVIS $BABA https://t.co/DJLUDesvt5",1570656477282709505,2024-12-30 10:52:21+00:00
114
+ "Options + Stock Alerts
115
+ Discord link below
116
+
117
+ https://t.co/WUfz59GZw8
118
+
119
+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $DKNG $APPL https://t.co/teQff8iR6B",1838722759297503236,2024-12-30 10:52:11+00:00
120
+ "BST: 8% Tech Yield | $QQQ $NVDA $MSFT $AAPL $AVGO
121
+ https://t.co/cOgjCPTaat",1799212098771410944,2024-12-30 10:51:32+00:00
122
+ "BST: 8% Tech Yield | $QQQ $NVDA $MSFT $AAPL $AVGO
123
+ https://t.co/XN2nwk0kvK",1821610654337478656,2024-12-30 10:51:30+00:00
124
+ "Alerts 💰
125
+ Update 📈📉
126
+ Watchlist,💹💸
127
+ Discord 👇👇
128
+
129
+ https://t.co/WUfz59GZw8
130
+
131
+ $AAL $NAKD $DYNT $INO $GNUS $UAVS $SPY $BOXL $AAPL $AYRO $ACHV $ABUS $TLRY https://t.co/lPf5ITRIWq",1838722759297503236,2024-12-30 10:51:28+00:00
132
+ "$KNDI $SQ $SPY $NFLX $M $DIS $IBIO $HPTY $NIO $NKLA $AAPL
133
+ Alerts before spikes and right as big news drops
134
+ Free discord chatroom :https://t.co/WUfz59GZw8 https://t.co/VXNw4APlZc",1838722759297503236,2024-12-30 10:50:52+00:00
135
+ "$AAPL: Berkshire Hathaway cut its stake in Apple significantly this year, reducing its holdings by over 600 million shares.",1860226075584040960,2024-12-30 10:50:23+00:00
136
+ 🔥🔥 29 active options signals!. Active signals list is updated each market day. $AAPL #stockoptions (Options Predictor app),1258103903553499143,2024-12-30 10:49:57+00:00
137
+ "Alerts before spikes and right as big news drops
138
+
139
+ Free discord chatroom:https://t.co/WUfz59GZw8
140
+
141
+ $AMZN $AAPL $SPY $AAPL $MSFT $BYND $TSLA $MARK $RIOT $NOK https://t.co/1k5UFFsCoW",1838722759297503236,2024-12-30 10:49:53+00:00
142
+ "$AAPL - Anticipate acquisition news any day now.
143
+ https://t.co/SgB2mRPMUb
144
+
145
+ $DGTW $TSNP $OPTI $BLRX $CSOC $TGRR $GME https://t.co/JjaFLbCCGs",1570656477282709505,2024-12-30 10:49:47+00:00
146
+ "Entries & exits!
147
+ Free Chatroom link below
148
+ https://t.co/WUfz59GZw8
149
+
150
+ $SPY $TSLA $SOLO $BIOC $ABUS $GNUS $ROYT $AIM $AAPL https://t.co/r8FMxw4YjH",1838722759297503236,2024-12-30 10:48:38+00:00
151
+ "☛ ☛ Welcome to our Professional Trading Room: https://t.co/SgB2mRPMUb
152
+ $KNDI $VTIQ $HCAC $EVSI $BLNK $FCEL $PLUG $BLDP $AAPL https://t.co/UIuYkyo2zr",1570656477282709505,2024-12-30 10:48:26+00:00
153
+ "Bast stock group ♥️♥️
154
+ Discord👌👌
155
+
156
+ https://t.co/WUfz59GZw8
157
+
158
+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN $KODK https://t.co/j3vKwFZjtm",1838722759297503236,2024-12-30 10:47:52+00:00
159
+ "Excited for tomorrow's kickoff! Numerous promising setups await 📈
160
+ 🎯Discover the right way to trade https://t.co/SgB2mRPMUb
161
+
162
+ $AMZN $AAPL $BA $BABA $FB $TSLA $MSFT $ROKU https://t.co/5KJfnKW14E",1570656477282709505,2024-12-30 10:47:44+00:00
163
+ "Best stock trade Group out there!
164
+ Free chatroom link below!
165
+
166
+ https://t.co/WUfz59GZw8
167
+
168
+ $AMZN $AMC $SPY $QQQ $ATH $CCL $AMD $AAPL $MSFY $BA $GNUS https://t.co/sLwrvTYBHG",1838722759297503236,2024-12-30 10:47:07+00:00
169
+ "Started trading 6 months ago and turned $5k into $49k. Big thanks to this amazing community!
170
+ https://t.co/SgB2mRPMUb
171
+
172
+ $AMZN $FB $LOVE $WORK $AAPL $AMD $MNTA $GLD https://t.co/sBr7C8JG0J",1570656477282709505,2024-12-30 10:46:45+00:00
173
+ "#EURUSD Day range!
174
+
175
+ Join now to elevate your trading skills! Group Link https://t.co/xcentFcfdQ…
176
+
177
+ $SPX #SPY $QQQ $ES_F $NQ_F $CL_F $GDX $AAPL $TSLA $VIX $NVDA $MSFT #Crypto #Stockmarket #forextrading #forextips #forextrader #forexsignals #Usoil #ForexMarket #XAUUSD #GOLD https://t.co/QaofD7OJF3",1818955897407721472,2024-12-30 10:45:56+00:00
178
+ "Join the most profitable trading group
179
+ https://t.co/WUfz59GZw8
180
+
181
+ $GOOG $AAPL $SPY $AMZN $TDOC $TSLA $COST $BA $NFLX $NVDA https://t.co/WWIJBfjVhq",1838722759297503236,2024-12-30 10:45:35+00:00
182
+ "Bast stock group ♥️♥️
183
+ Discord👌👌
184
+
185
+ https://t.co/ONFlmmqsjS
186
+
187
+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN $KODK https://t.co/Vg2km4Wdk9",126792470,2024-12-30 10:45:15+00:00
188
+ "Best stock trade Group out there!
189
+ Free chatroom link below! https://t.co/WUfz59GZw8
190
+
191
+ $AMZN $AMC $SPY $QQQ $ATH $CCL $AMD $AAPL $MSFY $BA https://t.co/lCvgCtGa7q",1838722759297503236,2024-12-30 10:45:04+00:00
192
+ "Over 80k+ people. Join now
193
+ Discord group👇
194
+
195
+ https://t.co/WUfz59GZw8
196
+
197
+ $CGM $APT $JAKK $DYNT $SPV $LMND $SPY $BOXL $AAPL $AYRO $BNGO $PHUN https://t.co/ClskM4l2ET",1838722759297503236,2024-12-30 10:44:26+00:00
198
+ "Check out our subscriber alerts in our DISCORD.
199
+
200
+ https://t.co/WUfz59GZw8
201
+
202
+ $BABA $JFK $CEMI $SPY $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $TSLA $AAPL https://t.co/nmichxEfHk",1838722759297503236,2024-12-30 10:43:52+00:00
203
+ "$aapl is set and ready for a run up 📈🚀
204
+ https://t.co/AM0LipmeRO",1664957798629920769,2024-12-30 10:43:09+00:00
205
+ "Entries & exits!
206
+ Free Chatroom link below
207
+ https://t.co/ONFlmmqsjS
208
+
209
+ $SPY $TSLA $SOLO $BIOC $ABUS $GNUS $ROYT $AIM $AAPL https://t.co/ASMkTBX4Si",126792470,2024-12-30 10:42:58+00:00
210
+ "Check out our discord group
211
+ for trading Chatroom/community
212
+ https://t.co/WUfz59GZw8
213
+ ☝️
214
+ 📊📈
215
+ $EDSA
216
+ $KODK
217
+ $DOW
218
+ $GNUS
219
+ $IDEX
220
+ $BSBS
221
+ $TSLA
222
+ $TAOP
223
+ $JFK
224
+ $CEMI
225
+ $SPY
226
+ $SHOP
227
+ $AMZN
228
+ $NVDA
229
+ $ROKU
230
+ $EBAY
231
+ $AMD
232
+ $AAPL https://t.co/upru34aOIm",1838722759297503236,2024-12-30 10:42:44+00:00
233
+ "CAUT1ON : Inauguration Day Stock Index Pump1ng Detected.
234
+ #SP500 $QQQ $IWM $NVDA $TSLA $AAPL $MSFT #XJO",74408465,2024-12-30 10:42:29+00:00
235
+ "Alerts 💰
236
+ Update 📈📉
237
+ Watchlist,💹💸
238
+ Discord 👇👇
239
+
240
+ https://t.co/ONFlmmqsjS
241
+
242
+ $AAL $NAKD $DYNT $SPY $BOXL $AAPL $AYRO $ACHV $ABUS $TLRY https://t.co/hiSyr66pLs",126792470,2024-12-30 10:41:40+00:00
243
+ "$KNDI $SQ $SPY $NFLX $M $DIS $IBIO $HPTY $NIO $NKLA $AAPL
244
+ Alerts before spikes and right as big news drops
245
+ Free discord chatroom :https://t.co/ONFlmmqsjS https://t.co/x2pLPYSYPL",126792470,2024-12-30 10:40:37+00:00
246
+ "Free Stock trading discord:https://t.co/ONFlmmqsjS
247
+
248
+ $GE $AAL $DIS $DAL $AAPL $MSFT $TSLA $SQ $NFLX $SPY $ROKU $SPCE $INO $UVXY $VXX $RAD https://t.co/aZ9W04HlLQ",126792470,2024-12-30 10:40:04+00:00
249
+ "Entries & exits Daily! ⏳
250
+
251
+ Discord link
252
+ 📌
253
+ https://t.co/WUfz59GZw8
254
+ 📊💡
255
+
256
+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN https://t.co/s8QFNH9Vvo",1838722759297503236,2024-12-30 10:39:55+00:00
257
+ "Alerts given
258
+ Trading Chat on Discord!👇
259
+ https://t.co/ONFlmmqsjS
260
+ JOIN for FREE ✅
261
+
262
+ 💸
263
+ $SPY $QQQ $AMZN $NVDA $BA $TSLA $BABA $AMD $AAPL $NFLX $TWTR $AAL https://t.co/4ogG8Nm2u0",126792470,2024-12-30 10:39:27+00:00
264
+ "$CEMI $SPY $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $SPCE $FCEL $TRIP $BYND
265
+ Most profitable trading COMMUNITY https://t.co/WUfz59GZw8 https://t.co/oFn0M32zsw",1838722759297503236,2024-12-30 10:39:14+00:00
266
+ $aapl >>> iphone 16,107379959,2024-12-30 10:38:38+00:00
267
+ "Alerts
268
+ Update
269
+ Watchlist
270
+ Discord chatroom
271
+ https://t.co/ONFlmmqsjS
272
+ ❤️
273
+ Stocks, Options,Forex
274
+
275
+ $AAL $NAKD $DYNT $INO $GNUS $UAVS $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/sC8ll8GyMW",126792470,2024-12-30 10:38:08+00:00
276
+ "$DSA $KODK $DOW $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $GMBL $META
277
+
278
+ options alerts 90% success rate 🙏🙏https://t.co/ONFlmmqsjS https://t.co/xOe9LtaVuI",126792470,2024-12-30 10:35:45+00:00
279
+ "Bast stock group ♥️♥️
280
+ Discord👌👌
281
+
282
+ https://t.co/WUfz59GZw8
283
+
284
+ $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN $KODK https://t.co/Co2AEbkOpz",1838722759297503236,2024-12-30 10:34:54+00:00
285
+ "learn trading, get alerts, ideas, updates, analysis ❤️❤️🙏🙏👇👇
286
+ https://t.co/WUfz59GZw8
287
+
288
+ $AMD $NVDA $TSLA $NDX $SPY $AAPL $BABA $NFLX $ROKU $BA $COST $MCD https://t.co/Qn6DwErgPY",1838722759297503236,2024-12-30 10:33:41+00:00
289
+ "Join the most profitable trading group
290
+ https://t.co/ONFlmmqsjS
291
+
292
+ $GOOG $AAPL $SPY $AMZN $TDOC $TSLA $COST $BA $NFLX $NVDA https://t.co/kAaIQg5RIq",126792470,2024-12-30 10:33:40+00:00
293
+ $aapl Here we go.....! https://t.co/OxWESGUvSy,1844556279408390144,2024-12-30 10:33:24+00:00
294
+ $aapl is set and ready for a run up - - https://t.co/791rydkkdr,1701830647458021376,2024-12-30 10:33:17+00:00
295
+ "Discord-https://t.co/WUfz59GZw8
296
+ better, more executive trading chat room👌👌👌👌❤❤❤❤
297
+ $TSLA Rock on 🤑🤑🤑🤑
298
+
299
+ $UAVS $CETX $DGLY $TSLA $SPY $AMAZ $AAPL $ER
300
+ $FB $BB $FL $DE $ZM https://t.co/Po0UFc0R2f",1838722759297503236,2024-12-30 10:32:56+00:00
301
+ "$CEMI $SPY $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $SPCE $FCEL $TRIP $BYND
302
+ Most profitable trading COMMUNITY https://t.co/ONFlmmqsjS https://t.co/KKTsyUUDVM",126792470,2024-12-30 10:32:35+00:00
303
+ "$SPY $QQQ $DIS $TSLA $SHOP $AMD $AAPL $SQ $AMZN $GLD $VXX $MSFT
304
+
305
+ Thanks to the discord group for the traders join here https://t.co/WUfz59GZw8 https://t.co/non4pWqPJ2",1838722759297503236,2024-12-30 10:32:12+00:00
306
+ $AAPL $SSNLF $SIUIF - Huawei slashes prices of several high-end devices - report https://t.co/TYLVcBmdrY,15296897,2024-12-30 10:31:30+00:00
307
+ "Top Chatroom
308
+ https://t.co/ONFlmmqsjS
309
+ Join for both FREE & PREMIUM SERVICE!
310
+
311
+ 🗣️👥👤
312
+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/qUQPG41SF6",126792470,2024-12-30 10:31:12+00:00
313
+ "Couple of stats and quotes for the week ahead.
314
+
315
+ Join our discord:https://t.co/WUfz59GZw8
316
+
317
+ $ES_F $NQ_F $YM_F $SPY $SPX $QQQ $TLT $FB $AMZN $AAPL $NVDA $NFLX $GOOGL $TSLA $XLK $XLE $XLF https://t.co/Kga1w45o24",1838722759297503236,2024-12-30 10:30:00+00:00
318
+ "2.3) In December, investors gravitated towards megacap technology stocks, collectively known as ""BATMMAAN"" (Broadcom, $NVIDIA, $TSLA, $Amazon, $MSFT, $META , $AAPL, and $GOOG). These companies significantly contributed to the S&P 500's market capitalization increase.",1813191458314207232,2024-12-30 10:29:54+00:00
319
+ "$SPY $QQQ $DIS $TSLA $SHOP $AMD $AAPL $SQ $AMZN $GLD $VXX $MSFT
320
+
321
+ Thanks to the discord group for the traders join here https://t.co/ONFlmmqsjS https://t.co/GksKUuSzOa",126792470,2024-12-30 10:29:46+00:00
322
+ "Alerts
323
+ Update
324
+ Watchlist
325
+ Discord chatroom
326
+ https://t.co/WUfz59GZw8
327
+ ❤️
328
+ Stocks, Options,Forex
329
+
330
+ $AAL $NAKD $DYNT $INO $GNUS $UAVS $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/OXAfxqaORA",1838722759297503236,2024-12-30 10:29:22+00:00
331
+ "Over 80k+ people. Join now
332
+ Discord group👇
333
+
334
+ https://t.co/ONFlmmqsjS
335
+
336
+ $CGM $APT $JAKK $DYNT $SPV $LMND $SPY $BOXL $AAPL $AYRO $BNGO $PHUN https://t.co/BoiIjT1d0B",126792470,2024-12-30 10:29:10+00:00
337
+ "$DSA $KODK $DOW $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $GMBL $META
338
+
339
+ options alerts 90% success rate 🙏🙏https://t.co/WUfz59GZw8 https://t.co/9lXs4u5vOS",1838722759297503236,2024-12-30 10:28:44+00:00
340
+ "#1 Chatroom interms of
341
+
342
+ alert,calls,Analysis
343
+ https://t.co/ONFlmmqsjS
344
+ 🙀👁️
345
+ $CGM $APT $JAKK $BOXL $AAPL $AYRO $BNGO https://t.co/BcB562yIWX",126792470,2024-12-30 10:28:35+00:00
346
+ "Alerts 💰
347
+ Update 📈📉
348
+ Watchlist,💹💸
349
+ Discord 👇👇
350
+
351
+ https://t.co/WUfz59GZw8
352
+
353
+ $AAL $NAKD $DYNT $SPY $BOXL $AAPL $AYRO $ACHV $ABUS $TLRY https://t.co/7BCEvucY0t",1838722759297503236,2024-12-30 10:28:13+00:00
354
+ "Alerts
355
+ Update
356
+ Watchlist
357
+ Discord chatroom
358
+ https://t.co/ONFlmmqsjS
359
+ ❤️
360
+ Stocks, Options,Forex
361
+
362
+ $AAL $NAKD $DYNT $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/d99oar7hh8",126792470,2024-12-30 10:28:05+00:00
363
+ "$aapl is set and ready for a run up 📈🚀
364
+ https://t.co/qz2sdyv43Y",1562690423814234112,2024-12-30 10:28:05+00:00
365
+ "Alerts given
366
+ Trading Chat on Discord!👇
367
+ https://t.co/WUfz59GZw8
368
+ JOIN for FREE ✅
369
+
370
+ 💸
371
+ $SPY $QQQ $AMZN $NVDA $BA $TSLA $BABA $AMD $AAPL $NFLX $TWTR $AAL https://t.co/jJIxWRS2xy",1838722759297503236,2024-12-30 10:27:29+00:00
372
+ "It’s really amazing Place,
373
+ Lot of thanks to this community...👇
374
+ https://t.co/ONFlmmqsjS
375
+
376
+ $TCEHY $RKT $FB $UBER $AYX $DDOG $BABA $BNGO $AAPL $TSLA https://t.co/3Zlvc19UKd",126792470,2024-12-30 10:27:27+00:00
377
+ "#1 Chatroom interms of
378
+
379
+ alert,calls,Analysis
380
+ https://t.co/WUfz59GZw8
381
+ 🙀👁️
382
+ $CGM $APT $JAKK $BOXL $AAPL $AYRO $BNGO https://t.co/eUeW8QvW5Y",1838722759297503236,2024-12-30 10:26:51+00:00
383
+ "Options + Stock Alerts
384
+ Discord link below
385
+
386
+ https://t.co/ONFlmmqsjS
387
+
388
+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $DKNG $APPL https://t.co/tQzb2jlJgV",126792470,2024-12-30 10:26:44+00:00
389
+ "Free Stock trading discord:https://t.co/WUfz59GZw8
390
+
391
+ $GE $AAL $DIS $DAL $AAPL $MSFT $TSLA $SQ $NFLX $SPY $ROKU $SPCE $INO $UVXY $VXX $RAD https://t.co/U6aIl93vI6",1838722759297503236,2024-12-30 10:26:25+00:00
392
+ "Discord-https://t.co/ONFlmmqsjS
393
+ better, more executive trading chat room👌👌👌👌❤❤❤❤
394
+ $TSLA Rock on 🤑🤑🤑🤑
395
+
396
+ $UAVS $CETX $DGLY $TSLA $SPY $AMAZ $AAPL $ER
397
+ $FB $BB $FL $DE $ZM https://t.co/fEy7yDKehO",126792470,2024-12-30 10:26:07+00:00
398
+ "Quick Excel, nothing fancy. Nasdaq YTD returns are + 32% and the index mean is close at 29%. stdev is pretty large thx to aapl, mstr, pltr, nvda. https://t.co/5XeaQHXw8O",1076038709760442368,2024-12-30 10:26:00+00:00
399
+ "Best stock traders group out there!
400
+ updates + Chatroom +analysis
401
+ 📈📊⏳
402
+
403
+ $BIDU $SAVE $WORK $T $AAPL $C $MSFT $SPY $AMD https://t.co/JvI2R124Mj",1838722759297503236,2024-12-30 10:25:53+00:00
404
+ "Entries & exits Daily!
405
+ Discord link below 📊💰
406
+ https://t.co/ONFlmmqsjS
407
+ 👆
408
+ 📑
409
+ $ABNB $SPY $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $MU $BNGO https://t.co/NRLUXJCWxw",126792470,2024-12-30 10:25:40+00:00
410
+ "Top Chatroom
411
+ https://t.co/WUfz59GZw8
412
+ Join for both FREE & PREMIUM SERVICE!
413
+
414
+ 🗣️👥👤
415
+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/bTC8C2dGbI",1838722759297503236,2024-12-30 10:25:14+00:00
416
+ "Check out our discord group
417
+ for trading Chatroom/community
418
+ https://t.co/ONFlmmqsjS
419
+ ☝️
420
+ 📊📈
421
+ $EDSA
422
+ $KODK
423
+ $DOW
424
+ $GNUS
425
+ $IDEX
426
+ $BSBS
427
+ $TSLA
428
+ $TAOP
429
+ $JFK
430
+ $CEMI
431
+ $SPY
432
+ $SHOP
433
+ $AMZN
434
+ $NVDA
435
+ $ROKU
436
+ $EBAY
437
+ $AMD
438
+ $AAPL https://t.co/Fid1kY8Son",126792470,2024-12-30 10:25:13+00:00
439
+ "Alerts before spikes and right as big news drops
440
+
441
+ Free discord chatroom:https://t.co/ONFlmmqsjS
442
+
443
+ $AMZN $AAPL $SPY $AAPL $MSFT $BYND $TSLA $MARK $RIOT $NOK https://t.co/UXdsxsxPri",126792470,2024-12-30 10:24:07+00:00
444
+ "Good morning, traders!
445
+
446
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/4A3BhkI2e3",1809216681790906369,2024-12-30 10:23:59+00:00
447
+ "Best stock traders group out there!
448
+ updates + Chatroom +analysis
449
+ 📈📊⏳
450
+
451
+ $BIDU $SAVE $WORK $T $AAPL $C $MSFT $SPY $AMD https://t.co/lyEpMXgmG1",1837978089072349185,2024-12-30 10:23:28+00:00
452
+ "Good morning, traders!
453
+
454
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/mo7IVapMuh",1808914016896700416,2024-12-30 10:23:17+00:00
455
+ "Good morning, traders!
456
+
457
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/eHBfkmSWeA",1157100233702170624,2024-12-30 10:22:33+00:00
458
+ "Top Chatroom
459
+ https://t.co/ct4kHsMznt
460
+ Join for both FREE & PREMIUM SERVICE!
461
+
462
+ 🗣️👥👤
463
+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/hR7M1j7aYP",1837978089072349185,2024-12-30 10:22:19+00:00
464
+ "Good morning, traders!
465
+
466
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/bOaaInpWds",1270789996635660291,2024-12-30 10:22:05+00:00
467
+ "☛☛☛https://t.co/ct4kHsMznt
468
+
469
+ More member profits. Stay patient and the let the trade play out
470
+ $SPY $RIOT $MARA $ROKU $PDT $AAPL https://t.co/ZDayBSEBPY",1837978089072349185,2024-12-30 10:21:40+00:00
471
+ "Good morning, traders!
472
+
473
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/Xheq69fnIz",262183335,2024-12-30 10:21:37+00:00
474
+ "Check out our subscriber alerts in our DISCORD.
475
+
476
+ https://t.co/ONFlmmqsjS
477
+
478
+ $BABA $JFK $CEMI $SPY $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $TSLA $AAPL https://t.co/PP4BhMvm5p",126792470,2024-12-30 10:21:14+00:00
479
+ "$aapl is set and ready for a run up 📈🚀
480
+ https://t.co/qz2sdyv43Y",1562690423814234112,2024-12-30 10:21:12+00:00
addstockdata.py ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ import numpy as np
3
+ from sklearn.preprocessing import MinMaxScaler
4
+
5
+ # Step 1: Load the datasets
6
+ amzn_data = pd.read_csv('AMZN_stock_data.csv')
7
+ goog_data = pd.read_csv('GOOG_stock_data.csv')
8
+ msft_data = pd.read_csv('MSFT_stock_data.csv')
9
+
10
+ # Step 2: Inspect the data
11
+ print("AMZN Data Head:")
12
+ print(amzn_data.head())
13
+ print("GOOG Data Head:")
14
+ print(goog_data.head())
15
+ print("MSFT Data Head:")
16
+ print(msft_data.head())
17
+
18
+ # Step 3: Clean the data
19
+
20
+ # Remove duplicates
21
+ amzn_data.drop_duplicates(inplace=True)
22
+ goog_data.drop_duplicates(inplace=True)
23
+ msft_data.drop_duplicates(inplace=True)
24
+
25
+ # Handle missing values - fill with forward fill method for simplicity
26
+ amzn_data.fillna(method='ffill', inplace=True)
27
+ goog_data.fillna(method='ffill', inplace=True)
28
+ msft_data.fillna(method='ffill', inplace=True)
29
+
30
+ # Check for missing values after filling
31
+ print("AMZN Missing Values:", amzn_data.isnull().sum())
32
+ print("GOOG Missing Values:", goog_data.isnull().sum())
33
+ print("MSFT Missing Values:", msft_data.isnull().sum())
34
+
35
+ # Convert 'Date' column to datetime format
36
+ amzn_data['Date'] = pd.to_datetime(amzn_data['Date'])
37
+ goog_data['Date'] = pd.to_datetime(goog_data['Date'])
38
+ msft_data['Date'] = pd.to_datetime(msft_data['Date'])
39
+
40
+ # Step 4: Feature Engineering
41
+ # Calculate daily returns for each stock (percentage change of 'Close' column)
42
+ amzn_data['Daily_Return'] = amzn_data['Close'].pct_change()
43
+ goog_data['Daily_Return'] = goog_data['Close'].pct_change()
44
+ msft_data['Daily_Return'] = msft_data['Close'].pct_change()
45
+
46
+ # Step 5: Normalize the 'Close' prices using MinMaxScaler
47
+ scaler = MinMaxScaler(feature_range=(0, 1))
48
+
49
+ amzn_data['Close'] = scaler.fit_transform(amzn_data[['Close']])
50
+ goog_data['Close'] = scaler.fit_transform(goog_data[['Close']])
51
+ msft_data['Close'] = scaler.fit_transform(msft_data[['Close']])
52
+
53
+ # Step 6: Save cleaned data to new CSV files
54
+ amzn_data.to_csv('cleaned_AMZN_stock_data.csv', index=False)
55
+ goog_data.to_csv('cleaned_GOOG_stock_data.csv', index=False)
56
+ msft_data.to_csv('cleaned_MSFT_stock_data.csv', index=False)
57
+
58
+ print("Cleaned AMZN data saved to 'cleaned_AMZN_stock_data.csv'")
59
+ print("Cleaned GOOG data saved to 'cleaned_GOOG_stock_data.csv'")
60
+ print("Cleaned MSFT data saved to 'cleaned_MSFT_stock_data.csv'")
cleaned_AAPL_stock_data.csv ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Date,Open,High,Low,Close,Volume,Dividends,Stock Splits,SMA_20,EMA_20,RSI,EMA_12,EMA_26,MACD,Signal_Line,20_SMA,Upper_Band,Lower_Band,MA5,MA20,Price Change,Pct Change
2
+ 2024-11-29 00:00:00-05:00,234.80999755859372,237.80999755859372,233.97000122070312,237.3300018310547,28481400,0.0,0.0,,237.3300018310547,,237.3300018310547,237.3300018310547,0.0,0.0,,,,237.3300018310547,237.3300018310547,0.0,0.0
3
+ 2024-12-02 00:00:00-05:00,237.2700042724609,240.7899932861328,237.16000366210935,239.58999633789065,48137100,0.0,0.0,,237.5452394031343,,237.67769329364484,237.49740883156107,0.1802844620837618,0.0360568924167523,,,,239.58999633789065,239.58999633789065,2.259994506835966,0.9522582435425697
4
+ 2024-12-03 00:00:00-05:00,239.80999755859372,242.75999450683597,238.8999938964844,242.6499938964844,38861000,0.0,0.0,,238.03140649773908,,238.4426626171586,237.8790817993332,0.5635808178254251,0.1415616774984869,,,,242.6499938964844,242.6499938964844,3.05999755859375,1.277180852859261
5
+ 2024-12-04 00:00:00-05:00,242.8699951171875,244.1100006103516,241.25,243.00999450683597,44383900,0.0,0.0,,238.5055577367007,,239.14532906172437,238.25914940729635,0.8861796544279912,0.2904852728843878,,,,243.00999450683597,243.00999450683597,0.3600006103515625,0.14836209330593153
6
+ 2024-12-05 00:00:00-05:00,243.9900054931641,244.5399932861328,242.1300048828125,243.0399932861328,40033900,0.0,0.0,,238.9374087414085,,239.74450817317185,238.61328599091385,1.1312221822579716,0.4586326547591045,,,,241.12399597167968,243.0399932861328,0.02999877929684658,0.012344668933361724
7
+ 2024-12-06 00:00:00-05:00,242.91000366210935,244.6300048828125,242.0800018310547,242.83999633789065,36870600,0.0,0.0,,239.3090837505973,,240.2207371215901,238.92637564624548,1.2943614753446298,0.6257784188762097,,,,242.2259948730469,242.83999633789065,-0.19999694824215908,-0.08228972752097885
8
+ 2024-12-09 00:00:00-05:00,241.8300018310547,247.2400054931641,241.75,246.75,44649200,0.0,0.0,,240.0177424410166,,241.225239102884,239.5059033761532,1.7193357267307476,0.8444898804471173,,,,243.65799560546876,246.75,3.9100036621093466,1.6101151873964437
9
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cleaned_AMZN_stock_data.csv ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Date,Open,High,Low,Close,Volume,Dividends,Stock Splits,SMA_20,EMA_20,RSI,EMA_12,EMA_26,MACD,Signal_Line,20_SMA,Upper_Band,Lower_Band,Daily_Return
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cleaned_GOOG_stock_data.csv ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Date,Open,High,Low,Close,Volume,Dividends,Stock Splits,SMA_20,EMA_20,RSI,EMA_12,EMA_26,MACD,Signal_Line,20_SMA,Upper_Band,Lower_Band,Daily_Return
2
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+ 2024-12-31 00:00:00-05:00,192.44500732421875,193.25,189.5800018310547,0.6789690725574395,14355200,0.0,0.0,,189.72488896343933,54.27322519556251,192.18716748265467,188.0795531436818,4.107614338972866,4.4478795398690085,,,,-0.0116767864003956
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+ 2025-01-02 00:00:00-05:00,191.4850006103516,193.1999969482422,188.7100067138672,0.6868701930672945,17545200,0.0,0.0,189.90964889526367,189.8110904795701,41.49888482054507,191.94760400575584,188.2684754947285,3.6791285110273577,4.294129334100679,189.90964889526367,205.61581381385363,174.2034839766737,0.0009977023680447505
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cleaned_MSFT_stock_data.csv ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Date,Open,High,Low,Close,Volume,Dividends,Stock Splits,SMA_20,EMA_20,RSI,EMA_12,EMA_26,MACD,Signal_Line,20_SMA,Upper_Band,Lower_Band,Daily_Return
2
+ 2024-12-04 00:00:00-05:00,433.0299987792969,439.6700134277344,432.6300048828125,0.5250842890630061,26009400,0.0,0.0,,437.4200134277344,,437.4200134277344,437.4200134277344,0.0,0.0,,,,
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+ 2024-12-06 00:00:00-05:00,442.2999877929688,446.1000061035156,441.7699890136719,0.6964887779021485,18821000,0.0,0.0,,438.4537981167402,,439.0430870281874,438.23222022455576,0.8108668036316544,0.2285434973894394,,,,0.00214633820774357
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+ 2024-12-13 00:00:00-05:00,448.4400024414063,451.4299926757813,445.5799865722656,0.79960976970629,20177800,0.0,0.0,,441.8986612891051,,443.72327218028965,441.0855920160958,2.6376801641938528,1.5171537009946023,,,,-0.005093888596312213
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+ 2024-12-30 00:00:00-05:00,426.05999755859375,427.5499877929688,421.8999938964844,0.17419172657342408,13158700,0.0,0.0,,438.5313514131874,31.14433037843098,436.9504138997311,438.8968759245537,-1.9464620248226083,0.1587038934479743,,,,-0.013239523896575789
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+ 2024-12-31 00:00:00-05:00,426.1000061035156,426.7300109863281,420.6600036621094,0.08138274889514108,13246500,0.0,0.0,,436.9093179452648,30.79360220813497,434.5734271459263,437.6082184486608,-3.0347913027345044,-0.4799951457885215,,,,-0.007838398129881519
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+ 2025-01-02 00:00:00-05:00,425.5299987792969,426.0700073242188,414.8500061035156,0.0,16896500,0.0,0.0,439.19899597167966,435.1636673383125,21.889438231661657,432.1128978269016,436.1987197911501,-4.085821964248453,-1.2011605094805078,439.19899597167966,458.686653825854,419.7113381175053,-0.006927671240176458
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+ 2025-01-03 00:00:00-05:00,421.0799865722656,424.0299987792969,419.5400085449219,0.13294367006998264,16640200,0.0,0.0,438.4954956054688,434.0385567445223,27.51759511676937,430.7647606386884,435.2469632216957,-4.482202583007279,-1.8573689241858624,438.4954956054688,459.2295473672741,417.7614438436634,0.011395718104707964
cleaned_TSLA_stock_data.csv ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Date,Open,High,Low,Close,Volume,Dividends,Stock Splits,SMA_20,EMA_20,RSI,EMA_12,EMA_26,MACD,Signal_Line,20_SMA,Upper_Band,Lower_Band,MA5,MA20,Price Change,Pct Change
2
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+ 2024-12-05 00:00:00-05:00,359.8699951171875,375.4299926757813,359.5,369.489990234375,81403600,0.0,0.0,,349.9070452485645,,352.366908580598,348.93714534229616,3.4297632383018595,1.255088066659034,,,,356.21799926757814,369.489990234375,11.55999755859375,3.2296811653515167
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cleaned_reddit_data.csv ADDED
@@ -0,0 +1,101 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Title,Author,Date,Score,Comments,cleaned_text,sentiment
2
+ Are you worried about AAPL long term? ,Witty-Performance-23,2024-05-08 14:07:32,353,457,worried aapl long term,-0.296
3
+ AAPL The Buyback machine,PotatoTrader1,2024-12-13 04:05:07,109,62,aapl buyback machine,0.0
4
+ MSFT or AAPL,Airmang74,2024-10-01 04:54:10,0,83,msft aapl,0.0
5
+ "I have $213,000 in Apple (AAPL) stock, should I start to diversify?",sleeping_in_,2020-10-13 09:19:24,2460,726,213000 apple aapl stock start diversify,0.0
6
+ "China plans to expand its ban on iPhones, AAPL drops 3%+",msaleem,2023-09-07 13:15:44,769,399,china plan expand ban iphones aapl drop 3,-0.5267
7
+ "The U.S. Department of Justice (DOJ) is preparing to sue Apple (AAPL.O), as soon as Thursday for allegedly violating antitrust laws",Luka77GOATic,2024-03-21 11:32:28,606,211,u department justice doj preparing sue apple aaplo soon thursday allegedly violating antitrust law,-0.0258
8
+ AAPL is at 52-week low!,paq12x,2022-12-22 19:41:41,864,399,aapl 52week low,-0.2732
9
+ AAPL reaches all time high in pre-market trading,Illustrious-Option-9,2023-06-05 11:59:58,667,378,aapl reach time high premarket trading,0.0258
10
+ I SOLD AAPL :(,amoottake,2022-08-17 19:45:51,843,434,sold aapl,0.0
11
+ "Whats your ""this could be the next tsla or aapl"" in terms of what they returned in the last 10 years",rpatel09,2023-12-27 15:19:02,276,545,whats could next tsla aapl term returned last 10 year,0.0
12
+ Buy AAPL in front of 4:1 stock split. Stock splits add 8% in first year following split.,gblack00,2020-08-07 15:58:10,1651,377,buy aapl front 41 stock split stock split add 8 first year following split,0.0
13
+ Sell or Hold $AAPL?,shawndend,2023-12-10 21:33:37,323,391,sell hold aapl,0.0
14
+ Underestimating AAPL,leontes,2024-06-10 18:43:36,288,207,underestimating aapl,0.0
15
+ "If you could put 3k into AAPL, MSFT, or FB, which would you choose?",DippySwitch,2021-11-01 20:12:01,630,712,could put 3k aapl msft fb would choose,0.0
16
+ "Apple (AAPL.US) continues to increase financial services, and its subsidiaries will provide loans in the future",Kianna_hd,2022-06-09 02:02:21,887,246,apple aaplus continues increase financial service subsidiary provide loan future,0.3182
17
+ How far do you think MSFT and AAPL could fall?,apooroldinvestor,2022-05-07 20:13:40,510,526,far think msft aapl could fall,0.0
18
+ "With decline in smartphone sales, how is AAPL poised to tackle this?",srkdummy3,2024-06-09 21:38:59,264,154,decline smartphone sale aapl poised tackle,0.25
19
+ AAPL stock continues climb to $3T with new trading highs,No_Cow1,2023-06-23 10:24:31,529,199,aapl stock continues climb 3t new trading high,0.0
20
+ Apple / AAPL - short term outlook,novapants,2021-12-12 14:20:42,649,366,apple aapl short term outlook,0.0
21
+ Microsoft (MSFT) and Apple (AAPL) are Now Bigger than Germany’s Entire Stock Market,the13thrabbit,2019-12-28 10:48:33,1206,264,microsoft msft apple aapl bigger germany entire stock market,0.0
22
+ Does anyone think AAPL is a buy now?,maximalsimplicity,2023-08-07 13:47:06,209,336,anyone think aapl buy,0.0
23
+ AAPL price dump after VR headset reveal,provoko,2023-06-05 20:27:12,272,316,aapl price dump vr headset reveal,-0.3818
24
+ VOO + AAPL + MSFT + Googl + AMZN + INTC for the next 5 years?,designatedtruth,2023-11-07 22:30:25,150,259,voo aapl msft googl amzn intc next 5 year,0.0
25
+ Is $AAPL able to grow much more?,8-tentacles,2021-10-31 17:02:20,485,309,aapl able grow much,0.0
26
+ MSFT GOOGL and AAPL are still all beating the market!,apooroldinvestor,2022-11-03 20:10:25,322,295,msft googl aapl still beating market,-0.4588
27
+ AAPL price drops 5% as it beats earnings,cheechuu,2020-10-29 21:01:58,759,227,aapl price drop 5 beat earnings,-0.2732
28
+ "The moment AAPL announced ending partnership with INTC, INTC stock price ... JUMPED by 1%",ZloiAris,2020-06-22 19:06:10,801,231,moment aapl announced ending partnership intc intc stock price jumped 1,0.0
29
+ How come AAPL isn’t affected by the rise of the AI market?,Lukee67,2024-12-12 09:40:06,54,72,come aapl isnt affected rise ai market,0.1139
30
+ Is AAPL due for a bounce?,just_lick_my_ass,2021-03-09 00:49:14,429,353,aapl due bounce,0.0
31
+ AAPL is nearing all time highs - thoughts?,kriptonicx,2022-08-15 16:43:10,307,256,aapl nearing time high thought,0.0
32
+ Apple's (AAPL) Rollercoaster: Should You Jump In Now?,DutyTop8086,2024-06-09 23:18:01,198,79,apple aapl rollercoaster jump,0.0
33
+ $AAPL where does it go second quarter? Warren Buffett continues to love it. $BRK.B,KCGuy59,2023-05-07 21:47:07,260,147,aapl go second quarter warren buffett continues love brkb,0.6369
34
+ Apple announces largest-ever $110 billion share buyback as iPhone sales drop 10% ,Puginator,2024-05-02 20:32:20,2985,523,apple announces largestever 110 billion share buyback iphone sale drop 10,0.0258
35
+ Should I Buy AAPL Shares,HopefulIvyAdmit,2021-10-23 19:47:06,237,281,buy aapl share,0.296
36
+ "If you had to choose one dividend stock right now which would you choose? Criteria bellow but no AAPL, MSFT or Etfs",Migueli2021,2022-04-07 20:48:11,98,330,choose one dividend stock right would choose criterion bellow aapl msft etf,0.0
37
+ Apple (AAPL.US) plans to increase production in India and Vietnam,Kianna_hd,2022-05-23 02:18:21,427,121,apple aaplus plan increase production india vietnam,0.3182
38
+ Is AAPL a good buy right now?,PeekingPotato,2021-11-29 22:15:28,211,219,aapl good buy right,0.4404
39
+ AAPL is now less than 5% off of its highs,kriptonicx,2022-03-24 20:38:58,211,174,aapl less 5 high,0.0
40
+ Meta/Facebook stock crashes -15% AH after earnings release,rockinoutwith2,2022-02-02 21:08:51,7818,1502,metafacebook stock crash 15 ah earnings release,-0.4019
41
+ Epic games sues Apple. Will we see AAPL come down in price tomorrow?,Gothlander,2020-08-13 20:39:56,246,240,epic game sue apple see aapl come price tomorrow,0.0
42
+ AAPL receives $10B a year from GOOG to make Google’s homepage the default page on Safari.,zipiddydooda,2020-10-24 20:06:54,405,152,aapl receives 10b year goog make google homepage default page safari,0.0
43
+ Thoughts on aapl long term?,Life-is-beautiful-,2022-10-08 10:22:36,110,175,thought aapl long term,0.0
44
+ Warren Buffett’s Berkshire Hathaway sold ~$14 billion worth of Apple this quarter. Cash pile hits record ~$325 billion.,themagicalpanda,2024-11-02 12:19:31,1046,334,warren buffetts berkshire hathaway sold 14 billion worth apple quarter cash pile hit record 325 billion,0.2263
45
+ Apple (AAPL) to Spend Billions More on Entertainment,_DeanRiding,2023-03-28 09:45:06,260,82,apple aapl spend billion entertainment,0.4215
46
+ Apple (AAPL) discussion,novapants,2021-02-25 21:17:22,152,251,apple aapl discussion,0.0
47
+ It's not just me right?,calipfarris01,2021-03-24 19:44:05,6953,2766,right,0.0
48
+ $AAPL - more room to grow?,BUYMSFT,2023-05-19 16:29:57,37,147,aapl room grow,0.0
49
+ To all of you who are red this year while the S&P500 is up 30%,karnoculars,2021-12-29 20:22:17,5860,1156,red year sp500 30,0.0
50
+ "I sold all my positions in GOOG, PYPL, AMZN, AAPL, and MSFT today. ($50,000 left, what was once $120,000)",a-wild-yasuo,2022-05-16 16:34:05,0,282,sold position goog pypl amzn aapl msft today 50000 left 120000,0.0
51
+ 25% of my portfolio is MSFT AAPL and GOOGL. Am I in trouble?,apooroldinvestor,2021-08-17 01:50:23,95,239,25 portfolio msft aapl googl trouble,-0.4019
52
+ "QCOM Vs. AAPL settlement. How I lost the opportunity to make $50,000 on a very stupid decision",arminoxx,2019-04-16 22:59:52,370,171,qcom v aapl settlement lost opportunity make 50000 stupid decision,-0.4404
53
+ Moving on from AAPL,greecher,2024-05-24 13:50:05,0,65,moving aapl,0.0
54
+ Earnings day: What are your thoughts about AAPL ?,letak2018,2021-04-28 14:23:50,121,225,earnings day thought aapl,0.0
55
+ Would you buy AAPL at $130?,apooroldinvestor,2022-12-17 03:47:21,27,170,would buy aapl 130,0.0
56
+ AAPL earnings release bear case : MSFT missed big time on the Hardware part.,gevham,2023-05-01 21:36:10,102,98,aapl earnings release bear case msft missed big time hardware part,-0.296
57
+ Selling my AAPL shares Monday. More downside risk vs. upside,apooroldinvestor,2022-04-02 05:13:39,0,243,selling aapl share monday downside risk v upside,-0.2263
58
+ "Intel $INTC earnings beat expectations which is good news for Apple $AAPL, Qualcomm $QCOM, and AMD $AMD",TonyLiberty,2023-07-29 23:19:20,113,73,intel intc earnings beat expectation good news apple aapl qualcomm qcom amd amd,0.4404
59
+ The AAPL Monday Morning arbitrage trade (codename 7senshino's arbitrage),Le7emesens,2024-09-08 21:02:32,0,34,aapl monday morning arbitrage trade codename 7senshinos arbitrage,0.0
60
+ "Nvidia slides for third straight session, loses $500B in market cap",thelastsubject123,2024-06-24 22:50:08,1227,337,nvidia slide third straight session loses 500b market cap,-0.1027
61
+ "On this day 13 years ago, Barack Obama almost perfectly calls the bottom of the stock market before the longest bull market in US history.",Beetlejuice_hero,2022-03-03 14:31:44,5193,631,day 13 year ago barack obama almost perfectly call bottom stock market longest bull market u history,0.6003
62
+ Is now a good time to buy $AAPL? (Apple Inc.),guyastronomer,2021-09-11 05:43:45,123,168,good time buy aapl apple inc,0.4404
63
+ I bought A LOT of AAPL shares. Now I’m losing A LOT of money.,mill40,2020-09-18 16:59:38,66,257,bought lot aapl share im losing lot money,-0.1027
64
+ This is how NVDA overtakes MSFT and AAPL to be the most valuable company in the world. ,Euro347,2024-05-31 18:42:44,0,47,nvda overtakes msft aapl valuable company world,0.4767
65
+ Is AAPL sucking the blood out of INTC / AMD / META / GOOG / MSFT/ NFLX / SPOT in a zero sum game etc?,bwang29,2022-10-28 00:25:02,68,122,aapl sucking blood intc amd meta goog msft nflx spot zero sum game etc,0.0
66
+ Would investors accept 5% a year return from AAPL?,apooroldinvestor,2022-04-29 15:17:11,170,103,would investor accept 5 year return aapl,0.3818
67
+ Friendly reminder: not everyone here is 20-30 years old and can ride the wave. People who are in retirement age should consider going cash.,LIBERAL_LAZY_LOSER,2022-05-15 15:49:25,3586,622,friendly reminder everyone 2030 year old ride wave people retirement age consider going cash,0.4939
68
+ Why is AAPLs revenue growth declining?,apooroldinvestor,2021-09-05 15:53:25,55,171,aapls revenue growth declining,0.3818
69
+ Sell mega caps MSFT and AAPL? Buy back in lower?,apooroldinvestor,2022-01-04 03:35:15,45,159,sell mega cap msft aapl buy back lower,-0.296
70
+ What’s your one “win big” stock? ,TheYoungLung,2024-06-17 01:56:07,518,1376,whats one win big stock,0.5859
71
+ All the bad news Swarming AAPL,PleasantAnomaly,2022-10-26 06:55:40,61,110,bad news swarming aapl,-0.5423
72
+ "Apple hits 3 trillion market cap, becoming the first company to hit the mark",AptitudeSky,2022-01-03 18:58:00,4097,572,apple hit 3 trillion market cap becoming first company hit mark,0.0
73
+ "I have just started investing and only buying stocks like AAPL,GOOGL and VOO.What other low risk ways I can invest for the next 10 years?",Ubikinon44,2022-03-05 16:25:27,89,122,started investing buying stock like aaplgoogl voowhat low risk way invest next 10 year,-0.1779
74
+ Will MSFT or AAPL ever go bankrupt?,apooroldinvestor,2021-04-07 04:07:25,44,186,msft aapl ever go bankrupt,-0.5574
75
+ AAPL or cash?,apooroldinvestor,2021-09-04 20:16:43,24,179,aapl cash,0.0
76
+ There's more to index funds and stocks than VTI and AAPL. Welcome to the world of small cap value stocks.,AP9384629344432,2022-10-21 16:16:28,268,54,there index fund stock vti aapl welcome world small cap value stock,0.6597
77
+ Bad Apple: Why AAPL is Heavily Overvalued,AlligatorHalfMan123,2022-01-26 06:12:18,45,141,bad apple aapl heavily overvalued,-0.5423
78
+ Can AAPL get back to ATH in 4 years?,Rico_Stonks,2022-06-16 20:56:29,55,113,aapl get back ath 4 year,0.0
79
+ What’s the stock you’ll never sell,durustakta,2024-10-26 11:55:44,311,724,whats stock youll never sell,0.0
80
+ "Apple stock closes at an all-time-high, added $1 trillion to its market cap in 2023",Jones131212,2023-12-14 11:35:56,1650,288,apple stock close alltimehigh added 1 trillion market cap 2023,0.0
81
+ "MSFT and AAPL are overvalued and overbought, Wallstreet is expecting too much from AI. ",Euro347,2024-07-08 22:14:54,0,28,msft aapl overvalued overbought wallstreet expecting much ai,0.0
82
+ "UBS upgrades AAPL to 'Buy,' raises price target on iPhone stability & auto opportunity",chrisdh79,2021-03-31 14:57:24,262,87,ubs upgrade aapl buy raise price target iphone stability auto opportunity,0.4215
83
+ I tried to predict the stock market every day in March. Here's how it went - and what I learned.,wsb_shitposting,2021-04-01 13:55:07,5293,460,tried predict stock market every day march here went learned,0.0
84
+ would like an opinion on selling AAPL/MSFT shares,safari-dog,2023-06-11 22:55:34,33,68,would like opinion selling aaplmsft share,0.5719
85
+ "For the youth, just broad strokes what I've learned after 20 years investing.",MainlineX,2021-04-07 05:15:25,4646,449,youth broad stroke ive learned 20 year investing,0.0
86
+ "What is a True Market Leader (TML) + And how to find them? (Ex. SHOP 2016-2020, ZM 2020, AAPL 2005-2012",Rmogo21,2020-11-07 15:42:28,402,60,true market leader tml find ex shop 20162020 zm 2020 aapl 20052012,0.4215
87
+ "Dan Ives AAPL $230, TSLA $1800",apooroldinvestor,2021-12-21 05:08:00,37,115,dan ives aapl 230 tsla 1800,0.0
88
+ Nine US governors press U.S. lawmakers to pass 52 Billion semiconductor funding bill. Taiwan unreliable potentially trillions at risk.,Oscuridad_mi_amigo,2021-11-11 21:50:25,2694,563,nine u governor press u lawmaker pas 52 billion semiconductor funding bill taiwan unreliable potentially trillion risk,-0.2732
89
+ "If Apple comes out with a car, are you buying an Apple car or a Tesla? TSLA 3,000 is higher then AAPL, Be honest, very curious, Cathie Says",UltimateTraders,2021-09-11 01:20:06,2,140,apple come car buying apple car tesla tsla 3000 higher aapl honest curious cathie say,0.6808
90
+ 1 share of AMZN or 18 shares of AAPL?,ImCoolOnTheInternet,2022-01-04 15:56:25,44,108,1 share amzn 18 share aapl,0.5267
91
+ How did AAPL gain close to 1 trillion in market cap since 2019?,punkzlol,2020-08-11 21:43:23,259,77,aapl gain close 1 trillion market cap since 2019,0.5267
92
+ AAPL MSFT GOOGL etc will only return 1.7% over the next 10 years?,apooroldinvestor,2022-01-05 04:59:59,8,115,aapl msft googl etc return 17 next 10 year,0.0
93
+ "For the first time in 2 decades, GOOG has a higher P/E ration than AAPL, and MSFT is Americas most valuable brand over AAPL",WallabyUpstairs1496,2021-11-06 00:11:21,194,63,first time 2 decade goog higher pe ration aapl msft america valuable brand aapl,0.4767
94
+ How to deal with the market bloodbath?,Kogorashi,2021-02-25 16:13:40,1977,1443,deal market bloodbath,0.0
95
+ 6 reasons why AAPL isn't a pandemic stock,senttoschool,2022-02-22 02:27:46,57,90,6 reason aapl isnt pandemic stock,0.0
96
+ "US sanctions on Chinese semiconductors ‘decapitate’ industry, experts say",big--if-true,2022-10-16 21:30:36,1721,465,u sanction chinese semiconductor decapitate industry expert say,0.0
97
+ Does anyone else feel incredibly bored on weekends when there are no stock prices to look at?,MrDegi,2021-07-24 10:28:39,2291,654,anyone else feel incredibly bored weekend stock price look,-0.3384
98
+ Apple today is a good example why the markets are so hard.,aquaBluu,2022-10-28 18:30:59,1850,399,apple today good example market hard,0.3612
99
+ Apple Stock Analysis: Is AAPL a good buy?,PeekingPotato,2021-05-24 19:23:28,54,107,apple stock analysis aapl good buy,0.4404
100
+ ‘Apple is going to war’: US lawsuit adds to iPhone maker’s antitrust woes,Steven_on_the_run,2024-03-23 20:13:09,805,315,apple going war u lawsuit add iphone maker antitrust woe,-0.8225
101
+ Disney & AAPL a steal right now?,anaccountwascreated,2020-11-23 18:47:25,58,118,disney aapl steal right,-0.4939
cleaned_social_media_data.csv ADDED
@@ -0,0 +1,460 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ platform,created_at,text,cleaned_text
2
+ Twitter,2024-12-27 06:08:44+00:00,"Mamata Machinery Limited IPO Listing Details
3
+ .
4
+ https://t.co/KOz6Gv5BmZ
5
+ .
6
+ #Mamatamachinery #MamatamachineryLtd #MamatamachineryIPO #IMamatamachineryLtdIPO #IPO #IPOAlert #ipoupdates #upcomingipo #investing #stockmarket #stockinvesting #InvestmentOpportunity #directusinvestments https://t.co/AGpGol9LXb",mamata machinery limited ipo listing details mamatamachinery mamatamachineryltd mamatamachineryipo imamatamachineryltdipo ipo ipoalert ipoupdates upcomingipo investing stockmarket stockinvesting investmentopportunity directusinvestments
7
+ Twitter,2024-12-27 06:08:18+00:00,"Bumper debut! #MamataMachinery lists at 147% premium on #NSE
8
+
9
+ @mamatamachinery | #StockMarket #IPO #IPOListing #Investing #ShareMarket #FinancialNews #MarketUpdates
10
+ https://t.co/iiqoFLt6zI",bumper debut mamatamachinery lists premium nse stockmarket ipo ipolisting investing sharemarket financialnews marketupdates
11
+ Twitter,2024-12-27 06:08:03+00:00,SAMBHAAV looks strong on the charts as indicated by Domin8er. Potential for an upward move. Note: This is not financial advice. I am not SEBI registered. #StockMarket #Trading #Domin8er https://t.co/w6AVKhSpqZ,sambhaav looks strong charts indicated dominer potential upward move note financial advice sebi registered stockmarket trading dominer
12
+ Twitter,2024-12-27 06:07:43+00:00,"RT @bsindia: #MarketsWithBS | In 2024, #Taiwan’s #stockmarket, represented by the TAIEX, stood out as one of the top performers among othe…",rt marketswithbs taiwans stockmarket represented taiex stood one top performers among othe
13
+ Twitter,2024-12-27 06:07:38+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
14
+
15
+ ✍️CMP Near 250 >>My target>500++🎯
16
+
17
+ 6 months +holding period✍️
18
+
19
+ DO> #Repost +Comment…",rt next multibagger x gem stock cmp near gtgtmy targetgt months holding period dogt repost comment
20
+ Twitter,2024-12-27 06:07:35+00:00,"Concord Enviro Systems lists with 19% premium on the BSE
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+
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+ https://t.co/sw2kcX5d85
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+
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+ #StockMarket #Water #ConcordEnviroSystem #Investmentguruindia https://t.co/EYkWhudjFu",concord enviro systems lists premium bse stockmarket water concordenvirosystem investmentguruindia
25
+ Twitter,2024-12-27 06:07:26+00:00,"RT @ETNowSwadesh: 2025 के लिए @KotakMF के MD, नीलेश शाह का आउटलुक
26
+ नए साल में कहां बनेंगे कमाई के मौके?
27
+ किस सेक्टर में अब वैल्युएशन आकर्षक?…",rt md
28
+ Twitter,2024-12-27 06:07:24+00:00,"Dear Investor,
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+
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+ Avoid taking loans for trading and never trade beyond your financial capacity.
31
+
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+ 🌐 Visit us: https://t.co/72xXvdPI57
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+
34
+ #stockmarket #investingtips #stockbroker #tradinggoals #financialfreedom #wealthmanagement #stockmarketindia #markettrends #learntotrade https://t.co/nbwVP5ittC",dear investor avoid taking loans trading never trade beyond financial capacity visit us stockmarket investingtips stockbroker tradinggoals financialfreedom wealthmanagement stockmarketindia markettrends learntotrade
35
+ Twitter,2024-12-27 06:07:10+00:00,RT @TrendonomicsHD: @tradingview @moneycontrolcom @CNBCBajar @business_today @ETMarkets @BiIndia @CMTAssociation @_anujsinghal @AnilSinghvi…,rt
36
+ Twitter,2024-12-27 06:07:06+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
37
+
38
+ ✍️CMP Near 250 >>My target>500++🎯
39
+
40
+ 6 months +holding period✍️
41
+
42
+ DO> #Repost +Comment…",rt next multibagger x gem stock cmp near gtgtmy targetgt months holding period dogt repost comment
43
+ Twitter,2024-12-27 06:07:04+00:00,"સુઝલોન એનર્જી પર EDની કડક કાર્યવાહી, હવે કંપનીના શેરનું શું થશે ?
44
+
45
+ #SuzlonEnergy #Stockmarket #Pricetarget #stockupdate
46
+
47
+ https://t.co/9HwApk202y",ed suzlonenergy stockmarket pricetarget stockupdate
48
+ Twitter,2024-12-27 06:06:59+00:00,"Sanathan Textiles lists with 31% premium on the BSE
49
+
50
+ https://t.co/33Fg4wICpi
51
+
52
+ #StockMarket #TextilesSector #SanthanTextiles #Investmentguruindia https://t.co/ITgyRYa9o6",sanathan textiles lists premium bse stockmarket textilessector santhantextiles investmentguruindia
53
+ Twitter,2024-12-27 06:06:59+00:00,"RT @NSEIndia: What do you think the missing word in this week's #CompleteTheSentence is?
54
+
55
+ #NSE #NSEIndia #StockMarket #Completethesentence…",rt think missing word weeks completethesentence nse nseindia stockmarket completethesentence
56
+ Twitter,2024-12-27 06:06:35+00:00,"RT @zona_inversion: Después de casi seis meses , #CELSIA marca su primera reversión semanal, ajustada a #zona de soporte y con una fuerte s…",rt despus de casi seis meses celsia marca su primera reversin semanal ajustada zona de soporte con una fuerte
57
+ Twitter,2024-12-27 06:06:25+00:00,"RT @VishalJ31877206: #Greavescotton
58
+ Monthly TF
59
+
60
+ Stock to watch💹
61
+
62
+ - Rounding base
63
+ - Poised for ATH breakout
64
+ - Highest ever volume
65
+
66
+ Telegram:…",rt greavescotton monthly tf stock watch rounding base poised ath breakout highest ever volume telegram
67
+ Twitter,2024-12-27 06:05:46+00:00,"Mazagon Dock ൽ Trend Reversal ? | Nifty | US Stock Market | Stock Market News Malayalam | MyFin TV
68
+
69
+ https://t.co/VnJUAT36Kp
70
+
71
+ #sharemarketindia #stockmarketcrash #StockMarketIndia #StockMarketUpdate #StockMarket #StocksToBuy #stocks #mazagondock #nifty #StockToWatch #ManmohanSingh https://t.co/fsxsghhrqF",mazagon dock trend reversal nifty us stock market stock market news malayalam myfin tv sharemarketindia stockmarketcrash stockmarketindia stockmarketupdate stockmarket stockstobuy stocks mazagondock nifty stocktowatch manmohansingh
72
+ Twitter,2024-12-27 06:05:40+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
73
+
74
+ ✍️CMP Near 250 >>My target>500++🎯
75
+
76
+ 6 months +holding period✍️
77
+
78
+ DO> #Repost +Comment…",rt next multibagger x gem stock cmp near gtgtmy targetgt months holding period dogt repost comment
79
+ Twitter,2024-12-27 06:05:26+00:00,"RT @VishalJ31877206: #Greavescotton
80
+ Monthly TF
81
+
82
+ Stock to watch💹
83
+
84
+ - Rounding base
85
+ - Poised for ATH breakout
86
+ - Highest ever volume
87
+
88
+ Telegram:…",rt greavescotton monthly tf stock watch rounding base poised ath breakout highest ever volume telegram
89
+ Twitter,2024-12-27 06:04:32+00:00,"RT @ClassicValueInv: Unlocking Wealth: Why Aduro Clean Technologies is a Hidden Gem $PLTR $ADUR
90
+ #InvestmentStrategy #AduroCleanTechnologies…",rt unlocking wealth aduro clean technologies hidden gem pltr adur investmentstrategy adurocleantechnologies
91
+ Twitter,2024-12-27 06:04:06+00:00,"Power Mech Projects surges on securing order worth Rs 186 crore
92
+
93
+ https://t.co/aVPboV4osv
94
+
95
+ #StockMarket #PowerSector #StockOnTheMove #PowerMechProjectsLtd #Investmentguruindia https://t.co/KdNzxno1bU",power mech projects surges securing order worth rs crore stockmarket powersector stockonthemove powermechprojectsltd investmentguruindia
96
+ Twitter,2024-12-27 06:03:57+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
97
+
98
+ ✍️CMP Near 250 >>My target>500++🎯
99
+
100
+ 6 months +holding period✍️
101
+
102
+ DO> #Repost +Comment…",rt next multibagger x gem stock cmp near gtgtmy targetgt months holding period dogt repost comment
103
+ Twitter,2024-12-27 06:03:23+00:00,"2025 के लिए @KotakMF के MD, नीलेश शाह का आउटलुक
104
+ नए साल में कहां बनेंगे कमाई के मौके?
105
+ किस सेक्टर में अब वैल्युएशन आकर्षक?
106
+ #MutualFunds निवेशक अभी क्या करें?
107
+ 2025 में किस थीम पर रहेगा खास फोकस?
108
+
109
+ #Outlook2025 #StockMarket #Nifty50 @dkalra81 @davemansi145 @Ashesha_A @NileshShah68 https://t.co/8bUfBhAMd6",md mutualfunds outlook stockmarket nifty
110
+ Twitter,2024-12-27 06:03:12+00:00,"3: #CaprolactamChemicals
111
+
112
+ Note: ""The securities quoted are for illustration only and are not recommendatory""
113
+
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+ #stockmarketcrash #StockMarketIndia #StockMarketUpdate #StockMarket #StocksInFocus #stocks #GIFTNIFTY https://t.co/BsgfJLZgXG",caprolactamchemicals note securities quoted illustration recommendatory stockmarketcrash stockmarketindia stockmarketupdate stockmarket stocksinfocus stocks giftnifty
115
+ Twitter,2024-12-27 06:02:39+00:00,"The Nifty Defence Index is up by 56% this year. It highlights India’s evolving defence landscape, tracking key stocks weighted by their free-float market capitalisation.
116
+
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+ Explore the driving forces behind this sector’s growth.
118
+
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+ #NiftyDefence #DefenceSector #StockMarket #Investing… https://t.co/wrUEHjnGLJ https://t.co/HigHPjdv1n",nifty defence index year highlights indias evolving defence landscape tracking key stocks weighted freefloat market capitalisation explore driving forces behind sectors growth niftydefence defencesector stockmarket investing
120
+ Twitter,2024-12-27 06:02:39+00:00,"2: #ChavdaInfra
121
+
122
+ Note: ""The securities quoted are for illustration only and are not recommendatory""
123
+
124
+ #stockmarketcrash #StockMarketIndia #StockMarketUpdate #StockMarket #StocksInFocus #stocks #GIFTNIFTY https://t.co/SHPC2PtBvK",chavdainfra note securities quoted illustration recommendatory stockmarketcrash stockmarketindia stockmarketupdate stockmarket stocksinfocus stocks giftnifty
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+ Twitter,2024-12-27 06:02:19+00:00,"IPO GMP Today: आज के ग्रे मार्केट प्रीमियम की पूरी जानकारी
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+ https://t.co/w3YHBO8CM6
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+ #IPO #GMP #StockMarketUpdate #StockMarket #UpcomingIPO #sharemarketindia #Finances #NSE #BSE #IPOUpdate #indianstocks #IPOGMPToday #ipoallotment #investments #IPOAlert https://t.co/K2e5bDFe8t",ipo gmp today ipo gmp stockmarketupdate stockmarket upcomingipo sharemarketindia finances nse bse ipoupdate indianstocks ipogmptoday ipoallotment investments ipoalert
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+ Twitter,2024-12-27 06:02:19+00:00,"#stockmarket Premier Chatroom
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+
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+ https://t.co/oDTL2fl58m
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+
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+ $CRKN $FFIE $GWAV $BRSH $SCPX $NBY $SINT $MMV $SLNA $AAPL $TSLA $AMZN https://t.co/dAF5INLmsD",stockmarket premier chatroom crkn ffie gwav brsh scpx nby sint mmv slna aapl tsla amzn
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+ Twitter,2024-12-27 06:02:03+00:00,"RT @INDmoneyApp: How do the 2 biggest Solar PV Manufacturers in India stack up against each other? Let's find out!
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+
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+ #wareeenergies #waree #…",rt biggest solar pv manufacturers india stack lets find wareeenergies waree
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+ Twitter,2024-12-27 06:01:59+00:00,"#Greavescotton
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+ Monthly TF
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+
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+ Stock to watch💹
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+
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+ - Rounding base
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+ - Poised for ATH breakout
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+ - Highest ever volume
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+
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+ Telegram:📲 https://t.co/UA3XpeSxzB
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+
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+ #stockstowatch #StocksToBuy #StockMarket #investing #Multibagger
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+ @MicrocapsPraWin @kuttrapali26 @KommawarSwapnil @Abhi4Research… https://t.co/1gqNOiUV8A https://t.co/sFufxlad43",greavescotton monthly tf stock watch rounding base poised ath breakout highest ever volume telegram stockstowatch stockstobuy stockmarket investing multibagger
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+ Twitter,2024-12-27 06:01:52+00:00,"RT @i2gain: #Nifty Daily Chart Update - 24 Dec 2024
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+
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+ Low volume, indecisive participants. Please refer to the chart for more details.
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+
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+ #Nif…",rt nifty daily chart update dec low volume indecisive participants please refer chart details nif
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+ Twitter,2024-12-27 06:01:14+00:00,"RT @NSEIndia: What do you think the missing word in this week's #CompleteTheSentence is?
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+
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+ #NSE #NSEIndia #StockMarket #Completethesentence…",rt think missing word weeks completethesentence nse nseindia stockmarket completethesentence
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+ Twitter,2024-12-27 06:00:52+00:00,"शेअर नव्हे, सोन्याची खाण; अवघ्या चार वर्षात रक्कम लाखोंच्याही पल्याड, पाडला पैशांचा वर्षाव
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+
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+ #StockMarketIndia #StockMarketUpdate #StockMarket #sharemarketindia #MultibaggerStock #StocksToWatch
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+
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+ https://t.co/Nef3PaIBqq",stockmarketindia stockmarketupdate stockmarket sharemarketindia multibaggerstock stockstowatch
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+ Twitter,2024-12-27 06:00:50+00:00,"📈 After 3 days of consolidation, Nifty is showing Upward Momentum. 📊
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+
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+ 📌 The 200-day EMA is now acting as a strong Support Level.
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+ 📌 Immediate Resistance is around Level 24,000; a breakout above this could lead to a significant rally.
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+
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+ #nifty #stockmarket #technicalanalysis https://t.co/zz4u9RV6si",days consolidation nifty showing upward momentum day ema acting strong support level immediate resistance around level breakout could lead significant rally nifty stockmarket technicalanalysis
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+ Twitter,2024-12-27 06:00:31+00:00,SoundHound AI's stock surged nearly 20% amid increased interest in AI technologies. #StockMarket #AI #SoundHound,soundhound ais stock surged nearly amid increased interest ai technologies stockmarket ai soundhound
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+ Twitter,2024-12-27 06:00:20+00:00,"🚨 Limited Time Offer 🚨
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+ 💸 Want to make your money work for YOU in 2024? 💰
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+ 🔑 Get expert investment advice for just ₹6750/year (originally ₹7500)!
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+ ⏳ Hurry – offer expires tonight
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+ ✅ Secure your financial future NOW!
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+ 📲 DM me
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+
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+ #StockMarketIndia #IPO #intraday #StockMarket",limited time offer want make money work get expert investment advice year originally hurry offer expires tonight secure financial future dm stockmarketindia ipo intraday stockmarket
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+ Twitter,2024-12-27 06:00:11+00:00,"What do you think the missing word in this week's #CompleteTheSentence is?
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+
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+ #NSE #NSEIndia #StockMarket #Completethesentence #ShareMarket #InvestorProtection https://t.co/br6g5JJztM",think missing word weeks completethesentence nse nseindia stockmarket completethesentence sharemarket investorprotection
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+ Twitter,2024-12-27 06:00:06+00:00,"Weekly Market Overview
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+ .
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+ .
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+ .
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+ #naasasecurities #marketupdate #update #nepse #index #overview #sharemarket #sharebroker #brokerinnepal #dailyupdate #new #bestbroker #nepal #paush #topbroker #learn #stockmarket
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+ #demat #meroshare #tms58 https://t.co/vsAMqBzMVt",weekly market overview naasasecurities marketupdate update nepse index overview sharemarket sharebroker brokerinnepal dailyupdate new bestbroker nepal paush topbroker learn stockmarket demat meroshare tms
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+ Twitter,2024-12-27 06:00:05+00:00,"https://t.co/VtcOAHYWtX
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+ 📈 Want to simplify stock trading? With my Python program powered by yfinance, you can track real-time price & volume data and filter stocks based on your criteria. Automate your analysis smarter 💹
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+ #Investing #StockMarket #TradingBot #Python https://t.co/zgSjdmDRn3",want simplify stock trading python program powered yfinance track realtime price amp volume data filter stocks based criteria automate analysis smarter investing stockmarket tradingbot python
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+ Twitter,2024-12-27 06:00:01+00:00,"🚀 IPO Frenzy!
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+ ✨ Mamata Machinery makes a blockbuster debut with a 147% premium over IPO price! 💼 DAM Capital follows suit, trading at a solid 55% premium on BSE & NSE.
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+ Who could be next in the IPO spotlight?
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+ #StockMarket #IPO #MamataMachinery #DAMCapital #Indiabullssecurities",ipo frenzy mamata machinery makes blockbuster debut premium ipo price dam capital follows suit trading solid premium bse amp nse could next ipo spotlight stockmarket ipo mamatamachinery damcapital indiabullssecurities
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+ Twitter,2024-12-27 06:00:01+00:00,"#NewsParViews
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+
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+ Transrail Lighting : NSE पर 36.6% के प्रीमियम पर लिस्टिंग
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+
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+ लिस्टिंग के बाद क्या है कंपनी का प्लान?
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+
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+ FY26 के लिए क्या है आउटलुक?
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+
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+ किस सेगमेंट पर कंपनी का खास फोकस?
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+
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+ देखिए Transrail Lighting के MD & CEO, रणदीप नारंग से खास बातचीत
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+
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+ #StockMarket #TransrailLighting… https://t.co/xWwQJ38A3F https://t.co/3cqAOdzP3e",newsparviews transrail lighting nse fy transrail lighting md amp ceo stockmarket transraillighting
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+ Twitter,2024-12-27 05:59:50+00:00,"#stockmarket Premier Chatroom
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+
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+ https://t.co/oDTL2fl58m
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+
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+ $CRKN $FFIE $GWAV $BRSH $SCPX $NBY $SINT $MMV $SLNA $AAPL $TSLA $AMZN https://t.co/uncacuAhCa",stockmarket premier chatroom crkn ffie gwav brsh scpx nby sint mmv slna aapl tsla amzn
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+ Twitter,2024-12-27 05:59:21+00:00,"Discover the 4 Key Stock Closing Details from the Previous Day with TradeCFD!
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+ #stocks #shremarket #stockmarket #indexes #commodity https://t.co/6FEdB8Y0S4",discover key stock closing details previous day tradecfd stocks shremarket stockmarket indexes commodity
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+ Twitter,2024-12-27 05:59:17+00:00,"Benchmark Indices Creating All-Time Highs!
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+
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+ Sign up now - https://t.co/PK0NHta9sE
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+
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+ #stockmarket #nifty50 #banknifty #niftyit #investsmart #tradabulls #marketanalysis #marketmoments https://t.co/XCdlg8v0yu",benchmark indices creating alltime highs sign stockmarket nifty banknifty niftyit investsmart tradabulls marketanalysis marketmoments
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+ Twitter,2024-12-27 05:59:15+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
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+
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+ ✍️CMP Near 250 >>My target>500++🎯
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+
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+ 6 months +holding period✍️
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+
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+ DO> #Repost +Comment…",rt next multibagger x gem stock cmp near gtgtmy targetgt months holding period dogt repost comment
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+ Twitter,2024-12-27 05:59:11+00:00,"Top 10 selling cars of 2024.
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+
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+ #StockMarketIndia #StockMarket https://t.co/5FErrvJzit https://t.co/b8J7WmnGA3",top selling cars stockmarketindia stockmarket
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+ Twitter,2024-12-27 05:59:03+00:00,"Lemon Tree Hotels rises on signing new property in Maharashtra
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+
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+ https://t.co/ognirzvPSF
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+
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+ #Hotelsector #StockMarket @LemonTreeHotels #Maharashtra #Investmentguruindia https://t.co/QlEKjWJ50G",lemon tree hotels rises signing new property maharashtra hotelsector stockmarket maharashtra investmentguruindia
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+ Twitter,2024-12-27 05:58:57+00:00,"Video Link:
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+
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+ https://t.co/P6wT2CxTpW
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+
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+ #StockMarketIndia #StockMarketUpdate #StockMarket #niftyoptions #niftyfuture #like #SubscribeNow #BestFriend https://t.co/UhBamJh4eV",video link stockmarketindia stockmarketupdate stockmarket niftyoptions niftyfuture like subscribenow bestfriend
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+ Twitter,2024-12-27 05:58:02+00:00,"Bears really got fearful by this tweet. Awesome!!!
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+ #nifty #niftytoday #niftyOptions #StockMarketIndia #StockMarketUpdate #StockMarket #StocksToBuy https://t.co/PvpAD4Oj85",bears really got fearful tweet awesome nifty niftytoday niftyoptions stockmarketindia stockmarketupdate stockmarket stockstobuy
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+ Twitter,2024-12-27 05:57:52+00:00,"Mazagon Dock shares undergo a 2:1 split, adjusting prices while maintaining impressive YTD performance. Analysts show confidence in the defense sector's future potential despite market corrections.
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+
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+ Stay updated on this #StockMarket move! 🚢📊
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+
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+ #MazagonDock #ShareSplit #intraday https://t.co/wM5VI12udV",mazagon dock shares undergo split adjusting prices maintaining impressive ytd performance analysts show confidence defense sectors future potential despite market corrections stay updated stockmarket move mazagondock sharesplit intraday
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+ Twitter,2024-12-27 05:57:31+00:00,"Choosing the right broker is key to smart investing!
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+
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+ Compare charges, features, and services with a comprehensive Stock Broker Comparison.
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+
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+ Get more details: https://t.co/OvrbYicvct
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+
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+ #StockBrokerComparison #SmartInvesting #Trading #StockMarket https://t.co/vTmDh87Io3",choosing right broker key smart investing compare charges features services comprehensive stock broker comparison get details stockbrokercomparison smartinvesting trading stockmarket
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+ Twitter,2024-12-27 05:57:26+00:00,"Keep an eye on: #DCXINDIA
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+ • Call Shared at: 340
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+ • High Made: 353
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+ • CMP: 349
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+ • Points Gained: 13
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+ • Returns: 4%
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+ • Enter if Weekly Close Above Trendline
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+
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+ #DCXINDIA #StockMarket #IndianStocks #StockAnalysis #nifty #Breakout #Uptrend #Breakoutstocks https://t.co/EOl6Fvf5vZ https://t.co/1Fxkp5DLvc",keep eye dcxindia call shared high made cmp points gained returns enter weekly close trendline dcxindia stockmarket indianstocks stockanalysis nifty breakout uptrend breakoutstocks
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+ Twitter,2024-12-27 05:56:40+00:00,"Aaj to sach me hi khushiyan di barsaat😂
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+ #memes #mamatamachineryipo #stockmarket #ipoallotment https://t.co/rzMPOYHDxQ",aaj sach hi khushiyan di barsaat memes mamatamachineryipo stockmarket ipoallotment
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+ Twitter,2024-12-27 05:56:16+00:00,"#Nifty
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+
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+ Wave 4 Correction Near It's End
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+
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+ Limited Downside Risk 23300
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+
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+ Strongest Wave 5 Rally is Inevitable
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+
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+ आएगा तो तेजी ही
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+
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+ Keep on radar
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+
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+ https://t.co/KEHyI6f4YN
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+
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+ Like & Share
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+
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+ #Elliottwave #StockMarket #Trendonomics https://t.co/fYwn53vvS0",nifty wave correction near end limited downside risk strongest wave rally inevitable keep radar like amp share elliottwave stockmarket trendonomics
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+ Twitter,2024-12-27 05:56:14+00:00,"ZAGGLE PREPAID OCEAN: Co Has Entered Into An Agreement With Mahindra First Choice Wheels Limited
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+ #Stocks #StockMarket #TRading #IndustryNews #Industry",zaggle prepaid ocean co entered agreement mahindra first choice wheels limited stocks stockmarket trading industrynews industry
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+ Twitter,2024-12-27 05:55:43+00:00,"RT @GhanshyamRaj: Understand Inventory Turnover Ratio in just few seconds
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+ #investing #Nifty #StockMarket
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+
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+ https://t.co/q6oCSxLZsA",rt understand inventory turnover ratio seconds investing nifty stockmarket
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+ Twitter,2024-12-27 05:54:43+00:00,"#VolumeMovers -#Nifty50
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+
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+ Check #trending #chartpatterns and #Updates on https://t.co/5ErPu4pSu6 and ""follow"" @MySoctr
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+
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+ #Nifty #Nifty50 #investing #breakoutstocks #StocksInFocus #StocksToWatch #stocks #StocksToBuy #StocksToTrade #StockMarket #trading #stockmarkets #Breakout #nse… https://t.co/QzZbb7uxMZ https://t.co/LyNYD3zobb",volumemovers nifty check trending chartpatterns updates follow nifty nifty investing breakoutstocks stocksinfocus stockstowatch stocks stockstobuy stockstotrade stockmarket trading stockmarkets breakout nse
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+ Twitter,2024-12-27 05:54:11+00:00,"@sakigake The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
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+
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+ #Nikkei225 #StockMarket #DENA #Nissan",nikkei index surged late trading dena leading gains soaring meanwhile nissan motors bucked trend plunging nikkei stockmarket dena nissan
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+ Twitter,2024-12-27 05:53:47+00:00,"NMDC Borad has fixed 27 December 2024 as the record date for finalizing the eligible shareholders to issue bonus shares in a 2:1 ratio.
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+
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+ 🔗 Join Whatsapp Group: https://t.co/Nwl6nEkyyq
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+
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+ #StockMarket #StockMarketIndia #Stocks https://t.co/tZotKxYpRp",nmdc borad fixed december record date finalizing eligible shareholders issue bonus shares ratio join whatsapp group stockmarket stockmarketindia stocks
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+ Twitter,2024-12-27 05:53:43+00:00,"@OpenSoliloquy The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
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+
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+ #Nikkei225 #StockMarket #DENA #Nissan",nikkei index surged late trading dena leading gains soaring meanwhile nissan motors bucked trend plunging nikkei stockmarket dena nissan
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+ Twitter,2024-12-27 05:53:35+00:00,"@ex_Lhasa The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
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+
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+ #Nikkei225 #StockMarket #DENA #Nissan",nikkei index surged late trading dena leading gains soaring meanwhile nissan motors bucked trend plunging nikkei stockmarket dena nissan
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+ Twitter,2024-12-27 05:53:12+00:00,"@Barchart The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
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+
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+ #Nikkei225 #StockMarket #DENA #Nissan",nikkei index surged late trading dena leading gains soaring meanwhile nissan motors bucked trend plunging nikkei stockmarket dena nissan
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+ Twitter,2024-12-27 05:52:58+00:00,"@o6dGNX6GYD2m5Dh The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
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+
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+ #Nikkei225 #StockMarket #DENA #Nissan",nikkei index surged late trading dena leading gains soaring meanwhile nissan motors bucked trend plunging nikkei stockmarket dena nissan
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+ Twitter,2024-12-27 05:52:49+00:00,"Dixon Technologies inches up as its arm enters into MoU with Cellecor Gadgets
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+
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+ https://t.co/SdRGne888I
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+
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+ #ManufacturingSector #StockMarket #MemorandumOfUnderstanding #Gadget @DixonTech_India #Investmentguruindia https://t.co/w6XxYZ7Cdy",dixon technologies inches arm enters mou cellecor gadgets manufacturingsector stockmarket memorandumofunderstanding gadget investmentguruindia
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+ Twitter,2024-12-27 05:52:44+00:00,"@OpenAI The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
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+
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+ #Nikkei225 #StockMarket #DENA #Nissan",nikkei index surged late trading dena leading gains soaring meanwhile nissan motors bucked trend plunging nikkei stockmarket dena nissan
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+ Twitter,2024-12-27 05:52:39+00:00,"#KalyaniSteels 36.60% #Return in 28 Days
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+
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+ Check #trending #chartpatterns on https://t.co/5ErPu4pSu6
322
+ & ""follow"" @MySoctr
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+
324
+ #nifty #nifty50 #investing #breakoutstocks #StocksInFocus #StocksToWatch #stocks #StocksToBuy #StocksToTrade #breakoutstock #stockmarketindia #StockMarket… https://t.co/uMBnAzx0rD https://t.co/oXztE0HUzE",kalyanisteels return days check trending chartpatterns amp follow nifty nifty investing breakoutstocks stocksinfocus stockstowatch stocks stockstobuy stockstotrade breakoutstock stockmarketindia stockmarket
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+ Twitter,2024-12-27 05:52:36+00:00,"NMDC Borad has fixed 27 December 2024 as the record date for finalizing the eligible shareholders to issue bonus shares in a 2:1 ratio.
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+
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+ 🔗 Join Whatsapp Group: https://t.co/hQJVE5Mjc3
328
+
329
+ #StockMarket #StockMarketIndia #Stocks https://t.co/75J0ChkQnI",nmdc borad fixed december record date finalizing eligible shareholders issue bonus shares ratio join whatsapp group stockmarket stockmarketindia stocks
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+ Twitter,2024-12-27 05:52:34+00:00,"@IvankaTrump The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
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+
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+ #Nikkei225 #StockMarket #DENA #Nissan",nikkei index surged late trading dena leading gains soaring meanwhile nissan motors bucked trend plunging nikkei stockmarket dena nissan
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+ Twitter,2024-12-27 05:51:54+00:00,"#stockmarket #stocktrading #stockfocus #stockwach #stockbuy
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+ Focus... Bajaj housing finance.
335
+ Nbcc.ifci
336
+ New year rally.🙏",stockmarket stocktrading stockfocus stockwach stockbuy focus bajaj housing finance nbccifci new year rally
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+ Twitter,2024-12-27 05:51:51+00:00,"RT @mmojha: Instl. Investors EQUITY Cash Trades PROV. - 26/12/2024 : Rs. CRS. :
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+
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+ FIIS : SELL -2,377 (4,256-6,633)
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+
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+ DIIS : BUY +3,336 (11,5…",rt instl investors equity cash trades prov rs crs fiis sell diis buy
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+ Twitter,2024-12-27 05:51:42+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @Emmayr_rw,conversion services various trading platforms tradingview technicalanalysis stockmarket forex tradingstrategies cryptotrading tradingsignals investing daytrading chartanalysis
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+ Twitter,2024-12-27 05:51:34+00:00,"#MintEquitymaster | Here’s why top Indian #mutualfunds are betting big on this smallcap company. Read👇
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+
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+ #StockMarket
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+
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+ https://t.co/KNGqqqkyDb",mintequitymaster heres top indian mutualfunds betting big smallcap company read stockmarket
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+ Twitter,2024-12-27 05:51:20+00:00,"RT @mmojha: Corporate Actions - 27th December 2024
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+
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+ #StockMarket https://t.co/LNWRJ6fzT5",rt corporate actions th december stockmarket
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+ Twitter,2024-12-27 05:51:20+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @AlmanacTrader,conversion services various trading platforms tradingview technicalanalysis stockmarket forex tradingstrategies cryptotrading tradingsignals investing daytrading chartanalysis
352
+ Twitter,2024-12-27 05:50:53+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @szaman,conversion services various trading platforms tradingview technicalanalysis stockmarket forex tradingstrategies cryptotrading tradingsignals investing daytrading chartanalysis
353
+ Twitter,2024-12-27 05:50:47+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
354
+
355
+ ✍️CMP Near 250 >>My target>500++🎯
356
+
357
+ 6 months +holding period✍️
358
+
359
+ DO> #Repost +Comment…",rt next multibagger x gem stock cmp near gtgtmy targetgt months holding period dogt repost comment
360
+ Twitter,2024-12-27 05:50:37+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @DayTraderWayne,conversion services various trading platforms tradingview technicalanalysis stockmarket forex tradingstrategies cryptotrading tradingsignals investing daytrading chartanalysis
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+ Twitter,2024-12-27 05:50:34+00:00,"#StockMarket | This small-cap apparel brand eyes 62% revenue growth in 3 years: Can it rerate?
362
+
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+ (Madhvendra writes ✍)
364
+
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+ https://t.co/MY1u8xtiyh",stockmarket smallcap apparel brand eyes revenue growth years rerate madhvendra writes
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+ Twitter,2024-12-27 05:50:25+00:00,"StockUpdate:
367
+
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+ #PNBHOUSING 843 To 872 🤩🤩
369
+
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+ #StockMarket #TradingTips #Tradevisor #DhirajSagarPicks #StocksToBuy #StocksToFocus #SwingTrading #BTST #ShortTerm #StockMarket #BreakoutStocks #BreakoutSoon https://t.co/P6cB2OJulc https://t.co/QCeA1Y5JXm",stockupdate pnbhousing stockmarket tradingtips tradevisor dhirajsagarpicks stockstobuy stockstofocus swingtrading btst shortterm stockmarket breakoutstocks breakoutsoon
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+ Twitter,2024-12-27 05:50:20+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @AT09_Trader,conversion services various trading platforms tradingview technicalanalysis stockmarket forex tradingstrategies cryptotrading tradingsignals investing daytrading chartanalysis
372
+ Twitter,2024-12-27 05:50:13+00:00,"RT @HELPTOEARN_HTE: Call writers have crashed the iv of 78700ce what do you think.
373
+ #nifty #niftytoday #niftyOptions #StockMarketIndia #Stoc…",rt call writers crashed iv ce think nifty niftytoday niftyoptions stockmarketindia stoc
374
+ Twitter,2024-12-27 05:50:01+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @traders_tweets,conversion services various trading platforms tradingview technicalanalysis stockmarket forex tradingstrategies cryptotrading tradingsignals investing daytrading chartanalysis
375
+ Twitter,2024-12-27 05:49:54+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
376
+
377
+ ✍️CMP Near 250 >>My target>500++🎯
378
+
379
+ 6 months +holding period✍️
380
+
381
+ DO> #Repost +Comment…",rt next multibagger x gem stock cmp near gtgtmy targetgt months holding period dogt repost comment
382
+ Twitter,2024-12-27 05:49:42+00:00,"The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
383
+
384
+ #Nikkei225 #StockMarket #DENA #Nissan https://t.co/GjJmnkBblp",nikkei index surged late trading dena leading gains soaring meanwhile nissan motors bucked trend plunging nikkei stockmarket dena nissan
385
+ Twitter,2024-12-27 05:49:41+00:00,Expecting a sharp correction in the #stockmarket during the first half of Jan 2025. Follow us for insights on #spx500 #nifty https://t.co/8URo1MD0f6,expecting sharp correction stockmarket first half jan follow us insights spx nifty
386
+ Twitter,2024-12-27 05:49:15+00:00,"Exciting IPOs on the horizon! 🚀 Get ready for Zepto, HDBFIN, Tata Capital, AFS, Ather, and BoAt to hit the stock market soon. 💹
387
+
388
+ #StockMarket #IPOAlert #Investing"" https://t.co/Qi9tXo6mhf",exciting ipos horizon get ready zepto hdbfin tata capital afs ather boat hit stock market soon stockmarket ipoalert investing
389
+ Twitter,2024-12-27 05:49:13+00:00,"Call writers have crashed the iv of 78700ce what do you think.
390
+ #nifty #niftytoday #niftyOptions #StockMarketIndia #StockMarketUpdate #StockMarket #StocksToBuy",call writers crashed iv ce think nifty niftytoday niftyoptions stockmarketindia stockmarketupdate stockmarket stockstobuy
391
+ Twitter,2024-12-27 05:49:12+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @DeutscheTrader,conversion services various trading platforms tradingview technicalanalysis stockmarket forex tradingstrategies cryptotrading tradingsignals investing daytrading chartanalysis
392
+ Twitter,2024-12-27 05:49:11+00:00,"Overnight market updated
393
+
394
+ #NIFTY #STOCKMARKET #Tradebox #SENSEX #BITCOIN #GOLD https://t.co/q73gF41fQD",overnight market updated nifty stockmarket tradebox sensex bitcoin gold
395
+ Twitter,2024-12-27 05:49:04+00:00,"मुनाफे वाले 3 IPO ने मार्केट में ली जबरदस्त एंट्री! लिस्टिंग वाले दिन निवेशकों का मिला तगड़ा रिटर्न
396
+
397
+ #StockMarket #IPO #Stocks
398
+
399
+ https://t.co/uUIBxdOtcx",ipo stockmarket ipo stocks
400
+ Twitter,2024-12-27 05:48:59+00:00,"Mamata Machinery makes bumper debut with 147% premium on the BSE
401
+
402
+ https://t.co/fPpdiN6l2H
403
+
404
+ #ManufacturingSector #StockMarket #BSE #MamataMachinery #Investmentguruindia https://t.co/qApQtMj8iI",mamata machinery makes bumper debut premium bse manufacturingsector stockmarket bse mamatamachinery investmentguruindia
405
+ Twitter,2024-12-27 05:48:55+00:00,"#TopGainers -#Nifty50
406
+
407
+ Check #trending #chartpatterns and #Updates on https://t.co/5ErPu4pSu6 and ""follow"" @MySoctr
408
+
409
+ #Nifty #Nifty50 #investing #breakoutstocks #StocksInFocus #StocksToWatch #stocks #StocksToBuy #StocksToTrade #StockMarket #trading #stockmarkets #Breakout #nse… https://t.co/yntQkqoOrg https://t.co/QavzDfzN9o",topgainers nifty check trending chartpatterns updates follow nifty nifty investing breakoutstocks stocksinfocus stockstowatch stocks stockstobuy stockstotrade stockmarket trading stockmarkets breakout nse
410
+ Twitter,2024-12-27 05:48:47+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @0xShitTrader,conversion services various trading platforms tradingview technicalanalysis stockmarket forex tradingstrategies cryptotrading tradingsignals investing daytrading chartanalysis
411
+ Twitter,2024-12-27 05:48:42+00:00,"Strong Breakout Candidate!
412
+ #KRN
413
+
414
+ 1- Tight range breakout
415
+ 2- Wave 4 did 38.2%
416
+ 3- Wave 5 unfolding 📈
417
+
418
+ Keep on Radar.📌
419
+ Potential Upside Stocks!!
420
+ #StockMarket #Investing #Trading #EquityMarkets
421
+ #FinancialPlanning #Shares #Indianstocks
422
+ #TechnicalAnalysis #DividendStocks https://t.co/movHLMoBpp",strong breakout candidate krn tight range breakout wave wave unfolding keep radar potential upside stocks stockmarket investing trading equitymarkets financialplanning shares indianstocks technicalanalysis dividendstocks
423
+ Twitter,2024-12-27 05:48:34+00:00,"Why taking tips and advisory is never recommended by IFMC®.
424
+ ............................
425
+ 👉🔗https://t.co/XxHFBBthGB
426
+ #ifmcinstitute #manish_taneja_ifmc #stockmarket #technicalanalysis #intradaytrading #investor #learn #traders #advisory #tips https://t.co/eUq7NVP3Ng",taking tips advisory never recommended ifmc ifmcinstitute manishtanejaifmc stockmarket technicalanalysis intradaytrading investor learn traders advisory tips
427
+ Twitter,2024-12-27 05:48:31+00:00,"Nasdaq 100 Futures
428
+
429
+ $NQ_F $QQQ $NDX #Futures #Stockmarket #DayTrading #Investing #sp500trading #futurestrading #MarketAnalysis #NQTrading #ESTrading #SPY #QQQ #RTY #DIA
430
+
431
+ 📁_Previous Session
432
+
433
+ 108 points from an H1 Diagonal Entry Model after jobless claims data surprised,… https://t.co/EmvKiAMaXn https://t.co/7jVztsEIYG",nasdaq futures nqf qqq ndx futures stockmarket daytrading investing sptrading futurestrading marketanalysis nqtrading estrading spy qqq rty dia previous session points h diagonal entry model jobless claims data surprised
434
+ Twitter,2024-12-27 05:48:22+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @1987Trader,conversion services various trading platforms tradingview technicalanalysis stockmarket forex tradingstrategies cryptotrading tradingsignals investing daytrading chartanalysis
435
+ Twitter,2024-12-27 05:48:16+00:00,"🔥 IPO Alert! Here’s how the market is buzzing:
436
+
437
+ 📈 DAM Capital Advisors: Profit 38.87%
438
+ 📈 Sanathan Textiles: Profit 31.56%
439
+ 📈 Transrail Lighting:Profit 36.57%
440
+ 📈 Concord Enviro: Profit 17.83%
441
+
442
+ Which debut excites you the most? 💹
443
+ #IPO #StockMarket #AfterTrade #ChalAbShuruKare https://t.co/Gj49g8L6TU",ipo alert heres market buzzing dam capital advisors profit sanathan textiles profit transrail lightingprofit concord enviro profit debut excites ipo stockmarket aftertrade chalabshurukare
444
+ Twitter,2024-12-27 05:48:09+00:00,"https://t.co/h5luFcxuqv
445
+
446
+ Are you investing in too many mutual fund schemes? Stick to 4-5 for a perfect portfolio! Too much diversification means reduced returns. Simplify and grow your wealth!
447
+
448
+ #MutualFunds #StockMarket #CompoundingBulls #InvestingTips #WealthBuilding",investing many mutual fund schemes stick perfect portfolio much diversification means reduced returns simplify grow wealth mutualfunds stockmarket compoundingbulls investingtips wealthbuilding
449
+ Twitter,2024-12-27 05:47:50+00:00,"PSE to Acquire 61.92 Percent of PDS for P2.32 Billion
450
+
451
+ Read: https://t.co/HMIj2oXnrZ
452
+
453
+ #bonds #stockmarket #stocks #realestate #finance #Business #Corporate #Corporation #Entrepreneur #Philippines #Financial #PersonalFinance #AI #GoNegosyo #Invest #Investment #investingtips",pse acquire percent pds p billion read bonds stockmarket stocks realestate finance business corporate corporation entrepreneur philippines financial personalfinance ai gonegosyo invest investment investingtips
454
+ Twitter,2024-12-27 05:47:43+00:00,"S&P 500 Futures
455
+
456
+ $ES_F $SPY $SPX #Futures #Stockmarket #DayTrading #Investing #sp500trading #futurestrading #MarketAnalysis #NQTrading #ESTrading #SPY #QQQ #RTY #DIA
457
+
458
+ 📁_Previous Session
459
+
460
+ Slow day, yesterday, but the plan worked and the one trade that set up, produced 32 points… https://t.co/eyemUKrgY6 https://t.co/7A88jUg31I",sampp futures esf spy spx futures stockmarket daytrading investing sptrading futurestrading marketanalysis nqtrading estrading spy qqq rty dia previous session slow day yesterday plan worked one trade set produced points
cleaned_twitter_data.csv ADDED
@@ -0,0 +1,480 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Tweet,Author ID,Date,cleaned_text,sentiment
2
+ "$URI $AEP $AXON 💥 $ONEI just warming up! Shorts panicking, vol surging🔥 ATH $1.39 next—TO THE MOON.
3
+
4
+ LET’S GOOOO!
5
+
6
+ $AAPL $NU $MARA $QCOM #BiggBossTamil8 #shailenzo #GrandeFratello #tommavi $PLTR $RUM https://t.co/5sttANJaqL",2205280811,2024-12-30 11:03:22+00:00,uri aep axon onei warming short panicking vol surging ath 139 nextto moon let goooo aapl nu mara qcom pltr rum,-0.3182
7
+ "Premier trading community—Receive the next winning alerts here! here:https://t.co/SgB2mRPMUb
8
+
9
+ $HTBX $AYTU $AAL $INO $AAPL $SPY $FDX $UVXY $DKNG $BA $TSLA $WMT $FSLY $NFLX $SBUX $IMMU https://t.co/g7Q9gpU1ny",1570656477282709505,2024-12-30 11:02:24+00:00,premier trading communityreceive next winning alert htbx aytu aal ino aapl spy fdx uvxy dkng ba tsla wmt fsly nflx sbux immu,0.6808
10
+ "$CEMI $SPY $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $SPCE $FCEL $TRIP $BYND
11
+ Most profitable trading COMMUNITY https://t.co/ct4kHsMznt https://t.co/zR09qFjyKS",1837978089072349185,2024-12-30 11:02:17+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
12
+ "GO ON PANIC BUY!
13
+ 😳S&P 500 market cap is near 50% of world GDP. At the peak of the bubble in 2000 it was 38%
14
+
15
+ $TSLA $AAPL $AMZN $NVDA $AMD $MSFT $NFLX $META $GOOG $V $MA $DXY $TLT $MS $GS $BAC $JPM $SCHW $WFC $BLK $BX $C $BRK.B $WMT $COST $HD $JNJ $XOM $PG $RBLX $DPZ $MNST $SNOW https://t.co/ceQHjB0hC1",1501559832654004227,2024-12-30 11:01:56+00:00,go panic buy sampp 500 market cap near 50 world gdp peak bubble 2000 38 tsla aapl amzn nvda amd msft nflx meta goog v dxy tlt m g bac jpm schw wfc blk bx c brkb wmt cost hd jnj xom pg rblx dpz mnst snow,-0.5106
16
+ "Unlock the potential of DCA (Dollar Cost Averaging) and amplify your trading power!
17
+ https://t.co/SgB2mRPMUb
18
+
19
+ $LCID $AMZN $MSFT $HCMC $AAPL $SPY $TSLA $FB $GOOG $BABA $SQ $NFLX $NVDA $BTC $SHOP $AMC $GME https://t.co/jhWL8GS6Me",1570656477282709505,2024-12-30 11:01:52+00:00,unlock potential dca dollar cost averaging amplify trading power lcid amzn msft hcmc aapl spy tsla fb goog baba sq nflx nvda btc shop amc gme,0.0
20
+ "Stay ahead of the curve with Xtraders!
21
+
22
+ Join us at https://t.co/SgB2mRPMUb
23
+
24
+ Congratulations to all participants!
25
+
26
+ See you tomorrow for more market insights! 📈
27
+ $AMZN $AAPL $BA $BABA $FB $TSLA $MSFT $ROKU https://t.co/7mDZAJ1s6J",1570656477282709505,2024-12-30 11:01:19+00:00,stay ahead curve xtraders join u congratulation participant see tomorrow market insight amzn aapl ba baba fb tsla msft roku,0.7269
28
+ "😳Billionaire and Mining Legend
29
+ Says The Next 4 years is going to be the best 4 years for #GOLD in 77 Years
30
+
31
+ $TSLA $AAPL $AMZN $NVDA $AMD $MSFT $NFLX $META $GOOG $V $MA $DXY $TLT $MS $GS $BAC $JPM $SCHW $WFC $BLK $BX $C $BRK.B $WMT $COST $HD $JNJ $XOM $PG $RBLX $DPZ $MNST $SNOW https://t.co/DJe4mZBEFN",1501559832654004227,2024-12-30 11:01:05+00:00,billionaire mining legend say next 4 year going best 4 year 77 year tsla aapl amzn nvda amd msft nflx meta goog v dxy tlt m g bac jpm schw wfc blk bx c brkb wmt cost hd jnj xom pg rblx dpz mnst snow,0.6369
32
+ "$AAPL $SPY $SPX $QQQ
33
+
34
+ BTIG market technician cautious on Apple heading into January
35
+
36
+ BTIG Chief Market Technician Jonathan Krinsky thinks the market can ""continue to make upside progress"" into year-end and sees a new all-time high for the S&P 500 (SPX) above 6,100.… https://t.co/O8GP0qI907",1577382889104318472,2024-12-30 11:00:57+00:00,aapl spy spx qqq btig market technician cautious apple heading january btig chief market technician jonathan krinsky think market continue make upside progress yearend see new alltime high sampp 500 spx 6100,0.34
37
+ "welcome to the discord group ❤️🙏https://t.co/WUfz59GZw8
38
+
39
+ $SPY $QQQ $ATH $CCL $AMD $AAPL $MSFY $BA $COST $MIST $AMZN $INUV https://t.co/XJHdm8Szbd",1838722759297503236,2024-12-30 11:00:50+00:00,welcome discord group spy qqq ath ccl amd aapl msfy ba cost mist amzn inuv,0.0772
40
+ "Alerts
41
+ Update
42
+ Watchlist
43
+ Discord chatroom
44
+ https://t.co/WUfz59GZw8
45
+ ❤️
46
+ Stocks, Options,Forex
47
+
48
+ $AAL $NAKD $DYNT $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/ioCaUjhLvu",1838722759297503236,2024-12-30 11:00:06+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino byfc tsla spy boxl aapl ayro achv,-0.128
49
+ "Entries & exits Daily!
50
+ Discord link below👇
51
+
52
+ https://t.co/WUfz59GZw8
53
+
54
+ $SOLO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $DKNG https://t.co/HVoq9kM1Bx",1838722759297503236,2024-12-30 10:59:28+00:00,entry amp exit daily discord link solo byfc tsla spy boxl aapl ayro bngo dkng,-0.4019
55
+ "It’s really amazing Place,
56
+ Lot of thanks to this community...👇
57
+ https://t.co/WUfz59GZw8
58
+
59
+ $TCEHY $RKT $FB $UBER $AYX $DDOG $BABA $BNGO $AAPL $TSLA https://t.co/GNcMV7A0Rm",1838722759297503236,2024-12-30 10:58:55+00:00,really amazing place lot thanks community tcehy rkt fb uber ayx ddog baba bngo aapl tsla,0.7902
60
+ "🚀 Just alerted an entry for $METX resulting in a win of 121%!
61
+ https://t.co/SgB2mRPMUb
62
+
63
+ ✅ Don't miss out! Check us out now!
64
+
65
+ 🔥 Join the excitement!
66
+ $NAKD $TSLA $AAPL $NIO $SPY $INTC $GE $SNDL $NXTD $KGC $ZOM https://t.co/5VKCxBv9Jx",1570656477282709505,2024-12-30 10:58:23+00:00,alerted entry metx resulting win 121 dont miss check u join excitement nakd tsla aapl nio spy intc ge sndl nxtd kgc zom,0.8639
67
+ "$SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA
68
+ Was able to close it for a 100%profit.https://t.co/WUfz59GZw8 https://t.co/W47t2XUgWI",1838722759297503236,2024-12-30 10:58:14+00:00,spx spy amzn aapl amd fb shop bynd nvda googl msft tsla able close 100profit,0.0
69
+ "$ROP $AFL $BK 🌕 $ONEI ripping! $1.15 close, vol flying🔥 Shorts sweating—ATH $1.39 toast soon w/ breakout brewing! 🚀 LET’S GOOOO!
70
+
71
+ $UNP $AAPL $ATGE #shailenzo #ZenlessZoneZero #BBK11 #WWERaw https://t.co/RaKklQeuE5 https://t.co/GMKVzrogsJ",1723310981239980032,2024-12-30 10:58:09+00:00,rop afl bk onei ripping 115 close vol flying short sweatingath 139 toast soon w breakout brewing let goooo unp aapl atge,0.0
72
+ "☛☛☛https://t.co/WUfz59GZw8
73
+
74
+ More member profits. Stay patient and the let the trade play out
75
+ $SPY $RIOT $MARA $ROKU $PDT $AAPL https://t.co/ueGkM5c3ji",1838722759297503236,2024-12-30 10:57:38+00:00,member profit stay patient let trade play spy riot mara roku pdt aapl,0.1779
76
+ "📢 𝐉𝐔𝐒𝐓 𝐈𝐍: Huawei Cuts Smartphone Prices by Up to 20% Amid Intense Market Competition - $AAPL
77
+
78
+ https://t.co/lkmh4gbxTC",1717106926725820416,2024-12-30 10:57:36+00:00,huawei cut smartphone price 20 amid intense market competition aapl,-0.2023
79
+ "Entries & exits Daily!
80
+ Discord link below 📊💰
81
+ https://t.co/WUfz59GZw8
82
+ 👆
83
+ 📑
84
+ $ABNB $SPY $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $MU $BNGO https://t.co/4wpFW3rZyX",1838722759297503236,2024-12-30 10:55:58+00:00,entry amp exit daily discord link abnb spy solo w jagx ino byfc tsla spy boxl aapl mu bngo,-0.4019
85
+ "Good morning $aapl fans 🍏🌞
86
+
87
+ Found a nice relic from ‘The Silo’ yesterday. https://t.co/CqtgvUkgBO",1597713129726672897,2024-12-30 10:55:20+00:00,good morning aapl fan found nice relic silo yesterday,0.7906
88
+ "Hi everyone, Make big profits with us
89
+ https://t.co/WUfz59GZw8
90
+
91
+ $STNG $GOLD $RCL $AAL $NET $AAPL $QQQ $AMZN $NVDA $BA $TSLA $BABA $AMD $AAPL $NFLX https://t.co/v56LddrCTH",1838722759297503236,2024-12-30 10:54:43+00:00,hi everyone make big profit u stng gold rcl aal net aapl qqq amzn nvda ba tsla baba amd aapl nflx,0.4404
92
+ "Link below to join our free stock chatroom!
93
+
94
+ https://t.co/SgB2mRPMUb
95
+
96
+ $AMZN $AAPL $AMD $FB $BOXL $BA $PFE $MCD $UPS $MMM $SINT $SOLO https://t.co/9CVwqJXAYE",1570656477282709505,2024-12-30 10:54:03+00:00,link join free stock chatroom amzn aapl amd fb boxl ba pfe mcd ups mmm sint solo,0.6705
97
+ "Master Trading Skills While Working From Home!
98
+
99
+ https://t.co/SgB2mRPMUb
100
+
101
+ $AAPL $AMZN $BTC $ETH $FB $GOOG $MSFT $QQQ $SPY $TSLA $EPR $WYND $LIVN $BBU $SPR $APLE $PK $M $CUK $CAR $CPA $EHTH $SHOO $CORT $EPZM https://t.co/sTzrF87CTa",1570656477282709505,2024-12-30 10:53:28+00:00,master trading skill working home aapl amzn btc eth fb goog msft qqq spy tsla epr wynd livn bbu spr aple pk cuk car cpa ehth shoo cort epzm,0.0
102
+ "Join the most profitable trading alerts chatroom
103
+
104
+ https://t.co/WUfz59GZw8
105
+
106
+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/uXYJm9LiZw",1838722759297503236,2024-12-30 10:52:48+00:00,join profitable trading alert chatroom spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
107
+ "🔶 Today saw a mix of gains and losses.
108
+
109
+ ✅ However, it's rewarding that most, if not all, of our group were on the winning side! 💪
110
+ https://t.co/SgB2mRPMUb
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+ 🚀 Join us for more success!
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+ $AAPL $NIO $SPY $WMT $FB $PT $PTON $GME $TSLA $MVIS $BABA https://t.co/DJLUDesvt5",1570656477282709505,2024-12-30 10:52:21+00:00,today saw mix gain loss however rewarding group winning side join u success aapl nio spy wmt fb pt pton gme tsla mvis baba,0.93
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+ "Options + Stock Alerts
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+
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+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $DKNG $APPL https://t.co/teQff8iR6B",1838722759297503236,2024-12-30 10:52:11+00:00,option stock alert discord link solo w jagx ino byfc tsla spy boxl aapl ayro bngo dkng appl,-0.128
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+ "BST: 8% Tech Yield | $QQQ $NVDA $MSFT $AAPL $AVGO
121
+ https://t.co/cOgjCPTaat",1799212098771410944,2024-12-30 10:51:32+00:00,bst 8 tech yield qqq nvda msft aapl avgo,0.0
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+ "BST: 8% Tech Yield | $QQQ $NVDA $MSFT $AAPL $AVGO
123
+ https://t.co/XN2nwk0kvK",1821610654337478656,2024-12-30 10:51:30+00:00,bst 8 tech yield qqq nvda msft aapl avgo,0.0
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+ "Alerts 💰
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+
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+ $AAL $NAKD $DYNT $INO $GNUS $UAVS $SPY $BOXL $AAPL $AYRO $ACHV $ABUS $TLRY https://t.co/lPf5ITRIWq",1838722759297503236,2024-12-30 10:51:28+00:00,alert update watchlist discord aal nakd dynt ino gnu uavs spy boxl aapl ayro achv abus tlry,-0.128
132
+ "$KNDI $SQ $SPY $NFLX $M $DIS $IBIO $HPTY $NIO $NKLA $AAPL
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+ Alerts before spikes and right as big news drops
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+ Free discord chatroom :https://t.co/WUfz59GZw8 https://t.co/VXNw4APlZc",1838722759297503236,2024-12-30 10:50:52+00:00,kndi sq spy nflx dis ibio hpty nio nkla aapl alert spike right big news drop free discord chatroom,0.1779
135
+ "$AAPL: Berkshire Hathaway cut its stake in Apple significantly this year, reducing its holdings by over 600 million shares.",1860226075584040960,2024-12-30 10:50:23+00:00,aapl berkshire hathaway cut stake apple significantly year reducing holding 600 million share,0.0258
136
+ 🔥🔥 29 active options signals!. Active signals list is updated each market day. $AAPL #stockoptions (Options Predictor app),1258103903553499143,2024-12-30 10:49:57+00:00,29 active option signal active signal list updated market day aapl option predictor app,0.6597
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+ "Alerts before spikes and right as big news drops
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+
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+ Free discord chatroom:https://t.co/WUfz59GZw8
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+
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+ $AMZN $AAPL $SPY $AAPL $MSFT $BYND $TSLA $MARK $RIOT $NOK https://t.co/1k5UFFsCoW",1838722759297503236,2024-12-30 10:49:53+00:00,alert spike right big news drop free discord chatroom amzn aapl spy aapl msft bynd tsla mark riot nok,-0.4404
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+ "$AAPL - Anticipate acquisition news any day now.
143
+ https://t.co/SgB2mRPMUb
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+
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+ $DGTW $TSNP $OPTI $BLRX $CSOC $TGRR $GME https://t.co/JjaFLbCCGs",1570656477282709505,2024-12-30 10:49:47+00:00,aapl anticipate acquisition news day dgtw tsnp opti blrx csoc tgrr gme,0.0
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+ "Entries & exits!
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+ Free Chatroom link below
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+ https://t.co/WUfz59GZw8
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+
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+ $SPY $TSLA $SOLO $BIOC $ABUS $GNUS $ROYT $AIM $AAPL https://t.co/r8FMxw4YjH",1838722759297503236,2024-12-30 10:48:38+00:00,entry amp exit free chatroom link spy tsla solo bioc abus gnu royt aim aapl,0.5106
151
+ "☛ ☛ Welcome to our Professional Trading Room: https://t.co/SgB2mRPMUb
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+ $KNDI $VTIQ $HCAC $EVSI $BLNK $FCEL $PLUG $BLDP $AAPL https://t.co/UIuYkyo2zr",1570656477282709505,2024-12-30 10:48:26+00:00,welcome professional trading room kndi vtiq hcac evsi blnk fcel plug bldp aapl,0.4588
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+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN $KODK https://t.co/j3vKwFZjtm",1838722759297503236,2024-12-30 10:47:52+00:00,bast stock group discord solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
159
+ "Excited for tomorrow's kickoff! Numerous promising setups await 📈
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+
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+ $AMZN $AAPL $BA $BABA $FB $TSLA $MSFT $ROKU https://t.co/5KJfnKW14E",1570656477282709505,2024-12-30 10:47:44+00:00,excited tomorrow kickoff numerous promising setup await discover right way trade amzn aapl ba baba fb tsla msft roku,0.6705
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+ "Best stock trade Group out there!
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+ $AMZN $AMC $SPY $QQQ $ATH $CCL $AMD $AAPL $MSFY $BA $GNUS https://t.co/sLwrvTYBHG",1838722759297503236,2024-12-30 10:47:07+00:00,best stock trade group free chatroom link amzn amc spy qqq ath ccl amd aapl msfy ba gnu,0.8176
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+ "Started trading 6 months ago and turned $5k into $49k. Big thanks to this amazing community!
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+ https://t.co/SgB2mRPMUb
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+
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+ $AMZN $FB $LOVE $WORK $AAPL $AMD $MNTA $GLD https://t.co/sBr7C8JG0J",1570656477282709505,2024-12-30 10:46:45+00:00,started trading 6 month ago turned 5k 49k big thanks amazing community amzn fb love work aapl amd mnta gld,0.8979
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+ "#EURUSD Day range!
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+ Join now to elevate your trading skills! Group Link https://t.co/xcentFcfdQ…
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+
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+ $SPX #SPY $QQQ $ES_F $NQ_F $CL_F $GDX $AAPL $TSLA $VIX $NVDA $MSFT #Crypto #Stockmarket #forextrading #forextips #forextrader #forexsignals #Usoil #ForexMarket #XAUUSD #GOLD https://t.co/QaofD7OJF3",1818955897407721472,2024-12-30 10:45:56+00:00,day range join elevate trading skill group link spx qqq esf nqf clf gdx aapl tsla vix nvda msft,0.296
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+ "Join the most profitable trading group
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+
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+ $GOOG $AAPL $SPY $AMZN $TDOC $TSLA $COST $BA $NFLX $NVDA https://t.co/WWIJBfjVhq",1838722759297503236,2024-12-30 10:45:35+00:00,join profitable trading group goog aapl spy amzn tdoc tsla cost ba nflx nvda,0.6249
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+ "Bast stock group ♥️♥️
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+ Discord👌👌
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+
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+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN $KODK https://t.co/Vg2km4Wdk9",126792470,2024-12-30 10:45:15+00:00,bast stock group discord solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
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+ "Best stock trade Group out there!
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+ Free chatroom link below! https://t.co/WUfz59GZw8
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+
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+ $AMZN $AMC $SPY $QQQ $ATH $CCL $AMD $AAPL $MSFY $BA https://t.co/lCvgCtGa7q",1838722759297503236,2024-12-30 10:45:04+00:00,best stock trade group free chatroom link amzn amc spy qqq ath ccl amd aapl msfy ba,0.8176
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+ "Over 80k+ people. Join now
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+ $CGM $APT $JAKK $DYNT $SPV $LMND $SPY $BOXL $AAPL $AYRO $BNGO $PHUN https://t.co/ClskM4l2ET",1838722759297503236,2024-12-30 10:44:26+00:00,80k people join discord group cgm apt jakk dynt spv lmnd spy boxl aapl ayro bngo phun,-0.128
198
+ "Check out our subscriber alerts in our DISCORD.
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+
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+
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+ $BABA $JFK $CEMI $SPY $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $TSLA $AAPL https://t.co/nmichxEfHk",1838722759297503236,2024-12-30 10:43:52+00:00,check subscriber alert discord baba jfk cemi spy shop amzn nvda roku ebay amd tsla aapl,-0.128
203
+ "$aapl is set and ready for a run up 📈🚀
204
+ https://t.co/AM0LipmeRO",1664957798629920769,2024-12-30 10:43:09+00:00,aapl set ready run,0.3612
205
+ "Entries & exits!
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+ https://t.co/ONFlmmqsjS
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+
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+ $SPY $TSLA $SOLO $BIOC $ABUS $GNUS $ROYT $AIM $AAPL https://t.co/ASMkTBX4Si",126792470,2024-12-30 10:42:58+00:00,entry amp exit free chatroom link spy tsla solo bioc abus gnu royt aim aapl,0.5106
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+ "Check out our discord group
211
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+ $AAPL https://t.co/upru34aOIm",1838722759297503236,2024-12-30 10:42:44+00:00,check discord group trading chatroomcommunity edsa kodk dow gnu idex bsbs tsla taop jfk cemi spy shop amzn nvda roku ebay amd aapl,-0.4019
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+ "CAUT1ON : Inauguration Day Stock Index Pump1ng Detected.
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+ #SP500 $QQQ $IWM $NVDA $TSLA $AAPL $MSFT #XJO",74408465,2024-12-30 10:42:29+00:00,caut1on inauguration day stock index pump1ng detected qqq iwm nvda tsla aapl msft,0.0
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+ "Alerts 💰
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+ $AAL $NAKD $DYNT $SPY $BOXL $AAPL $AYRO $ACHV $ABUS $TLRY https://t.co/hiSyr66pLs",126792470,2024-12-30 10:41:40+00:00,alert update watchlist discord aal nakd dynt spy boxl aapl ayro achv abus tlry,-0.128
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+ "$KNDI $SQ $SPY $NFLX $M $DIS $IBIO $HPTY $NIO $NKLA $AAPL
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+ Alerts before spikes and right as big news drops
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+ Free discord chatroom :https://t.co/ONFlmmqsjS https://t.co/x2pLPYSYPL",126792470,2024-12-30 10:40:37+00:00,kndi sq spy nflx dis ibio hpty nio nkla aapl alert spike right big news drop free discord chatroom,0.1779
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+ "Free Stock trading discord:https://t.co/ONFlmmqsjS
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+
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+ $GE $AAL $DIS $DAL $AAPL $MSFT $TSLA $SQ $NFLX $SPY $ROKU $SPCE $INO $UVXY $VXX $RAD https://t.co/aZ9W04HlLQ",126792470,2024-12-30 10:40:04+00:00,free stock trading discord ge aal dis dal aapl msft tsla sq nflx spy roku spce ino uvxy vxx rad,0.1531
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+ "Entries & exits Daily! ⏳
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+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN https://t.co/s8QFNH9Vvo",1838722759297503236,2024-12-30 10:39:55+00:00,entry amp exit daily discord link solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun,-0.4019
257
+ "Alerts given
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+ $SPY $QQQ $AMZN $NVDA $BA $TSLA $BABA $AMD $AAPL $NFLX $TWTR $AAL https://t.co/4ogG8Nm2u0",126792470,2024-12-30 10:39:27+00:00,alert given trading chat discord join free spy qqq amzn nvda ba tsla baba amd aapl nflx twtr aal,0.6124
264
+ "$CEMI $SPY $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $SPCE $FCEL $TRIP $BYND
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+ Most profitable trading COMMUNITY https://t.co/WUfz59GZw8 https://t.co/oFn0M32zsw",1838722759297503236,2024-12-30 10:39:14+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
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+ $aapl >>> iphone 16,107379959,2024-12-30 10:38:38+00:00,aapl gtgtgt iphone 16,0.0
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+ "Alerts
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+
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+ $AAL $NAKD $DYNT $INO $GNUS $UAVS $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/sC8ll8GyMW",126792470,2024-12-30 10:38:08+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino gnu uavs ino byfc tsla spy boxl aapl ayro achv,-0.128
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+ "$DSA $KODK $DOW $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $GMBL $META
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+
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+ options alerts 90% success rate 🙏🙏https://t.co/ONFlmmqsjS https://t.co/xOe9LtaVuI",126792470,2024-12-30 10:35:45+00:00,dsa kodk dow tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese gmbl meta option alert 90 success rate,0.7096
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+ "Bast stock group ♥️♥️
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+
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+ $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN $KODK https://t.co/Co2AEbkOpz",1838722759297503236,2024-12-30 10:34:54+00:00,bast stock group discord byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
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+ "learn trading, get alerts, ideas, updates, analysis ❤️❤️🙏🙏👇👇
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+ https://t.co/WUfz59GZw8
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+
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+ $AMD $NVDA $TSLA $NDX $SPY $AAPL $BABA $NFLX $ROKU $BA $COST $MCD https://t.co/Qn6DwErgPY",1838722759297503236,2024-12-30 10:33:41+00:00,learn trading get alert idea update analysis amd nvda tsla ndx spy aapl baba nflx roku ba cost mcd,0.296
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+ "Join the most profitable trading group
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+
292
+ $GOOG $AAPL $SPY $AMZN $TDOC $TSLA $COST $BA $NFLX $NVDA https://t.co/kAaIQg5RIq",126792470,2024-12-30 10:33:40+00:00,join profitable trading group goog aapl spy amzn tdoc tsla cost ba nflx nvda,0.6249
293
+ $aapl Here we go.....! https://t.co/OxWESGUvSy,1844556279408390144,2024-12-30 10:33:24+00:00,aapl go,0.0
294
+ $aapl is set and ready for a run up - - https://t.co/791rydkkdr,1701830647458021376,2024-12-30 10:33:17+00:00,aapl set ready run,0.3612
295
+ "Discord-https://t.co/WUfz59GZw8
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+ better, more executive trading chat room👌👌👌👌❤❤❤❤
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+ $TSLA Rock on 🤑🤑🤑🤑
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+
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+ $UAVS $CETX $DGLY $TSLA $SPY $AMAZ $AAPL $ER
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+ $FB $BB $FL $DE $ZM https://t.co/Po0UFc0R2f",1838722759297503236,2024-12-30 10:32:56+00:00,discord better executive trading chat room tsla rock uavs cetx dgly tsla spy amaz aapl er fb bb fl de zm,0.0516
301
+ "$CEMI $SPY $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $SPCE $FCEL $TRIP $BYND
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+ Most profitable trading COMMUNITY https://t.co/ONFlmmqsjS https://t.co/KKTsyUUDVM",126792470,2024-12-30 10:32:35+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
303
+ "$SPY $QQQ $DIS $TSLA $SHOP $AMD $AAPL $SQ $AMZN $GLD $VXX $MSFT
304
+
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+ Thanks to the discord group for the traders join here https://t.co/WUfz59GZw8 https://t.co/non4pWqPJ2",1838722759297503236,2024-12-30 10:32:12+00:00,spy qqq dis tsla shop amd aapl sq amzn gld vxx msft thanks discord group trader join,0.34
306
+ $AAPL $SSNLF $SIUIF - Huawei slashes prices of several high-end devices - report https://t.co/TYLVcBmdrY,15296897,2024-12-30 10:31:30+00:00,aapl ssnlf siuif huawei slash price several highend device report,-0.2732
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+ "Top Chatroom
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+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/qUQPG41SF6",126792470,2024-12-30 10:31:12+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
313
+ "Couple of stats and quotes for the week ahead.
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+
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+ Join our discord:https://t.co/WUfz59GZw8
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+
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+ $ES_F $NQ_F $YM_F $SPY $SPX $QQQ $TLT $FB $AMZN $AAPL $NVDA $NFLX $GOOGL $TSLA $XLK $XLE $XLF https://t.co/Kga1w45o24",1838722759297503236,2024-12-30 10:30:00+00:00,couple stats quote week ahead join discord esf nqf ymf spy spx qqq tlt fb amzn aapl nvda nflx googl tsla xlk xle xlf,-0.128
318
+ "2.3) In December, investors gravitated towards megacap technology stocks, collectively known as ""BATMMAAN"" (Broadcom, $NVIDIA, $TSLA, $Amazon, $MSFT, $META , $AAPL, and $GOOG). These companies significantly contributed to the S&P 500's market capitalization increase.",1813191458314207232,2024-12-30 10:29:54+00:00,23 december investor gravitated towards megacap technology stock collectively known batmmaan broadcom nvidia tsla amazon msft meta aapl goog company significantly contributed sampp 500 market capitalization increase,0.4588
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+ "$SPY $QQQ $DIS $TSLA $SHOP $AMD $AAPL $SQ $AMZN $GLD $VXX $MSFT
320
+
321
+ Thanks to the discord group for the traders join here https://t.co/ONFlmmqsjS https://t.co/GksKUuSzOa",126792470,2024-12-30 10:29:46+00:00,spy qqq dis tsla shop amd aapl sq amzn gld vxx msft thanks discord group trader join,0.34
322
+ "Alerts
323
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+ Watchlist
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+
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+ $AAL $NAKD $DYNT $INO $GNUS $UAVS $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/OXAfxqaORA",1838722759297503236,2024-12-30 10:29:22+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino gnu uavs ino byfc tsla spy boxl aapl ayro achv,-0.128
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+ $CGM $APT $JAKK $DYNT $SPV $LMND $SPY $BOXL $AAPL $AYRO $BNGO $PHUN https://t.co/BoiIjT1d0B",126792470,2024-12-30 10:29:10+00:00,80k people join discord group cgm apt jakk dynt spv lmnd spy boxl aapl ayro bngo phun,-0.128
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+ "$DSA $KODK $DOW $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $GMBL $META
338
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+ options alerts 90% success rate 🙏🙏https://t.co/WUfz59GZw8 https://t.co/9lXs4u5vOS",1838722759297503236,2024-12-30 10:28:44+00:00,dsa kodk dow tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese gmbl meta option alert 90 success rate,0.7096
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+ $CGM $APT $JAKK $BOXL $AAPL $AYRO $BNGO https://t.co/BcB562yIWX",126792470,2024-12-30 10:28:35+00:00,chatroom interms alertcallsanalysis cgm apt jakk boxl aapl ayro bngo,0.0
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+ "Alerts 💰
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+ Update 📈📉
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+ Watchlist,💹💸
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+ Discord 👇👇
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+
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+ https://t.co/WUfz59GZw8
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+
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+ $AAL $NAKD $DYNT $SPY $BOXL $AAPL $AYRO $ACHV $ABUS $TLRY https://t.co/7BCEvucY0t",1838722759297503236,2024-12-30 10:28:13+00:00,alert update watchlist discord aal nakd dynt spy boxl aapl ayro achv abus tlry,-0.128
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+ "Alerts
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+ Update
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+ Watchlist
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+ Discord chatroom
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+ https://t.co/ONFlmmqsjS
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+ ❤️
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+ Stocks, Options,Forex
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+
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+ $AAL $NAKD $DYNT $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/d99oar7hh8",126792470,2024-12-30 10:28:05+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino byfc tsla spy boxl aapl ayro achv,-0.128
363
+ "$aapl is set and ready for a run up 📈🚀
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+ https://t.co/qz2sdyv43Y",1562690423814234112,2024-12-30 10:28:05+00:00,aapl set ready run,0.3612
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+ "Alerts given
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+ Trading Chat on Discord!👇
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+ https://t.co/WUfz59GZw8
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+ JOIN for FREE ✅
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+
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+ 💸
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+ $SPY $QQQ $AMZN $NVDA $BA $TSLA $BABA $AMD $AAPL $NFLX $TWTR $AAL https://t.co/jJIxWRS2xy",1838722759297503236,2024-12-30 10:27:29+00:00,alert given trading chat discord join free spy qqq amzn nvda ba tsla baba amd aapl nflx twtr aal,0.6124
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+ "It’s really amazing Place,
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+ Lot of thanks to this community...👇
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+ https://t.co/ONFlmmqsjS
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+
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+ $TCEHY $RKT $FB $UBER $AYX $DDOG $BABA $BNGO $AAPL $TSLA https://t.co/3Zlvc19UKd",126792470,2024-12-30 10:27:27+00:00,really amazing place lot thanks community tcehy rkt fb uber ayx ddog baba bngo aapl tsla,0.7902
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+ "#1 Chatroom interms of
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+
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+ alert,calls,Analysis
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+ https://t.co/WUfz59GZw8
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+ 🙀👁️
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+ $CGM $APT $JAKK $BOXL $AAPL $AYRO $BNGO https://t.co/eUeW8QvW5Y",1838722759297503236,2024-12-30 10:26:51+00:00,chatroom interms alertcallsanalysis cgm apt jakk boxl aapl ayro bngo,0.0
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+ "Options + Stock Alerts
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+ Discord link below
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+
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+ https://t.co/ONFlmmqsjS
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+
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+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $DKNG $APPL https://t.co/tQzb2jlJgV",126792470,2024-12-30 10:26:44+00:00,option stock alert discord link solo w jagx ino byfc tsla spy boxl aapl ayro bngo dkng appl,-0.128
389
+ "Free Stock trading discord:https://t.co/WUfz59GZw8
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+
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+ $GE $AAL $DIS $DAL $AAPL $MSFT $TSLA $SQ $NFLX $SPY $ROKU $SPCE $INO $UVXY $VXX $RAD https://t.co/U6aIl93vI6",1838722759297503236,2024-12-30 10:26:25+00:00,free stock trading discord ge aal dis dal aapl msft tsla sq nflx spy roku spce ino uvxy vxx rad,0.1531
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+ "Discord-https://t.co/ONFlmmqsjS
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+ better, more executive trading chat room👌👌👌👌❤❤❤❤
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+ $TSLA Rock on 🤑🤑🤑🤑
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+
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+ $UAVS $CETX $DGLY $TSLA $SPY $AMAZ $AAPL $ER
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+ $FB $BB $FL $DE $ZM https://t.co/fEy7yDKehO",126792470,2024-12-30 10:26:07+00:00,discord better executive trading chat room tsla rock uavs cetx dgly tsla spy amaz aapl er fb bb fl de zm,0.0516
398
+ "Quick Excel, nothing fancy. Nasdaq YTD returns are + 32% and the index mean is close at 29%. stdev is pretty large thx to aapl, mstr, pltr, nvda. https://t.co/5XeaQHXw8O",1076038709760442368,2024-12-30 10:26:00+00:00,quick excel nothing fancy nasdaq ytd return 32 index mean close 29 stdev pretty large thx aapl mstr pltr nvda,0.8271
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+ "Best stock traders group out there!
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+ updates + Chatroom +analysis
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+ 📈📊⏳
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+
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+ $BIDU $SAVE $WORK $T $AAPL $C $MSFT $SPY $AMD https://t.co/JvI2R124Mj",1838722759297503236,2024-12-30 10:25:53+00:00,best stock trader group update chatroom analysis bidu save work aapl c msft spy amd,0.8126
404
+ "Entries & exits Daily!
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+ Discord link below 📊💰
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+ https://t.co/ONFlmmqsjS
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+ 👆
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+ 📑
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+ $ABNB $SPY $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $MU $BNGO https://t.co/NRLUXJCWxw",126792470,2024-12-30 10:25:40+00:00,entry amp exit daily discord link abnb spy solo w jagx ino byfc tsla spy boxl aapl mu bngo,-0.4019
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+ "Top Chatroom
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+ https://t.co/WUfz59GZw8
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+ Join for both FREE & PREMIUM SERVICE!
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+
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+ 🗣️👥👤
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+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/bTC8C2dGbI",1838722759297503236,2024-12-30 10:25:14+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
416
+ "Check out our discord group
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+ for trading Chatroom/community
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+ https://t.co/ONFlmmqsjS
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+ ☝️
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+ 📊📈
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+ $EDSA
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+ $GNUS
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+ $TSLA
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+ $TAOP
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+ $JFK
430
+ $CEMI
431
+ $SPY
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+ $SHOP
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+ $AMZN
434
+ $NVDA
435
+ $ROKU
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+ $EBAY
437
+ $AMD
438
+ $AAPL https://t.co/Fid1kY8Son",126792470,2024-12-30 10:25:13+00:00,check discord group trading chatroomcommunity edsa kodk dow gnu idex bsbs tsla taop jfk cemi spy shop amzn nvda roku ebay amd aapl,-0.4019
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+ "Alerts before spikes and right as big news drops
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+
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+ Free discord chatroom:https://t.co/ONFlmmqsjS
442
+
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+ $AMZN $AAPL $SPY $AAPL $MSFT $BYND $TSLA $MARK $RIOT $NOK https://t.co/UXdsxsxPri",126792470,2024-12-30 10:24:07+00:00,alert spike right big news drop free discord chatroom amzn aapl spy aapl msft bynd tsla mark riot nok,-0.4404
444
+ "Good morning, traders!
445
+
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+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/4A3BhkI2e3",1809216681790906369,2024-12-30 10:23:59+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
447
+ "Best stock traders group out there!
448
+ updates + Chatroom +analysis
449
+ 📈📊⏳
450
+
451
+ $BIDU $SAVE $WORK $T $AAPL $C $MSFT $SPY $AMD https://t.co/lyEpMXgmG1",1837978089072349185,2024-12-30 10:23:28+00:00,best stock trader group update chatroom analysis bidu save work aapl c msft spy amd,0.8126
452
+ "Good morning, traders!
453
+
454
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/mo7IVapMuh",1808914016896700416,2024-12-30 10:23:17+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
455
+ "Good morning, traders!
456
+
457
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/eHBfkmSWeA",1157100233702170624,2024-12-30 10:22:33+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
458
+ "Top Chatroom
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+ https://t.co/ct4kHsMznt
460
+ Join for both FREE & PREMIUM SERVICE!
461
+
462
+ 🗣️👥👤
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+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/hR7M1j7aYP",1837978089072349185,2024-12-30 10:22:19+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
464
+ "Good morning, traders!
465
+
466
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/bOaaInpWds",1270789996635660291,2024-12-30 10:22:05+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
467
+ "☛☛☛https://t.co/ct4kHsMznt
468
+
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+ More member profits. Stay patient and the let the trade play out
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+ $SPY $RIOT $MARA $ROKU $PDT $AAPL https://t.co/ZDayBSEBPY",1837978089072349185,2024-12-30 10:21:40+00:00,member profit stay patient let trade play spy riot mara roku pdt aapl,0.1779
471
+ "Good morning, traders!
472
+
473
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/Xheq69fnIz",262183335,2024-12-30 10:21:37+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
474
+ "Check out our subscriber alerts in our DISCORD.
475
+
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+ https://t.co/ONFlmmqsjS
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+
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+ $BABA $JFK $CEMI $SPY $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $TSLA $AAPL https://t.co/PP4BhMvm5p",126792470,2024-12-30 10:21:14+00:00,check subscriber alert discord baba jfk cemi spy shop amzn nvda roku ebay amd tsla aapl,-0.128
479
+ "$aapl is set and ready for a run up 📈🚀
480
+ https://t.co/qz2sdyv43Y",1562690423814234112,2024-12-30 10:21:12+00:00,aapl set ready run,0.3612
combinescrape.py ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import yfinance as yf
2
+ import pandas as pd
3
+
4
+ # Define stock tickers and data range
5
+ stocks = ['AAPL', 'TSLA', 'AMZN', 'GOOG', 'MSFT']
6
+ start_date = '2022-01-01' # Adjust date range as needed
7
+ end_date = '2025-01-01'
8
+
9
+ # Scrape stock data
10
+ for stock in stocks:
11
+ stock_data = yf.download(stock, start=start_date, end=end_date)
12
+ stock_data.reset_index(inplace=True) # Reset index for consistency
13
+ stock_data['Stock_Type'] = stock
14
+ stock_data.to_csv(f'{stock}_stock_data.csv', index=False) # Save to CSV
15
+ print(f"Downloaded data for {stock}, Rows: {len(stock_data)}")
16
+
17
+ # Combine all stock data into one DataFrame
18
+ combined_data = pd.concat([pd.read_csv(f'{stock}_stock_data.csv') for stock in stocks], ignore_index=True)
19
+ combined_data.to_csv('scraped_combined_stock_data.csv', index=False)
20
+ print("Combined Stock Data Saved:", combined_data.shape)
datapreprocess.py ADDED
@@ -0,0 +1,72 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ import re
3
+ import nltk
4
+ from nltk.corpus import stopwords
5
+ from nltk.tokenize import word_tokenize
6
+ from nltk.stem import WordNetLemmatizer
7
+ from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer
8
+
9
+ # Download necessary NLTK data
10
+ nltk.download('punkt')
11
+ nltk.download('stopwords')
12
+ nltk.download('wordnet')
13
+ nltk.download('punkt_tab')
14
+
15
+ # Initialize SentimentIntensityAnalyzer and Lemmatizer
16
+ sia = SentimentIntensityAnalyzer()
17
+ lemmatizer = WordNetLemmatizer()
18
+
19
+ # Load your datasets (adjust path if needed)
20
+ twitter_aapl_tweets = pd.read_csv("aapl_tweets.csv") # Example CSV file for Twitter data
21
+ reddit_aapl_posts = pd.read_csv("reddit_aapl_posts.csv") # Example CSV file for Reddit data
22
+
23
+ # Print columns to verify correct data loading
24
+ print("Twitter columns:", twitter_aapl_tweets.columns)
25
+ print("Reddit columns:", reddit_aapl_posts.columns)
26
+
27
+ # Function to clean the text
28
+ def clean_text(text):
29
+ # Remove URLs, mentions, hashtags, special characters, and lower the text
30
+ text = re.sub(r'http\S+|www\S+|https\S+', '', text) # Remove URLs
31
+ text = re.sub(r'@\w+', '', text) # Remove mentions
32
+ text = re.sub(r'#\w+', '', text) # Remove hashtags
33
+ text = re.sub(r'[^A-Za-z0-9\s]', '', text) # Remove special characters
34
+ text = text.lower() # Convert text to lowercase
35
+ text = word_tokenize(text) # Tokenize the text
36
+
37
+ # Remove stopwords
38
+ stop_words = set(stopwords.words('english'))
39
+ text = [word for word in text if word not in stop_words]
40
+
41
+ # Lemmatize words
42
+ text = [lemmatizer.lemmatize(word) for word in text]
43
+
44
+ # Join the words back into a string
45
+ return ' '.join(text)
46
+
47
+ # Function to get sentiment score using Vader
48
+ def get_sentiment(text):
49
+ return sia.polarity_scores(text)['compound']
50
+
51
+ # Apply cleaning and sentiment analysis to Twitter data
52
+ twitter_aapl_tweets['cleaned_text'] = twitter_aapl_tweets['Tweet'].apply(clean_text)
53
+ twitter_aapl_tweets['sentiment'] = twitter_aapl_tweets['cleaned_text'].apply(get_sentiment)
54
+
55
+ # Print the cleaned Twitter data
56
+ print("\nCleaned Twitter Data:")
57
+ print(twitter_aapl_tweets[['Tweet', 'cleaned_text', 'sentiment']].head())
58
+
59
+ # Apply cleaning and sentiment analysis to Reddit data
60
+ # Assuming 'Title' contains the post text (adjust to 'Comments' if needed)
61
+ reddit_aapl_posts['cleaned_text'] = reddit_aapl_posts['Title'].apply(clean_text) # Or 'Comments'
62
+ reddit_aapl_posts['sentiment'] = reddit_aapl_posts['cleaned_text'].apply(get_sentiment)
63
+
64
+ # Print the cleaned Reddit data
65
+ print("\nCleaned Reddit Data:")
66
+ print(reddit_aapl_posts[['Title', 'cleaned_text', 'sentiment']].head())
67
+
68
+ # Save cleaned data to CSV
69
+ twitter_aapl_tweets.to_csv("cleaned_twitter_data.csv", index=False)
70
+ reddit_aapl_posts.to_csv("cleaned_reddit_data.csv", index=False)
71
+
72
+ print("\nData cleaned and saved to CSV.")
errors.docx ADDED
Binary file (26.8 kB). View file
 
feature.py ADDED
@@ -0,0 +1,150 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ import numpy as np
3
+ from nltk.sentiment.vader import SentimentIntensityAnalyzer
4
+ import ta
5
+ from datetime import datetime
6
+ import yfinance as yf
7
+ import matplotlib.pyplot as plt
8
+
9
+ # Function to calculate VADER sentiment scores
10
+ def calculate_vader_sentiment(text):
11
+ """Calculate VADER sentiment scores for given text."""
12
+ try:
13
+ sia = SentimentIntensityAnalyzer()
14
+ return sia.polarity_scores(str(text))['compound']
15
+ except Exception as e:
16
+ print(f"Error calculating sentiment: {e}")
17
+ return 0
18
+
19
+ # Function to download stock data
20
+ def get_stock_data(ticker, start_date, end_date):
21
+ """Download stock data using yfinance."""
22
+ try:
23
+ stock = yf.download(ticker, start=start_date, end=end_date)
24
+ stock.reset_index(inplace=True)
25
+ print(f"\nDownloaded {ticker} stock data:")
26
+ print(f"Date range: {stock['Date'].min()} to {stock['Date'].max()}")
27
+ print(f"Number of records: {len(stock)}")
28
+ return stock
29
+ except Exception as e:
30
+ print(f"Error downloading stock data: {e}")
31
+ return None
32
+
33
+ def preprocess_stock_data(stock_symbol, sentiment_file, start_date='2023-01-01'):
34
+ """
35
+ Preprocess stock and sentiment data with proper error checking.
36
+ """
37
+ print(f"\nProcessing data for {stock_symbol}:")
38
+
39
+ # Load sentiment data
40
+ sentiment_data = pd.read_csv(sentiment_file)
41
+ print(f"\nLoaded sentiment data from {sentiment_file}")
42
+ print(f"Columns available: {sentiment_data.columns.tolist()}")
43
+
44
+ # Calculate VADER sentiment if not already present
45
+ if 'cleaned_text' in sentiment_data.columns:
46
+ print("Calculating VADER sentiment scores...")
47
+ sentiment_data['vader_avg_sentiment'] = sentiment_data['cleaned_text'].apply(calculate_vader_sentiment)
48
+
49
+ # Convert sentiment data dates to datetime without timezone
50
+ sentiment_data['Date'] = pd.to_datetime(sentiment_data['Date']).dt.tz_localize(None)
51
+
52
+ # Download stock data
53
+ end_date = datetime.now().strftime('%Y-%m-%d')
54
+ stock_data = get_stock_data(stock_symbol, start_date, end_date)
55
+
56
+ if stock_data is None:
57
+ raise ValueError(f"Failed to download stock data for {stock_symbol}")
58
+
59
+ # Flatten column names if needed
60
+ if isinstance(stock_data.columns, pd.MultiIndex):
61
+ stock_data.columns = ['_'.join(col).strip() if isinstance(col, tuple) else col for col in stock_data.columns]
62
+
63
+ # Debugging: Check stock data structure
64
+ print("\nStock data columns:", stock_data.columns.tolist())
65
+ print("First few rows of stock data:")
66
+ print(stock_data.head())
67
+
68
+ # Rename 'Date_' to 'Date' if present
69
+ if 'Date_' in stock_data.columns:
70
+ stock_data.rename(columns={'Date_': 'Date'}, inplace=True)
71
+
72
+ # Check and rename the 'Close' column
73
+ close_column = f"Close_{stock_symbol}" if f"Close_{stock_symbol}" in stock_data.columns else "Close"
74
+ if close_column not in stock_data.columns:
75
+ raise ValueError(f"'{close_column}' column not found in stock data. Available columns: {stock_data.columns.tolist()}")
76
+ stock_data.rename(columns={close_column: 'close'}, inplace=True)
77
+
78
+ # Ensure 'Date' column exists
79
+ if 'Date' not in stock_data.columns:
80
+ raise ValueError("'Date' column not found in stock data after renaming.")
81
+
82
+ # Convert stock data dates to datetime without timezone
83
+ stock_data['Date'] = pd.to_datetime(stock_data['Date']).dt.tz_localize(None)
84
+
85
+ # Ensure 'close' is a numeric Series
86
+ print("\nConverting 'close' column to numeric...")
87
+ stock_data['close'] = pd.to_numeric(stock_data['close'], errors='coerce')
88
+ if stock_data['close'].isnull().all():
89
+ raise ValueError("'close' column contains all NaN values after conversion.")
90
+
91
+ # Calculate SMA
92
+ stock_data['SMA_50'] = ta.trend.sma_indicator(stock_data['close'], window=50)
93
+ stock_data['SMA_200'] = ta.trend.sma_indicator(stock_data['close'], window=200)
94
+
95
+ # Merge stock and sentiment data
96
+ merged_data = pd.merge_asof(
97
+ stock_data.sort_values('Date'),
98
+ sentiment_data.sort_values('Date'),
99
+ on='Date'
100
+ )
101
+ return merged_data
102
+
103
+ # Function to plot stock and sentiment data
104
+ def plot_stock_with_sentiment(data, stock_name):
105
+ """Plot stock price and sentiment data."""
106
+ fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(15, 10), height_ratios=[3, 1])
107
+
108
+ # Stock price plot
109
+ ax1.plot(data['Date'], data['close'], label='Close Price')
110
+ ax1.plot(data['Date'], data['SMA_50'], label='50-day SMA')
111
+ ax1.plot(data['Date'], data['SMA_200'], label='200-day SMA')
112
+ ax1.set_title(f'{stock_name} Stock Price with Technical Indicators')
113
+ ax1.set_ylabel('Price')
114
+ ax1.legend()
115
+
116
+ # Sentiment plot
117
+ ax2.plot(data['Date'], data['vader_avg_sentiment'], label='Sentiment', color='purple')
118
+ ax2.fill_between(data['Date'], data['vader_avg_sentiment'], 0, alpha=0.2)
119
+ ax2.set_title('Sentiment Score')
120
+ ax2.set_ylabel('VADER Sentiment')
121
+
122
+ plt.tight_layout()
123
+ plt.show()
124
+
125
+ # Main execution
126
+ if __name__ == "__main__":
127
+ try:
128
+ print("Starting data preprocessing...")
129
+
130
+ # Process AAPL data
131
+ aapl_data = preprocess_stock_data(
132
+ 'AAPL',
133
+ 'cleaned_twitter_data.csv'
134
+ )
135
+
136
+ # Process TSLA data
137
+ tsla_data = preprocess_stock_data(
138
+ 'TSLA',
139
+ 'cleaned_reddit_data.csv'
140
+ )
141
+
142
+ # Plot the processed data
143
+ print("\nGenerating plots...")
144
+ plot_stock_with_sentiment(aapl_data, 'AAPL')
145
+ plot_stock_with_sentiment(tsla_data, 'TSLA')
146
+
147
+ except Exception as e:
148
+ print(f"\nError during processing: {e}")
149
+ import traceback
150
+ traceback.print_exc()
filter.py ADDED
@@ -0,0 +1,42 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+
3
+ # Load your datasets
4
+ twitter_data = pd.read_csv('cleaned_twitter_data.csv') # Twitter data
5
+ reddit_data = pd.read_csv('cleaned_reddit_data.csv') # Reddit data
6
+ aapl_stock_data = pd.read_csv('cleaned_AAPL_stock_data.csv') # AAPL stock data
7
+ tsla_stock_data = pd.read_csv('cleaned_TSLA_stock_data.csv') # TSLA stock data
8
+
9
+ # Print the column names to check if they match the expected columns
10
+ print("Twitter Data Columns:", twitter_data.columns)
11
+ print("Reddit Data Columns:", reddit_data.columns)
12
+ print("AAPL Stock Data Columns:", aapl_stock_data.columns)
13
+ print("TSLA Stock Data Columns:", tsla_stock_data.columns)
14
+
15
+ # Convert 'Date' (Twitter/Reddit) or 'date' (Stock) to datetime
16
+ # For Twitter and Reddit, the column might be 'Date'
17
+ # For AAPL/TSLA stock data, the column is 'date'
18
+ twitter_data['Date'] = pd.to_datetime(twitter_data['Date'], errors='coerce')
19
+ reddit_data['Date'] = pd.to_datetime(reddit_data['Date'], errors='coerce')
20
+ aapl_stock_data['Date'] = pd.to_datetime(aapl_stock_data['Date'], errors='coerce')
21
+ tsla_stock_data['Date'] = pd.to_datetime(tsla_stock_data['Date'], errors='coerce')
22
+
23
+ # Define the target date to filter data to (2024-12-30)
24
+ target_date = pd.to_datetime('2024-12-30')
25
+
26
+ # Filter the data to only include rows with the target date
27
+ twitter_data_filtered = twitter_data[twitter_data['Date'] == target_date]
28
+ reddit_data_filtered = reddit_data[reddit_data['Date'] == target_date]
29
+ aapl_stock_data_filtered = aapl_stock_data[aapl_stock_data['Date'] == target_date]
30
+ tsla_stock_data_filtered = tsla_stock_data[tsla_stock_data['Date'] == target_date]
31
+
32
+ # Check the resulting filtered datasets
33
+ print(f"Filtered Twitter Data: {twitter_data_filtered.shape}")
34
+ print(f"Filtered Reddit Data: {reddit_data_filtered.shape}")
35
+ print(f"Filtered AAPL Stock Data: {aapl_stock_data_filtered.shape}")
36
+ print(f"Filtered TSLA Stock Data: {tsla_stock_data_filtered.shape}")
37
+
38
+ # Optionally, save these filtered datasets to new CSV files
39
+ twitter_data_filtered.to_csv('filtered_twitter_data.csv', index=False)
40
+ reddit_data_filtered.to_csv('filtered_reddit_data.csv', index=False)
41
+ aapl_stock_data_filtered.to_csv('filtered_aapl_stock_data.csv', index=False)
42
+ tsla_stock_data_filtered.to_csv('filtered_tsla_stock_data.csv', index=False)
filtered_reddit_data.csv ADDED
@@ -0,0 +1,100 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Title,Author,Date,Score,Comments,cleaned_text,sentiment
2
+ Are you worried about AAPL long term? ,Witty-Performance-23,2024-05-08 14:07:32,353,457,worried aapl long term,-0.296
3
+ MSFT or AAPL,Airmang74,2024-10-01 04:54:10,0,83,msft aapl,0.0
4
+ "I have $213,000 in Apple (AAPL) stock, should I start to diversify?",sleeping_in_,2020-10-13 09:19:24,2460,726,213000 apple aapl stock start diversify,0.0
5
+ "China plans to expand its ban on iPhones, AAPL drops 3%+",msaleem,2023-09-07 13:15:44,769,399,china plan expand ban iphones aapl drop 3,-0.5267
6
+ "The U.S. Department of Justice (DOJ) is preparing to sue Apple (AAPL.O), as soon as Thursday for allegedly violating antitrust laws",Luka77GOATic,2024-03-21 11:32:28,606,211,u department justice doj preparing sue apple aaplo soon thursday allegedly violating antitrust law,-0.0258
7
+ AAPL is at 52-week low!,paq12x,2022-12-22 19:41:41,864,399,aapl 52week low,-0.2732
8
+ AAPL reaches all time high in pre-market trading,Illustrious-Option-9,2023-06-05 11:59:58,667,378,aapl reach time high premarket trading,0.0258
9
+ I SOLD AAPL :(,amoottake,2022-08-17 19:45:51,843,434,sold aapl,0.0
10
+ "Whats your ""this could be the next tsla or aapl"" in terms of what they returned in the last 10 years",rpatel09,2023-12-27 15:19:02,276,545,whats could next tsla aapl term returned last 10 year,0.0
11
+ Buy AAPL in front of 4:1 stock split. Stock splits add 8% in first year following split.,gblack00,2020-08-07 15:58:10,1651,377,buy aapl front 41 stock split stock split add 8 first year following split,0.0
12
+ Sell or Hold $AAPL?,shawndend,2023-12-10 21:33:37,323,391,sell hold aapl,0.0
13
+ Underestimating AAPL,leontes,2024-06-10 18:43:36,288,207,underestimating aapl,0.0
14
+ "If you could put 3k into AAPL, MSFT, or FB, which would you choose?",DippySwitch,2021-11-01 20:12:01,630,712,could put 3k aapl msft fb would choose,0.0
15
+ "Apple (AAPL.US) continues to increase financial services, and its subsidiaries will provide loans in the future",Kianna_hd,2022-06-09 02:02:21,887,246,apple aaplus continues increase financial service subsidiary provide loan future,0.3182
16
+ How far do you think MSFT and AAPL could fall?,apooroldinvestor,2022-05-07 20:13:40,510,526,far think msft aapl could fall,0.0
17
+ "With decline in smartphone sales, how is AAPL poised to tackle this?",srkdummy3,2024-06-09 21:38:59,264,154,decline smartphone sale aapl poised tackle,0.25
18
+ AAPL stock continues climb to $3T with new trading highs,No_Cow1,2023-06-23 10:24:31,529,199,aapl stock continues climb 3t new trading high,0.0
19
+ Apple / AAPL - short term outlook,novapants,2021-12-12 14:20:42,649,366,apple aapl short term outlook,0.0
20
+ Microsoft (MSFT) and Apple (AAPL) are Now Bigger than Germany’s Entire Stock Market,the13thrabbit,2019-12-28 10:48:33,1206,264,microsoft msft apple aapl bigger germany entire stock market,0.0
21
+ Does anyone think AAPL is a buy now?,maximalsimplicity,2023-08-07 13:47:06,209,336,anyone think aapl buy,0.0
22
+ AAPL price dump after VR headset reveal,provoko,2023-06-05 20:27:12,272,316,aapl price dump vr headset reveal,-0.3818
23
+ VOO + AAPL + MSFT + Googl + AMZN + INTC for the next 5 years?,designatedtruth,2023-11-07 22:30:25,150,259,voo aapl msft googl amzn intc next 5 year,0.0
24
+ Is $AAPL able to grow much more?,8-tentacles,2021-10-31 17:02:20,485,309,aapl able grow much,0.0
25
+ MSFT GOOGL and AAPL are still all beating the market!,apooroldinvestor,2022-11-03 20:10:25,322,295,msft googl aapl still beating market,-0.4588
26
+ AAPL price drops 5% as it beats earnings,cheechuu,2020-10-29 21:01:58,759,227,aapl price drop 5 beat earnings,-0.2732
27
+ "The moment AAPL announced ending partnership with INTC, INTC stock price ... JUMPED by 1%",ZloiAris,2020-06-22 19:06:10,801,231,moment aapl announced ending partnership intc intc stock price jumped 1,0.0
28
+ How come AAPL isn’t affected by the rise of the AI market?,Lukee67,2024-12-12 09:40:06,54,72,come aapl isnt affected rise ai market,0.1139
29
+ Is AAPL due for a bounce?,just_lick_my_ass,2021-03-09 00:49:14,429,353,aapl due bounce,0.0
30
+ AAPL is nearing all time highs - thoughts?,kriptonicx,2022-08-15 16:43:10,307,256,aapl nearing time high thought,0.0
31
+ Apple's (AAPL) Rollercoaster: Should You Jump In Now?,DutyTop8086,2024-06-09 23:18:01,198,79,apple aapl rollercoaster jump,0.0
32
+ $AAPL where does it go second quarter? Warren Buffett continues to love it. $BRK.B,KCGuy59,2023-05-07 21:47:07,260,147,aapl go second quarter warren buffett continues love brkb,0.6369
33
+ Apple announces largest-ever $110 billion share buyback as iPhone sales drop 10% ,Puginator,2024-05-02 20:32:20,2985,523,apple announces largestever 110 billion share buyback iphone sale drop 10,0.0258
34
+ Should I Buy AAPL Shares,HopefulIvyAdmit,2021-10-23 19:47:06,237,281,buy aapl share,0.296
35
+ "If you had to choose one dividend stock right now which would you choose? Criteria bellow but no AAPL, MSFT or Etfs",Migueli2021,2022-04-07 20:48:11,98,330,choose one dividend stock right would choose criterion bellow aapl msft etf,0.0
36
+ Apple (AAPL.US) plans to increase production in India and Vietnam,Kianna_hd,2022-05-23 02:18:21,427,121,apple aaplus plan increase production india vietnam,0.3182
37
+ Is AAPL a good buy right now?,PeekingPotato,2021-11-29 22:15:28,211,219,aapl good buy right,0.4404
38
+ AAPL is now less than 5% off of its highs,kriptonicx,2022-03-24 20:38:58,211,174,aapl less 5 high,0.0
39
+ Meta/Facebook stock crashes -15% AH after earnings release,rockinoutwith2,2022-02-02 21:08:51,7818,1502,metafacebook stock crash 15 ah earnings release,-0.4019
40
+ Epic games sues Apple. Will we see AAPL come down in price tomorrow?,Gothlander,2020-08-13 20:39:56,246,240,epic game sue apple see aapl come price tomorrow,0.0
41
+ AAPL receives $10B a year from GOOG to make Google’s homepage the default page on Safari.,zipiddydooda,2020-10-24 20:06:54,405,152,aapl receives 10b year goog make google homepage default page safari,0.0
42
+ Thoughts on aapl long term?,Life-is-beautiful-,2022-10-08 10:22:36,110,175,thought aapl long term,0.0
43
+ Warren Buffett’s Berkshire Hathaway sold ~$14 billion worth of Apple this quarter. Cash pile hits record ~$325 billion.,themagicalpanda,2024-11-02 12:19:31,1046,334,warren buffetts berkshire hathaway sold 14 billion worth apple quarter cash pile hit record 325 billion,0.2263
44
+ Apple (AAPL) to Spend Billions More on Entertainment,_DeanRiding,2023-03-28 09:45:06,260,82,apple aapl spend billion entertainment,0.4215
45
+ Apple (AAPL) discussion,novapants,2021-02-25 21:17:22,152,251,apple aapl discussion,0.0
46
+ It's not just me right?,calipfarris01,2021-03-24 19:44:05,6953,2766,right,0.0
47
+ $AAPL - more room to grow?,BUYMSFT,2023-05-19 16:29:57,37,147,aapl room grow,0.0
48
+ To all of you who are red this year while the S&P500 is up 30%,karnoculars,2021-12-29 20:22:17,5860,1156,red year sp500 30,0.0
49
+ "I sold all my positions in GOOG, PYPL, AMZN, AAPL, and MSFT today. ($50,000 left, what was once $120,000)",a-wild-yasuo,2022-05-16 16:34:05,0,282,sold position goog pypl amzn aapl msft today 50000 left 120000,0.0
50
+ 25% of my portfolio is MSFT AAPL and GOOGL. Am I in trouble?,apooroldinvestor,2021-08-17 01:50:23,95,239,25 portfolio msft aapl googl trouble,-0.4019
51
+ "QCOM Vs. AAPL settlement. How I lost the opportunity to make $50,000 on a very stupid decision",arminoxx,2019-04-16 22:59:52,370,171,qcom v aapl settlement lost opportunity make 50000 stupid decision,-0.4404
52
+ Moving on from AAPL,greecher,2024-05-24 13:50:05,0,65,moving aapl,0.0
53
+ Earnings day: What are your thoughts about AAPL ?,letak2018,2021-04-28 14:23:50,121,225,earnings day thought aapl,0.0
54
+ Would you buy AAPL at $130?,apooroldinvestor,2022-12-17 03:47:21,27,170,would buy aapl 130,0.0
55
+ AAPL earnings release bear case : MSFT missed big time on the Hardware part.,gevham,2023-05-01 21:36:10,102,98,aapl earnings release bear case msft missed big time hardware part,-0.296
56
+ Selling my AAPL shares Monday. More downside risk vs. upside,apooroldinvestor,2022-04-02 05:13:39,0,243,selling aapl share monday downside risk v upside,-0.2263
57
+ "Intel $INTC earnings beat expectations which is good news for Apple $AAPL, Qualcomm $QCOM, and AMD $AMD",TonyLiberty,2023-07-29 23:19:20,113,73,intel intc earnings beat expectation good news apple aapl qualcomm qcom amd amd,0.4404
58
+ The AAPL Monday Morning arbitrage trade (codename 7senshino's arbitrage),Le7emesens,2024-09-08 21:02:32,0,34,aapl monday morning arbitrage trade codename 7senshinos arbitrage,0.0
59
+ "Nvidia slides for third straight session, loses $500B in market cap",thelastsubject123,2024-06-24 22:50:08,1227,337,nvidia slide third straight session loses 500b market cap,-0.1027
60
+ "On this day 13 years ago, Barack Obama almost perfectly calls the bottom of the stock market before the longest bull market in US history.",Beetlejuice_hero,2022-03-03 14:31:44,5193,631,day 13 year ago barack obama almost perfectly call bottom stock market longest bull market u history,0.6003
61
+ Is now a good time to buy $AAPL? (Apple Inc.),guyastronomer,2021-09-11 05:43:45,123,168,good time buy aapl apple inc,0.4404
62
+ I bought A LOT of AAPL shares. Now I’m losing A LOT of money.,mill40,2020-09-18 16:59:38,66,257,bought lot aapl share im losing lot money,-0.1027
63
+ This is how NVDA overtakes MSFT and AAPL to be the most valuable company in the world. ,Euro347,2024-05-31 18:42:44,0,47,nvda overtakes msft aapl valuable company world,0.4767
64
+ Is AAPL sucking the blood out of INTC / AMD / META / GOOG / MSFT/ NFLX / SPOT in a zero sum game etc?,bwang29,2022-10-28 00:25:02,68,122,aapl sucking blood intc amd meta goog msft nflx spot zero sum game etc,0.0
65
+ Would investors accept 5% a year return from AAPL?,apooroldinvestor,2022-04-29 15:17:11,170,103,would investor accept 5 year return aapl,0.3818
66
+ Friendly reminder: not everyone here is 20-30 years old and can ride the wave. People who are in retirement age should consider going cash.,LIBERAL_LAZY_LOSER,2022-05-15 15:49:25,3586,622,friendly reminder everyone 2030 year old ride wave people retirement age consider going cash,0.4939
67
+ Why is AAPLs revenue growth declining?,apooroldinvestor,2021-09-05 15:53:25,55,171,aapls revenue growth declining,0.3818
68
+ Sell mega caps MSFT and AAPL? Buy back in lower?,apooroldinvestor,2022-01-04 03:35:15,45,159,sell mega cap msft aapl buy back lower,-0.296
69
+ What’s your one “win big” stock? ,TheYoungLung,2024-06-17 01:56:07,518,1376,whats one win big stock,0.5859
70
+ All the bad news Swarming AAPL,PleasantAnomaly,2022-10-26 06:55:40,61,110,bad news swarming aapl,-0.5423
71
+ "Apple hits 3 trillion market cap, becoming the first company to hit the mark",AptitudeSky,2022-01-03 18:58:00,4097,572,apple hit 3 trillion market cap becoming first company hit mark,0.0
72
+ "I have just started investing and only buying stocks like AAPL,GOOGL and VOO.What other low risk ways I can invest for the next 10 years?",Ubikinon44,2022-03-05 16:25:27,89,122,started investing buying stock like aaplgoogl voowhat low risk way invest next 10 year,-0.1779
73
+ Will MSFT or AAPL ever go bankrupt?,apooroldinvestor,2021-04-07 04:07:25,44,186,msft aapl ever go bankrupt,-0.5574
74
+ AAPL or cash?,apooroldinvestor,2021-09-04 20:16:43,24,179,aapl cash,0.0
75
+ There's more to index funds and stocks than VTI and AAPL. Welcome to the world of small cap value stocks.,AP9384629344432,2022-10-21 16:16:28,268,54,there index fund stock vti aapl welcome world small cap value stock,0.6597
76
+ Bad Apple: Why AAPL is Heavily Overvalued,AlligatorHalfMan123,2022-01-26 06:12:18,45,141,bad apple aapl heavily overvalued,-0.5423
77
+ Can AAPL get back to ATH in 4 years?,Rico_Stonks,2022-06-16 20:56:29,55,113,aapl get back ath 4 year,0.0
78
+ What’s the stock you’ll never sell,durustakta,2024-10-26 11:55:44,311,724,whats stock youll never sell,0.0
79
+ "Apple stock closes at an all-time-high, added $1 trillion to its market cap in 2023",Jones131212,2023-12-14 11:35:56,1650,288,apple stock close alltimehigh added 1 trillion market cap 2023,0.0
80
+ "MSFT and AAPL are overvalued and overbought, Wallstreet is expecting too much from AI. ",Euro347,2024-07-08 22:14:54,0,28,msft aapl overvalued overbought wallstreet expecting much ai,0.0
81
+ "UBS upgrades AAPL to 'Buy,' raises price target on iPhone stability & auto opportunity",chrisdh79,2021-03-31 14:57:24,262,87,ubs upgrade aapl buy raise price target iphone stability auto opportunity,0.4215
82
+ I tried to predict the stock market every day in March. Here's how it went - and what I learned.,wsb_shitposting,2021-04-01 13:55:07,5293,460,tried predict stock market every day march here went learned,0.0
83
+ would like an opinion on selling AAPL/MSFT shares,safari-dog,2023-06-11 22:55:34,33,68,would like opinion selling aaplmsft share,0.5719
84
+ "For the youth, just broad strokes what I've learned after 20 years investing.",MainlineX,2021-04-07 05:15:25,4646,449,youth broad stroke ive learned 20 year investing,0.0
85
+ "What is a True Market Leader (TML) + And how to find them? (Ex. SHOP 2016-2020, ZM 2020, AAPL 2005-2012",Rmogo21,2020-11-07 15:42:28,402,60,true market leader tml find ex shop 20162020 zm 2020 aapl 20052012,0.4215
86
+ "Dan Ives AAPL $230, TSLA $1800",apooroldinvestor,2021-12-21 05:08:00,37,115,dan ives aapl 230 tsla 1800,0.0
87
+ Nine US governors press U.S. lawmakers to pass 52 Billion semiconductor funding bill. Taiwan unreliable potentially trillions at risk.,Oscuridad_mi_amigo,2021-11-11 21:50:25,2694,563,nine u governor press u lawmaker pas 52 billion semiconductor funding bill taiwan unreliable potentially trillion risk,-0.2732
88
+ "If Apple comes out with a car, are you buying an Apple car or a Tesla? TSLA 3,000 is higher then AAPL, Be honest, very curious, Cathie Says",UltimateTraders,2021-09-11 01:20:06,2,140,apple come car buying apple car tesla tsla 3000 higher aapl honest curious cathie say,0.6808
89
+ 1 share of AMZN or 18 shares of AAPL?,ImCoolOnTheInternet,2022-01-04 15:56:25,44,108,1 share amzn 18 share aapl,0.5267
90
+ How did AAPL gain close to 1 trillion in market cap since 2019?,punkzlol,2020-08-11 21:43:23,259,77,aapl gain close 1 trillion market cap since 2019,0.5267
91
+ AAPL MSFT GOOGL etc will only return 1.7% over the next 10 years?,apooroldinvestor,2022-01-05 04:59:59,8,115,aapl msft googl etc return 17 next 10 year,0.0
92
+ "For the first time in 2 decades, GOOG has a higher P/E ration than AAPL, and MSFT is Americas most valuable brand over AAPL",WallabyUpstairs1496,2021-11-06 00:11:21,194,63,first time 2 decade goog higher pe ration aapl msft america valuable brand aapl,0.4767
93
+ How to deal with the market bloodbath?,Kogorashi,2021-02-25 16:13:40,1977,1443,deal market bloodbath,0.0
94
+ 6 reasons why AAPL isn't a pandemic stock,senttoschool,2022-02-22 02:27:46,57,90,6 reason aapl isnt pandemic stock,0.0
95
+ "US sanctions on Chinese semiconductors ‘decapitate’ industry, experts say",big--if-true,2022-10-16 21:30:36,1721,465,u sanction chinese semiconductor decapitate industry expert say,0.0
96
+ Does anyone else feel incredibly bored on weekends when there are no stock prices to look at?,MrDegi,2021-07-24 10:28:39,2291,654,anyone else feel incredibly bored weekend stock price look,-0.3384
97
+ Apple today is a good example why the markets are so hard.,aquaBluu,2022-10-28 18:30:59,1850,399,apple today good example market hard,0.3612
98
+ Apple Stock Analysis: Is AAPL a good buy?,PeekingPotato,2021-05-24 19:23:28,54,107,apple stock analysis aapl good buy,0.4404
99
+ ‘Apple is going to war’: US lawsuit adds to iPhone maker’s antitrust woes,Steven_on_the_run,2024-03-23 20:13:09,805,315,apple going war u lawsuit add iphone maker antitrust woe,-0.8225
100
+ Disney & AAPL a steal right now?,anaccountwascreated,2020-11-23 18:47:25,58,118,disney aapl steal right,-0.4939
filtered_twitter_data.csv ADDED
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1
+ Tweet,Author ID,Date,cleaned_text,sentiment
2
+ "Premier trading community—Receive the next winning alerts here! here:https://t.co/SgB2mRPMUb
3
+
4
+ $HTBX $AYTU $AAL $INO $AAPL $SPY $FDX $UVXY $DKNG $BA $TSLA $WMT $FSLY $NFLX $SBUX $IMMU https://t.co/g7Q9gpU1ny",1570656477282709505,2024-12-30 11:02:24+00:00,premier trading communityreceive next winning alert htbx aytu aal ino aapl spy fdx uvxy dkng ba tsla wmt fsly nflx sbux immu,0.6808
5
+ "$CEMI $SPY $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $SPCE $FCEL $TRIP $BYND
6
+ Most profitable trading COMMUNITY https://t.co/ct4kHsMznt https://t.co/zR09qFjyKS",1837978089072349185,2024-12-30 11:02:17+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
7
+ "GO ON PANIC BUY!
8
+ 😳S&P 500 market cap is near 50% of world GDP. At the peak of the bubble in 2000 it was 38%
9
+
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+ $TSLA $AAPL $AMZN $NVDA $AMD $MSFT $NFLX $META $GOOG $V $MA $DXY $TLT $MS $GS $BAC $JPM $SCHW $WFC $BLK $BX $C $BRK.B $WMT $COST $HD $JNJ $XOM $PG $RBLX $DPZ $MNST $SNOW https://t.co/ceQHjB0hC1",1501559832654004227,2024-12-30 11:01:56+00:00,go panic buy sampp 500 market cap near 50 world gdp peak bubble 2000 38 tsla aapl amzn nvda amd msft nflx meta goog v dxy tlt m g bac jpm schw wfc blk bx c brkb wmt cost hd jnj xom pg rblx dpz mnst snow,-0.5106
11
+ "Unlock the potential of DCA (Dollar Cost Averaging) and amplify your trading power!
12
+ https://t.co/SgB2mRPMUb
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+
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+ $LCID $AMZN $MSFT $HCMC $AAPL $SPY $TSLA $FB $GOOG $BABA $SQ $NFLX $NVDA $BTC $SHOP $AMC $GME https://t.co/jhWL8GS6Me",1570656477282709505,2024-12-30 11:01:52+00:00,unlock potential dca dollar cost averaging amplify trading power lcid amzn msft hcmc aapl spy tsla fb goog baba sq nflx nvda btc shop amc gme,0.0
15
+ "Stay ahead of the curve with Xtraders!
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+
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+ Congratulations to all participants!
20
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+ See you tomorrow for more market insights! 📈
22
+ $AMZN $AAPL $BA $BABA $FB $TSLA $MSFT $ROKU https://t.co/7mDZAJ1s6J",1570656477282709505,2024-12-30 11:01:19+00:00,stay ahead curve xtraders join u congratulation participant see tomorrow market insight amzn aapl ba baba fb tsla msft roku,0.7269
23
+ "😳Billionaire and Mining Legend
24
+ Says The Next 4 years is going to be the best 4 years for #GOLD in 77 Years
25
+
26
+ $TSLA $AAPL $AMZN $NVDA $AMD $MSFT $NFLX $META $GOOG $V $MA $DXY $TLT $MS $GS $BAC $JPM $SCHW $WFC $BLK $BX $C $BRK.B $WMT $COST $HD $JNJ $XOM $PG $RBLX $DPZ $MNST $SNOW https://t.co/DJe4mZBEFN",1501559832654004227,2024-12-30 11:01:05+00:00,billionaire mining legend say next 4 year going best 4 year 77 year tsla aapl amzn nvda amd msft nflx meta goog v dxy tlt m g bac jpm schw wfc blk bx c brkb wmt cost hd jnj xom pg rblx dpz mnst snow,0.6369
27
+ "$AAPL $SPY $SPX $QQQ
28
+
29
+ BTIG market technician cautious on Apple heading into January
30
+
31
+ BTIG Chief Market Technician Jonathan Krinsky thinks the market can ""continue to make upside progress"" into year-end and sees a new all-time high for the S&P 500 (SPX) above 6,100.… https://t.co/O8GP0qI907",1577382889104318472,2024-12-30 11:00:57+00:00,aapl spy spx qqq btig market technician cautious apple heading january btig chief market technician jonathan krinsky think market continue make upside progress yearend see new alltime high sampp 500 spx 6100,0.34
32
+ "welcome to the discord group ❤️🙏https://t.co/WUfz59GZw8
33
+
34
+ $SPY $QQQ $ATH $CCL $AMD $AAPL $MSFY $BA $COST $MIST $AMZN $INUV https://t.co/XJHdm8Szbd",1838722759297503236,2024-12-30 11:00:50+00:00,welcome discord group spy qqq ath ccl amd aapl msfy ba cost mist amzn inuv,0.0772
35
+ "Alerts
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+ https://t.co/WUfz59GZw8
40
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+ Stocks, Options,Forex
42
+
43
+ $AAL $NAKD $DYNT $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/ioCaUjhLvu",1838722759297503236,2024-12-30 11:00:06+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino byfc tsla spy boxl aapl ayro achv,-0.128
44
+ "Entries & exits Daily!
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+ Discord link below👇
46
+
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+ https://t.co/WUfz59GZw8
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+
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+ $SOLO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $DKNG https://t.co/HVoq9kM1Bx",1838722759297503236,2024-12-30 10:59:28+00:00,entry amp exit daily discord link solo byfc tsla spy boxl aapl ayro bngo dkng,-0.4019
50
+ "It’s really amazing Place,
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+ Lot of thanks to this community...👇
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+
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+ $TCEHY $RKT $FB $UBER $AYX $DDOG $BABA $BNGO $AAPL $TSLA https://t.co/GNcMV7A0Rm",1838722759297503236,2024-12-30 10:58:55+00:00,really amazing place lot thanks community tcehy rkt fb uber ayx ddog baba bngo aapl tsla,0.7902
55
+ "🚀 Just alerted an entry for $METX resulting in a win of 121%!
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+ https://t.co/SgB2mRPMUb
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+
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+ ✅ Don't miss out! Check us out now!
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+ $NAKD $TSLA $AAPL $NIO $SPY $INTC $GE $SNDL $NXTD $KGC $ZOM https://t.co/5VKCxBv9Jx",1570656477282709505,2024-12-30 10:58:23+00:00,alerted entry metx resulting win 121 dont miss check u join excitement nakd tsla aapl nio spy intc ge sndl nxtd kgc zom,0.8639
62
+ "$SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA
63
+ Was able to close it for a 100%profit.https://t.co/WUfz59GZw8 https://t.co/W47t2XUgWI",1838722759297503236,2024-12-30 10:58:14+00:00,spx spy amzn aapl amd fb shop bynd nvda googl msft tsla able close 100profit,0.0
64
+ "$ROP $AFL $BK 🌕 $ONEI ripping! $1.15 close, vol flying🔥 Shorts sweating—ATH $1.39 toast soon w/ breakout brewing! 🚀 LET’S GOOOO!
65
+
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+ $UNP $AAPL $ATGE #shailenzo #ZenlessZoneZero #BBK11 #WWERaw https://t.co/RaKklQeuE5 https://t.co/GMKVzrogsJ",1723310981239980032,2024-12-30 10:58:09+00:00,rop afl bk onei ripping 115 close vol flying short sweatingath 139 toast soon w breakout brewing let goooo unp aapl atge,0.0
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+ "☛☛☛https://t.co/WUfz59GZw8
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+
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+ More member profits. Stay patient and the let the trade play out
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+ $SPY $RIOT $MARA $ROKU $PDT $AAPL https://t.co/ueGkM5c3ji",1838722759297503236,2024-12-30 10:57:38+00:00,member profit stay patient let trade play spy riot mara roku pdt aapl,0.1779
71
+ "📢 𝐉𝐔𝐒𝐓 𝐈𝐍: Huawei Cuts Smartphone Prices by Up to 20% Amid Intense Market Competition - $AAPL
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+
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+ https://t.co/lkmh4gbxTC",1717106926725820416,2024-12-30 10:57:36+00:00,huawei cut smartphone price 20 amid intense market competition aapl,-0.2023
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+ "Entries & exits Daily!
75
+ Discord link below 📊💰
76
+ https://t.co/WUfz59GZw8
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+ 👆
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+ $ABNB $SPY $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $MU $BNGO https://t.co/4wpFW3rZyX",1838722759297503236,2024-12-30 10:55:58+00:00,entry amp exit daily discord link abnb spy solo w jagx ino byfc tsla spy boxl aapl mu bngo,-0.4019
80
+ "Good morning $aapl fans 🍏🌞
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+
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+ Found a nice relic from ‘The Silo’ yesterday. https://t.co/CqtgvUkgBO",1597713129726672897,2024-12-30 10:55:20+00:00,good morning aapl fan found nice relic silo yesterday,0.7906
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+ "Hi everyone, Make big profits with us
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+ https://t.co/WUfz59GZw8
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+ $STNG $GOLD $RCL $AAL $NET $AAPL $QQQ $AMZN $NVDA $BA $TSLA $BABA $AMD $AAPL $NFLX https://t.co/v56LddrCTH",1838722759297503236,2024-12-30 10:54:43+00:00,hi everyone make big profit u stng gold rcl aal net aapl qqq amzn nvda ba tsla baba amd aapl nflx,0.4404
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+ "Link below to join our free stock chatroom!
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+
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+ $AMZN $AAPL $AMD $FB $BOXL $BA $PFE $MCD $UPS $MMM $SINT $SOLO https://t.co/9CVwqJXAYE",1570656477282709505,2024-12-30 10:54:03+00:00,link join free stock chatroom amzn aapl amd fb boxl ba pfe mcd ups mmm sint solo,0.6705
92
+ "Master Trading Skills While Working From Home!
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+
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+ $AAPL $AMZN $BTC $ETH $FB $GOOG $MSFT $QQQ $SPY $TSLA $EPR $WYND $LIVN $BBU $SPR $APLE $PK $M $CUK $CAR $CPA $EHTH $SHOO $CORT $EPZM https://t.co/sTzrF87CTa",1570656477282709505,2024-12-30 10:53:28+00:00,master trading skill working home aapl amzn btc eth fb goog msft qqq spy tsla epr wynd livn bbu spr aple pk cuk car cpa ehth shoo cort epzm,0.0
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+ "Join the most profitable trading alerts chatroom
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+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/uXYJm9LiZw",1838722759297503236,2024-12-30 10:52:48+00:00,join profitable trading alert chatroom spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
102
+ "🔶 Today saw a mix of gains and losses.
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+ $AAPL $NIO $SPY $WMT $FB $PT $PTON $GME $TSLA $MVIS $BABA https://t.co/DJLUDesvt5",1570656477282709505,2024-12-30 10:52:21+00:00,today saw mix gain loss however rewarding group winning side join u success aapl nio spy wmt fb pt pton gme tsla mvis baba,0.93
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+ "Options + Stock Alerts
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+
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+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $DKNG $APPL https://t.co/teQff8iR6B",1838722759297503236,2024-12-30 10:52:11+00:00,option stock alert discord link solo w jagx ino byfc tsla spy boxl aapl ayro bngo dkng appl,-0.128
115
+ "BST: 8% Tech Yield | $QQQ $NVDA $MSFT $AAPL $AVGO
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+ https://t.co/cOgjCPTaat",1799212098771410944,2024-12-30 10:51:32+00:00,bst 8 tech yield qqq nvda msft aapl avgo,0.0
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+ "BST: 8% Tech Yield | $QQQ $NVDA $MSFT $AAPL $AVGO
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+ https://t.co/XN2nwk0kvK",1821610654337478656,2024-12-30 10:51:30+00:00,bst 8 tech yield qqq nvda msft aapl avgo,0.0
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+ "Alerts 💰
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+ $AAL $NAKD $DYNT $INO $GNUS $UAVS $SPY $BOXL $AAPL $AYRO $ACHV $ABUS $TLRY https://t.co/lPf5ITRIWq",1838722759297503236,2024-12-30 10:51:28+00:00,alert update watchlist discord aal nakd dynt ino gnu uavs spy boxl aapl ayro achv abus tlry,-0.128
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+ "$KNDI $SQ $SPY $NFLX $M $DIS $IBIO $HPTY $NIO $NKLA $AAPL
128
+ Alerts before spikes and right as big news drops
129
+ Free discord chatroom :https://t.co/WUfz59GZw8 https://t.co/VXNw4APlZc",1838722759297503236,2024-12-30 10:50:52+00:00,kndi sq spy nflx dis ibio hpty nio nkla aapl alert spike right big news drop free discord chatroom,0.1779
130
+ "$AAPL: Berkshire Hathaway cut its stake in Apple significantly this year, reducing its holdings by over 600 million shares.",1860226075584040960,2024-12-30 10:50:23+00:00,aapl berkshire hathaway cut stake apple significantly year reducing holding 600 million share,0.0258
131
+ 🔥🔥 29 active options signals!. Active signals list is updated each market day. $AAPL #stockoptions (Options Predictor app),1258103903553499143,2024-12-30 10:49:57+00:00,29 active option signal active signal list updated market day aapl option predictor app,0.6597
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+ "Alerts before spikes and right as big news drops
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+
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+ Free discord chatroom:https://t.co/WUfz59GZw8
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+
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+ $AMZN $AAPL $SPY $AAPL $MSFT $BYND $TSLA $MARK $RIOT $NOK https://t.co/1k5UFFsCoW",1838722759297503236,2024-12-30 10:49:53+00:00,alert spike right big news drop free discord chatroom amzn aapl spy aapl msft bynd tsla mark riot nok,-0.4404
137
+ "$AAPL - Anticipate acquisition news any day now.
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+ https://t.co/SgB2mRPMUb
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+
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+ $DGTW $TSNP $OPTI $BLRX $CSOC $TGRR $GME https://t.co/JjaFLbCCGs",1570656477282709505,2024-12-30 10:49:47+00:00,aapl anticipate acquisition news day dgtw tsnp opti blrx csoc tgrr gme,0.0
141
+ "Entries & exits!
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+ Free Chatroom link below
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+ https://t.co/WUfz59GZw8
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+
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+ $SPY $TSLA $SOLO $BIOC $ABUS $GNUS $ROYT $AIM $AAPL https://t.co/r8FMxw4YjH",1838722759297503236,2024-12-30 10:48:38+00:00,entry amp exit free chatroom link spy tsla solo bioc abus gnu royt aim aapl,0.5106
146
+ "☛ ☛ Welcome to our Professional Trading Room: https://t.co/SgB2mRPMUb
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+ $KNDI $VTIQ $HCAC $EVSI $BLNK $FCEL $PLUG $BLDP $AAPL https://t.co/UIuYkyo2zr",1570656477282709505,2024-12-30 10:48:26+00:00,welcome professional trading room kndi vtiq hcac evsi blnk fcel plug bldp aapl,0.4588
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+ "Bast stock group ♥️♥️
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+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN $KODK https://t.co/j3vKwFZjtm",1838722759297503236,2024-12-30 10:47:52+00:00,bast stock group discord solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
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+ "Excited for tomorrow's kickoff! Numerous promising setups await 📈
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+
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+ $AMZN $AAPL $BA $BABA $FB $TSLA $MSFT $ROKU https://t.co/5KJfnKW14E",1570656477282709505,2024-12-30 10:47:44+00:00,excited tomorrow kickoff numerous promising setup await discover right way trade amzn aapl ba baba fb tsla msft roku,0.6705
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+ "Best stock trade Group out there!
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+ $AMZN $AMC $SPY $QQQ $ATH $CCL $AMD $AAPL $MSFY $BA $GNUS https://t.co/sLwrvTYBHG",1838722759297503236,2024-12-30 10:47:07+00:00,best stock trade group free chatroom link amzn amc spy qqq ath ccl amd aapl msfy ba gnu,0.8176
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+ "Started trading 6 months ago and turned $5k into $49k. Big thanks to this amazing community!
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+ $AMZN $FB $LOVE $WORK $AAPL $AMD $MNTA $GLD https://t.co/sBr7C8JG0J",1570656477282709505,2024-12-30 10:46:45+00:00,started trading 6 month ago turned 5k 49k big thanks amazing community amzn fb love work aapl amd mnta gld,0.8979
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+ "#EURUSD Day range!
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+ $SPX #SPY $QQQ $ES_F $NQ_F $CL_F $GDX $AAPL $TSLA $VIX $NVDA $MSFT #Crypto #Stockmarket #forextrading #forextips #forextrader #forexsignals #Usoil #ForexMarket #XAUUSD #GOLD https://t.co/QaofD7OJF3",1818955897407721472,2024-12-30 10:45:56+00:00,day range join elevate trading skill group link spx qqq esf nqf clf gdx aapl tsla vix nvda msft,0.296
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+ "Join the most profitable trading group
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+ $GOOG $AAPL $SPY $AMZN $TDOC $TSLA $COST $BA $NFLX $NVDA https://t.co/WWIJBfjVhq",1838722759297503236,2024-12-30 10:45:35+00:00,join profitable trading group goog aapl spy amzn tdoc tsla cost ba nflx nvda,0.6249
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+ "Bast stock group ♥️♥️
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+
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+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN $KODK https://t.co/Vg2km4Wdk9",126792470,2024-12-30 10:45:15+00:00,bast stock group discord solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
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+ "Best stock trade Group out there!
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+ Free chatroom link below! https://t.co/WUfz59GZw8
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+
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+ $AMZN $AMC $SPY $QQQ $ATH $CCL $AMD $AAPL $MSFY $BA https://t.co/lCvgCtGa7q",1838722759297503236,2024-12-30 10:45:04+00:00,best stock trade group free chatroom link amzn amc spy qqq ath ccl amd aapl msfy ba,0.8176
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+ "Over 80k+ people. Join now
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+ $CGM $APT $JAKK $DYNT $SPV $LMND $SPY $BOXL $AAPL $AYRO $BNGO $PHUN https://t.co/ClskM4l2ET",1838722759297503236,2024-12-30 10:44:26+00:00,80k people join discord group cgm apt jakk dynt spv lmnd spy boxl aapl ayro bngo phun,-0.128
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+ "Check out our subscriber alerts in our DISCORD.
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+ $BABA $JFK $CEMI $SPY $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $TSLA $AAPL https://t.co/nmichxEfHk",1838722759297503236,2024-12-30 10:43:52+00:00,check subscriber alert discord baba jfk cemi spy shop amzn nvda roku ebay amd tsla aapl,-0.128
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+ "$aapl is set and ready for a run up 📈🚀
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+ https://t.co/AM0LipmeRO",1664957798629920769,2024-12-30 10:43:09+00:00,aapl set ready run,0.3612
200
+ "Entries & exits!
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+
204
+ $SPY $TSLA $SOLO $BIOC $ABUS $GNUS $ROYT $AIM $AAPL https://t.co/ASMkTBX4Si",126792470,2024-12-30 10:42:58+00:00,entry amp exit free chatroom link spy tsla solo bioc abus gnu royt aim aapl,0.5106
205
+ "Check out our discord group
206
+ for trading Chatroom/community
207
+ https://t.co/WUfz59GZw8
208
+ ☝️
209
+ 📊📈
210
+ $EDSA
211
+ $KODK
212
+ $DOW
213
+ $GNUS
214
+ $IDEX
215
+ $BSBS
216
+ $TSLA
217
+ $TAOP
218
+ $JFK
219
+ $CEMI
220
+ $SPY
221
+ $SHOP
222
+ $AMZN
223
+ $NVDA
224
+ $ROKU
225
+ $EBAY
226
+ $AMD
227
+ $AAPL https://t.co/upru34aOIm",1838722759297503236,2024-12-30 10:42:44+00:00,check discord group trading chatroomcommunity edsa kodk dow gnu idex bsbs tsla taop jfk cemi spy shop amzn nvda roku ebay amd aapl,-0.4019
228
+ "CAUT1ON : Inauguration Day Stock Index Pump1ng Detected.
229
+ #SP500 $QQQ $IWM $NVDA $TSLA $AAPL $MSFT #XJO",74408465,2024-12-30 10:42:29+00:00,caut1on inauguration day stock index pump1ng detected qqq iwm nvda tsla aapl msft,0.0
230
+ "Alerts 💰
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+ Update 📈📉
232
+ Watchlist,💹💸
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+ Discord 👇👇
234
+
235
+ https://t.co/ONFlmmqsjS
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+
237
+ $AAL $NAKD $DYNT $SPY $BOXL $AAPL $AYRO $ACHV $ABUS $TLRY https://t.co/hiSyr66pLs",126792470,2024-12-30 10:41:40+00:00,alert update watchlist discord aal nakd dynt spy boxl aapl ayro achv abus tlry,-0.128
238
+ "$KNDI $SQ $SPY $NFLX $M $DIS $IBIO $HPTY $NIO $NKLA $AAPL
239
+ Alerts before spikes and right as big news drops
240
+ Free discord chatroom :https://t.co/ONFlmmqsjS https://t.co/x2pLPYSYPL",126792470,2024-12-30 10:40:37+00:00,kndi sq spy nflx dis ibio hpty nio nkla aapl alert spike right big news drop free discord chatroom,0.1779
241
+ "Free Stock trading discord:https://t.co/ONFlmmqsjS
242
+
243
+ $GE $AAL $DIS $DAL $AAPL $MSFT $TSLA $SQ $NFLX $SPY $ROKU $SPCE $INO $UVXY $VXX $RAD https://t.co/aZ9W04HlLQ",126792470,2024-12-30 10:40:04+00:00,free stock trading discord ge aal dis dal aapl msft tsla sq nflx spy roku spce ino uvxy vxx rad,0.1531
244
+ "Entries & exits Daily! ⏳
245
+
246
+ Discord link
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+ 📌
248
+ https://t.co/WUfz59GZw8
249
+ 📊💡
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+
251
+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN https://t.co/s8QFNH9Vvo",1838722759297503236,2024-12-30 10:39:55+00:00,entry amp exit daily discord link solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun,-0.4019
252
+ "Alerts given
253
+ Trading Chat on Discord!👇
254
+ https://t.co/ONFlmmqsjS
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+ JOIN for FREE ✅
256
+
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+ 💸
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+ $SPY $QQQ $AMZN $NVDA $BA $TSLA $BABA $AMD $AAPL $NFLX $TWTR $AAL https://t.co/4ogG8Nm2u0",126792470,2024-12-30 10:39:27+00:00,alert given trading chat discord join free spy qqq amzn nvda ba tsla baba amd aapl nflx twtr aal,0.6124
259
+ "$CEMI $SPY $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $SPCE $FCEL $TRIP $BYND
260
+ Most profitable trading COMMUNITY https://t.co/WUfz59GZw8 https://t.co/oFn0M32zsw",1838722759297503236,2024-12-30 10:39:14+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
261
+ $aapl >>> iphone 16,107379959,2024-12-30 10:38:38+00:00,aapl gtgtgt iphone 16,0.0
262
+ "Alerts
263
+ Update
264
+ Watchlist
265
+ Discord chatroom
266
+ https://t.co/ONFlmmqsjS
267
+ ❤️
268
+ Stocks, Options,Forex
269
+
270
+ $AAL $NAKD $DYNT $INO $GNUS $UAVS $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/sC8ll8GyMW",126792470,2024-12-30 10:38:08+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino gnu uavs ino byfc tsla spy boxl aapl ayro achv,-0.128
271
+ "$DSA $KODK $DOW $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $GMBL $META
272
+
273
+ options alerts 90% success rate 🙏🙏https://t.co/ONFlmmqsjS https://t.co/xOe9LtaVuI",126792470,2024-12-30 10:35:45+00:00,dsa kodk dow tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese gmbl meta option alert 90 success rate,0.7096
274
+ "Bast stock group ♥️♥️
275
+ Discord👌👌
276
+
277
+ https://t.co/WUfz59GZw8
278
+
279
+ $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $PHUN $KODK https://t.co/Co2AEbkOpz",1838722759297503236,2024-12-30 10:34:54+00:00,bast stock group discord byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
280
+ "learn trading, get alerts, ideas, updates, analysis ❤️❤️🙏🙏👇👇
281
+ https://t.co/WUfz59GZw8
282
+
283
+ $AMD $NVDA $TSLA $NDX $SPY $AAPL $BABA $NFLX $ROKU $BA $COST $MCD https://t.co/Qn6DwErgPY",1838722759297503236,2024-12-30 10:33:41+00:00,learn trading get alert idea update analysis amd nvda tsla ndx spy aapl baba nflx roku ba cost mcd,0.296
284
+ "Join the most profitable trading group
285
+ https://t.co/ONFlmmqsjS
286
+
287
+ $GOOG $AAPL $SPY $AMZN $TDOC $TSLA $COST $BA $NFLX $NVDA https://t.co/kAaIQg5RIq",126792470,2024-12-30 10:33:40+00:00,join profitable trading group goog aapl spy amzn tdoc tsla cost ba nflx nvda,0.6249
288
+ $aapl Here we go.....! https://t.co/OxWESGUvSy,1844556279408390144,2024-12-30 10:33:24+00:00,aapl go,0.0
289
+ $aapl is set and ready for a run up - - https://t.co/791rydkkdr,1701830647458021376,2024-12-30 10:33:17+00:00,aapl set ready run,0.3612
290
+ "Discord-https://t.co/WUfz59GZw8
291
+ better, more executive trading chat room👌👌👌👌❤❤❤❤
292
+ $TSLA Rock on 🤑🤑🤑🤑
293
+
294
+ $UAVS $CETX $DGLY $TSLA $SPY $AMAZ $AAPL $ER
295
+ $FB $BB $FL $DE $ZM https://t.co/Po0UFc0R2f",1838722759297503236,2024-12-30 10:32:56+00:00,discord better executive trading chat room tsla rock uavs cetx dgly tsla spy amaz aapl er fb bb fl de zm,0.0516
296
+ "$CEMI $SPY $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $SPCE $FCEL $TRIP $BYND
297
+ Most profitable trading COMMUNITY https://t.co/ONFlmmqsjS https://t.co/KKTsyUUDVM",126792470,2024-12-30 10:32:35+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
298
+ "$SPY $QQQ $DIS $TSLA $SHOP $AMD $AAPL $SQ $AMZN $GLD $VXX $MSFT
299
+
300
+ Thanks to the discord group for the traders join here https://t.co/WUfz59GZw8 https://t.co/non4pWqPJ2",1838722759297503236,2024-12-30 10:32:12+00:00,spy qqq dis tsla shop amd aapl sq amzn gld vxx msft thanks discord group trader join,0.34
301
+ $AAPL $SSNLF $SIUIF - Huawei slashes prices of several high-end devices - report https://t.co/TYLVcBmdrY,15296897,2024-12-30 10:31:30+00:00,aapl ssnlf siuif huawei slash price several highend device report,-0.2732
302
+ "Top Chatroom
303
+ https://t.co/ONFlmmqsjS
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+ Join for both FREE & PREMIUM SERVICE!
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+
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+ 🗣️👥👤
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+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/qUQPG41SF6",126792470,2024-12-30 10:31:12+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
308
+ "Couple of stats and quotes for the week ahead.
309
+
310
+ Join our discord:https://t.co/WUfz59GZw8
311
+
312
+ $ES_F $NQ_F $YM_F $SPY $SPX $QQQ $TLT $FB $AMZN $AAPL $NVDA $NFLX $GOOGL $TSLA $XLK $XLE $XLF https://t.co/Kga1w45o24",1838722759297503236,2024-12-30 10:30:00+00:00,couple stats quote week ahead join discord esf nqf ymf spy spx qqq tlt fb amzn aapl nvda nflx googl tsla xlk xle xlf,-0.128
313
+ "2.3) In December, investors gravitated towards megacap technology stocks, collectively known as ""BATMMAAN"" (Broadcom, $NVIDIA, $TSLA, $Amazon, $MSFT, $META , $AAPL, and $GOOG). These companies significantly contributed to the S&P 500's market capitalization increase.",1813191458314207232,2024-12-30 10:29:54+00:00,23 december investor gravitated towards megacap technology stock collectively known batmmaan broadcom nvidia tsla amazon msft meta aapl goog company significantly contributed sampp 500 market capitalization increase,0.4588
314
+ "$SPY $QQQ $DIS $TSLA $SHOP $AMD $AAPL $SQ $AMZN $GLD $VXX $MSFT
315
+
316
+ Thanks to the discord group for the traders join here https://t.co/ONFlmmqsjS https://t.co/GksKUuSzOa",126792470,2024-12-30 10:29:46+00:00,spy qqq dis tsla shop amd aapl sq amzn gld vxx msft thanks discord group trader join,0.34
317
+ "Alerts
318
+ Update
319
+ Watchlist
320
+ Discord chatroom
321
+ https://t.co/WUfz59GZw8
322
+ ❤️
323
+ Stocks, Options,Forex
324
+
325
+ $AAL $NAKD $DYNT $INO $GNUS $UAVS $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/OXAfxqaORA",1838722759297503236,2024-12-30 10:29:22+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino gnu uavs ino byfc tsla spy boxl aapl ayro achv,-0.128
326
+ "Over 80k+ people. Join now
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+ Discord group👇
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+
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+ https://t.co/ONFlmmqsjS
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+
331
+ $CGM $APT $JAKK $DYNT $SPV $LMND $SPY $BOXL $AAPL $AYRO $BNGO $PHUN https://t.co/BoiIjT1d0B",126792470,2024-12-30 10:29:10+00:00,80k people join discord group cgm apt jakk dynt spv lmnd spy boxl aapl ayro bngo phun,-0.128
332
+ "$DSA $KODK $DOW $TSLA $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $BB $DAL $DOW $KODK $AAPL $ESE $GMBL $META
333
+
334
+ options alerts 90% success rate 🙏🙏https://t.co/WUfz59GZw8 https://t.co/9lXs4u5vOS",1838722759297503236,2024-12-30 10:28:44+00:00,dsa kodk dow tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese gmbl meta option alert 90 success rate,0.7096
335
+ "#1 Chatroom interms of
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+
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+ alert,calls,Analysis
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+ https://t.co/ONFlmmqsjS
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+ 🙀👁️
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+ $CGM $APT $JAKK $BOXL $AAPL $AYRO $BNGO https://t.co/BcB562yIWX",126792470,2024-12-30 10:28:35+00:00,chatroom interms alertcallsanalysis cgm apt jakk boxl aapl ayro bngo,0.0
341
+ "Alerts 💰
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+ Update 📈📉
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+ Watchlist,💹💸
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+ Discord 👇👇
345
+
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+ https://t.co/WUfz59GZw8
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+
348
+ $AAL $NAKD $DYNT $SPY $BOXL $AAPL $AYRO $ACHV $ABUS $TLRY https://t.co/7BCEvucY0t",1838722759297503236,2024-12-30 10:28:13+00:00,alert update watchlist discord aal nakd dynt spy boxl aapl ayro achv abus tlry,-0.128
349
+ "Alerts
350
+ Update
351
+ Watchlist
352
+ Discord chatroom
353
+ https://t.co/ONFlmmqsjS
354
+ ❤️
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+ Stocks, Options,Forex
356
+
357
+ $AAL $NAKD $DYNT $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $ACHV https://t.co/d99oar7hh8",126792470,2024-12-30 10:28:05+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino byfc tsla spy boxl aapl ayro achv,-0.128
358
+ "$aapl is set and ready for a run up 📈🚀
359
+ https://t.co/qz2sdyv43Y",1562690423814234112,2024-12-30 10:28:05+00:00,aapl set ready run,0.3612
360
+ "Alerts given
361
+ Trading Chat on Discord!👇
362
+ https://t.co/WUfz59GZw8
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+ JOIN for FREE ✅
364
+
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+ 💸
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+ $SPY $QQQ $AMZN $NVDA $BA $TSLA $BABA $AMD $AAPL $NFLX $TWTR $AAL https://t.co/jJIxWRS2xy",1838722759297503236,2024-12-30 10:27:29+00:00,alert given trading chat discord join free spy qqq amzn nvda ba tsla baba amd aapl nflx twtr aal,0.6124
367
+ "It’s really amazing Place,
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+ Lot of thanks to this community...👇
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+ https://t.co/ONFlmmqsjS
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+
371
+ $TCEHY $RKT $FB $UBER $AYX $DDOG $BABA $BNGO $AAPL $TSLA https://t.co/3Zlvc19UKd",126792470,2024-12-30 10:27:27+00:00,really amazing place lot thanks community tcehy rkt fb uber ayx ddog baba bngo aapl tsla,0.7902
372
+ "#1 Chatroom interms of
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+
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+ alert,calls,Analysis
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+ https://t.co/WUfz59GZw8
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+ 🙀👁️
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+ $CGM $APT $JAKK $BOXL $AAPL $AYRO $BNGO https://t.co/eUeW8QvW5Y",1838722759297503236,2024-12-30 10:26:51+00:00,chatroom interms alertcallsanalysis cgm apt jakk boxl aapl ayro bngo,0.0
378
+ "Options + Stock Alerts
379
+ Discord link below
380
+
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+ https://t.co/ONFlmmqsjS
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+
383
+ $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $AYRO $BNGO $DKNG $APPL https://t.co/tQzb2jlJgV",126792470,2024-12-30 10:26:44+00:00,option stock alert discord link solo w jagx ino byfc tsla spy boxl aapl ayro bngo dkng appl,-0.128
384
+ "Free Stock trading discord:https://t.co/WUfz59GZw8
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+
386
+ $GE $AAL $DIS $DAL $AAPL $MSFT $TSLA $SQ $NFLX $SPY $ROKU $SPCE $INO $UVXY $VXX $RAD https://t.co/U6aIl93vI6",1838722759297503236,2024-12-30 10:26:25+00:00,free stock trading discord ge aal dis dal aapl msft tsla sq nflx spy roku spce ino uvxy vxx rad,0.1531
387
+ "Discord-https://t.co/ONFlmmqsjS
388
+ better, more executive trading chat room👌👌👌👌❤❤❤❤
389
+ $TSLA Rock on 🤑🤑🤑🤑
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+
391
+ $UAVS $CETX $DGLY $TSLA $SPY $AMAZ $AAPL $ER
392
+ $FB $BB $FL $DE $ZM https://t.co/fEy7yDKehO",126792470,2024-12-30 10:26:07+00:00,discord better executive trading chat room tsla rock uavs cetx dgly tsla spy amaz aapl er fb bb fl de zm,0.0516
393
+ "Quick Excel, nothing fancy. Nasdaq YTD returns are + 32% and the index mean is close at 29%. stdev is pretty large thx to aapl, mstr, pltr, nvda. https://t.co/5XeaQHXw8O",1076038709760442368,2024-12-30 10:26:00+00:00,quick excel nothing fancy nasdaq ytd return 32 index mean close 29 stdev pretty large thx aapl mstr pltr nvda,0.8271
394
+ "Best stock traders group out there!
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+ updates + Chatroom +analysis
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+ 📈📊⏳
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+
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+ $BIDU $SAVE $WORK $T $AAPL $C $MSFT $SPY $AMD https://t.co/JvI2R124Mj",1838722759297503236,2024-12-30 10:25:53+00:00,best stock trader group update chatroom analysis bidu save work aapl c msft spy amd,0.8126
399
+ "Entries & exits Daily!
400
+ Discord link below 📊💰
401
+ https://t.co/ONFlmmqsjS
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+ 👆
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+ 📑
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+ $ABNB $SPY $SOLO $W $JAGX $INO $BYFC $TSLA $SPY $BOXL $AAPL $MU $BNGO https://t.co/NRLUXJCWxw",126792470,2024-12-30 10:25:40+00:00,entry amp exit daily discord link abnb spy solo w jagx ino byfc tsla spy boxl aapl mu bngo,-0.4019
405
+ "Top Chatroom
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+ https://t.co/WUfz59GZw8
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+ Join for both FREE & PREMIUM SERVICE!
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+
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+ 🗣️👥👤
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+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/bTC8C2dGbI",1838722759297503236,2024-12-30 10:25:14+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
411
+ "Check out our discord group
412
+ for trading Chatroom/community
413
+ https://t.co/ONFlmmqsjS
414
+ ☝️
415
+ 📊📈
416
+ $EDSA
417
+ $KODK
418
+ $DOW
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+ $GNUS
420
+ $IDEX
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+ $BSBS
422
+ $TSLA
423
+ $TAOP
424
+ $JFK
425
+ $CEMI
426
+ $SPY
427
+ $SHOP
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+ $AMZN
429
+ $NVDA
430
+ $ROKU
431
+ $EBAY
432
+ $AMD
433
+ $AAPL https://t.co/Fid1kY8Son",126792470,2024-12-30 10:25:13+00:00,check discord group trading chatroomcommunity edsa kodk dow gnu idex bsbs tsla taop jfk cemi spy shop amzn nvda roku ebay amd aapl,-0.4019
434
+ "Alerts before spikes and right as big news drops
435
+
436
+ Free discord chatroom:https://t.co/ONFlmmqsjS
437
+
438
+ $AMZN $AAPL $SPY $AAPL $MSFT $BYND $TSLA $MARK $RIOT $NOK https://t.co/UXdsxsxPri",126792470,2024-12-30 10:24:07+00:00,alert spike right big news drop free discord chatroom amzn aapl spy aapl msft bynd tsla mark riot nok,-0.4404
439
+ "Good morning, traders!
440
+
441
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/4A3BhkI2e3",1809216681790906369,2024-12-30 10:23:59+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
442
+ "Best stock traders group out there!
443
+ updates + Chatroom +analysis
444
+ 📈📊⏳
445
+
446
+ $BIDU $SAVE $WORK $T $AAPL $C $MSFT $SPY $AMD https://t.co/lyEpMXgmG1",1837978089072349185,2024-12-30 10:23:28+00:00,best stock trader group update chatroom analysis bidu save work aapl c msft spy amd,0.8126
447
+ "Good morning, traders!
448
+
449
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/mo7IVapMuh",1808914016896700416,2024-12-30 10:23:17+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
450
+ "Good morning, traders!
451
+
452
+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/eHBfkmSWeA",1157100233702170624,2024-12-30 10:22:33+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
453
+ "Top Chatroom
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+ https://t.co/ct4kHsMznt
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+ Join for both FREE & PREMIUM SERVICE!
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+
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+ 🗣️👥👤
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+ $SPX $SPY $AMZN $AAPL $AMD $FB $SHOP $BYND $NVDA $GOOGL $MSFT $TSLA https://t.co/hR7M1j7aYP",1837978089072349185,2024-12-30 10:22:19+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
459
+ "Good morning, traders!
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+
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+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/bOaaInpWds",1270789996635660291,2024-12-30 10:22:05+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
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+ "☛☛☛https://t.co/ct4kHsMznt
463
+
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+ More member profits. Stay patient and the let the trade play out
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+ $SPY $RIOT $MARA $ROKU $PDT $AAPL https://t.co/ZDayBSEBPY",1837978089072349185,2024-12-30 10:21:40+00:00,member profit stay patient let trade play spy riot mara roku pdt aapl,0.1779
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+ "Good morning, traders!
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+
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+ $AAPL $ABBV $ADBE $AMAT $AMD $AMZN $AZO $BA $BABA $BYND $DIS $FB $FDX $GOOG $HD $INTC $IWM $JPM $LMT $LOW $MA $MSFT $NFLX $NVDA $QQQ $RH $ROKU $SNAP $SPY $T $TLT $TSLA $UVXY $V $VXX $XOM https://t.co/Xheq69fnIz",262183335,2024-12-30 10:21:37+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
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+ "Check out our subscriber alerts in our DISCORD.
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+ https://t.co/ONFlmmqsjS
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+ $BABA $JFK $CEMI $SPY $SHOP $AMZN $NVDA $ROKU $EBAY $AMD $TSLA $AAPL https://t.co/PP4BhMvm5p",126792470,2024-12-30 10:21:14+00:00,check subscriber alert discord baba jfk cemi spy shop amzn nvda roku ebay amd tsla aapl,-0.128
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+ "$aapl is set and ready for a run up 📈🚀
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+ https://t.co/qz2sdyv43Y",1562690423814234112,2024-12-30 10:21:12+00:00,aapl set ready run,0.3612
lstm - Copy.py ADDED
@@ -0,0 +1,117 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ import numpy as np
3
+ from sklearn.preprocessing import MinMaxScaler
4
+ from tensorflow.keras.models import Sequential, load_model
5
+ from tensorflow.keras.layers import LSTM, Dense, Dropout
6
+ import matplotlib.pyplot as plt
7
+ import seaborn as sns
8
+
9
+ # Load the scraped combined stock data
10
+ all_stock_data = pd.read_csv('scraped_combined_stock_data.csv')
11
+ all_stock_data['Date'] = pd.to_datetime(all_stock_data['Date'])
12
+
13
+ # Ensure 'Close' is numeric
14
+ all_stock_data['Close'] = pd.to_numeric(all_stock_data['Close'], errors='coerce')
15
+
16
+ # Drop rows with NaN values in 'Close'
17
+ all_stock_data = all_stock_data.dropna(subset=['Close'])
18
+
19
+ # Check the dataset
20
+ print("Stock Data Shape:", all_stock_data.shape)
21
+ print(all_stock_data.head())
22
+
23
+ # Summary statistics and visualization
24
+ summary_stats = all_stock_data.groupby('Stock_Type')['Close'].describe()
25
+ print(summary_stats)
26
+
27
+ plt.figure(figsize=(12, 6))
28
+ for stock in all_stock_data['Stock_Type'].unique():
29
+ stock_prices = all_stock_data[all_stock_data['Stock_Type'] == stock]
30
+ plt.plot(stock_prices['Date'], stock_prices['Close'], label=stock)
31
+ plt.title('Stock Closing Price Trends (All Stocks)')
32
+ plt.xlabel('Date')
33
+ plt.ylabel('Closing Price')
34
+ plt.legend()
35
+ plt.show()
36
+
37
+ # Volatility analysis
38
+ all_stock_data['Daily_Return'] = all_stock_data.groupby('Stock_Type')['Close'].pct_change()
39
+
40
+ plt.figure(figsize=(12, 6))
41
+ sns.boxplot(data=all_stock_data, x='Stock_Type', y='Daily_Return', palette='coolwarm')
42
+ plt.title('Stock Price Volatility (Daily Returns)')
43
+ plt.ylabel('Daily Return')
44
+ plt.xlabel('Stock Type')
45
+ plt.show()
46
+
47
+ # Sequence creation for LSTM
48
+ def create_sequences(data, time_steps=60):
49
+ X, y = [], []
50
+ for i in range(len(data) - time_steps):
51
+ X.append(data[i:i + time_steps, 0])
52
+ y.append(data[i + time_steps, 0])
53
+ return np.array(X), np.array(y)
54
+
55
+ # LSTM Preparation Function
56
+ def preprocess_for_lstm(stock_data, stock_type, time_steps=60):
57
+ stock_data = stock_data[stock_data['Stock_Type'] == stock_type]
58
+ prices = stock_data[['Close']].values
59
+
60
+ scaler = MinMaxScaler(feature_range=(0, 1))
61
+ prices_scaled = scaler.fit_transform(prices)
62
+
63
+ if len(prices_scaled) > time_steps:
64
+ X, y = create_sequences(prices_scaled, time_steps)
65
+ print(f"{stock_type}: Shape of X: {X.shape}, Shape of y: {y.shape}")
66
+ X = X.reshape(X.shape[0], X.shape[1], 1)
67
+ return X, y, scaler
68
+ else:
69
+ raise ValueError(f"{stock_type}: Insufficient data: {len(prices_scaled)} rows available, {time_steps} required.")
70
+
71
+ # Train and save LSTM model for each stock
72
+ for stock in all_stock_data['Stock_Type'].unique():
73
+ try:
74
+ print(f"Processing {stock}...")
75
+ X, y, scaler = preprocess_for_lstm(all_stock_data, stock, time_steps=60)
76
+
77
+ # Build LSTM model
78
+ model = Sequential([
79
+ LSTM(50, return_sequences=True, input_shape=(X.shape[1], 1)),
80
+ Dropout(0.2),
81
+ LSTM(50, return_sequences=False),
82
+ Dropout(0.2),
83
+ Dense(25),
84
+ Dense(1)
85
+ ])
86
+
87
+ model.compile(optimizer='adam', loss='mean_squared_error')
88
+ model.fit(X, y, batch_size=32, epochs=50, verbose=1)
89
+
90
+ # Save the model
91
+ model_filename = f'lstm_{stock}_model.h5'
92
+ model.save(model_filename)
93
+ print(f"LSTM model for {stock} saved as '{model_filename}'")
94
+ except ValueError as e:
95
+ print(e)
96
+
97
+ # Predict for a specific stock (e.g., 'AAPL')
98
+ stock_to_predict = 'AAPL'
99
+ try:
100
+ stock_prices = all_stock_data[all_stock_data['Stock_Type'] == stock_to_predict]['Close'].values
101
+ if len(stock_prices) >= 60:
102
+ # Use the scaler from preprocessing
103
+ _, _, scaler = preprocess_for_lstm(all_stock_data, stock_to_predict, time_steps=60)
104
+ last_60_prices = stock_prices[-60:].reshape(-1, 1)
105
+ last_60_scaled = scaler.transform(last_60_prices).reshape(1, -1, 1)
106
+
107
+ # Load the saved model
108
+ model = load_model(f'lstm_{stock_to_predict}_model.h5')
109
+
110
+ predicted_price_scaled = model.predict(last_60_scaled)
111
+ predicted_price = scaler.inverse_transform(predicted_price_scaled)
112
+
113
+ print(f"Predicted Next Day Price for {stock_to_predict}: {predicted_price[0][0]}")
114
+ else:
115
+ print(f"Insufficient data for prediction: {len(stock_prices)} rows available, 60 required.")
116
+ except NameError as e:
117
+ print(f"Error during prediction: {e}")
lstm.py ADDED
@@ -0,0 +1,117 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ import numpy as np
3
+ from sklearn.preprocessing import MinMaxScaler
4
+ from tensorflow.keras.models import Sequential, load_model
5
+ from tensorflow.keras.layers import LSTM, Dense, Dropout
6
+ import matplotlib.pyplot as plt
7
+ import seaborn as sns
8
+
9
+ # Load the scraped combined stock data
10
+ all_stock_data = pd.read_csv('scraped_combined_stock_data.csv')
11
+ all_stock_data['Date'] = pd.to_datetime(all_stock_data['Date'])
12
+
13
+ # Ensure 'Close' is numeric
14
+ all_stock_data['Close'] = pd.to_numeric(all_stock_data['Close'], errors='coerce')
15
+
16
+ # Drop rows with NaN values in 'Close'
17
+ all_stock_data = all_stock_data.dropna(subset=['Close'])
18
+
19
+ # Check the dataset
20
+ print("Stock Data Shape:", all_stock_data.shape)
21
+ print(all_stock_data.head())
22
+
23
+ # Summary statistics and visualization
24
+ summary_stats = all_stock_data.groupby('Stock_Type')['Close'].describe()
25
+ print(summary_stats)
26
+
27
+ plt.figure(figsize=(12, 6))
28
+ for stock in all_stock_data['Stock_Type'].unique():
29
+ stock_prices = all_stock_data[all_stock_data['Stock_Type'] == stock]
30
+ plt.plot(stock_prices['Date'], stock_prices['Close'], label=stock)
31
+ plt.title('Stock Closing Price Trends (All Stocks)')
32
+ plt.xlabel('Date')
33
+ plt.ylabel('Closing Price')
34
+ plt.legend()
35
+ plt.show()
36
+
37
+ # Volatility analysis
38
+ all_stock_data['Daily_Return'] = all_stock_data.groupby('Stock_Type')['Close'].pct_change()
39
+
40
+ plt.figure(figsize=(12, 6))
41
+ sns.boxplot(data=all_stock_data, x='Stock_Type', y='Daily_Return', palette='coolwarm')
42
+ plt.title('Stock Price Volatility (Daily Returns)')
43
+ plt.ylabel('Daily Return')
44
+ plt.xlabel('Stock Type')
45
+ plt.show()
46
+
47
+ # Sequence creation for LSTM
48
+ def create_sequences(data, time_steps=60):
49
+ X, y = [], []
50
+ for i in range(len(data) - time_steps):
51
+ X.append(data[i:i + time_steps, 0])
52
+ y.append(data[i + time_steps, 0])
53
+ return np.array(X), np.array(y)
54
+
55
+ # LSTM Preparation Function
56
+ def preprocess_for_lstm(stock_data, stock_type, time_steps=60):
57
+ stock_data = stock_data[stock_data['Stock_Type'] == stock_type]
58
+ prices = stock_data[['Close']].values
59
+
60
+ scaler = MinMaxScaler(feature_range=(0, 1))
61
+ prices_scaled = scaler.fit_transform(prices)
62
+
63
+ if len(prices_scaled) > time_steps:
64
+ X, y = create_sequences(prices_scaled, time_steps)
65
+ print(f"{stock_type}: Shape of X: {X.shape}, Shape of y: {y.shape}")
66
+ X = X.reshape(X.shape[0], X.shape[1], 1)
67
+ return X, y, scaler
68
+ else:
69
+ raise ValueError(f"{stock_type}: Insufficient data: {len(prices_scaled)} rows available, {time_steps} required.")
70
+
71
+ # Train and save LSTM model for each stock
72
+ for stock in all_stock_data['Stock_Type'].unique():
73
+ try:
74
+ print(f"Processing {stock}...")
75
+ X, y, scaler = preprocess_for_lstm(all_stock_data, stock, time_steps=60)
76
+
77
+ # Build LSTM model
78
+ model = Sequential([
79
+ LSTM(50, return_sequences=True, input_shape=(X.shape[1], 1)),
80
+ Dropout(0.2),
81
+ LSTM(50, return_sequences=False),
82
+ Dropout(0.2),
83
+ Dense(25),
84
+ Dense(1)
85
+ ])
86
+
87
+ model.compile(optimizer='adam', loss='mean_squared_error')
88
+ model.fit(X, y, batch_size=32, epochs=50, verbose=1)
89
+
90
+ # Save the model
91
+ model_filename = f'lstm_{stock}_model.h5'
92
+ model.save(model_filename)
93
+ print(f"LSTM model for {stock} saved as '{model_filename}'")
94
+ except ValueError as e:
95
+ print(e)
96
+
97
+ # Predict for a specific stock (e.g., 'AAPL')
98
+ stock_to_predict = 'AAPL'
99
+ try:
100
+ stock_prices = all_stock_data[all_stock_data['Stock_Type'] == stock_to_predict]['Close'].values
101
+ if len(stock_prices) >= 60:
102
+ # Use the scaler from preprocessing
103
+ _, _, scaler = preprocess_for_lstm(all_stock_data, stock_to_predict, time_steps=60)
104
+ last_60_prices = stock_prices[-60:].reshape(-1, 1)
105
+ last_60_scaled = scaler.transform(last_60_prices).reshape(1, -1, 1)
106
+
107
+ # Load the saved model
108
+ model = load_model(f'lstm_{stock_to_predict}_model.h5')
109
+
110
+ predicted_price_scaled = model.predict(last_60_scaled)
111
+ predicted_price = scaler.inverse_transform(predicted_price_scaled)
112
+
113
+ print(f"Predicted Next Day Price for {stock_to_predict}: {predicted_price[0][0]}")
114
+ else:
115
+ print(f"Insufficient data for prediction: {len(stock_prices)} rows available, 60 required.")
116
+ except NameError as e:
117
+ print(f"Error during prediction: {e}")
lstm_AAPL_model.h5 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
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+ size 427312
lstm_AAPL_model_with_sentiment.h5 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:de6b56df095b1415812a6698fd400d825854cac3cb84bd5abfa042d60a1c4fc8
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+ size 431392
lstm_AMZN_model.h5 ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:25b3ab65e50f0e70b59673e627c8c43780367f788147fc8c36bb7387630f80d3
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+ size 426896
lstm_AMZN_model_with_sentiment.h5 ADDED
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+ size 431096
lstm_GOOG_model.h5 ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b9a4108c52c0e89c3cdcb8eb183727783bcd1d632a57c17d4fd9a8529a1163e8
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+ size 426896
lstm_GOOG_model_with_sentiment.h5 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:3253abbc54e1751d025a582eed957b2c26c55e0bdc72686fc68000705484f609
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+ size 431096
lstm_MSFT_model.h5 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:0e38bd3417a74c27ff7fe6b86649145d84ad8f2b57c4dc29d8e6aa7f2f0cda18
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+ size 426896
lstm_MSFT_model_with_sentiment.h5 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:cd9bbdf3fb015919dbdda110a6f27c9ea04c4bd495750f1b0407cdbd298b6712
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+ size 431096
lstm_TSLA_model.h5 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:916afd084b2648f2facaae20003e9477e41e1d7151d0ab528310d6f81fae84d4
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+ size 426896
lstm_TSLA_model_with_sentiment.h5 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:eed51dedac6d70616e381dd593d5d1730ad1df9767f790a1f6470ee876267c76
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+ size 431096
merged_all_stock_data - Copy.csv ADDED
@@ -0,0 +1,104 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Date,Open,High,Low,Close,Volume,Dividends,Stock Splits,SMA_20,EMA_20,RSI,EMA_12,EMA_26,MACD,Signal_Line,20_SMA,Upper_Band,Lower_Band,MA5,MA20,Price Change,Pct Change,Stock_Type,Daily_Return
2
+ 2024-11-29 00:00:00-05:00,234.8099975585937,237.8099975585937,233.97000122070312,237.3300018310547,28481400,0.0,0.0,,237.3300018310547,,237.3300018310547,237.3300018310547,0.0,0.0,,,,237.3300018310547,237.3300018310547,0.0,0.0,AAPL,
3
+ 2024-12-02 00:00:00-05:00,237.2700042724609,240.7899932861328,237.16000366210932,239.58999633789065,48137100,0.0,0.0,,237.5452394031343,,237.67769329364484,237.49740883156107,0.1802844620837618,0.0360568924167523,,,,239.58999633789065,239.58999633789065,2.259994506835966,0.9522582435425696,AAPL,
4
+ 2024-12-03 00:00:00-05:00,239.8099975585937,242.759994506836,238.8999938964844,242.6499938964844,38861000,0.0,0.0,,238.03140649773908,,238.4426626171586,237.8790817993332,0.5635808178254251,0.1415616774984869,,,,242.6499938964844,242.6499938964844,3.05999755859375,1.277180852859261,AAPL,
5
+ 2024-12-04 00:00:00-05:00,242.8699951171875,244.1100006103516,241.25,243.009994506836,44383900,0.0,0.0,,238.5055577367007,,239.1453290617244,238.25914940729635,0.8861796544279912,0.2904852728843878,,,,243.009994506836,243.009994506836,0.3600006103515625,0.1483620933059315,AAPL,
6
+ 2024-12-05 00:00:00-05:00,243.9900054931641,244.5399932861328,242.1300048828125,243.0399932861328,40033900,0.0,0.0,,238.9374087414085,,239.74450817317185,238.61328599091385,1.1312221822579716,0.4586326547591045,,,,241.12399597167968,243.0399932861328,0.0299987792968465,0.0123446689333617,AAPL,
7
+ 2024-12-06 00:00:00-05:00,242.91000366210932,244.6300048828125,242.0800018310547,242.83999633789065,36870600,0.0,0.0,,239.3090837505973,,240.2207371215901,238.92637564624548,1.2943614753446298,0.6257784188762097,,,,242.2259948730469,242.83999633789065,-0.199996948242159,-0.0822897275209788,AAPL,
8
+ 2024-12-09 00:00:00-05:00,241.8300018310547,247.2400054931641,241.75,246.75,44649200,0.0,0.0,,240.0177424410166,,241.225239102884,239.5059033761532,1.7193357267307476,0.8444898804471173,,,,243.6579956054688,246.75,3.9100036621093466,1.6101151873964437,AAPL,
9
+ 2024-12-10 00:00:00-05:00,246.88999938964844,248.2100067138672,245.33999633789065,247.7700042724609,36914800,0.0,0.0,,240.75605309163035,,242.23212605204964,240.118058998102,2.114067053947707,1.0984053151472353,,,,244.68199768066407,247.7700042724609,1.020004272460909,0.4133755916761572,AAPL,
10
+ 2024-12-11 00:00:00-05:00,247.9600067138672,250.8000030517578,246.259994506836,246.4900054931641,45205800,0.0,0.0,,241.3021437965384,,242.8871844276057,240.5900550347732,2.2971293928324883,1.338150130684286,,,,245.37799987792968,246.4900054931641,-1.2799987792968182,-0.5166076430661359,AAPL,
11
+ 2024-12-12 00:00:00-05:00,246.88999938964844,248.7400054931641,245.67999267578125,247.9600067138672,32777500,0.0,0.0,,241.93622597914108,,243.66761862549208,241.13597738137275,2.531641244119328,1.5768483533712945,,,,246.36200256347652,247.9600067138672,1.4700012207030966,0.5963735599591624,AAPL,
12
+ 2024-12-13 00:00:00-05:00,247.82000732421875,249.2899932861328,246.2400054931641,248.1300048828125,33155300,0.0,0.0,,242.52610968425265,,244.3541395881568,241.6540534925905,2.700086095566263,1.8014959018102883,,,,247.42000427246091,248.1300048828125,0.1699981689453125,0.0685587047678515,AAPL,
13
+ 2024-12-16 00:00:00-05:00,247.9900054931641,251.3800048828125,247.6499938964844,251.0399932861328,51694800,0.0,0.0,,243.33695574157457,,245.38273246476848,242.34930829211217,3.0334241726563107,2.047881555979493,,,,248.2780029296875,251.0399932861328,2.9099884033203125,1.1727676403724852,AAPL,
14
+ 2024-12-17 00:00:00-05:00,250.0800018310547,253.8300018310547,249.77999877929688,253.47999572753903,51356400,0.0,0.0,,244.30295954976168,,246.6284652744255,243.17380365769927,3.454661616726156,2.3292375681288258,,,,249.4200012207031,253.47999572753903,2.4400024414062216,0.9719576588042456,AAPL,
15
+ 2024-12-18 00:00:00-05:00,252.16000366210932,254.27999877929688,247.7400054931641,248.0500030517578,56774100,0.0,0.0,,244.65982083566607,71.84191283455579,246.8471633940151,243.5350036128148,3.3121597812003074,2.525822010743122,,,,249.73200073242188,248.0500030517578,-5.429992675781222,-2.1421779893107677,AAPL,
16
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17
+ 2024-12-20 00:00:00-05:00,248.0399932861328,255.0,245.69000244140625,254.4900054931641,147495300,0.0,0.0,,246.0380845742889,75.94014003877392,248.4060755372368,244.7754968709832,3.6305786662535695,2.8708930638274595,,,,251.3699981689453,254.4900054931641,4.700012207031278,1.8815854651340835,AAPL,
18
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19
+ 2024-12-24 00:00:00-05:00,255.4900054931641,258.2099914550781,255.2899932861328,258.20001220703125,23234700,0.0,0.0,,247.9918576108098,76.18066283434823,250.8063642093645,246.48969330201265,4.316670907351806,3.3261772277301613,,,,253.16000366210935,258.20001220703125,2.930007934570341,1.1478073747525075,AAPL,
20
+ 2024-12-26 00:00:00-05:00,258.19000244140625,260.1000061035156,257.6300048828125,259.0199890136719,27237100,0.0,0.0,,249.04215583965384,76.81209808030943,252.0699987946425,247.41786335472813,4.65213543991436,3.591368870167001,,,,255.3540008544922,259.0199890136719,0.819976806640625,0.3175742710589624,AAPL,
21
+ 2024-12-27 00:00:00-05:00,257.8299865722656,258.70001220703125,253.0599975585937,255.58999633789065,42317100,0.0,0.0,248.5244995117188,249.66575969662875,69.30065433150456,252.6115368782192,248.0232065386661,4.588330339553039,3.790761164044209,248.5244995117188,260.73561703295906,236.3133819904785,256.5140014648438,248.52449951171877,-3.4299926757812216,-1.3242192962953814,AAPL,
22
+ 2024-11-29 00:00:00-05:00,336.0799865722656,345.45001220703125,334.6499938964844,345.1600036621094,37167600,0.0,0.0,,345.1600036621094,,345.1600036621094,345.1600036621094,0.0,0.0,,,,345.1600036621094,345.1600036621094,0.0,0.0,TSLA,
23
+ 2024-12-02 00:00:00-05:00,352.3800048828125,360.0,351.1499938964844,357.0899963378906,77986500,0.0,0.0,,346.2961934407552,,346.9953871506912,346.04370682327834,0.9516803274128164,0.1903360654825633,,,,357.0899963378906,357.0899963378906,11.92999267578125,3.4563659025395044,TSLA,
24
+ 2024-12-03 00:00:00-05:00,351.79998779296875,355.69000244140625,348.20001220703125,351.4200134277344,58267200,0.0,0.0,,346.784176296658,,347.6760988856209,346.44195175694176,1.234147128679126,0.3990982781218759,,,,351.4200134277344,351.4200134277344,-5.66998291015625,-1.5878302299992542,TSLA,
25
+ 2024-12-04 00:00:00-05:00,353.0,358.1000061035156,348.6000061035156,357.92999267578125,50810900,0.0,0.0,,347.8456826184792,,349.253621007184,347.29291775092986,1.9607032562541349,0.7114192737483278,,,,357.92999267578125,357.92999267578125,6.509979248046875,1.8524782309774723,TSLA,
26
+ 2024-12-05 00:00:00-05:00,359.8699951171875,375.4299926757813,359.5,369.489990234375,81403600,0.0,0.0,,349.9070452485645,,352.366908580598,348.93714534229616,3.4297632383018595,1.255088066659034,,,,356.21799926757814,369.489990234375,11.55999755859375,3.2296811653515167,TSLA,
27
+ 2024-12-06 00:00:00-05:00,377.4200134277344,389.489990234375,370.7999877929688,389.2200012207031,81455800,0.0,0.0,,353.65113629353004,,358.0366151406142,351.92106059254854,6.115554548065632,2.2271813629403536,,,,365.0299987792969,389.2200012207031,19.730010986328125,5.3397958017247005,TSLA,
28
+ 2024-12-09 00:00:00-05:00,397.6099853515625,404.7999877929688,378.010009765625,389.7900085449219,96359200,0.0,0.0,,357.0929336508055,,362.9217525874307,354.7261678482799,8.195584739150831,3.4208620381824493,,,,371.5700012207032,389.7900085449219,0.57000732421875,0.1464486209421522,TSLA,
29
+ 2024-12-10 00:00:00-05:00,392.6799926757813,409.7300109863281,390.8500061035156,400.989990234375,97563600,0.0,0.0,,361.27360570638353,,368.7784045331144,358.1531176546573,10.625286878457132,4.861747006237386,,,,381.4839965820312,400.989990234375,11.199981689453123,2.873337295448497,TSLA,
30
+ 2024-12-11 00:00:00-05:00,409.7000122070313,424.8800048828125,402.3800048828125,424.7699890136719,104287600,0.0,0.0,,367.3208803070777,,377.3924944532002,363.087700718288,14.30479373491221,6.750356351972352,,,,394.85199584960935,424.7699890136719,23.779998779296875,5.930322291934931,TSLA,
31
+ 2024-12-12 00:00:00-05:00,424.8399963378906,429.2999877929688,415.0,418.1000061035156,87752200,0.0,0.0,,372.15698752578606,,383.6551885532487,367.1626863023789,16.49250225086979,8.69878553175184,,,,404.5739990234375,418.1000061035156,-6.66998291015625,-1.5702575706076027,TSLA,
32
+ 2024-12-13 00:00:00-05:00,420.0,436.2999877929688,415.7099914550781,436.2300109863281,89000200,0.0,0.0,,378.2591802363139,,391.7436227737225,372.2787844271159,19.46483834660654,10.85199609472278,,,,413.9760009765625,436.2300109863281,18.1300048828125,4.336284290396253,TSLA,
33
+ 2024-12-16 00:00:00-05:00,441.0899963378906,463.1900024414063,436.1499938964844,463.0199890136719,114083800,0.0,0.0,,386.33163821510993,,402.70921757986855,379.0003551372312,23.708862442637383,13.4233693643057,,,,428.6219970703125,463.0199890136719,26.78997802734375,6.141250567967771,TSLA,
34
+ 2024-12-17 00:00:00-05:00,475.8999938964844,483.989990234375,457.510009765625,479.8599853515625,131223000,0.0,0.0,,395.239099847153,,414.5785664678215,386.4714388568113,28.107127611010185,16.360121013646598,,,,444.39599609375,479.8599853515625,16.839996337890625,3.636991217973829,TSLA,
35
+ 2024-12-18 00:00:00-05:00,466.5,488.5400085449219,427.010009765625,440.1300048828125,149340800,0.0,0.0,,399.5144241362634,73.84863941433684,418.5095569932047,390.4461474513299,28.06340954187476,18.70077871929223,,,,447.4679992675781,440.1300048828125,-39.72998046875,-8.27949436951747,TSLA,
36
+ 2024-12-19 00:00:00-05:00,451.8800048828125,456.3599853515625,420.0199890136719,436.1700134277344,118566100,0.0,0.0,,403.005432640213,72.40854414524134,421.2265502908246,393.8331004866191,27.39344980420549,20.439312936274884,,,,451.0820007324219,436.1700134277344,-3.959991455078125,-0.8997322180141931,TSLA,
37
+ 2024-12-20 00:00:00-05:00,425.510009765625,447.0799865722656,417.6400146484375,421.05999755859375,132216200,0.0,0.0,,404.72491501339215,65.50788596763405,421.2009267935583,395.8499076771358,25.35101911642255,21.42165417230442,,,,448.047998046875,421.05999755859375,-15.110015869140623,-3.4642491239586515,TSLA,
38
+ 2024-12-23 00:00:00-05:00,431.0,434.510009765625,415.4100036621094,430.6000061035156,72698100,0.0,0.0,,407.1892094029277,68.84161848367734,422.64693899509024,398.4239890420528,24.22294995303741,21.98191332845102,,,,441.5640014648437,430.6000061035156,9.540008544921877,2.265712392589436,TSLA,
39
+ 2024-12-24 00:00:00-05:00,435.8999938964844,462.7799987792969,435.1400146484375,462.2799987792969,59551800,0.0,0.0,,412.4359512482962,72.17476930228491,428.7443328080451,403.1540638374042,25.590268970640864,22.70358445688899,,,,438.0480041503906,462.2799987792969,31.67999267578125,7.357174228224572,TSLA,
40
+ 2024-12-26 00:00:00-05:00,465.1600036621094,465.3299865722656,451.0199890136719,454.1300048828125,76366400,0.0,0.0,,416.40681349920254,68.25082696760646,432.64982081954776,406.9300594703975,25.719761349150303,23.30681983534125,,,,440.8480041503906,454.1300048828125,-8.149993896484375,-1.7629994630971146,TSLA,
41
+ 2024-12-27 00:00:00-05:00,449.5199890136719,450.0,426.5,431.6600036621094,82330900,0.0,0.0,412.95500030517576,417.8594982766222,59.04441530244565,432.4975412568649,408.761907188302,23.735634068562888,23.39258268198558,412.95500030517576,494.37262639715743,331.5373742131941,439.9460021972656,412.95500030517576,-22.470001220703125,-4.947922616674816,TSLA,
42
+ 2024-12-04 00:00:00-05:00,215.9600067138672,220.0,215.75,0.0,48745700,0.0,0.0,,218.16000366210932,,218.16000366210932,218.16000366210932,0.0,0.0,,,,,,,,AMZN,
43
+ 2024-12-05 00:00:00-05:00,218.02999877929688,222.1499938964844,217.3000030517578,0.1618145678670544,41140200,0.0,0.0,,218.3876226515997,,218.52769587590143,218.3370406539352,0.1906552219662387,0.0381310443932477,,,,,,,,AMZN,0.0109552592112629
44
+ 2024-12-06 00:00:00-05:00,220.75,227.1499938964844,220.6000061035156,0.600541754565759,44178100,0.0,0.0,,219.2107060923328,,219.83574247642383,218.98096347803607,0.8547789983877578,0.2014606351921498,,,,,,,,AMZN,0.0293810729443444
45
+ 2024-12-09 00:00:00-05:00,227.2100067138672,230.0800018310547,225.6699981689453,0.5368990233128041,46819400,0.0,0.0,,219.8658765919097,,220.797935378188,219.507558504692,1.2903768734959726,0.4192438828529144,,,,,,,,AMZN,-0.0041404327465993
46
+ 2024-12-10 00:00:00-05:00,226.08999633789065,229.0599975585937,224.1999969482422,0.4658087164218578,31199900,0.0,0.0,,220.3586496104072,,221.450559671718,219.91736848850243,1.5331911832155072,0.642033342925433,,,,,,,,AMZN,-0.0046441818247836
47
+ 2024-12-11 00:00:00-05:00,226.41000366210932,231.1999969482422,226.259994506836,0.8192281547079148,35385800,0.0,0.0,,221.30163483863848,,222.8058573386592,220.6834889343049,2.122368404354262,0.9381003552111988,,,,,,,,AMZN,0.0231958824050713
48
+ 2024-12-12 00:00:00-05:00,229.8300018310547,231.08999633789065,227.6300048828125,0.7318893432207325,28204100,0.0,0.0,,222.03195544645416,,223.754187166666,221.2973046592233,2.4568825074426286,1.2418567856574847,,,,,,,,AMZN,-0.0056023335225717
49
+ 2024-12-13 00:00:00-05:00,228.3999938964844,230.1999969482422,225.8600006103516,0.629655380457578,28768100,0.0,0.0,,222.5489127100173,,224.3243132508508,221.75380110771545,2.5705121431352893,1.5075878571530457,,,,,,,,AMZN,-0.0065947263780657
50
+ 2024-12-16 00:00:00-05:00,230.22999572753903,233.0,228.009994506836,1.0,37552100,0.0,0.0,,223.537586992471,,225.64826393160928,222.5816671497944,3.0665967818148943,1.819389642085416,,,,,,,,AMZN,0.0240481218695953
51
+ 2024-12-17 00:00:00-05:00,232.38999938964844,232.72999572753903,227.8500061035156,0.8794854364719438,35948100,0.0,0.0,,224.26257812618653,,226.49468392620545,223.2163580199196,3.2783259062858576,2.111176894925504,,,,,,,,AMZN,-0.0076417757921559
52
+ 2024-12-18 00:00:00-05:00,230.7700042724609,231.3999938964844,220.1100006103516,0.1597835047925233,43281400,0.0,0.0,,223.90614252106985,,225.575502441014,223.0166281127004,2.5588743283135784,2.2007163816031188,,,,,,,,AMZN,-0.0459874103599756
53
+ 2024-12-19 00:00:00-05:00,224.91000366210932,226.08999633789065,222.9199981689453,0.3473252159683309,39918700,0.0,0.0,,223.84746164155203,,225.2238856479553,223.0368773848065,2.18700826314884,2.197974757912263,,,,,,,,AMZN,0.0125611688735933
54
+ 2024-12-20 00:00:00-05:00,219.83999633789065,226.2100067138672,218.72999572753903,0.4576844641237407,88279200,0.0,0.0,,223.94960797749425,,225.1771337281077,223.17636781326124,2.0007659148464256,2.158532989299096,,,,,,,,AMZN,0.0072999459529015
55
+ 2024-12-23 00:00:00-05:00,225.009994506836,226.8800048828125,223.8999938964844,0.4671631028362544,28070000,0.0,0.0,,224.0553593661704,58.35351214829932,225.15911277895168,223.31589594254515,1.8432168364065544,2.095469758720588,,,,,,,,AMZN,0.0006224408269079
56
+ 2024-12-24 00:00:00-05:00,226.94000244140625,229.13999938964844,226.1300048828125,0.7373058557841912,15007500,0.0,0.0,,224.53103971717871,62.02253073743912,225.75771128246032,223.74064461730163,2.017066665158694,2.0797891400082085,,,,,,,,AMZN,0.0177286303050159
57
+ 2024-12-26 00:00:00-05:00,228.5,228.5,226.6699981689453,0.6018961409801591,16146700,0.0,0.0,,224.77094098713863,57.238313253339605,225.9565254008138,223.9857822791132,1.9707431217006213,2.057979936346692,,,,,,,,AMZN,-0.0087317178491722
58
+ 2024-12-27 00:00:00-05:00,225.6000061035156,226.02999877929688,220.8999938964844,0.3784699049346773,27367100,0.0,0.0,,224.67370851217305,46.06903034204289,225.6170599545348,223.9683169251048,1.6487430294299656,1.9761325549633464,,,,,,,,AMZN,-0.0145342568042403
59
+ 2024-12-30 00:00:00-05:00,220.0599975585937,223.0,218.42999267578125,0.2125932109185662,28321200,0.0,0.0,,224.3524032302288,44.45986914068912,224.9528973541076,223.7706640455976,1.18223330850995,1.817352705672667,,,,,,,,AMZN,-0.0109497070312499
60
+ 2024-12-31 00:00:00-05:00,222.97000122070312,223.22999572753903,218.94000244140625,0.0832766853381219,24819700,0.0,0.0,,223.87979334064968,43.59265334939159,224.09706689803693,223.44617036737915,0.650896530657775,1.5840614706696887,,,,,,,,AMZN,-0.0086308343234078
61
+ 2025-01-02 00:00:00-05:00,222.02999877929688,225.1499938964844,218.19000244140625,0.1394718409530924,33956600,0.0,0.0,225.1094993591309,223.53124171017856,37.355161491549815,223.50059525537017,223.2071948750328,0.2934003803373741,1.3259292526032258,225.1094993591309,233.50785252201496,216.7111461962468,,,,,AMZN,0.0037832254586069
62
+ 2025-01-03 00:00:00-05:00,222.509994506836,225.3600006103516,221.6199951171875,0.4082602074866273,27485000,0.0,0.0,225.4109992980957,223.5939808274384,44.360545457033055,223.6066578993757,223.2799954355049,0.3266624638708038,1.1260758948567415,225.4109992980957,233.16729433272965,217.65470426346167,,,,,AMZN,0.0180274325615157
63
+ 2024-12-04 00:00:00-05:00,172.58421037119035,176.2300682189443,172.55424558548813,0.0739362643791574,18239800,0.0,0.0,,175.8904571533203,,175.8904571533203,175.8904571533203,0.0,0.0,,,,,,,,GOOG,
64
+ 2024-12-05 00:00:00-05:00,177.119071409662,177.5086288588593,173.8128094406053,0.0,16145500,0.0,0.0,,175.72112528483075,,175.6169210580679,175.75875458893952,-0.1418335308716223,-0.0283667061743244,,,,,,,,GOOG,-0.0101084768776897
65
+ 2024-12-06 00:00:00-05:00,173.68296556469517,176.63861208568355,173.35333768886213,0.0905513334885812,13319500,0.0,0.0,,175.77530464293466,,175.72047297912235,175.79810673382713,-0.0776337547047774,-0.038220115880415,,,,,,,,GOOG,0.0125064906554279
66
+ 2024-12-09 00:00:00-05:00,175.71499633789062,178.0399932861328,175.39999389648438,0.124234523429564,19887800,0.2,0.0,,175.90146668679952,,175.9327088444136,175.8945437241744,0.0381651202391992,-0.0229430686564921,,,,,,,,GOOG,0.0045946878401073
67
+ 2024-12-10 00:00:00-05:00,184.53500366210932,188.02999877929688,182.6699981689453,0.5163742664083726,34317400,0.0,0.0,,176.91370783846594,,177.56306114208795,176.68235520973906,0.8807059323488886,0.1577867315445839,,,,,,,,GOOG,0.0532467100552744
68
+ 2024-12-11 00:00:00-05:00,186.6999969482422,196.88999938964844,186.259994506836,0.9397028767515324,41664500,0.0,0.0,,178.7990696361232,,180.50874507620784,178.1658849507856,2.3428601254222485,0.5948014103201169,,,,,,,,GOOG,0.0545757143686862
69
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70
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71
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72
+ 2024-12-17 00:00:00-05:00,198.52999877929688,202.8800048828125,196.69000244140625,0.9567519617964456,24129500,0.0,0.0,,184.23915696646463,,187.78254463011723,182.68974258205617,5.09280204806106,2.7909836136413944,,,,,,,,GOOG,-0.0052483272391092
73
+ 2024-12-18 00:00:00-05:00,196.8300018310547,198.69000244140625,189.27999877929688,0.6669092671920138,27638400,0.0,0.0,,184.80209381694272,,188.14676759417367,183.24235379053232,4.904413803641404,3.2136696516413963,,,,,,,,GOOG,-0.0353591791464861
74
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76
+ 2024-12-23 00:00:00-05:00,194.02999877929688,196.4900054931641,191.6300048828125,0.9097621224648318,15235900,0.0,0.0,,186.95240573260747,69.61485175288853,190.1510836168299,185.26323280166253,4.887850815167383,3.9695919132678217,,,,,,,,GOOG,0.0157027294458482
77
+ 2024-12-24 00:00:00-05:00,196.1699981689453,197.6699981689453,195.197998046875,0.9754654091203,6809800,0.0,0.0,,187.9636058841895,70.52383787798813,191.29245649488973,186.1748457292593,5.117610765630445,4.199195683740347,,,,,,,,GOOG,0.0080616449143871
78
+ 2024-12-26 00:00:00-05:00,196.7400054931641,198.16000366210932,195.8699951171875,0.9559207324463088,7907900,0.0,0.0,,188.83373923841103,72.31472103173392,192.1859256654476,186.98411686809308,5.20180879735446,4.3997183064631695,,,,,,,,GOOG,-0.0023789097701042
79
+ 2024-12-27 00:00:00-05:00,196.47000122070312,196.8000030517578,191.9720001220703,0.8286722094647203,14693000,0.0,0.0,,189.32957295724168,66.94023154085139,192.47116683786064,187.5067743805405,4.964392457320201,4.512653136634576,,,,,,,,GOOG,-0.0155251787043358
80
+ 2024-12-30 00:00:00-05:00,190.8650054931641,193.77999877929688,190.3600006103516,0.7725337710718243,12209500,0.0,0.0,,189.64961386049544,64.72698800918582,192.5048338537908,187.89071719986384,4.614116653926914,4.532945840093044,,,,,,,,GOOG,-0.0069572814442219
81
+ 2024-12-31 00:00:00-05:00,192.44500732421875,193.25,189.5800018310547,0.6789690725574395,14355200,0.0,0.0,,189.72488896343933,54.27322519556251,192.18716748265467,188.0795531436818,4.107614338972866,4.4478795398690085,,,,,,,,GOOG,-0.0116767864003956
82
+ 2025-01-02 00:00:00-05:00,191.4850006103516,193.1999969482422,188.7100067138672,0.6868701930672945,17545200,0.0,0.0,189.90964889526367,189.8110904795701,41.49888482054507,191.94760400575584,188.2684754947285,3.6791285110273577,4.294129334100679,189.90964889526367,205.61581381385363,174.2034839766737,,,,,GOOG,0.0009977023680447
83
+ 2025-01-03 00:00:00-05:00,192.7250061035156,194.5,191.3500061035156,0.7908309691943867,12864800,0.0,0.0,190.7716262817383,190.12717756559323,49.28936942813844,192.1295118329953,188.6285887827347,3.5009230502606385,4.135488077332671,190.7716262817383,205.06715398452585,176.47609857895074,,,,,GOOG,0.0131144097779194
84
+ 2024-12-04 00:00:00-05:00,433.0299987792969,439.6700134277344,432.6300048828125,0.5250842890630061,26009400,0.0,0.0,,437.4200134277344,,437.4200134277344,437.4200134277344,0.0,0.0,,,,,,,,MSFT,
85
+ 2024-12-05 00:00:00-05:00,437.9200134277344,444.6600036621094,436.1700134277344,0.6700112952447697,21697800,0.0,0.0,,437.91524977911087,,438.2200106107272,437.80519725658274,0.4148133541444281,0.0829626708288856,,,,,,,,MSFT,0.0118878458457003
86
+ 2024-12-06 00:00:00-05:00,442.2999877929688,446.1000061035156,441.7699890136719,0.6964887779021485,18821000,0.0,0.0,,438.4537981167402,,439.0430870281874,438.23222022455576,0.8108668036316544,0.2285434973894394,,,,,,,,MSFT,0.0021463382077435
87
+ 2024-12-09 00:00:00-05:00,442.6000061035156,448.3299865722656,440.5,0.764771424391606,19144400,0.0,0.0,,439.17438772597177,,440.1164565644158,438.8090919867125,1.3073645777033107,0.4443077134522137,,,,,,,,MSFT,0.0055233258538651
88
+ 2024-12-10 00:00:00-05:00,444.3900146484375,449.6199951171875,441.6000061035156,0.6897992372307602,18469500,0.0,0.0,,439.57015904466647,,440.6108457963927,439.1439730671239,1.4668727292688573,0.6488207166155424,,,,,,,,MSFT,-0.0060311253030496
89
+ 2024-12-11 00:00:00-05:00,444.0499877929688,450.3500061035156,444.0499877929688,0.847547366881118,19200200,0.0,0.0,,440.4672858246387,,441.8999449406977,439.8733076721054,2.0266372685922533,0.9243840270108846,,,,,,,,MSFT,0.0127670219329654
90
+ 2024-12-12 00:00:00-05:00,449.1099853515625,456.1600036621094,449.1099853515625,0.8634338564755435,20834800,0.0,0.0,,441.33325837072965,,443.0784145742201,440.5908402562897,2.487574317930409,1.2370220851947895,,,,,,,,MSFT,0.0012695323651228
91
+ 2024-12-13 00:00:00-05:00,448.4400024414063,451.4299926757813,445.5799865722656,0.79960976970629,20177800,0.0,0.0,,441.8986612891051,,443.72327218028965,441.0855920160958,2.6376801641938528,1.5171537009946023,,,,,,,,MSFT,-0.0050938885963122
92
+ 2024-12-16 00:00:00-05:00,447.2699890136719,452.1799926757813,445.2799987792969,0.9200112952447695,23598800,0.0,0.0,,442.8216455794656,,444.9335374353052,441.8636960399325,3.069841395372748,1.827691239870232,,,,,,,,MSFT,0.0096586120918715
93
+ 2024-12-17 00:00:00-05:00,451.010009765625,455.2900085449219,449.5700073242188,1.0,22733500,0.0,0.0,,443.9300594723811,,446.3991457460395,442.79675495957287,3.6023907864666285,2.182631149189511,,,,,,,,MSFT,0.0063553115446783
94
+ 2024-12-18 00:00:00-05:00,451.3200073242188,452.6499938964844,437.0199890136719,0.5242482027972741,24444500,0.0,0.0,,443.307198060577,,445.0131255771776,442.39625567726654,2.61686989991108,2.269478899333825,,,,,,,,MSFT,-0.0375610111508086
95
+ 2024-12-19 00:00:00-05:00,441.6199951171875,443.1799926757813,436.3200073242188,0.5142143170629652,22963700,0.0,0.0,,442.7093695575979,,443.7849522236575,441.9987551663058,1.7861970573516146,2.172822530937383,,,,,,,,MSFT,-0.0008231003385616
96
+ 2024-12-20 00:00:00-05:00,433.1099853515625,443.739990234375,428.6300048828125,0.5022301304056427,64263700,0.0,0.0,,442.12752541911385,,442.67957589748175,441.59884782832137,1.0807280691603864,1.954403638581984,,,,,,,,MSFT,-0.0009838973914428
97
+ 2024-12-23 00:00:00-05:00,436.739990234375,437.6499938964844,432.8299865722656,0.4646045473566751,19152500,0.0,0.0,,441.4725229982459,47.6520084083505,441.5365642209461,441.12856280400126,0.4080014169448418,1.6451231942545557,,,,,,,,MSFT,-0.0030920890623981
98
+ 2024-12-24 00:00:00-05:00,434.6499938964844,439.6000061035156,434.1900024414063,0.5783165322237682,7164500,0.0,0.0,,441.2684719100573,51.89896001097153,441.1970907365337,440.9953349349838,0.2017558015498934,1.3564497157136233,,,,,,,,MSFT,0.0093738921821151
99
+ 2024-12-26 00:00:00-05:00,439.0799865722656,440.9400024414063,436.6300048828125,0.5443142731748143,8194200,0.0,0.0,,440.9676636663911,45.13063052970505,440.7221514465381,440.7816053362119,-0.0594538896737617,1.0732689946361462,,,,,,,,MSFT,-0.0027769586825197
100
+ 2024-12-27 00:00:00-05:00,434.6000061035156,435.2200012207031,426.3500061035156,0.3330549214266032,18117700,0.0,0.0,,439.9736003438107,37.68415615738871,439.1541279592702,440.0222270727367,-0.868099113466485,0.68499537301562,,,,,,,,MSFT,-0.0173015608539098
101
+ 2024-12-30 00:00:00-05:00,426.05999755859375,427.5499877929688,421.8999938964844,0.174191726573424,13158700,0.0,0.0,,438.5313514131874,31.14433037843098,436.9504138997311,438.8968759245537,-1.9464620248226083,0.1587038934479743,,,,,,,,MSFT,-0.0132395238965757
102
+ 2024-12-31 00:00:00-05:00,426.1000061035156,426.7300109863281,420.6600036621094,0.081382748895141,13246500,0.0,0.0,,436.9093179452648,30.79360220813497,434.5734271459263,437.6082184486608,-3.0347913027345044,-0.4799951457885215,,,,,,,,MSFT,-0.0078383981298815
103
+ 2025-01-02 00:00:00-05:00,425.5299987792969,426.0700073242188,414.8500061035156,0.0,16896500,0.0,0.0,439.19899597167966,435.1636673383125,21.889438231661657,432.1128978269016,436.1987197911501,-4.085821964248453,-1.2011605094805078,439.19899597167966,458.686653825854,419.7113381175053,,,,,MSFT,-0.0069276712401764
104
+ 2025-01-03 00:00:00-05:00,421.0799865722656,424.0299987792969,419.5400085449219,0.1329436700699826,16640200,0.0,0.0,438.4954956054688,434.0385567445223,27.51759511676937,430.7647606386884,435.2469632216957,-4.482202583007279,-1.8573689241858624,438.4954956054688,459.2295473672741,417.7614438436634,,,,,MSFT,0.0113957181047079
merged_all_stock_data.csv ADDED
@@ -0,0 +1,104 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Date,Open,High,Low,Close,Volume,Dividends,Stock Splits,SMA_20,EMA_20,RSI,EMA_12,EMA_26,MACD,Signal_Line,20_SMA,Upper_Band,Lower_Band,MA5,MA20,Price Change,Pct Change,Stock_Type,Daily_Return
2
+ 2024-11-29 00:00:00-05:00,234.8099975585937,237.8099975585937,233.97000122070312,237.3300018310547,28481400,0.0,0.0,,237.3300018310547,,237.3300018310547,237.3300018310547,0.0,0.0,,,,237.3300018310547,237.3300018310547,0.0,0.0,AAPL,
3
+ 2024-12-02 00:00:00-05:00,237.2700042724609,240.7899932861328,237.16000366210932,239.58999633789065,48137100,0.0,0.0,,237.5452394031343,,237.67769329364484,237.49740883156107,0.1802844620837618,0.0360568924167523,,,,239.58999633789065,239.58999633789065,2.259994506835966,0.9522582435425696,AAPL,
4
+ 2024-12-03 00:00:00-05:00,239.8099975585937,242.759994506836,238.8999938964844,242.6499938964844,38861000,0.0,0.0,,238.03140649773908,,238.4426626171586,237.8790817993332,0.5635808178254251,0.1415616774984869,,,,242.6499938964844,242.6499938964844,3.05999755859375,1.277180852859261,AAPL,
5
+ 2024-12-04 00:00:00-05:00,242.8699951171875,244.1100006103516,241.25,243.009994506836,44383900,0.0,0.0,,238.5055577367007,,239.1453290617244,238.25914940729635,0.8861796544279912,0.2904852728843878,,,,243.009994506836,243.009994506836,0.3600006103515625,0.1483620933059315,AAPL,
6
+ 2024-12-05 00:00:00-05:00,243.9900054931641,244.5399932861328,242.1300048828125,243.0399932861328,40033900,0.0,0.0,,238.9374087414085,,239.74450817317185,238.61328599091385,1.1312221822579716,0.4586326547591045,,,,241.12399597167968,243.0399932861328,0.0299987792968465,0.0123446689333617,AAPL,
7
+ 2024-12-06 00:00:00-05:00,242.91000366210932,244.6300048828125,242.0800018310547,242.83999633789065,36870600,0.0,0.0,,239.3090837505973,,240.2207371215901,238.92637564624548,1.2943614753446298,0.6257784188762097,,,,242.2259948730469,242.83999633789065,-0.199996948242159,-0.0822897275209788,AAPL,
8
+ 2024-12-09 00:00:00-05:00,241.8300018310547,247.2400054931641,241.75,246.75,44649200,0.0,0.0,,240.0177424410166,,241.225239102884,239.5059033761532,1.7193357267307476,0.8444898804471173,,,,243.6579956054688,246.75,3.9100036621093466,1.6101151873964437,AAPL,
9
+ 2024-12-10 00:00:00-05:00,246.88999938964844,248.2100067138672,245.33999633789065,247.7700042724609,36914800,0.0,0.0,,240.75605309163035,,242.23212605204964,240.118058998102,2.114067053947707,1.0984053151472353,,,,244.68199768066407,247.7700042724609,1.020004272460909,0.4133755916761572,AAPL,
10
+ 2024-12-11 00:00:00-05:00,247.9600067138672,250.8000030517578,246.259994506836,246.4900054931641,45205800,0.0,0.0,,241.3021437965384,,242.8871844276057,240.5900550347732,2.2971293928324883,1.338150130684286,,,,245.37799987792968,246.4900054931641,-1.2799987792968182,-0.5166076430661359,AAPL,
11
+ 2024-12-12 00:00:00-05:00,246.88999938964844,248.7400054931641,245.67999267578125,247.9600067138672,32777500,0.0,0.0,,241.93622597914108,,243.66761862549208,241.13597738137275,2.531641244119328,1.5768483533712945,,,,246.36200256347652,247.9600067138672,1.4700012207030966,0.5963735599591624,AAPL,
12
+ 2024-12-13 00:00:00-05:00,247.82000732421875,249.2899932861328,246.2400054931641,248.1300048828125,33155300,0.0,0.0,,242.52610968425265,,244.3541395881568,241.6540534925905,2.700086095566263,1.8014959018102883,,,,247.42000427246091,248.1300048828125,0.1699981689453125,0.0685587047678515,AAPL,
13
+ 2024-12-16 00:00:00-05:00,247.9900054931641,251.3800048828125,247.6499938964844,251.0399932861328,51694800,0.0,0.0,,243.33695574157457,,245.38273246476848,242.34930829211217,3.0334241726563107,2.047881555979493,,,,248.2780029296875,251.0399932861328,2.9099884033203125,1.1727676403724852,AAPL,
14
+ 2024-12-17 00:00:00-05:00,250.0800018310547,253.8300018310547,249.77999877929688,253.47999572753903,51356400,0.0,0.0,,244.30295954976168,,246.6284652744255,243.17380365769927,3.454661616726156,2.3292375681288258,,,,249.4200012207031,253.47999572753903,2.4400024414062216,0.9719576588042456,AAPL,
15
+ 2024-12-18 00:00:00-05:00,252.16000366210932,254.27999877929688,247.7400054931641,248.0500030517578,56774100,0.0,0.0,,244.65982083566607,71.84191283455579,246.8471633940151,243.5350036128148,3.3121597812003074,2.525822010743122,,,,249.73200073242188,248.0500030517578,-5.429992675781222,-2.1421779893107677,AAPL,
16
+ 2024-12-19 00:00:00-05:00,247.5,252.0,247.08999633789065,249.7899932861328,60882300,0.0,0.0,,245.14840868809148,73.70625285957485,247.29990645434088,243.9983361812087,3.301570273132171,2.680971663220932,,,,250.097998046875,249.7899932861328,1.739990234375,0.7014675319362729,AAPL,
17
+ 2024-12-20 00:00:00-05:00,248.0399932861328,255.0,245.69000244140625,254.4900054931641,147495300,0.0,0.0,,246.0380845742889,75.94014003877392,248.4060755372368,244.7754968709832,3.6305786662535695,2.8708930638274595,,,,251.3699981689453,254.4900054931641,4.700012207031278,1.8815854651340835,AAPL,
18
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19
+ 2024-12-24 00:00:00-05:00,255.4900054931641,258.2099914550781,255.2899932861328,258.20001220703125,23234700,0.0,0.0,,247.9918576108098,76.18066283434823,250.8063642093645,246.48969330201265,4.316670907351806,3.3261772277301613,,,,253.16000366210935,258.20001220703125,2.930007934570341,1.1478073747525075,AAPL,
20
+ 2024-12-26 00:00:00-05:00,258.19000244140625,260.1000061035156,257.6300048828125,259.0199890136719,27237100,0.0,0.0,,249.04215583965384,76.81209808030943,252.0699987946425,247.41786335472813,4.65213543991436,3.591368870167001,,,,255.3540008544922,259.0199890136719,0.819976806640625,0.3175742710589624,AAPL,
21
+ 2024-12-27 00:00:00-05:00,257.8299865722656,258.70001220703125,253.0599975585937,255.58999633789065,42317100,0.0,0.0,248.5244995117188,249.66575969662875,69.30065433150456,252.6115368782192,248.0232065386661,4.588330339553039,3.790761164044209,248.5244995117188,260.73561703295906,236.3133819904785,256.5140014648438,248.52449951171877,-3.4299926757812216,-1.3242192962953814,AAPL,
22
+ 2024-11-29 00:00:00-05:00,336.0799865722656,345.45001220703125,334.6499938964844,345.1600036621094,37167600,0.0,0.0,,345.1600036621094,,345.1600036621094,345.1600036621094,0.0,0.0,,,,345.1600036621094,345.1600036621094,0.0,0.0,TSLA,
23
+ 2024-12-02 00:00:00-05:00,352.3800048828125,360.0,351.1499938964844,357.0899963378906,77986500,0.0,0.0,,346.2961934407552,,346.9953871506912,346.04370682327834,0.9516803274128164,0.1903360654825633,,,,357.0899963378906,357.0899963378906,11.92999267578125,3.4563659025395044,TSLA,
24
+ 2024-12-03 00:00:00-05:00,351.79998779296875,355.69000244140625,348.20001220703125,351.4200134277344,58267200,0.0,0.0,,346.784176296658,,347.6760988856209,346.44195175694176,1.234147128679126,0.3990982781218759,,,,351.4200134277344,351.4200134277344,-5.66998291015625,-1.5878302299992542,TSLA,
25
+ 2024-12-04 00:00:00-05:00,353.0,358.1000061035156,348.6000061035156,357.92999267578125,50810900,0.0,0.0,,347.8456826184792,,349.253621007184,347.29291775092986,1.9607032562541349,0.7114192737483278,,,,357.92999267578125,357.92999267578125,6.509979248046875,1.8524782309774723,TSLA,
26
+ 2024-12-05 00:00:00-05:00,359.8699951171875,375.4299926757813,359.5,369.489990234375,81403600,0.0,0.0,,349.9070452485645,,352.366908580598,348.93714534229616,3.4297632383018595,1.255088066659034,,,,356.21799926757814,369.489990234375,11.55999755859375,3.2296811653515167,TSLA,
27
+ 2024-12-06 00:00:00-05:00,377.4200134277344,389.489990234375,370.7999877929688,389.2200012207031,81455800,0.0,0.0,,353.65113629353004,,358.0366151406142,351.92106059254854,6.115554548065632,2.2271813629403536,,,,365.0299987792969,389.2200012207031,19.730010986328125,5.3397958017247005,TSLA,
28
+ 2024-12-09 00:00:00-05:00,397.6099853515625,404.7999877929688,378.010009765625,389.7900085449219,96359200,0.0,0.0,,357.0929336508055,,362.9217525874307,354.7261678482799,8.195584739150831,3.4208620381824493,,,,371.5700012207032,389.7900085449219,0.57000732421875,0.1464486209421522,TSLA,
29
+ 2024-12-10 00:00:00-05:00,392.6799926757813,409.7300109863281,390.8500061035156,400.989990234375,97563600,0.0,0.0,,361.27360570638353,,368.7784045331144,358.1531176546573,10.625286878457132,4.861747006237386,,,,381.4839965820312,400.989990234375,11.199981689453123,2.873337295448497,TSLA,
30
+ 2024-12-11 00:00:00-05:00,409.7000122070313,424.8800048828125,402.3800048828125,424.7699890136719,104287600,0.0,0.0,,367.3208803070777,,377.3924944532002,363.087700718288,14.30479373491221,6.750356351972352,,,,394.85199584960935,424.7699890136719,23.779998779296875,5.930322291934931,TSLA,
31
+ 2024-12-12 00:00:00-05:00,424.8399963378906,429.2999877929688,415.0,418.1000061035156,87752200,0.0,0.0,,372.15698752578606,,383.6551885532487,367.1626863023789,16.49250225086979,8.69878553175184,,,,404.5739990234375,418.1000061035156,-6.66998291015625,-1.5702575706076027,TSLA,
32
+ 2024-12-13 00:00:00-05:00,420.0,436.2999877929688,415.7099914550781,436.2300109863281,89000200,0.0,0.0,,378.2591802363139,,391.7436227737225,372.2787844271159,19.46483834660654,10.85199609472278,,,,413.9760009765625,436.2300109863281,18.1300048828125,4.336284290396253,TSLA,
33
+ 2024-12-16 00:00:00-05:00,441.0899963378906,463.1900024414063,436.1499938964844,463.0199890136719,114083800,0.0,0.0,,386.33163821510993,,402.70921757986855,379.0003551372312,23.708862442637383,13.4233693643057,,,,428.6219970703125,463.0199890136719,26.78997802734375,6.141250567967771,TSLA,
34
+ 2024-12-17 00:00:00-05:00,475.8999938964844,483.989990234375,457.510009765625,479.8599853515625,131223000,0.0,0.0,,395.239099847153,,414.5785664678215,386.4714388568113,28.107127611010185,16.360121013646598,,,,444.39599609375,479.8599853515625,16.839996337890625,3.636991217973829,TSLA,
35
+ 2024-12-18 00:00:00-05:00,466.5,488.5400085449219,427.010009765625,440.1300048828125,149340800,0.0,0.0,,399.5144241362634,73.84863941433684,418.5095569932047,390.4461474513299,28.06340954187476,18.70077871929223,,,,447.4679992675781,440.1300048828125,-39.72998046875,-8.27949436951747,TSLA,
36
+ 2024-12-19 00:00:00-05:00,451.8800048828125,456.3599853515625,420.0199890136719,436.1700134277344,118566100,0.0,0.0,,403.005432640213,72.40854414524134,421.2265502908246,393.8331004866191,27.39344980420549,20.439312936274884,,,,451.0820007324219,436.1700134277344,-3.959991455078125,-0.8997322180141931,TSLA,
37
+ 2024-12-20 00:00:00-05:00,425.510009765625,447.0799865722656,417.6400146484375,421.05999755859375,132216200,0.0,0.0,,404.72491501339215,65.50788596763405,421.2009267935583,395.8499076771358,25.35101911642255,21.42165417230442,,,,448.047998046875,421.05999755859375,-15.110015869140623,-3.4642491239586515,TSLA,
38
+ 2024-12-23 00:00:00-05:00,431.0,434.510009765625,415.4100036621094,430.6000061035156,72698100,0.0,0.0,,407.1892094029277,68.84161848367734,422.64693899509024,398.4239890420528,24.22294995303741,21.98191332845102,,,,441.5640014648437,430.6000061035156,9.540008544921877,2.265712392589436,TSLA,
39
+ 2024-12-24 00:00:00-05:00,435.8999938964844,462.7799987792969,435.1400146484375,462.2799987792969,59551800,0.0,0.0,,412.4359512482962,72.17476930228491,428.7443328080451,403.1540638374042,25.590268970640864,22.70358445688899,,,,438.0480041503906,462.2799987792969,31.67999267578125,7.357174228224572,TSLA,
40
+ 2024-12-26 00:00:00-05:00,465.1600036621094,465.3299865722656,451.0199890136719,454.1300048828125,76366400,0.0,0.0,,416.40681349920254,68.25082696760646,432.64982081954776,406.9300594703975,25.719761349150303,23.30681983534125,,,,440.8480041503906,454.1300048828125,-8.149993896484375,-1.7629994630971146,TSLA,
41
+ 2024-12-27 00:00:00-05:00,449.5199890136719,450.0,426.5,431.6600036621094,82330900,0.0,0.0,412.95500030517576,417.8594982766222,59.04441530244565,432.4975412568649,408.761907188302,23.735634068562888,23.39258268198558,412.95500030517576,494.37262639715743,331.5373742131941,439.9460021972656,412.95500030517576,-22.470001220703125,-4.947922616674816,TSLA,
42
+ 2024-12-04 00:00:00-05:00,215.9600067138672,220.0,215.75,0.0,48745700,0.0,0.0,,218.16000366210932,,218.16000366210932,218.16000366210932,0.0,0.0,,,,,,,,AMZN,
43
+ 2024-12-05 00:00:00-05:00,218.02999877929688,222.1499938964844,217.3000030517578,0.1618145678670544,41140200,0.0,0.0,,218.3876226515997,,218.52769587590143,218.3370406539352,0.1906552219662387,0.0381310443932477,,,,,,,,AMZN,0.0109552592112629
44
+ 2024-12-06 00:00:00-05:00,220.75,227.1499938964844,220.6000061035156,0.600541754565759,44178100,0.0,0.0,,219.2107060923328,,219.83574247642383,218.98096347803607,0.8547789983877578,0.2014606351921498,,,,,,,,AMZN,0.0293810729443444
45
+ 2024-12-09 00:00:00-05:00,227.2100067138672,230.0800018310547,225.6699981689453,0.5368990233128041,46819400,0.0,0.0,,219.8658765919097,,220.797935378188,219.507558504692,1.2903768734959726,0.4192438828529144,,,,,,,,AMZN,-0.0041404327465993
46
+ 2024-12-10 00:00:00-05:00,226.08999633789065,229.0599975585937,224.1999969482422,0.4658087164218578,31199900,0.0,0.0,,220.3586496104072,,221.450559671718,219.91736848850243,1.5331911832155072,0.642033342925433,,,,,,,,AMZN,-0.0046441818247836
47
+ 2024-12-11 00:00:00-05:00,226.41000366210932,231.1999969482422,226.259994506836,0.8192281547079148,35385800,0.0,0.0,,221.30163483863848,,222.8058573386592,220.6834889343049,2.122368404354262,0.9381003552111988,,,,,,,,AMZN,0.0231958824050713
48
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49
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50
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51
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52
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53
+ 2024-12-19 00:00:00-05:00,224.91000366210932,226.08999633789065,222.9199981689453,0.3473252159683309,39918700,0.0,0.0,,223.84746164155203,,225.2238856479553,223.0368773848065,2.18700826314884,2.197974757912263,,,,,,,,AMZN,0.0125611688735933
54
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55
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56
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57
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58
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59
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60
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61
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62
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63
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64
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65
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66
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67
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68
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69
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70
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71
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72
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73
+ 2024-12-18 00:00:00-05:00,196.8300018310547,198.69000244140625,189.27999877929688,0.6669092671920138,27638400,0.0,0.0,,184.80209381694272,,188.14676759417367,183.24235379053232,4.904413803641404,3.2136696516413963,,,,,,,,GOOG,-0.0353591791464861
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+ 2024-12-19 00:00:00-05:00,193.27999877929688,194.6000061035156,189.5200042724609,0.6481964543943803,26981200,0.0,0.0,,185.2685607818284,,188.3857259563381,183.72069772814044,4.665028228197684,3.5039413669526542,,,,,,,,GOOG,-0.0023665367482851
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+ 2024-12-20 00:00:00-05:00,187.009994506836,194.134994506836,186.3699951171875,0.7837617125608922,45319700,0.0,0.0,,186.00107944202256,,189.08946145749644,184.4050909863424,4.68437047115404,3.7400271877929314,,,,,,,,GOOG,0.0171850807489177
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+ 2024-12-23 00:00:00-05:00,194.02999877929688,196.4900054931641,191.6300048828125,0.9097621224648318,15235900,0.0,0.0,,186.95240573260747,69.61485175288853,190.1510836168299,185.26323280166253,4.887850815167383,3.9695919132678217,,,,,,,,GOOG,0.0157027294458482
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+ 2024-12-24 00:00:00-05:00,196.1699981689453,197.6699981689453,195.197998046875,0.9754654091203,6809800,0.0,0.0,,187.9636058841895,70.52383787798813,191.29245649488973,186.1748457292593,5.117610765630445,4.199195683740347,,,,,,,,GOOG,0.0080616449143871
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+ 2024-12-26 00:00:00-05:00,196.7400054931641,198.16000366210932,195.8699951171875,0.9559207324463088,7907900,0.0,0.0,,188.83373923841103,72.31472103173392,192.1859256654476,186.98411686809308,5.20180879735446,4.3997183064631695,,,,,,,,GOOG,-0.0023789097701042
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+ 2024-12-27 00:00:00-05:00,196.47000122070312,196.8000030517578,191.9720001220703,0.8286722094647203,14693000,0.0,0.0,,189.32957295724168,66.94023154085139,192.47116683786064,187.5067743805405,4.964392457320201,4.512653136634576,,,,,,,,GOOG,-0.0155251787043358
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+ 2024-12-30 00:00:00-05:00,190.8650054931641,193.77999877929688,190.3600006103516,0.7725337710718243,12209500,0.0,0.0,,189.64961386049544,64.72698800918582,192.5048338537908,187.89071719986384,4.614116653926914,4.532945840093044,,,,,,,,GOOG,-0.0069572814442219
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+ 2024-12-31 00:00:00-05:00,192.44500732421875,193.25,189.5800018310547,0.6789690725574395,14355200,0.0,0.0,,189.72488896343933,54.27322519556251,192.18716748265467,188.0795531436818,4.107614338972866,4.4478795398690085,,,,,,,,GOOG,-0.0116767864003956
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+ 2025-01-02 00:00:00-05:00,191.4850006103516,193.1999969482422,188.7100067138672,0.6868701930672945,17545200,0.0,0.0,189.90964889526367,189.8110904795701,41.49888482054507,191.94760400575584,188.2684754947285,3.6791285110273577,4.294129334100679,189.90964889526367,205.61581381385363,174.2034839766737,,,,,GOOG,0.0009977023680447
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+ 2025-01-03 00:00:00-05:00,192.7250061035156,194.5,191.3500061035156,0.7908309691943867,12864800,0.0,0.0,190.7716262817383,190.12717756559323,49.28936942813844,192.1295118329953,188.6285887827347,3.5009230502606385,4.135488077332671,190.7716262817383,205.06715398452585,176.47609857895074,,,,,GOOG,0.0131144097779194
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+ 2024-12-04 00:00:00-05:00,433.0299987792969,439.6700134277344,432.6300048828125,0.5250842890630061,26009400,0.0,0.0,,437.4200134277344,,437.4200134277344,437.4200134277344,0.0,0.0,,,,,,,,MSFT,
85
+ 2024-12-05 00:00:00-05:00,437.9200134277344,444.6600036621094,436.1700134277344,0.6700112952447697,21697800,0.0,0.0,,437.91524977911087,,438.2200106107272,437.80519725658274,0.4148133541444281,0.0829626708288856,,,,,,,,MSFT,0.0118878458457003
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+ 2024-12-06 00:00:00-05:00,442.2999877929688,446.1000061035156,441.7699890136719,0.6964887779021485,18821000,0.0,0.0,,438.4537981167402,,439.0430870281874,438.23222022455576,0.8108668036316544,0.2285434973894394,,,,,,,,MSFT,0.0021463382077435
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+ 2024-12-09 00:00:00-05:00,442.6000061035156,448.3299865722656,440.5,0.764771424391606,19144400,0.0,0.0,,439.17438772597177,,440.1164565644158,438.8090919867125,1.3073645777033107,0.4443077134522137,,,,,,,,MSFT,0.0055233258538651
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+ 2024-12-10 00:00:00-05:00,444.3900146484375,449.6199951171875,441.6000061035156,0.6897992372307602,18469500,0.0,0.0,,439.57015904466647,,440.6108457963927,439.1439730671239,1.4668727292688573,0.6488207166155424,,,,,,,,MSFT,-0.0060311253030496
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+ 2024-12-11 00:00:00-05:00,444.0499877929688,450.3500061035156,444.0499877929688,0.847547366881118,19200200,0.0,0.0,,440.4672858246387,,441.8999449406977,439.8733076721054,2.0266372685922533,0.9243840270108846,,,,,,,,MSFT,0.0127670219329654
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+ 2024-12-12 00:00:00-05:00,449.1099853515625,456.1600036621094,449.1099853515625,0.8634338564755435,20834800,0.0,0.0,,441.33325837072965,,443.0784145742201,440.5908402562897,2.487574317930409,1.2370220851947895,,,,,,,,MSFT,0.0012695323651228
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+ 2024-12-13 00:00:00-05:00,448.4400024414063,451.4299926757813,445.5799865722656,0.79960976970629,20177800,0.0,0.0,,441.8986612891051,,443.72327218028965,441.0855920160958,2.6376801641938528,1.5171537009946023,,,,,,,,MSFT,-0.0050938885963122
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+ 2024-12-16 00:00:00-05:00,447.2699890136719,452.1799926757813,445.2799987792969,0.9200112952447695,23598800,0.0,0.0,,442.8216455794656,,444.9335374353052,441.8636960399325,3.069841395372748,1.827691239870232,,,,,,,,MSFT,0.0096586120918715
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+ 2024-12-17 00:00:00-05:00,451.010009765625,455.2900085449219,449.5700073242188,1.0,22733500,0.0,0.0,,443.9300594723811,,446.3991457460395,442.79675495957287,3.6023907864666285,2.182631149189511,,,,,,,,MSFT,0.0063553115446783
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+ 2024-12-18 00:00:00-05:00,451.3200073242188,452.6499938964844,437.0199890136719,0.5242482027972741,24444500,0.0,0.0,,443.307198060577,,445.0131255771776,442.39625567726654,2.61686989991108,2.269478899333825,,,,,,,,MSFT,-0.0375610111508086
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+ 2024-12-19 00:00:00-05:00,441.6199951171875,443.1799926757813,436.3200073242188,0.5142143170629652,22963700,0.0,0.0,,442.7093695575979,,443.7849522236575,441.9987551663058,1.7861970573516146,2.172822530937383,,,,,,,,MSFT,-0.0008231003385616
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+ 2024-12-20 00:00:00-05:00,433.1099853515625,443.739990234375,428.6300048828125,0.5022301304056427,64263700,0.0,0.0,,442.12752541911385,,442.67957589748175,441.59884782832137,1.0807280691603864,1.954403638581984,,,,,,,,MSFT,-0.0009838973914428
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+ 2024-12-23 00:00:00-05:00,436.739990234375,437.6499938964844,432.8299865722656,0.4646045473566751,19152500,0.0,0.0,,441.4725229982459,47.6520084083505,441.5365642209461,441.12856280400126,0.4080014169448418,1.6451231942545557,,,,,,,,MSFT,-0.0030920890623981
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+ 2024-12-24 00:00:00-05:00,434.6499938964844,439.6000061035156,434.1900024414063,0.5783165322237682,7164500,0.0,0.0,,441.2684719100573,51.89896001097153,441.1970907365337,440.9953349349838,0.2017558015498934,1.3564497157136233,,,,,,,,MSFT,0.0093738921821151
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+ 2024-12-27 00:00:00-05:00,434.6000061035156,435.2200012207031,426.3500061035156,0.3330549214266032,18117700,0.0,0.0,,439.9736003438107,37.68415615738871,439.1541279592702,440.0222270727367,-0.868099113466485,0.68499537301562,,,,,,,,MSFT,-0.0173015608539098
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+ 2024-12-30 00:00:00-05:00,426.05999755859375,427.5499877929688,421.8999938964844,0.174191726573424,13158700,0.0,0.0,,438.5313514131874,31.14433037843098,436.9504138997311,438.8968759245537,-1.9464620248226083,0.1587038934479743,,,,,,,,MSFT,-0.0132395238965757
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1
+ Author,Date,cleaned_text,sentiment
2
+ 2205280811,2024-12-30 11:03:22+00:00,uri aep axon onei warming short panicking vol surging ath 139 nextto moon let goooo aapl nu mara qcom pltr rum,-0.3182
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+ 1570656477282709505,2024-12-30 11:02:24+00:00,premier trading communityreceive next winning alert htbx aytu aal ino aapl spy fdx uvxy dkng ba tsla wmt fsly nflx sbux immu,0.6808
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+ 1837978089072349185,2024-12-30 11:02:17+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
5
+ 1501559832654004227,2024-12-30 11:01:56+00:00,go panic buy sampp 500 market cap near 50 world gdp peak bubble 2000 38 tsla aapl amzn nvda amd msft nflx meta goog v dxy tlt m g bac jpm schw wfc blk bx c brkb wmt cost hd jnj xom pg rblx dpz mnst snow,-0.5106
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+ 1570656477282709505,2024-12-30 11:01:52+00:00,unlock potential dca dollar cost averaging amplify trading power lcid amzn msft hcmc aapl spy tsla fb goog baba sq nflx nvda btc shop amc gme,0.0
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+ 1570656477282709505,2024-12-30 11:01:19+00:00,stay ahead curve xtraders join u congratulation participant see tomorrow market insight amzn aapl ba baba fb tsla msft roku,0.7269
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+ 1501559832654004227,2024-12-30 11:01:05+00:00,billionaire mining legend say next 4 year going best 4 year 77 year tsla aapl amzn nvda amd msft nflx meta goog v dxy tlt m g bac jpm schw wfc blk bx c brkb wmt cost hd jnj xom pg rblx dpz mnst snow,0.6369
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+ 1577382889104318472,2024-12-30 11:00:57+00:00,aapl spy spx qqq btig market technician cautious apple heading january btig chief market technician jonathan krinsky think market continue make upside progress yearend see new alltime high sampp 500 spx 6100,0.34
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+ 1838722759297503236,2024-12-30 11:00:50+00:00,welcome discord group spy qqq ath ccl amd aapl msfy ba cost mist amzn inuv,0.0772
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+ 1838722759297503236,2024-12-30 11:00:06+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino byfc tsla spy boxl aapl ayro achv,-0.128
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+ 1838722759297503236,2024-12-30 10:59:28+00:00,entry amp exit daily discord link solo byfc tsla spy boxl aapl ayro bngo dkng,-0.4019
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+ 1838722759297503236,2024-12-30 10:58:55+00:00,really amazing place lot thanks community tcehy rkt fb uber ayx ddog baba bngo aapl tsla,0.7902
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+ 1570656477282709505,2024-12-30 10:58:23+00:00,alerted entry metx resulting win 121 dont miss check u join excitement nakd tsla aapl nio spy intc ge sndl nxtd kgc zom,0.8639
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+ 1838722759297503236,2024-12-30 10:58:14+00:00,spx spy amzn aapl amd fb shop bynd nvda googl msft tsla able close 100profit,0.0
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+ 1723310981239980032,2024-12-30 10:58:09+00:00,rop afl bk onei ripping 115 close vol flying short sweatingath 139 toast soon w breakout brewing let goooo unp aapl atge,0.0
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+ 1838722759297503236,2024-12-30 10:57:38+00:00,member profit stay patient let trade play spy riot mara roku pdt aapl,0.1779
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+ 1717106926725820416,2024-12-30 10:57:36+00:00,huawei cut smartphone price 20 amid intense market competition aapl,-0.2023
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+ 1838722759297503236,2024-12-30 10:55:58+00:00,entry amp exit daily discord link abnb spy solo w jagx ino byfc tsla spy boxl aapl mu bngo,-0.4019
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+ 1597713129726672897,2024-12-30 10:55:20+00:00,good morning aapl fan found nice relic silo yesterday,0.7906
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+ 1838722759297503236,2024-12-30 10:54:43+00:00,hi everyone make big profit u stng gold rcl aal net aapl qqq amzn nvda ba tsla baba amd aapl nflx,0.4404
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+ 1570656477282709505,2024-12-30 10:54:03+00:00,link join free stock chatroom amzn aapl amd fb boxl ba pfe mcd ups mmm sint solo,0.6705
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+ 1570656477282709505,2024-12-30 10:53:28+00:00,master trading skill working home aapl amzn btc eth fb goog msft qqq spy tsla epr wynd livn bbu spr aple pk cuk car cpa ehth shoo cort epzm,0.0
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+ 1838722759297503236,2024-12-30 10:52:48+00:00,join profitable trading alert chatroom spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
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+ 1570656477282709505,2024-12-30 10:52:21+00:00,today saw mix gain loss however rewarding group winning side join u success aapl nio spy wmt fb pt pton gme tsla mvis baba,0.93
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+ 1799212098771410944,2024-12-30 10:51:32+00:00,bst 8 tech yield qqq nvda msft aapl avgo,0.0
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+ 1821610654337478656,2024-12-30 10:51:30+00:00,bst 8 tech yield qqq nvda msft aapl avgo,0.0
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+ 1838722759297503236,2024-12-30 10:51:28+00:00,alert update watchlist discord aal nakd dynt ino gnu uavs spy boxl aapl ayro achv abus tlry,-0.128
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+ 1838722759297503236,2024-12-30 10:50:52+00:00,kndi sq spy nflx dis ibio hpty nio nkla aapl alert spike right big news drop free discord chatroom,0.1779
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+ 1860226075584040960,2024-12-30 10:50:23+00:00,aapl berkshire hathaway cut stake apple significantly year reducing holding 600 million share,0.0258
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+ 1258103903553499143,2024-12-30 10:49:57+00:00,29 active option signal active signal list updated market day aapl option predictor app,0.6597
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+ 1838722759297503236,2024-12-30 10:49:53+00:00,alert spike right big news drop free discord chatroom amzn aapl spy aapl msft bynd tsla mark riot nok,-0.4404
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+ 1570656477282709505,2024-12-30 10:49:47+00:00,aapl anticipate acquisition news day dgtw tsnp opti blrx csoc tgrr gme,0.0
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+ 1838722759297503236,2024-12-30 10:48:38+00:00,entry amp exit free chatroom link spy tsla solo bioc abus gnu royt aim aapl,0.5106
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+ 1570656477282709505,2024-12-30 10:48:26+00:00,welcome professional trading room kndi vtiq hcac evsi blnk fcel plug bldp aapl,0.4588
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+ 1838722759297503236,2024-12-30 10:47:52+00:00,bast stock group discord solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
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+ 1570656477282709505,2024-12-30 10:47:44+00:00,excited tomorrow kickoff numerous promising setup await discover right way trade amzn aapl ba baba fb tsla msft roku,0.6705
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+ 1838722759297503236,2024-12-30 10:47:07+00:00,best stock trade group free chatroom link amzn amc spy qqq ath ccl amd aapl msfy ba gnu,0.8176
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+ 1570656477282709505,2024-12-30 10:46:45+00:00,started trading 6 month ago turned 5k 49k big thanks amazing community amzn fb love work aapl amd mnta gld,0.8979
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+ 1818955897407721472,2024-12-30 10:45:56+00:00,day range join elevate trading skill group link spx qqq esf nqf clf gdx aapl tsla vix nvda msft,0.296
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+ 1838722759297503236,2024-12-30 10:45:35+00:00,join profitable trading group goog aapl spy amzn tdoc tsla cost ba nflx nvda,0.6249
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+ 126792470,2024-12-30 10:45:15+00:00,bast stock group discord solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
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+ 1838722759297503236,2024-12-30 10:45:04+00:00,best stock trade group free chatroom link amzn amc spy qqq ath ccl amd aapl msfy ba,0.8176
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+ 1838722759297503236,2024-12-30 10:44:26+00:00,80k people join discord group cgm apt jakk dynt spv lmnd spy boxl aapl ayro bngo phun,-0.128
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+ 1838722759297503236,2024-12-30 10:43:52+00:00,check subscriber alert discord baba jfk cemi spy shop amzn nvda roku ebay amd tsla aapl,-0.128
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+ 1664957798629920769,2024-12-30 10:43:09+00:00,aapl set ready run,0.3612
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+ 126792470,2024-12-30 10:42:58+00:00,entry amp exit free chatroom link spy tsla solo bioc abus gnu royt aim aapl,0.5106
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+ 1838722759297503236,2024-12-30 10:42:44+00:00,check discord group trading chatroomcommunity edsa kodk dow gnu idex bsbs tsla taop jfk cemi spy shop amzn nvda roku ebay amd aapl,-0.4019
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+ 126792470,2024-12-30 10:40:04+00:00,free stock trading discord ge aal dis dal aapl msft tsla sq nflx spy roku spce ino uvxy vxx rad,0.1531
54
+ 1838722759297503236,2024-12-30 10:39:55+00:00,entry amp exit daily discord link solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun,-0.4019
55
+ 126792470,2024-12-30 10:39:27+00:00,alert given trading chat discord join free spy qqq amzn nvda ba tsla baba amd aapl nflx twtr aal,0.6124
56
+ 1838722759297503236,2024-12-30 10:39:14+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
57
+ 107379959,2024-12-30 10:38:38+00:00,aapl gtgtgt iphone 16,0.0
58
+ 126792470,2024-12-30 10:38:08+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino gnu uavs ino byfc tsla spy boxl aapl ayro achv,-0.128
59
+ 126792470,2024-12-30 10:35:45+00:00,dsa kodk dow tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese gmbl meta option alert 90 success rate,0.7096
60
+ 1838722759297503236,2024-12-30 10:34:54+00:00,bast stock group discord byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
61
+ 1838722759297503236,2024-12-30 10:33:41+00:00,learn trading get alert idea update analysis amd nvda tsla ndx spy aapl baba nflx roku ba cost mcd,0.296
62
+ 126792470,2024-12-30 10:33:40+00:00,join profitable trading group goog aapl spy amzn tdoc tsla cost ba nflx nvda,0.6249
63
+ 1844556279408390144,2024-12-30 10:33:24+00:00,aapl go,0.0
64
+ 1701830647458021376,2024-12-30 10:33:17+00:00,aapl set ready run,0.3612
65
+ 1838722759297503236,2024-12-30 10:32:56+00:00,discord better executive trading chat room tsla rock uavs cetx dgly tsla spy amaz aapl er fb bb fl de zm,0.0516
66
+ 126792470,2024-12-30 10:32:35+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
67
+ 1838722759297503236,2024-12-30 10:32:12+00:00,spy qqq dis tsla shop amd aapl sq amzn gld vxx msft thanks discord group trader join,0.34
68
+ 15296897,2024-12-30 10:31:30+00:00,aapl ssnlf siuif huawei slash price several highend device report,-0.2732
69
+ 126792470,2024-12-30 10:31:12+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
70
+ 1838722759297503236,2024-12-30 10:30:00+00:00,couple stats quote week ahead join discord esf nqf ymf spy spx qqq tlt fb amzn aapl nvda nflx googl tsla xlk xle xlf,-0.128
71
+ 1813191458314207232,2024-12-30 10:29:54+00:00,23 december investor gravitated towards megacap technology stock collectively known batmmaan broadcom nvidia tsla amazon msft meta aapl goog company significantly contributed sampp 500 market capitalization increase,0.4588
72
+ 126792470,2024-12-30 10:29:46+00:00,spy qqq dis tsla shop amd aapl sq amzn gld vxx msft thanks discord group trader join,0.34
73
+ 1838722759297503236,2024-12-30 10:29:22+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino gnu uavs ino byfc tsla spy boxl aapl ayro achv,-0.128
74
+ 126792470,2024-12-30 10:29:10+00:00,80k people join discord group cgm apt jakk dynt spv lmnd spy boxl aapl ayro bngo phun,-0.128
75
+ 1838722759297503236,2024-12-30 10:28:44+00:00,dsa kodk dow tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese gmbl meta option alert 90 success rate,0.7096
76
+ 126792470,2024-12-30 10:28:35+00:00,chatroom interms alertcallsanalysis cgm apt jakk boxl aapl ayro bngo,0.0
77
+ 1838722759297503236,2024-12-30 10:28:13+00:00,alert update watchlist discord aal nakd dynt spy boxl aapl ayro achv abus tlry,-0.128
78
+ 126792470,2024-12-30 10:28:05+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino byfc tsla spy boxl aapl ayro achv,-0.128
79
+ 1562690423814234112,2024-12-30 10:28:05+00:00,aapl set ready run,0.3612
80
+ 1838722759297503236,2024-12-30 10:27:29+00:00,alert given trading chat discord join free spy qqq amzn nvda ba tsla baba amd aapl nflx twtr aal,0.6124
81
+ 126792470,2024-12-30 10:27:27+00:00,really amazing place lot thanks community tcehy rkt fb uber ayx ddog baba bngo aapl tsla,0.7902
82
+ 1838722759297503236,2024-12-30 10:26:51+00:00,chatroom interms alertcallsanalysis cgm apt jakk boxl aapl ayro bngo,0.0
83
+ 126792470,2024-12-30 10:26:44+00:00,option stock alert discord link solo w jagx ino byfc tsla spy boxl aapl ayro bngo dkng appl,-0.128
84
+ 1838722759297503236,2024-12-30 10:26:25+00:00,free stock trading discord ge aal dis dal aapl msft tsla sq nflx spy roku spce ino uvxy vxx rad,0.1531
85
+ 126792470,2024-12-30 10:26:07+00:00,discord better executive trading chat room tsla rock uavs cetx dgly tsla spy amaz aapl er fb bb fl de zm,0.0516
86
+ 1076038709760442368,2024-12-30 10:26:00+00:00,quick excel nothing fancy nasdaq ytd return 32 index mean close 29 stdev pretty large thx aapl mstr pltr nvda,0.8271
87
+ 1838722759297503236,2024-12-30 10:25:53+00:00,best stock trader group update chatroom analysis bidu save work aapl c msft spy amd,0.8126
88
+ 126792470,2024-12-30 10:25:40+00:00,entry amp exit daily discord link abnb spy solo w jagx ino byfc tsla spy boxl aapl mu bngo,-0.4019
89
+ 1838722759297503236,2024-12-30 10:25:14+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
90
+ 126792470,2024-12-30 10:25:13+00:00,check discord group trading chatroomcommunity edsa kodk dow gnu idex bsbs tsla taop jfk cemi spy shop amzn nvda roku ebay amd aapl,-0.4019
91
+ 126792470,2024-12-30 10:24:07+00:00,alert spike right big news drop free discord chatroom amzn aapl spy aapl msft bynd tsla mark riot nok,-0.4404
92
+ 1809216681790906369,2024-12-30 10:23:59+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
93
+ 1837978089072349185,2024-12-30 10:23:28+00:00,best stock trader group update chatroom analysis bidu save work aapl c msft spy amd,0.8126
94
+ 1808914016896700416,2024-12-30 10:23:17+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
95
+ 1157100233702170624,2024-12-30 10:22:33+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
96
+ 1837978089072349185,2024-12-30 10:22:19+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
97
+ 1270789996635660291,2024-12-30 10:22:05+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
98
+ 1837978089072349185,2024-12-30 10:21:40+00:00,member profit stay patient let trade play spy riot mara roku pdt aapl,0.1779
99
+ 262183335,2024-12-30 10:21:37+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
100
+ 126792470,2024-12-30 10:21:14+00:00,check subscriber alert discord baba jfk cemi spy shop amzn nvda roku ebay amd tsla aapl,-0.128
101
+ 1562690423814234112,2024-12-30 10:21:12+00:00,aapl set ready run,0.3612
102
+ Witty-Performance-23,2024-05-08 14:07:32,worried aapl long term,-0.296
103
+ PotatoTrader1,2024-12-13 04:05:07,aapl buyback machine,0.0
104
+ Airmang74,2024-10-01 04:54:10,msft aapl,0.0
105
+ sleeping_in_,2020-10-13 09:19:24,213000 apple aapl stock start diversify,0.0
106
+ msaleem,2023-09-07 13:15:44,china plan expand ban iphones aapl drop 3,-0.5267
107
+ Luka77GOATic,2024-03-21 11:32:28,u department justice doj preparing sue apple aaplo soon thursday allegedly violating antitrust law,-0.0258
108
+ paq12x,2022-12-22 19:41:41,aapl 52week low,-0.2732
109
+ Illustrious-Option-9,2023-06-05 11:59:58,aapl reach time high premarket trading,0.0258
110
+ amoottake,2022-08-17 19:45:51,sold aapl,0.0
111
+ rpatel09,2023-12-27 15:19:02,whats could next tsla aapl term returned last 10 year,0.0
112
+ gblack00,2020-08-07 15:58:10,buy aapl front 41 stock split stock split add 8 first year following split,0.0
113
+ shawndend,2023-12-10 21:33:37,sell hold aapl,0.0
114
+ leontes,2024-06-10 18:43:36,underestimating aapl,0.0
115
+ DippySwitch,2021-11-01 20:12:01,could put 3k aapl msft fb would choose,0.0
116
+ Kianna_hd,2022-06-09 02:02:21,apple aaplus continues increase financial service subsidiary provide loan future,0.3182
117
+ apooroldinvestor,2022-05-07 20:13:40,far think msft aapl could fall,0.0
118
+ srkdummy3,2024-06-09 21:38:59,decline smartphone sale aapl poised tackle,0.25
119
+ No_Cow1,2023-06-23 10:24:31,aapl stock continues climb 3t new trading high,0.0
120
+ novapants,2021-12-12 14:20:42,apple aapl short term outlook,0.0
121
+ the13thrabbit,2019-12-28 10:48:33,microsoft msft apple aapl bigger germany entire stock market,0.0
122
+ maximalsimplicity,2023-08-07 13:47:06,anyone think aapl buy,0.0
123
+ provoko,2023-06-05 20:27:12,aapl price dump vr headset reveal,-0.3818
124
+ designatedtruth,2023-11-07 22:30:25,voo aapl msft googl amzn intc next 5 year,0.0
125
+ 8-tentacles,2021-10-31 17:02:20,aapl able grow much,0.0
126
+ apooroldinvestor,2022-11-03 20:10:25,msft googl aapl still beating market,-0.4588
127
+ cheechuu,2020-10-29 21:01:58,aapl price drop 5 beat earnings,-0.2732
128
+ ZloiAris,2020-06-22 19:06:10,moment aapl announced ending partnership intc intc stock price jumped 1,0.0
129
+ Lukee67,2024-12-12 09:40:06,come aapl isnt affected rise ai market,0.1139
130
+ just_lick_my_ass,2021-03-09 00:49:14,aapl due bounce,0.0
131
+ kriptonicx,2022-08-15 16:43:10,aapl nearing time high thought,0.0
132
+ DutyTop8086,2024-06-09 23:18:01,apple aapl rollercoaster jump,0.0
133
+ KCGuy59,2023-05-07 21:47:07,aapl go second quarter warren buffett continues love brkb,0.6369
134
+ Puginator,2024-05-02 20:32:20,apple announces largestever 110 billion share buyback iphone sale drop 10,0.0258
135
+ HopefulIvyAdmit,2021-10-23 19:47:06,buy aapl share,0.296
136
+ Migueli2021,2022-04-07 20:48:11,choose one dividend stock right would choose criterion bellow aapl msft etf,0.0
137
+ Kianna_hd,2022-05-23 02:18:21,apple aaplus plan increase production india vietnam,0.3182
138
+ PeekingPotato,2021-11-29 22:15:28,aapl good buy right,0.4404
139
+ kriptonicx,2022-03-24 20:38:58,aapl less 5 high,0.0
140
+ rockinoutwith2,2022-02-02 21:08:51,metafacebook stock crash 15 ah earnings release,-0.4019
141
+ Gothlander,2020-08-13 20:39:56,epic game sue apple see aapl come price tomorrow,0.0
142
+ zipiddydooda,2020-10-24 20:06:54,aapl receives 10b year goog make google homepage default page safari,0.0
143
+ Life-is-beautiful-,2022-10-08 10:22:36,thought aapl long term,0.0
144
+ themagicalpanda,2024-11-02 12:19:31,warren buffetts berkshire hathaway sold 14 billion worth apple quarter cash pile hit record 325 billion,0.2263
145
+ _DeanRiding,2023-03-28 09:45:06,apple aapl spend billion entertainment,0.4215
146
+ novapants,2021-02-25 21:17:22,apple aapl discussion,0.0
147
+ calipfarris01,2021-03-24 19:44:05,right,0.0
148
+ BUYMSFT,2023-05-19 16:29:57,aapl room grow,0.0
149
+ karnoculars,2021-12-29 20:22:17,red year sp500 30,0.0
150
+ a-wild-yasuo,2022-05-16 16:34:05,sold position goog pypl amzn aapl msft today 50000 left 120000,0.0
151
+ apooroldinvestor,2021-08-17 01:50:23,25 portfolio msft aapl googl trouble,-0.4019
152
+ arminoxx,2019-04-16 22:59:52,qcom v aapl settlement lost opportunity make 50000 stupid decision,-0.4404
153
+ greecher,2024-05-24 13:50:05,moving aapl,0.0
154
+ letak2018,2021-04-28 14:23:50,earnings day thought aapl,0.0
155
+ apooroldinvestor,2022-12-17 03:47:21,would buy aapl 130,0.0
156
+ gevham,2023-05-01 21:36:10,aapl earnings release bear case msft missed big time hardware part,-0.296
157
+ apooroldinvestor,2022-04-02 05:13:39,selling aapl share monday downside risk v upside,-0.2263
158
+ TonyLiberty,2023-07-29 23:19:20,intel intc earnings beat expectation good news apple aapl qualcomm qcom amd amd,0.4404
159
+ Le7emesens,2024-09-08 21:02:32,aapl monday morning arbitrage trade codename 7senshinos arbitrage,0.0
160
+ thelastsubject123,2024-06-24 22:50:08,nvidia slide third straight session loses 500b market cap,-0.1027
161
+ Beetlejuice_hero,2022-03-03 14:31:44,day 13 year ago barack obama almost perfectly call bottom stock market longest bull market u history,0.6003
162
+ guyastronomer,2021-09-11 05:43:45,good time buy aapl apple inc,0.4404
163
+ mill40,2020-09-18 16:59:38,bought lot aapl share im losing lot money,-0.1027
164
+ Euro347,2024-05-31 18:42:44,nvda overtakes msft aapl valuable company world,0.4767
165
+ bwang29,2022-10-28 00:25:02,aapl sucking blood intc amd meta goog msft nflx spot zero sum game etc,0.0
166
+ apooroldinvestor,2022-04-29 15:17:11,would investor accept 5 year return aapl,0.3818
167
+ LIBERAL_LAZY_LOSER,2022-05-15 15:49:25,friendly reminder everyone 2030 year old ride wave people retirement age consider going cash,0.4939
168
+ apooroldinvestor,2021-09-05 15:53:25,aapls revenue growth declining,0.3818
169
+ apooroldinvestor,2022-01-04 03:35:15,sell mega cap msft aapl buy back lower,-0.296
170
+ TheYoungLung,2024-06-17 01:56:07,whats one win big stock,0.5859
171
+ PleasantAnomaly,2022-10-26 06:55:40,bad news swarming aapl,-0.5423
172
+ AptitudeSky,2022-01-03 18:58:00,apple hit 3 trillion market cap becoming first company hit mark,0.0
173
+ Ubikinon44,2022-03-05 16:25:27,started investing buying stock like aaplgoogl voowhat low risk way invest next 10 year,-0.1779
174
+ apooroldinvestor,2021-04-07 04:07:25,msft aapl ever go bankrupt,-0.5574
175
+ apooroldinvestor,2021-09-04 20:16:43,aapl cash,0.0
176
+ AP9384629344432,2022-10-21 16:16:28,there index fund stock vti aapl welcome world small cap value stock,0.6597
177
+ AlligatorHalfMan123,2022-01-26 06:12:18,bad apple aapl heavily overvalued,-0.5423
178
+ Rico_Stonks,2022-06-16 20:56:29,aapl get back ath 4 year,0.0
179
+ durustakta,2024-10-26 11:55:44,whats stock youll never sell,0.0
180
+ Jones131212,2023-12-14 11:35:56,apple stock close alltimehigh added 1 trillion market cap 2023,0.0
181
+ Euro347,2024-07-08 22:14:54,msft aapl overvalued overbought wallstreet expecting much ai,0.0
182
+ chrisdh79,2021-03-31 14:57:24,ubs upgrade aapl buy raise price target iphone stability auto opportunity,0.4215
183
+ wsb_shitposting,2021-04-01 13:55:07,tried predict stock market every day march here went learned,0.0
184
+ safari-dog,2023-06-11 22:55:34,would like opinion selling aaplmsft share,0.5719
185
+ MainlineX,2021-04-07 05:15:25,youth broad stroke ive learned 20 year investing,0.0
186
+ Rmogo21,2020-11-07 15:42:28,true market leader tml find ex shop 20162020 zm 2020 aapl 20052012,0.4215
187
+ apooroldinvestor,2021-12-21 05:08:00,dan ives aapl 230 tsla 1800,0.0
188
+ Oscuridad_mi_amigo,2021-11-11 21:50:25,nine u governor press u lawmaker pas 52 billion semiconductor funding bill taiwan unreliable potentially trillion risk,-0.2732
189
+ UltimateTraders,2021-09-11 01:20:06,apple come car buying apple car tesla tsla 3000 higher aapl honest curious cathie say,0.6808
190
+ ImCoolOnTheInternet,2022-01-04 15:56:25,1 share amzn 18 share aapl,0.5267
191
+ punkzlol,2020-08-11 21:43:23,aapl gain close 1 trillion market cap since 2019,0.5267
192
+ apooroldinvestor,2022-01-05 04:59:59,aapl msft googl etc return 17 next 10 year,0.0
193
+ WallabyUpstairs1496,2021-11-06 00:11:21,first time 2 decade goog higher pe ration aapl msft america valuable brand aapl,0.4767
194
+ Kogorashi,2021-02-25 16:13:40,deal market bloodbath,0.0
195
+ senttoschool,2022-02-22 02:27:46,6 reason aapl isnt pandemic stock,0.0
196
+ big--if-true,2022-10-16 21:30:36,u sanction chinese semiconductor decapitate industry expert say,0.0
197
+ MrDegi,2021-07-24 10:28:39,anyone else feel incredibly bored weekend stock price look,-0.3384
198
+ aquaBluu,2022-10-28 18:30:59,apple today good example market hard,0.3612
199
+ PeekingPotato,2021-05-24 19:23:28,apple stock analysis aapl good buy,0.4404
200
+ Steven_on_the_run,2024-03-23 20:13:09,apple going war u lawsuit add iphone maker antitrust woe,-0.8225
201
+ anaccountwascreated,2020-11-23 18:47:25,disney aapl steal right,-0.4939
merged_social_media_data.csv ADDED
@@ -0,0 +1,201 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Author,Date,cleaned_text,sentiment
2
+ 2205280811,2024-12-30 11:03:22+00:00,uri aep axon onei warming short panicking vol surging ath 139 nextto moon let goooo aapl nu mara qcom pltr rum,-0.3182
3
+ 1570656477282709505,2024-12-30 11:02:24+00:00,premier trading communityreceive next winning alert htbx aytu aal ino aapl spy fdx uvxy dkng ba tsla wmt fsly nflx sbux immu,0.6808
4
+ 1837978089072349185,2024-12-30 11:02:17+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
5
+ 1501559832654004227,2024-12-30 11:01:56+00:00,go panic buy sampp 500 market cap near 50 world gdp peak bubble 2000 38 tsla aapl amzn nvda amd msft nflx meta goog v dxy tlt m g bac jpm schw wfc blk bx c brkb wmt cost hd jnj xom pg rblx dpz mnst snow,-0.5106
6
+ 1570656477282709505,2024-12-30 11:01:52+00:00,unlock potential dca dollar cost averaging amplify trading power lcid amzn msft hcmc aapl spy tsla fb goog baba sq nflx nvda btc shop amc gme,0.0
7
+ 1570656477282709505,2024-12-30 11:01:19+00:00,stay ahead curve xtraders join u congratulation participant see tomorrow market insight amzn aapl ba baba fb tsla msft roku,0.7269
8
+ 1501559832654004227,2024-12-30 11:01:05+00:00,billionaire mining legend say next 4 year going best 4 year 77 year tsla aapl amzn nvda amd msft nflx meta goog v dxy tlt m g bac jpm schw wfc blk bx c brkb wmt cost hd jnj xom pg rblx dpz mnst snow,0.6369
9
+ 1577382889104318472,2024-12-30 11:00:57+00:00,aapl spy spx qqq btig market technician cautious apple heading january btig chief market technician jonathan krinsky think market continue make upside progress yearend see new alltime high sampp 500 spx 6100,0.34
10
+ 1838722759297503236,2024-12-30 11:00:50+00:00,welcome discord group spy qqq ath ccl amd aapl msfy ba cost mist amzn inuv,0.0772
11
+ 1838722759297503236,2024-12-30 11:00:06+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino byfc tsla spy boxl aapl ayro achv,-0.128
12
+ 1838722759297503236,2024-12-30 10:59:28+00:00,entry amp exit daily discord link solo byfc tsla spy boxl aapl ayro bngo dkng,-0.4019
13
+ 1838722759297503236,2024-12-30 10:58:55+00:00,really amazing place lot thanks community tcehy rkt fb uber ayx ddog baba bngo aapl tsla,0.7902
14
+ 1570656477282709505,2024-12-30 10:58:23+00:00,alerted entry metx resulting win 121 dont miss check u join excitement nakd tsla aapl nio spy intc ge sndl nxtd kgc zom,0.8639
15
+ 1838722759297503236,2024-12-30 10:58:14+00:00,spx spy amzn aapl amd fb shop bynd nvda googl msft tsla able close 100profit,0.0
16
+ 1723310981239980032,2024-12-30 10:58:09+00:00,rop afl bk onei ripping 115 close vol flying short sweatingath 139 toast soon w breakout brewing let goooo unp aapl atge,0.0
17
+ 1838722759297503236,2024-12-30 10:57:38+00:00,member profit stay patient let trade play spy riot mara roku pdt aapl,0.1779
18
+ 1717106926725820416,2024-12-30 10:57:36+00:00,huawei cut smartphone price 20 amid intense market competition aapl,-0.2023
19
+ 1838722759297503236,2024-12-30 10:55:58+00:00,entry amp exit daily discord link abnb spy solo w jagx ino byfc tsla spy boxl aapl mu bngo,-0.4019
20
+ 1597713129726672897,2024-12-30 10:55:20+00:00,good morning aapl fan found nice relic silo yesterday,0.7906
21
+ 1838722759297503236,2024-12-30 10:54:43+00:00,hi everyone make big profit u stng gold rcl aal net aapl qqq amzn nvda ba tsla baba amd aapl nflx,0.4404
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+ 1570656477282709505,2024-12-30 10:54:03+00:00,link join free stock chatroom amzn aapl amd fb boxl ba pfe mcd ups mmm sint solo,0.6705
23
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25
+ 1570656477282709505,2024-12-30 10:52:21+00:00,today saw mix gain loss however rewarding group winning side join u success aapl nio spy wmt fb pt pton gme tsla mvis baba,0.93
26
+ 1838722759297503236,2024-12-30 10:52:11+00:00,option stock alert discord link solo w jagx ino byfc tsla spy boxl aapl ayro bngo dkng appl,-0.128
27
+ 1799212098771410944,2024-12-30 10:51:32+00:00,bst 8 tech yield qqq nvda msft aapl avgo,0.0
28
+ 1821610654337478656,2024-12-30 10:51:30+00:00,bst 8 tech yield qqq nvda msft aapl avgo,0.0
29
+ 1838722759297503236,2024-12-30 10:51:28+00:00,alert update watchlist discord aal nakd dynt ino gnu uavs spy boxl aapl ayro achv abus tlry,-0.128
30
+ 1838722759297503236,2024-12-30 10:50:52+00:00,kndi sq spy nflx dis ibio hpty nio nkla aapl alert spike right big news drop free discord chatroom,0.1779
31
+ 1860226075584040960,2024-12-30 10:50:23+00:00,aapl berkshire hathaway cut stake apple significantly year reducing holding 600 million share,0.0258
32
+ 1258103903553499143,2024-12-30 10:49:57+00:00,29 active option signal active signal list updated market day aapl option predictor app,0.6597
33
+ 1838722759297503236,2024-12-30 10:49:53+00:00,alert spike right big news drop free discord chatroom amzn aapl spy aapl msft bynd tsla mark riot nok,-0.4404
34
+ 1570656477282709505,2024-12-30 10:49:47+00:00,aapl anticipate acquisition news day dgtw tsnp opti blrx csoc tgrr gme,0.0
35
+ 1838722759297503236,2024-12-30 10:48:38+00:00,entry amp exit free chatroom link spy tsla solo bioc abus gnu royt aim aapl,0.5106
36
+ 1570656477282709505,2024-12-30 10:48:26+00:00,welcome professional trading room kndi vtiq hcac evsi blnk fcel plug bldp aapl,0.4588
37
+ 1838722759297503236,2024-12-30 10:47:52+00:00,bast stock group discord solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
38
+ 1570656477282709505,2024-12-30 10:47:44+00:00,excited tomorrow kickoff numerous promising setup await discover right way trade amzn aapl ba baba fb tsla msft roku,0.6705
39
+ 1838722759297503236,2024-12-30 10:47:07+00:00,best stock trade group free chatroom link amzn amc spy qqq ath ccl amd aapl msfy ba gnu,0.8176
40
+ 1570656477282709505,2024-12-30 10:46:45+00:00,started trading 6 month ago turned 5k 49k big thanks amazing community amzn fb love work aapl amd mnta gld,0.8979
41
+ 1818955897407721472,2024-12-30 10:45:56+00:00,day range join elevate trading skill group link spx qqq esf nqf clf gdx aapl tsla vix nvda msft,0.296
42
+ 1838722759297503236,2024-12-30 10:45:35+00:00,join profitable trading group goog aapl spy amzn tdoc tsla cost ba nflx nvda,0.6249
43
+ 126792470,2024-12-30 10:45:15+00:00,bast stock group discord solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
44
+ 1838722759297503236,2024-12-30 10:45:04+00:00,best stock trade group free chatroom link amzn amc spy qqq ath ccl amd aapl msfy ba,0.8176
45
+ 1838722759297503236,2024-12-30 10:44:26+00:00,80k people join discord group cgm apt jakk dynt spv lmnd spy boxl aapl ayro bngo phun,-0.128
46
+ 1838722759297503236,2024-12-30 10:43:52+00:00,check subscriber alert discord baba jfk cemi spy shop amzn nvda roku ebay amd tsla aapl,-0.128
47
+ 1664957798629920769,2024-12-30 10:43:09+00:00,aapl set ready run,0.3612
48
+ 126792470,2024-12-30 10:42:58+00:00,entry amp exit free chatroom link spy tsla solo bioc abus gnu royt aim aapl,0.5106
49
+ 1838722759297503236,2024-12-30 10:42:44+00:00,check discord group trading chatroomcommunity edsa kodk dow gnu idex bsbs tsla taop jfk cemi spy shop amzn nvda roku ebay amd aapl,-0.4019
50
+ 74408465,2024-12-30 10:42:29+00:00,caut1on inauguration day stock index pump1ng detected qqq iwm nvda tsla aapl msft,0.0
51
+ 126792470,2024-12-30 10:41:40+00:00,alert update watchlist discord aal nakd dynt spy boxl aapl ayro achv abus tlry,-0.128
52
+ 126792470,2024-12-30 10:40:37+00:00,kndi sq spy nflx dis ibio hpty nio nkla aapl alert spike right big news drop free discord chatroom,0.1779
53
+ 126792470,2024-12-30 10:40:04+00:00,free stock trading discord ge aal dis dal aapl msft tsla sq nflx spy roku spce ino uvxy vxx rad,0.1531
54
+ 1838722759297503236,2024-12-30 10:39:55+00:00,entry amp exit daily discord link solo w jagx ino byfc tsla spy boxl aapl ayro bngo phun,-0.4019
55
+ 126792470,2024-12-30 10:39:27+00:00,alert given trading chat discord join free spy qqq amzn nvda ba tsla baba amd aapl nflx twtr aal,0.6124
56
+ 1838722759297503236,2024-12-30 10:39:14+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
57
+ 107379959,2024-12-30 10:38:38+00:00,aapl gtgtgt iphone 16,0.0
58
+ 126792470,2024-12-30 10:38:08+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino gnu uavs ino byfc tsla spy boxl aapl ayro achv,-0.128
59
+ 126792470,2024-12-30 10:35:45+00:00,dsa kodk dow tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese gmbl meta option alert 90 success rate,0.7096
60
+ 1838722759297503236,2024-12-30 10:34:54+00:00,bast stock group discord byfc tsla spy boxl aapl ayro bngo phun kodk,-0.4019
61
+ 1838722759297503236,2024-12-30 10:33:41+00:00,learn trading get alert idea update analysis amd nvda tsla ndx spy aapl baba nflx roku ba cost mcd,0.296
62
+ 126792470,2024-12-30 10:33:40+00:00,join profitable trading group goog aapl spy amzn tdoc tsla cost ba nflx nvda,0.6249
63
+ 1844556279408390144,2024-12-30 10:33:24+00:00,aapl go,0.0
64
+ 1701830647458021376,2024-12-30 10:33:17+00:00,aapl set ready run,0.3612
65
+ 1838722759297503236,2024-12-30 10:32:56+00:00,discord better executive trading chat room tsla rock uavs cetx dgly tsla spy amaz aapl er fb bb fl de zm,0.0516
66
+ 126792470,2024-12-30 10:32:35+00:00,cemi spy tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese spce fcel trip bynd profitable trading community,0.4404
67
+ 1838722759297503236,2024-12-30 10:32:12+00:00,spy qqq dis tsla shop amd aapl sq amzn gld vxx msft thanks discord group trader join,0.34
68
+ 15296897,2024-12-30 10:31:30+00:00,aapl ssnlf siuif huawei slash price several highend device report,-0.2732
69
+ 126792470,2024-12-30 10:31:12+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
70
+ 1838722759297503236,2024-12-30 10:30:00+00:00,couple stats quote week ahead join discord esf nqf ymf spy spx qqq tlt fb amzn aapl nvda nflx googl tsla xlk xle xlf,-0.128
71
+ 1813191458314207232,2024-12-30 10:29:54+00:00,23 december investor gravitated towards megacap technology stock collectively known batmmaan broadcom nvidia tsla amazon msft meta aapl goog company significantly contributed sampp 500 market capitalization increase,0.4588
72
+ 126792470,2024-12-30 10:29:46+00:00,spy qqq dis tsla shop amd aapl sq amzn gld vxx msft thanks discord group trader join,0.34
73
+ 1838722759297503236,2024-12-30 10:29:22+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino gnu uavs ino byfc tsla spy boxl aapl ayro achv,-0.128
74
+ 126792470,2024-12-30 10:29:10+00:00,80k people join discord group cgm apt jakk dynt spv lmnd spy boxl aapl ayro bngo phun,-0.128
75
+ 1838722759297503236,2024-12-30 10:28:44+00:00,dsa kodk dow tsla shop amzn nvda roku ebay amd bb dal dow kodk aapl ese gmbl meta option alert 90 success rate,0.7096
76
+ 126792470,2024-12-30 10:28:35+00:00,chatroom interms alertcallsanalysis cgm apt jakk boxl aapl ayro bngo,0.0
77
+ 1838722759297503236,2024-12-30 10:28:13+00:00,alert update watchlist discord aal nakd dynt spy boxl aapl ayro achv abus tlry,-0.128
78
+ 126792470,2024-12-30 10:28:05+00:00,alert update watchlist discord chatroom stock optionsforex aal nakd dynt ino byfc tsla spy boxl aapl ayro achv,-0.128
79
+ 1562690423814234112,2024-12-30 10:28:05+00:00,aapl set ready run,0.3612
80
+ 1838722759297503236,2024-12-30 10:27:29+00:00,alert given trading chat discord join free spy qqq amzn nvda ba tsla baba amd aapl nflx twtr aal,0.6124
81
+ 126792470,2024-12-30 10:27:27+00:00,really amazing place lot thanks community tcehy rkt fb uber ayx ddog baba bngo aapl tsla,0.7902
82
+ 1838722759297503236,2024-12-30 10:26:51+00:00,chatroom interms alertcallsanalysis cgm apt jakk boxl aapl ayro bngo,0.0
83
+ 126792470,2024-12-30 10:26:44+00:00,option stock alert discord link solo w jagx ino byfc tsla spy boxl aapl ayro bngo dkng appl,-0.128
84
+ 1838722759297503236,2024-12-30 10:26:25+00:00,free stock trading discord ge aal dis dal aapl msft tsla sq nflx spy roku spce ino uvxy vxx rad,0.1531
85
+ 126792470,2024-12-30 10:26:07+00:00,discord better executive trading chat room tsla rock uavs cetx dgly tsla spy amaz aapl er fb bb fl de zm,0.0516
86
+ 1076038709760442368,2024-12-30 10:26:00+00:00,quick excel nothing fancy nasdaq ytd return 32 index mean close 29 stdev pretty large thx aapl mstr pltr nvda,0.8271
87
+ 1838722759297503236,2024-12-30 10:25:53+00:00,best stock trader group update chatroom analysis bidu save work aapl c msft spy amd,0.8126
88
+ 126792470,2024-12-30 10:25:40+00:00,entry amp exit daily discord link abnb spy solo w jagx ino byfc tsla spy boxl aapl mu bngo,-0.4019
89
+ 1838722759297503236,2024-12-30 10:25:14+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
90
+ 126792470,2024-12-30 10:25:13+00:00,check discord group trading chatroomcommunity edsa kodk dow gnu idex bsbs tsla taop jfk cemi spy shop amzn nvda roku ebay amd aapl,-0.4019
91
+ 126792470,2024-12-30 10:24:07+00:00,alert spike right big news drop free discord chatroom amzn aapl spy aapl msft bynd tsla mark riot nok,-0.4404
92
+ 1809216681790906369,2024-12-30 10:23:59+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
93
+ 1837978089072349185,2024-12-30 10:23:28+00:00,best stock trader group update chatroom analysis bidu save work aapl c msft spy amd,0.8126
94
+ 1808914016896700416,2024-12-30 10:23:17+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
95
+ 1157100233702170624,2024-12-30 10:22:33+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
96
+ 1837978089072349185,2024-12-30 10:22:19+00:00,top chatroom join free amp premium service spx spy amzn aapl amd fb shop bynd nvda googl msft tsla,0.743
97
+ 1270789996635660291,2024-12-30 10:22:05+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
98
+ 1837978089072349185,2024-12-30 10:21:40+00:00,member profit stay patient let trade play spy riot mara roku pdt aapl,0.1779
99
+ 262183335,2024-12-30 10:21:37+00:00,good morning trader aapl abbv adbe amat amd amzn azo ba baba bynd dis fb fdx goog hd intc iwm jpm lmt low msft nflx nvda qqq rh roku snap spy tlt tsla uvxy v vxx xom,0.2023
100
+ 126792470,2024-12-30 10:21:14+00:00,check subscriber alert discord baba jfk cemi spy shop amzn nvda roku ebay amd tsla aapl,-0.128
101
+ 1562690423814234112,2024-12-30 10:21:12+00:00,aapl set ready run,0.3612
102
+ Witty-Performance-23,2024-05-08 14:07:32,worried aapl long term,-0.296
103
+ PotatoTrader1,2024-12-13 04:05:07,aapl buyback machine,0.0
104
+ Airmang74,2024-10-01 04:54:10,msft aapl,0.0
105
+ sleeping_in_,2020-10-13 09:19:24,213000 apple aapl stock start diversify,0.0
106
+ msaleem,2023-09-07 13:15:44,china plan expand ban iphones aapl drop 3,-0.5267
107
+ Luka77GOATic,2024-03-21 11:32:28,u department justice doj preparing sue apple aaplo soon thursday allegedly violating antitrust law,-0.0258
108
+ paq12x,2022-12-22 19:41:41,aapl 52week low,-0.2732
109
+ Illustrious-Option-9,2023-06-05 11:59:58,aapl reach time high premarket trading,0.0258
110
+ amoottake,2022-08-17 19:45:51,sold aapl,0.0
111
+ rpatel09,2023-12-27 15:19:02,whats could next tsla aapl term returned last 10 year,0.0
112
+ gblack00,2020-08-07 15:58:10,buy aapl front 41 stock split stock split add 8 first year following split,0.0
113
+ shawndend,2023-12-10 21:33:37,sell hold aapl,0.0
114
+ leontes,2024-06-10 18:43:36,underestimating aapl,0.0
115
+ DippySwitch,2021-11-01 20:12:01,could put 3k aapl msft fb would choose,0.0
116
+ Kianna_hd,2022-06-09 02:02:21,apple aaplus continues increase financial service subsidiary provide loan future,0.3182
117
+ apooroldinvestor,2022-05-07 20:13:40,far think msft aapl could fall,0.0
118
+ srkdummy3,2024-06-09 21:38:59,decline smartphone sale aapl poised tackle,0.25
119
+ No_Cow1,2023-06-23 10:24:31,aapl stock continues climb 3t new trading high,0.0
120
+ novapants,2021-12-12 14:20:42,apple aapl short term outlook,0.0
121
+ the13thrabbit,2019-12-28 10:48:33,microsoft msft apple aapl bigger germany entire stock market,0.0
122
+ maximalsimplicity,2023-08-07 13:47:06,anyone think aapl buy,0.0
123
+ provoko,2023-06-05 20:27:12,aapl price dump vr headset reveal,-0.3818
124
+ designatedtruth,2023-11-07 22:30:25,voo aapl msft googl amzn intc next 5 year,0.0
125
+ 8-tentacles,2021-10-31 17:02:20,aapl able grow much,0.0
126
+ apooroldinvestor,2022-11-03 20:10:25,msft googl aapl still beating market,-0.4588
127
+ cheechuu,2020-10-29 21:01:58,aapl price drop 5 beat earnings,-0.2732
128
+ ZloiAris,2020-06-22 19:06:10,moment aapl announced ending partnership intc intc stock price jumped 1,0.0
129
+ Lukee67,2024-12-12 09:40:06,come aapl isnt affected rise ai market,0.1139
130
+ just_lick_my_ass,2021-03-09 00:49:14,aapl due bounce,0.0
131
+ kriptonicx,2022-08-15 16:43:10,aapl nearing time high thought,0.0
132
+ DutyTop8086,2024-06-09 23:18:01,apple aapl rollercoaster jump,0.0
133
+ KCGuy59,2023-05-07 21:47:07,aapl go second quarter warren buffett continues love brkb,0.6369
134
+ Puginator,2024-05-02 20:32:20,apple announces largestever 110 billion share buyback iphone sale drop 10,0.0258
135
+ HopefulIvyAdmit,2021-10-23 19:47:06,buy aapl share,0.296
136
+ Migueli2021,2022-04-07 20:48:11,choose one dividend stock right would choose criterion bellow aapl msft etf,0.0
137
+ Kianna_hd,2022-05-23 02:18:21,apple aaplus plan increase production india vietnam,0.3182
138
+ PeekingPotato,2021-11-29 22:15:28,aapl good buy right,0.4404
139
+ kriptonicx,2022-03-24 20:38:58,aapl less 5 high,0.0
140
+ rockinoutwith2,2022-02-02 21:08:51,metafacebook stock crash 15 ah earnings release,-0.4019
141
+ Gothlander,2020-08-13 20:39:56,epic game sue apple see aapl come price tomorrow,0.0
142
+ zipiddydooda,2020-10-24 20:06:54,aapl receives 10b year goog make google homepage default page safari,0.0
143
+ Life-is-beautiful-,2022-10-08 10:22:36,thought aapl long term,0.0
144
+ themagicalpanda,2024-11-02 12:19:31,warren buffetts berkshire hathaway sold 14 billion worth apple quarter cash pile hit record 325 billion,0.2263
145
+ _DeanRiding,2023-03-28 09:45:06,apple aapl spend billion entertainment,0.4215
146
+ novapants,2021-02-25 21:17:22,apple aapl discussion,0.0
147
+ calipfarris01,2021-03-24 19:44:05,right,0.0
148
+ BUYMSFT,2023-05-19 16:29:57,aapl room grow,0.0
149
+ karnoculars,2021-12-29 20:22:17,red year sp500 30,0.0
150
+ a-wild-yasuo,2022-05-16 16:34:05,sold position goog pypl amzn aapl msft today 50000 left 120000,0.0
151
+ apooroldinvestor,2021-08-17 01:50:23,25 portfolio msft aapl googl trouble,-0.4019
152
+ arminoxx,2019-04-16 22:59:52,qcom v aapl settlement lost opportunity make 50000 stupid decision,-0.4404
153
+ greecher,2024-05-24 13:50:05,moving aapl,0.0
154
+ letak2018,2021-04-28 14:23:50,earnings day thought aapl,0.0
155
+ apooroldinvestor,2022-12-17 03:47:21,would buy aapl 130,0.0
156
+ gevham,2023-05-01 21:36:10,aapl earnings release bear case msft missed big time hardware part,-0.296
157
+ apooroldinvestor,2022-04-02 05:13:39,selling aapl share monday downside risk v upside,-0.2263
158
+ TonyLiberty,2023-07-29 23:19:20,intel intc earnings beat expectation good news apple aapl qualcomm qcom amd amd,0.4404
159
+ Le7emesens,2024-09-08 21:02:32,aapl monday morning arbitrage trade codename 7senshinos arbitrage,0.0
160
+ thelastsubject123,2024-06-24 22:50:08,nvidia slide third straight session loses 500b market cap,-0.1027
161
+ Beetlejuice_hero,2022-03-03 14:31:44,day 13 year ago barack obama almost perfectly call bottom stock market longest bull market u history,0.6003
162
+ guyastronomer,2021-09-11 05:43:45,good time buy aapl apple inc,0.4404
163
+ mill40,2020-09-18 16:59:38,bought lot aapl share im losing lot money,-0.1027
164
+ Euro347,2024-05-31 18:42:44,nvda overtakes msft aapl valuable company world,0.4767
165
+ bwang29,2022-10-28 00:25:02,aapl sucking blood intc amd meta goog msft nflx spot zero sum game etc,0.0
166
+ apooroldinvestor,2022-04-29 15:17:11,would investor accept 5 year return aapl,0.3818
167
+ LIBERAL_LAZY_LOSER,2022-05-15 15:49:25,friendly reminder everyone 2030 year old ride wave people retirement age consider going cash,0.4939
168
+ apooroldinvestor,2021-09-05 15:53:25,aapls revenue growth declining,0.3818
169
+ apooroldinvestor,2022-01-04 03:35:15,sell mega cap msft aapl buy back lower,-0.296
170
+ TheYoungLung,2024-06-17 01:56:07,whats one win big stock,0.5859
171
+ PleasantAnomaly,2022-10-26 06:55:40,bad news swarming aapl,-0.5423
172
+ AptitudeSky,2022-01-03 18:58:00,apple hit 3 trillion market cap becoming first company hit mark,0.0
173
+ Ubikinon44,2022-03-05 16:25:27,started investing buying stock like aaplgoogl voowhat low risk way invest next 10 year,-0.1779
174
+ apooroldinvestor,2021-04-07 04:07:25,msft aapl ever go bankrupt,-0.5574
175
+ apooroldinvestor,2021-09-04 20:16:43,aapl cash,0.0
176
+ AP9384629344432,2022-10-21 16:16:28,there index fund stock vti aapl welcome world small cap value stock,0.6597
177
+ AlligatorHalfMan123,2022-01-26 06:12:18,bad apple aapl heavily overvalued,-0.5423
178
+ Rico_Stonks,2022-06-16 20:56:29,aapl get back ath 4 year,0.0
179
+ durustakta,2024-10-26 11:55:44,whats stock youll never sell,0.0
180
+ Jones131212,2023-12-14 11:35:56,apple stock close alltimehigh added 1 trillion market cap 2023,0.0
181
+ Euro347,2024-07-08 22:14:54,msft aapl overvalued overbought wallstreet expecting much ai,0.0
182
+ chrisdh79,2021-03-31 14:57:24,ubs upgrade aapl buy raise price target iphone stability auto opportunity,0.4215
183
+ wsb_shitposting,2021-04-01 13:55:07,tried predict stock market every day march here went learned,0.0
184
+ safari-dog,2023-06-11 22:55:34,would like opinion selling aaplmsft share,0.5719
185
+ MainlineX,2021-04-07 05:15:25,youth broad stroke ive learned 20 year investing,0.0
186
+ Rmogo21,2020-11-07 15:42:28,true market leader tml find ex shop 20162020 zm 2020 aapl 20052012,0.4215
187
+ apooroldinvestor,2021-12-21 05:08:00,dan ives aapl 230 tsla 1800,0.0
188
+ Oscuridad_mi_amigo,2021-11-11 21:50:25,nine u governor press u lawmaker pas 52 billion semiconductor funding bill taiwan unreliable potentially trillion risk,-0.2732
189
+ UltimateTraders,2021-09-11 01:20:06,apple come car buying apple car tesla tsla 3000 higher aapl honest curious cathie say,0.6808
190
+ ImCoolOnTheInternet,2022-01-04 15:56:25,1 share amzn 18 share aapl,0.5267
191
+ punkzlol,2020-08-11 21:43:23,aapl gain close 1 trillion market cap since 2019,0.5267
192
+ apooroldinvestor,2022-01-05 04:59:59,aapl msft googl etc return 17 next 10 year,0.0
193
+ WallabyUpstairs1496,2021-11-06 00:11:21,first time 2 decade goog higher pe ration aapl msft america valuable brand aapl,0.4767
194
+ Kogorashi,2021-02-25 16:13:40,deal market bloodbath,0.0
195
+ senttoschool,2022-02-22 02:27:46,6 reason aapl isnt pandemic stock,0.0
196
+ big--if-true,2022-10-16 21:30:36,u sanction chinese semiconductor decapitate industry expert say,0.0
197
+ MrDegi,2021-07-24 10:28:39,anyone else feel incredibly bored weekend stock price look,-0.3384
198
+ aquaBluu,2022-10-28 18:30:59,apple today good example market hard,0.3612
199
+ PeekingPotato,2021-05-24 19:23:28,apple stock analysis aapl good buy,0.4404
200
+ Steven_on_the_run,2024-03-23 20:13:09,apple going war u lawsuit add iphone maker antitrust woe,-0.8225
201
+ anaccountwascreated,2020-11-23 18:47:25,disney aapl steal right,-0.4939
merged_stock_data.csv ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Date,Open,High,Low,Close,Volume,Dividends,Stock Splits,SMA_20,EMA_20,RSI,EMA_12,EMA_26,MACD,Signal_Line,20_SMA,Upper_Band,Lower_Band,MA5,MA20,Price Change,Pct Change,Stock_Type
2
+ 2024-11-29 00:00:00-05:00,234.8099975585937,237.8099975585937,233.97000122070312,237.3300018310547,28481400,0.0,0.0,,237.3300018310547,,237.3300018310547,237.3300018310547,0.0,0.0,,,,237.3300018310547,237.3300018310547,0.0,0.0,AAPL
3
+ 2024-12-02 00:00:00-05:00,237.2700042724609,240.7899932861328,237.16000366210932,239.58999633789065,48137100,0.0,0.0,,237.5452394031343,,237.67769329364484,237.49740883156107,0.1802844620837618,0.0360568924167523,,,,239.58999633789065,239.58999633789065,2.259994506835966,0.9522582435425696,AAPL
4
+ 2024-12-03 00:00:00-05:00,239.8099975585937,242.759994506836,238.8999938964844,242.6499938964844,38861000,0.0,0.0,,238.03140649773908,,238.4426626171586,237.8790817993332,0.5635808178254251,0.1415616774984869,,,,242.6499938964844,242.6499938964844,3.05999755859375,1.277180852859261,AAPL
5
+ 2024-12-04 00:00:00-05:00,242.8699951171875,244.1100006103516,241.25,243.009994506836,44383900,0.0,0.0,,238.5055577367007,,239.1453290617244,238.25914940729635,0.8861796544279912,0.2904852728843878,,,,243.009994506836,243.009994506836,0.3600006103515625,0.1483620933059315,AAPL
6
+ 2024-12-05 00:00:00-05:00,243.9900054931641,244.5399932861328,242.1300048828125,243.0399932861328,40033900,0.0,0.0,,238.9374087414085,,239.74450817317185,238.61328599091385,1.1312221822579716,0.4586326547591045,,,,241.12399597167968,243.0399932861328,0.0299987792968465,0.0123446689333617,AAPL
7
+ 2024-12-06 00:00:00-05:00,242.91000366210932,244.6300048828125,242.0800018310547,242.83999633789065,36870600,0.0,0.0,,239.3090837505973,,240.2207371215901,238.92637564624548,1.2943614753446298,0.6257784188762097,,,,242.2259948730469,242.83999633789065,-0.199996948242159,-0.0822897275209788,AAPL
8
+ 2024-12-09 00:00:00-05:00,241.8300018310547,247.2400054931641,241.75,246.75,44649200,0.0,0.0,,240.0177424410166,,241.225239102884,239.5059033761532,1.7193357267307476,0.8444898804471173,,,,243.6579956054688,246.75,3.9100036621093466,1.6101151873964437,AAPL
9
+ 2024-12-10 00:00:00-05:00,246.88999938964844,248.2100067138672,245.33999633789065,247.7700042724609,36914800,0.0,0.0,,240.75605309163035,,242.23212605204964,240.118058998102,2.114067053947707,1.0984053151472353,,,,244.68199768066407,247.7700042724609,1.020004272460909,0.4133755916761572,AAPL
10
+ 2024-12-11 00:00:00-05:00,247.9600067138672,250.8000030517578,246.259994506836,246.4900054931641,45205800,0.0,0.0,,241.3021437965384,,242.8871844276057,240.5900550347732,2.2971293928324883,1.338150130684286,,,,245.37799987792968,246.4900054931641,-1.2799987792968182,-0.5166076430661359,AAPL
11
+ 2024-12-12 00:00:00-05:00,246.88999938964844,248.7400054931641,245.67999267578125,247.9600067138672,32777500,0.0,0.0,,241.93622597914108,,243.66761862549208,241.13597738137275,2.531641244119328,1.5768483533712945,,,,246.36200256347652,247.9600067138672,1.4700012207030966,0.5963735599591624,AAPL
12
+ 2024-12-13 00:00:00-05:00,247.82000732421875,249.2899932861328,246.2400054931641,248.1300048828125,33155300,0.0,0.0,,242.52610968425265,,244.3541395881568,241.6540534925905,2.700086095566263,1.8014959018102883,,,,247.42000427246091,248.1300048828125,0.1699981689453125,0.0685587047678515,AAPL
13
+ 2024-12-16 00:00:00-05:00,247.9900054931641,251.3800048828125,247.6499938964844,251.0399932861328,51694800,0.0,0.0,,243.33695574157457,,245.38273246476848,242.34930829211217,3.0334241726563107,2.047881555979493,,,,248.2780029296875,251.0399932861328,2.9099884033203125,1.1727676403724852,AAPL
14
+ 2024-12-17 00:00:00-05:00,250.0800018310547,253.8300018310547,249.77999877929688,253.47999572753903,51356400,0.0,0.0,,244.30295954976168,,246.6284652744255,243.17380365769927,3.454661616726156,2.3292375681288258,,,,249.4200012207031,253.47999572753903,2.4400024414062216,0.9719576588042456,AAPL
15
+ 2024-12-18 00:00:00-05:00,252.16000366210932,254.27999877929688,247.7400054931641,248.0500030517578,56774100,0.0,0.0,,244.65982083566607,71.84191283455579,246.8471633940151,243.5350036128148,3.3121597812003074,2.525822010743122,,,,249.73200073242188,248.0500030517578,-5.429992675781222,-2.1421779893107677,AAPL
16
+ 2024-12-19 00:00:00-05:00,247.5,252.0,247.08999633789065,249.7899932861328,60882300,0.0,0.0,,245.14840868809148,73.70625285957485,247.29990645434088,243.9983361812087,3.301570273132171,2.680971663220932,,,,250.097998046875,249.7899932861328,1.739990234375,0.7014675319362729,AAPL
17
+ 2024-12-20 00:00:00-05:00,248.0399932861328,255.0,245.69000244140625,254.4900054931641,147495300,0.0,0.0,,246.0380845742889,75.94014003877392,248.4060755372368,244.7754968709832,3.6305786662535695,2.8708930638274595,,,,251.3699981689453,254.4900054931641,4.700012207031278,1.8815854651340835,AAPL
18
+ 2024-12-23 00:00:00-05:00,254.7700042724609,255.6499938964844,253.4499969482422,255.2700042724609,40858800,0.0,0.0,,246.91731502173383,73.86538671295861,249.46206457342507,245.5528677896112,3.9091967838139112,3.0785538078247496,,,,252.21600036621092,255.2700042724609,0.7799987792968182,0.3064948573462844,AAPL
19
+ 2024-12-24 00:00:00-05:00,255.4900054931641,258.2099914550781,255.2899932861328,258.20001220703125,23234700,0.0,0.0,,247.9918576108098,76.18066283434823,250.8063642093645,246.48969330201265,4.316670907351806,3.3261772277301613,,,,253.16000366210935,258.20001220703125,2.930007934570341,1.1478073747525075,AAPL
20
+ 2024-12-26 00:00:00-05:00,258.19000244140625,260.1000061035156,257.6300048828125,259.0199890136719,27237100,0.0,0.0,,249.04215583965384,76.81209808030943,252.0699987946425,247.41786335472813,4.65213543991436,3.591368870167001,,,,255.3540008544922,259.0199890136719,0.819976806640625,0.3175742710589624,AAPL
21
+ 2024-12-27 00:00:00-05:00,257.8299865722656,258.70001220703125,253.0599975585937,255.58999633789065,42317100,0.0,0.0,248.5244995117188,249.66575969662875,69.30065433150456,252.6115368782192,248.0232065386661,4.588330339553039,3.790761164044209,248.5244995117188,260.73561703295906,236.3133819904785,256.5140014648438,248.52449951171877,-3.4299926757812216,-1.3242192962953814,AAPL
22
+ 2024-11-29 00:00:00-05:00,336.0799865722656,345.45001220703125,334.6499938964844,345.1600036621094,37167600,0.0,0.0,,345.1600036621094,,345.1600036621094,345.1600036621094,0.0,0.0,,,,345.1600036621094,345.1600036621094,0.0,0.0,TSLA
23
+ 2024-12-02 00:00:00-05:00,352.3800048828125,360.0,351.1499938964844,357.0899963378906,77986500,0.0,0.0,,346.2961934407552,,346.9953871506912,346.04370682327834,0.9516803274128164,0.1903360654825633,,,,357.0899963378906,357.0899963378906,11.92999267578125,3.4563659025395044,TSLA
24
+ 2024-12-03 00:00:00-05:00,351.79998779296875,355.69000244140625,348.20001220703125,351.4200134277344,58267200,0.0,0.0,,346.784176296658,,347.6760988856209,346.44195175694176,1.234147128679126,0.3990982781218759,,,,351.4200134277344,351.4200134277344,-5.66998291015625,-1.5878302299992542,TSLA
25
+ 2024-12-04 00:00:00-05:00,353.0,358.1000061035156,348.6000061035156,357.92999267578125,50810900,0.0,0.0,,347.8456826184792,,349.253621007184,347.29291775092986,1.9607032562541349,0.7114192737483278,,,,357.92999267578125,357.92999267578125,6.509979248046875,1.8524782309774723,TSLA
26
+ 2024-12-05 00:00:00-05:00,359.8699951171875,375.4299926757813,359.5,369.489990234375,81403600,0.0,0.0,,349.9070452485645,,352.366908580598,348.93714534229616,3.4297632383018595,1.255088066659034,,,,356.21799926757814,369.489990234375,11.55999755859375,3.2296811653515167,TSLA
27
+ 2024-12-06 00:00:00-05:00,377.4200134277344,389.489990234375,370.7999877929688,389.2200012207031,81455800,0.0,0.0,,353.65113629353004,,358.0366151406142,351.92106059254854,6.115554548065632,2.2271813629403536,,,,365.0299987792969,389.2200012207031,19.730010986328125,5.3397958017247005,TSLA
28
+ 2024-12-09 00:00:00-05:00,397.6099853515625,404.7999877929688,378.010009765625,389.7900085449219,96359200,0.0,0.0,,357.0929336508055,,362.9217525874307,354.7261678482799,8.195584739150831,3.4208620381824493,,,,371.5700012207032,389.7900085449219,0.57000732421875,0.1464486209421522,TSLA
29
+ 2024-12-10 00:00:00-05:00,392.6799926757813,409.7300109863281,390.8500061035156,400.989990234375,97563600,0.0,0.0,,361.27360570638353,,368.7784045331144,358.1531176546573,10.625286878457132,4.861747006237386,,,,381.4839965820312,400.989990234375,11.199981689453123,2.873337295448497,TSLA
30
+ 2024-12-11 00:00:00-05:00,409.7000122070313,424.8800048828125,402.3800048828125,424.7699890136719,104287600,0.0,0.0,,367.3208803070777,,377.3924944532002,363.087700718288,14.30479373491221,6.750356351972352,,,,394.85199584960935,424.7699890136719,23.779998779296875,5.930322291934931,TSLA
31
+ 2024-12-12 00:00:00-05:00,424.8399963378906,429.2999877929688,415.0,418.1000061035156,87752200,0.0,0.0,,372.15698752578606,,383.6551885532487,367.1626863023789,16.49250225086979,8.69878553175184,,,,404.5739990234375,418.1000061035156,-6.66998291015625,-1.5702575706076027,TSLA
32
+ 2024-12-13 00:00:00-05:00,420.0,436.2999877929688,415.7099914550781,436.2300109863281,89000200,0.0,0.0,,378.2591802363139,,391.7436227737225,372.2787844271159,19.46483834660654,10.85199609472278,,,,413.9760009765625,436.2300109863281,18.1300048828125,4.336284290396253,TSLA
33
+ 2024-12-16 00:00:00-05:00,441.0899963378906,463.1900024414063,436.1499938964844,463.0199890136719,114083800,0.0,0.0,,386.33163821510993,,402.70921757986855,379.0003551372312,23.708862442637383,13.4233693643057,,,,428.6219970703125,463.0199890136719,26.78997802734375,6.141250567967771,TSLA
34
+ 2024-12-17 00:00:00-05:00,475.8999938964844,483.989990234375,457.510009765625,479.8599853515625,131223000,0.0,0.0,,395.239099847153,,414.5785664678215,386.4714388568113,28.107127611010185,16.360121013646598,,,,444.39599609375,479.8599853515625,16.839996337890625,3.636991217973829,TSLA
35
+ 2024-12-18 00:00:00-05:00,466.5,488.5400085449219,427.010009765625,440.1300048828125,149340800,0.0,0.0,,399.5144241362634,73.84863941433684,418.5095569932047,390.4461474513299,28.06340954187476,18.70077871929223,,,,447.4679992675781,440.1300048828125,-39.72998046875,-8.27949436951747,TSLA
36
+ 2024-12-19 00:00:00-05:00,451.8800048828125,456.3599853515625,420.0199890136719,436.1700134277344,118566100,0.0,0.0,,403.005432640213,72.40854414524134,421.2265502908246,393.8331004866191,27.39344980420549,20.439312936274884,,,,451.0820007324219,436.1700134277344,-3.959991455078125,-0.8997322180141931,TSLA
37
+ 2024-12-20 00:00:00-05:00,425.510009765625,447.0799865722656,417.6400146484375,421.05999755859375,132216200,0.0,0.0,,404.72491501339215,65.50788596763405,421.2009267935583,395.8499076771358,25.35101911642255,21.42165417230442,,,,448.047998046875,421.05999755859375,-15.110015869140623,-3.4642491239586515,TSLA
38
+ 2024-12-23 00:00:00-05:00,431.0,434.510009765625,415.4100036621094,430.6000061035156,72698100,0.0,0.0,,407.1892094029277,68.84161848367734,422.64693899509024,398.4239890420528,24.22294995303741,21.98191332845102,,,,441.5640014648437,430.6000061035156,9.540008544921877,2.265712392589436,TSLA
39
+ 2024-12-24 00:00:00-05:00,435.8999938964844,462.7799987792969,435.1400146484375,462.2799987792969,59551800,0.0,0.0,,412.4359512482962,72.17476930228491,428.7443328080451,403.1540638374042,25.590268970640864,22.70358445688899,,,,438.0480041503906,462.2799987792969,31.67999267578125,7.357174228224572,TSLA
40
+ 2024-12-26 00:00:00-05:00,465.1600036621094,465.3299865722656,451.0199890136719,454.1300048828125,76366400,0.0,0.0,,416.40681349920254,68.25082696760646,432.64982081954776,406.9300594703975,25.719761349150303,23.30681983534125,,,,440.8480041503906,454.1300048828125,-8.149993896484375,-1.7629994630971146,TSLA
41
+ 2024-12-27 00:00:00-05:00,449.5199890136719,450.0,426.5,431.6600036621094,82330900,0.0,0.0,412.95500030517576,417.8594982766222,59.04441530244565,432.4975412568649,408.761907188302,23.735634068562888,23.39258268198558,412.95500030517576,494.37262639715743,331.5373742131941,439.9460021972656,412.95500030517576,-22.470001220703125,-4.947922616674816,TSLA
overviestock.docx ADDED
Binary file (43.3 kB). View file
 
overviestock.pdf ADDED
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1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:ab63ed8d56e107466f9b1ebc2c9002c3f78adc2b7b871ee52f2968f94add1b09
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+ size 4152797
predict.py ADDED
@@ -0,0 +1,149 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ import numpy as np
3
+ from sklearn.preprocessing import MinMaxScaler
4
+ from tensorflow.keras.models import Sequential, load_model
5
+ from tensorflow.keras.layers import LSTM, Dense, Dropout
6
+ from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
7
+ import matplotlib.pyplot as plt
8
+
9
+ # Load the scraped combined stock data
10
+ all_stock_data = pd.read_csv('scraped_combined_stock_data.csv')
11
+ all_stock_data['Date'] = pd.to_datetime(all_stock_data['Date'])
12
+
13
+ # Ensure 'Close' is numeric
14
+ all_stock_data['Close'] = pd.to_numeric(all_stock_data['Close'], errors='coerce')
15
+
16
+ # Drop rows with NaN values in 'Close'
17
+ all_stock_data = all_stock_data.dropna(subset=['Close'])
18
+
19
+ # Load Reddit data
20
+ reddit_data = pd.read_csv('cleaned_reddit_data.csv')
21
+ reddit_data['Date'] = pd.to_datetime(reddit_data['Date']) # Ensure datetime format
22
+
23
+ # Aggregate sentiment scores for Reddit
24
+ reddit_sentiment = reddit_data.groupby('Date')['sentiment'].mean().reset_index()
25
+ reddit_sentiment.rename(columns={'sentiment': 'reddit_sentiment'}, inplace=True)
26
+
27
+ # Load Twitter data
28
+ twitter_data = pd.read_csv('cleaned_twitter_data.csv')
29
+ twitter_data['Date'] = pd.to_datetime(twitter_data['Date']) # Ensure datetime format
30
+
31
+ # Aggregate sentiment scores for Twitter
32
+ twitter_sentiment = twitter_data.groupby('Date')['sentiment'].mean().reset_index()
33
+ twitter_sentiment.rename(columns={'sentiment': 'twitter_sentiment'}, inplace=True)
34
+
35
+ # Remove timezone information from 'Date' columns for merging
36
+ all_stock_data['Date'] = all_stock_data['Date'].dt.tz_localize(None)
37
+ reddit_sentiment['Date'] = reddit_sentiment['Date'].dt.tz_localize(None)
38
+ twitter_sentiment['Date'] = twitter_sentiment['Date'].dt.tz_localize(None)
39
+
40
+ # Merge Reddit and Twitter sentiment with stock data
41
+ all_stock_data = pd.merge(all_stock_data, reddit_sentiment, on='Date', how='left')
42
+ all_stock_data = pd.merge(all_stock_data, twitter_sentiment, on='Date', how='left')
43
+
44
+ # Fill missing sentiment scores with neutral sentiment (e.g., 0)
45
+ all_stock_data['reddit_sentiment'] = all_stock_data['reddit_sentiment'].fillna(0)
46
+ all_stock_data['twitter_sentiment'] = all_stock_data['twitter_sentiment'].fillna(0)
47
+
48
+ # Sequence creation for LSTM with multiple features
49
+ def create_sequences_multifeature(data, time_steps=60):
50
+ X, y = [], []
51
+ for i in range(len(data) - time_steps):
52
+ X.append(data[i:i + time_steps])
53
+ y.append(data[i + time_steps, 0]) # Assuming 'Close' is the target
54
+ return np.array(X), np.array(y)
55
+
56
+ # Preprocessing function for LSTM with sentiment data
57
+ def preprocess_for_lstm_multifeature(stock_data, stock_type, time_steps=60):
58
+ stock_data = stock_data[stock_data['Stock_Type'] == stock_type]
59
+ features = stock_data[['Close', 'reddit_sentiment', 'twitter_sentiment']].values
60
+
61
+ # Scale features
62
+ scaler = MinMaxScaler(feature_range=(0, 1))
63
+ features_scaled = scaler.fit_transform(features)
64
+
65
+ if len(features_scaled) > time_steps:
66
+ X, y = create_sequences_multifeature(features_scaled, time_steps)
67
+ X = X.reshape(X.shape[0], X.shape[1], features_scaled.shape[1])
68
+ return X, y, scaler
69
+ else:
70
+ raise ValueError(f"{stock_type}: Insufficient data: {len(features_scaled)} rows available, {time_steps} required.")
71
+
72
+ # Function to predict and evaluate
73
+ def predict_and_evaluate(stock_to_predict, scaler, time_steps=60):
74
+ stock_prices = all_stock_data[all_stock_data['Stock_Type'] == stock_to_predict][['Close', 'reddit_sentiment', 'twitter_sentiment']].values
75
+ if len(stock_prices) >= time_steps:
76
+ # Prepare data for prediction
77
+ last_60_features = stock_prices[-time_steps:]
78
+
79
+ # Scale the features
80
+ last_60_scaled = scaler.transform(last_60_features).reshape(1, -1, last_60_features.shape[1])
81
+
82
+ # Load the saved model
83
+ model = load_model(f'lstm_{stock_to_predict}_model_with_sentiment.h5')
84
+
85
+ # Predict next day price
86
+ predicted_price_scaled = model.predict(last_60_scaled)
87
+
88
+ # Reshape the prediction to match the number of features
89
+ predicted_price_scaled_reshaped = np.concatenate((predicted_price_scaled, np.zeros((predicted_price_scaled.shape[0], 2))), axis=1)
90
+
91
+ # Inverse transform to get the predicted 'Close' price
92
+ predicted_price = scaler.inverse_transform(predicted_price_scaled_reshaped)
93
+
94
+ # Real data for MSE and other metrics
95
+ real_data = all_stock_data[all_stock_data['Stock_Type'] == stock_to_predict].iloc[-1]['Close']
96
+
97
+ # Evaluate different metrics
98
+ mse = mean_squared_error([real_data], [predicted_price[0][0]]) # Wrap both in lists
99
+ mae = mean_absolute_error([real_data], [predicted_price[0][0]]) # Wrap both in lists
100
+ rmse = np.sqrt(mse)
101
+
102
+ # Adjusted R-squared for single prediction
103
+ def calculate_r2(real_data, predicted_data):
104
+ if len(real_data) > 1:
105
+ return r2_score(real_data, predicted_data)
106
+ else:
107
+ return np.nan # Return NaN if R² cannot be calculated
108
+
109
+ r2 = calculate_r2([real_data], [predicted_price[0][0]])
110
+
111
+ # Plot the predicted vs. actual prices
112
+ plt.figure(figsize=(12, 6))
113
+ plt.plot([real_data], label='Real Price', color='blue', marker='o')
114
+ plt.plot([predicted_price[0][0]], label='Predicted Price', color='red', marker='x')
115
+ plt.title(f"{stock_to_predict} - Predicted vs Actual Price")
116
+ plt.legend()
117
+ plt.grid(True)
118
+ plt.show()
119
+
120
+ # Plot the performance metrics
121
+ metrics = ['MSE', 'MAE', 'RMSE', 'R²']
122
+ values = [mse, mae, rmse, r2]
123
+
124
+ plt.figure(figsize=(8, 6))
125
+ plt.bar(metrics, values, color=['blue', 'green', 'red', 'purple'])
126
+ plt.title(f"{stock_to_predict} - Performance Metrics")
127
+ plt.ylabel('Values')
128
+ plt.show()
129
+
130
+ print(f"Predicted Next Day Price for {stock_to_predict}: {predicted_price[0][0]}")
131
+ print(f"Mean Squared Error (MSE) for {stock_to_predict}: {mse}")
132
+ print(f"Mean Absolute Error (MAE) for {stock_to_predict}: {mae}")
133
+ print(f"Root Mean Squared Error (RMSE) for {stock_to_predict}: {rmse}")
134
+ print(f"R-squared (R²) for {stock_to_predict}: {r2}")
135
+ else:
136
+ print(f"Insufficient data for prediction: {len(stock_prices)} rows available, {time_steps} required.")
137
+
138
+ # Allow user to input which stock to predict
139
+ stock_to_predict = input("Enter the stock symbol to predict (e.g., 'AAPL'): ")
140
+
141
+ try:
142
+ # Get the scaler from preprocessing
143
+ _, _, scaler = preprocess_for_lstm_multifeature(all_stock_data, stock_to_predict)
144
+
145
+ # Perform prediction and evaluation
146
+ predict_and_evaluate(stock_to_predict, scaler)
147
+
148
+ except ValueError as e:
149
+ print(e)
preprocess.py ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ import numpy as np
3
+
4
+ # Load the stock data for TSLA and AAPL
5
+ tsla_data = pd.read_csv('TSLA_stock_data.csv')
6
+ aapl_data = pd.read_csv('AAPL_stock_data.csv')
7
+
8
+ # Display the first few rows to understand the structure
9
+ print("TSLA data columns:", tsla_data.columns)
10
+ print("AAPL data columns:", aapl_data.columns)
11
+
12
+ # Function to preprocess stock data
13
+ def preprocess_stock_data(stock_data):
14
+ # Convert the date column to datetime
15
+ stock_data['Date'] = pd.to_datetime(stock_data['Date'], errors='coerce')
16
+
17
+ # Sort by date (just in case)
18
+ stock_data = stock_data.sort_values('Date')
19
+
20
+ # Handle missing values - forward fill for missing data
21
+ stock_data = stock_data.fillna(method='ffill')
22
+
23
+ # Add new features (e.g., moving averages)
24
+ stock_data['MA5'] = stock_data['Close'].rolling(window=5).mean() # 5-day moving average
25
+ stock_data['MA20'] = stock_data['Close'].rolling(window=20).mean() # 20-day moving average
26
+
27
+ # Calculate the daily price change and percentage change
28
+ stock_data['Price Change'] = stock_data['Close'].diff()
29
+ stock_data['Pct Change'] = stock_data['Close'].pct_change() * 100
30
+
31
+ # Fill NaN values in new features to avoid dropping rows
32
+ stock_data['MA5'] = stock_data['MA5'].fillna(stock_data['Close']) # Fill with close prices
33
+ stock_data['MA20'] = stock_data['MA20'].fillna(stock_data['Close'])
34
+ stock_data['Price Change'] = stock_data['Price Change'].fillna(0) # Fill with 0 for no change
35
+ stock_data['Pct Change'] = stock_data['Pct Change'].fillna(0) # Fill with 0% for no change
36
+
37
+ return stock_data
38
+
39
+ # Preprocess both TSLA and AAPL data
40
+ tsla_data = preprocess_stock_data(tsla_data)
41
+ aapl_data = preprocess_stock_data(aapl_data)
42
+
43
+ # Check the preprocessed data
44
+ print("TSLA Data after preprocessing:\n", tsla_data.head())
45
+ print("AAPL Data after preprocessing:\n", aapl_data.head())
46
+
47
+ # Save the cleaned data to new CSV files
48
+ tsla_data.to_csv('cleaned_TSLA_stock_data.csv', index=False)
49
+ aapl_data.to_csv('cleaned_AAPL_stock_data.csv', index=False)
reddit.py ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import praw
2
+ import csv
3
+ import time
4
+
5
+ # Define your Reddit API credentials
6
+ reddit = praw.Reddit(
7
+ client_id="nc0EAIS3qzu0oWRKqTeYbQ",
8
+ client_secret="L8UDtovV2KeffNFg-ipY7tN01WfPrQ",
9
+ user_agent = "Python:stock:v1.0 (by u/Vast-Bookkeeper-7703)"
10
+ )
11
+ # Define your search parameters
12
+ subreddit_name = "stocks" # Subreddit to search in
13
+ search_query = "AAPL" # Keyword to search for
14
+ post_count = 100 # Number of posts to fetch
15
+
16
+ # Search for posts
17
+ subreddit = reddit.subreddit(subreddit_name)
18
+ posts = subreddit.search(query=search_query, limit=post_count)
19
+
20
+ # Open a CSV file to save the posts
21
+ csv_file = open('reddit_aapl_posts.csv', 'w', newline='', encoding='utf-8')
22
+ csv_writer = csv.writer(csv_file)
23
+ csv_writer.writerow(['Title', 'Author', 'Date', 'Score', 'Comments'])
24
+
25
+ # Process the posts and save them to the CSV file
26
+ for post in posts:
27
+ title = post.title
28
+ author = post.author.name if post.author else "N/A"
29
+ created_date = time.strftime('%Y-%m-%d %H:%M:%S', time.gmtime(post.created_utc))
30
+ score = post.score
31
+ comments = post.num_comments
32
+ csv_writer.writerow([title, author, created_date, score, comments])
33
+
34
+ # Close the CSV file
35
+ csv_file.close()
36
+
37
+ print("Reddit posts saved to reddit_aapl_posts.csv")
reddit_aapl_posts.csv ADDED
@@ -0,0 +1,101 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Title,Author,Date,Score,Comments
2
+ Are you worried about AAPL long term? ,Witty-Performance-23,2024-05-08 14:07:32,353,457
3
+ AAPL The Buyback machine,PotatoTrader1,2024-12-13 04:05:07,109,62
4
+ MSFT or AAPL,Airmang74,2024-10-01 04:54:10,0,83
5
+ "I have $213,000 in Apple (AAPL) stock, should I start to diversify?",sleeping_in_,2020-10-13 09:19:24,2460,726
6
+ "China plans to expand its ban on iPhones, AAPL drops 3%+",msaleem,2023-09-07 13:15:44,769,399
7
+ "The U.S. Department of Justice (DOJ) is preparing to sue Apple (AAPL.O), as soon as Thursday for allegedly violating antitrust laws",Luka77GOATic,2024-03-21 11:32:28,606,211
8
+ AAPL is at 52-week low!,paq12x,2022-12-22 19:41:41,864,399
9
+ AAPL reaches all time high in pre-market trading,Illustrious-Option-9,2023-06-05 11:59:58,667,378
10
+ I SOLD AAPL :(,amoottake,2022-08-17 19:45:51,843,434
11
+ "Whats your ""this could be the next tsla or aapl"" in terms of what they returned in the last 10 years",rpatel09,2023-12-27 15:19:02,276,545
12
+ Buy AAPL in front of 4:1 stock split. Stock splits add 8% in first year following split.,gblack00,2020-08-07 15:58:10,1651,377
13
+ Sell or Hold $AAPL?,shawndend,2023-12-10 21:33:37,323,391
14
+ Underestimating AAPL,leontes,2024-06-10 18:43:36,288,207
15
+ "If you could put 3k into AAPL, MSFT, or FB, which would you choose?",DippySwitch,2021-11-01 20:12:01,630,712
16
+ "Apple (AAPL.US) continues to increase financial services, and its subsidiaries will provide loans in the future",Kianna_hd,2022-06-09 02:02:21,887,246
17
+ How far do you think MSFT and AAPL could fall?,apooroldinvestor,2022-05-07 20:13:40,510,526
18
+ "With decline in smartphone sales, how is AAPL poised to tackle this?",srkdummy3,2024-06-09 21:38:59,264,154
19
+ AAPL stock continues climb to $3T with new trading highs,No_Cow1,2023-06-23 10:24:31,529,199
20
+ Apple / AAPL - short term outlook,novapants,2021-12-12 14:20:42,649,366
21
+ Microsoft (MSFT) and Apple (AAPL) are Now Bigger than Germany’s Entire Stock Market,the13thrabbit,2019-12-28 10:48:33,1206,264
22
+ Does anyone think AAPL is a buy now?,maximalsimplicity,2023-08-07 13:47:06,209,336
23
+ AAPL price dump after VR headset reveal,provoko,2023-06-05 20:27:12,272,316
24
+ VOO + AAPL + MSFT + Googl + AMZN + INTC for the next 5 years?,designatedtruth,2023-11-07 22:30:25,150,259
25
+ Is $AAPL able to grow much more?,8-tentacles,2021-10-31 17:02:20,485,309
26
+ MSFT GOOGL and AAPL are still all beating the market!,apooroldinvestor,2022-11-03 20:10:25,322,295
27
+ AAPL price drops 5% as it beats earnings,cheechuu,2020-10-29 21:01:58,759,227
28
+ "The moment AAPL announced ending partnership with INTC, INTC stock price ... JUMPED by 1%",ZloiAris,2020-06-22 19:06:10,801,231
29
+ How come AAPL isn’t affected by the rise of the AI market?,Lukee67,2024-12-12 09:40:06,54,72
30
+ Is AAPL due for a bounce?,just_lick_my_ass,2021-03-09 00:49:14,429,353
31
+ AAPL is nearing all time highs - thoughts?,kriptonicx,2022-08-15 16:43:10,307,256
32
+ Apple's (AAPL) Rollercoaster: Should You Jump In Now?,DutyTop8086,2024-06-09 23:18:01,198,79
33
+ $AAPL where does it go second quarter? Warren Buffett continues to love it. $BRK.B,KCGuy59,2023-05-07 21:47:07,260,147
34
+ Apple announces largest-ever $110 billion share buyback as iPhone sales drop 10% ,Puginator,2024-05-02 20:32:20,2985,523
35
+ Should I Buy AAPL Shares,HopefulIvyAdmit,2021-10-23 19:47:06,237,281
36
+ "If you had to choose one dividend stock right now which would you choose? Criteria bellow but no AAPL, MSFT or Etfs",Migueli2021,2022-04-07 20:48:11,98,330
37
+ Apple (AAPL.US) plans to increase production in India and Vietnam,Kianna_hd,2022-05-23 02:18:21,427,121
38
+ Is AAPL a good buy right now?,PeekingPotato,2021-11-29 22:15:28,211,219
39
+ AAPL is now less than 5% off of its highs,kriptonicx,2022-03-24 20:38:58,211,174
40
+ Meta/Facebook stock crashes -15% AH after earnings release,rockinoutwith2,2022-02-02 21:08:51,7818,1502
41
+ Epic games sues Apple. Will we see AAPL come down in price tomorrow?,Gothlander,2020-08-13 20:39:56,246,240
42
+ AAPL receives $10B a year from GOOG to make Google’s homepage the default page on Safari.,zipiddydooda,2020-10-24 20:06:54,405,152
43
+ Thoughts on aapl long term?,Life-is-beautiful-,2022-10-08 10:22:36,110,175
44
+ Warren Buffett’s Berkshire Hathaway sold ~$14 billion worth of Apple this quarter. Cash pile hits record ~$325 billion.,themagicalpanda,2024-11-02 12:19:31,1046,334
45
+ Apple (AAPL) to Spend Billions More on Entertainment,_DeanRiding,2023-03-28 09:45:06,260,82
46
+ Apple (AAPL) discussion,novapants,2021-02-25 21:17:22,152,251
47
+ It's not just me right?,calipfarris01,2021-03-24 19:44:05,6953,2766
48
+ $AAPL - more room to grow?,BUYMSFT,2023-05-19 16:29:57,37,147
49
+ To all of you who are red this year while the S&P500 is up 30%,karnoculars,2021-12-29 20:22:17,5860,1156
50
+ "I sold all my positions in GOOG, PYPL, AMZN, AAPL, and MSFT today. ($50,000 left, what was once $120,000)",a-wild-yasuo,2022-05-16 16:34:05,0,282
51
+ 25% of my portfolio is MSFT AAPL and GOOGL. Am I in trouble?,apooroldinvestor,2021-08-17 01:50:23,95,239
52
+ "QCOM Vs. AAPL settlement. How I lost the opportunity to make $50,000 on a very stupid decision",arminoxx,2019-04-16 22:59:52,370,171
53
+ Moving on from AAPL,greecher,2024-05-24 13:50:05,0,65
54
+ Earnings day: What are your thoughts about AAPL ?,letak2018,2021-04-28 14:23:50,121,225
55
+ Would you buy AAPL at $130?,apooroldinvestor,2022-12-17 03:47:21,27,170
56
+ AAPL earnings release bear case : MSFT missed big time on the Hardware part.,gevham,2023-05-01 21:36:10,102,98
57
+ Selling my AAPL shares Monday. More downside risk vs. upside,apooroldinvestor,2022-04-02 05:13:39,0,243
58
+ "Intel $INTC earnings beat expectations which is good news for Apple $AAPL, Qualcomm $QCOM, and AMD $AMD",TonyLiberty,2023-07-29 23:19:20,113,73
59
+ The AAPL Monday Morning arbitrage trade (codename 7senshino's arbitrage),Le7emesens,2024-09-08 21:02:32,0,34
60
+ "Nvidia slides for third straight session, loses $500B in market cap",thelastsubject123,2024-06-24 22:50:08,1227,337
61
+ "On this day 13 years ago, Barack Obama almost perfectly calls the bottom of the stock market before the longest bull market in US history.",Beetlejuice_hero,2022-03-03 14:31:44,5193,631
62
+ Is now a good time to buy $AAPL? (Apple Inc.),guyastronomer,2021-09-11 05:43:45,123,168
63
+ I bought A LOT of AAPL shares. Now I’m losing A LOT of money.,mill40,2020-09-18 16:59:38,66,257
64
+ This is how NVDA overtakes MSFT and AAPL to be the most valuable company in the world. ,Euro347,2024-05-31 18:42:44,0,47
65
+ Is AAPL sucking the blood out of INTC / AMD / META / GOOG / MSFT/ NFLX / SPOT in a zero sum game etc?,bwang29,2022-10-28 00:25:02,68,122
66
+ Would investors accept 5% a year return from AAPL?,apooroldinvestor,2022-04-29 15:17:11,170,103
67
+ Friendly reminder: not everyone here is 20-30 years old and can ride the wave. People who are in retirement age should consider going cash.,LIBERAL_LAZY_LOSER,2022-05-15 15:49:25,3586,622
68
+ Why is AAPLs revenue growth declining?,apooroldinvestor,2021-09-05 15:53:25,55,171
69
+ Sell mega caps MSFT and AAPL? Buy back in lower?,apooroldinvestor,2022-01-04 03:35:15,45,159
70
+ What’s your one “win big” stock? ,TheYoungLung,2024-06-17 01:56:07,518,1376
71
+ All the bad news Swarming AAPL,PleasantAnomaly,2022-10-26 06:55:40,61,110
72
+ "Apple hits 3 trillion market cap, becoming the first company to hit the mark",AptitudeSky,2022-01-03 18:58:00,4097,572
73
+ "I have just started investing and only buying stocks like AAPL,GOOGL and VOO.What other low risk ways I can invest for the next 10 years?",Ubikinon44,2022-03-05 16:25:27,89,122
74
+ Will MSFT or AAPL ever go bankrupt?,apooroldinvestor,2021-04-07 04:07:25,44,186
75
+ AAPL or cash?,apooroldinvestor,2021-09-04 20:16:43,24,179
76
+ There's more to index funds and stocks than VTI and AAPL. Welcome to the world of small cap value stocks.,AP9384629344432,2022-10-21 16:16:28,268,54
77
+ Bad Apple: Why AAPL is Heavily Overvalued,AlligatorHalfMan123,2022-01-26 06:12:18,45,141
78
+ Can AAPL get back to ATH in 4 years?,Rico_Stonks,2022-06-16 20:56:29,55,113
79
+ What’s the stock you’ll never sell,durustakta,2024-10-26 11:55:44,311,724
80
+ "Apple stock closes at an all-time-high, added $1 trillion to its market cap in 2023",Jones131212,2023-12-14 11:35:56,1650,288
81
+ "MSFT and AAPL are overvalued and overbought, Wallstreet is expecting too much from AI. ",Euro347,2024-07-08 22:14:54,0,28
82
+ "UBS upgrades AAPL to 'Buy,' raises price target on iPhone stability & auto opportunity",chrisdh79,2021-03-31 14:57:24,262,87
83
+ I tried to predict the stock market every day in March. Here's how it went - and what I learned.,wsb_shitposting,2021-04-01 13:55:07,5293,460
84
+ would like an opinion on selling AAPL/MSFT shares,safari-dog,2023-06-11 22:55:34,33,68
85
+ "For the youth, just broad strokes what I've learned after 20 years investing.",MainlineX,2021-04-07 05:15:25,4646,449
86
+ "What is a True Market Leader (TML) + And how to find them? (Ex. SHOP 2016-2020, ZM 2020, AAPL 2005-2012",Rmogo21,2020-11-07 15:42:28,402,60
87
+ "Dan Ives AAPL $230, TSLA $1800",apooroldinvestor,2021-12-21 05:08:00,37,115
88
+ Nine US governors press U.S. lawmakers to pass 52 Billion semiconductor funding bill. Taiwan unreliable potentially trillions at risk.,Oscuridad_mi_amigo,2021-11-11 21:50:25,2694,563
89
+ "If Apple comes out with a car, are you buying an Apple car or a Tesla? TSLA 3,000 is higher then AAPL, Be honest, very curious, Cathie Says",UltimateTraders,2021-09-11 01:20:06,2,140
90
+ 1 share of AMZN or 18 shares of AAPL?,ImCoolOnTheInternet,2022-01-04 15:56:25,44,108
91
+ How did AAPL gain close to 1 trillion in market cap since 2019?,punkzlol,2020-08-11 21:43:23,259,77
92
+ AAPL MSFT GOOGL etc will only return 1.7% over the next 10 years?,apooroldinvestor,2022-01-05 04:59:59,8,115
93
+ "For the first time in 2 decades, GOOG has a higher P/E ration than AAPL, and MSFT is Americas most valuable brand over AAPL",WallabyUpstairs1496,2021-11-06 00:11:21,194,63
94
+ How to deal with the market bloodbath?,Kogorashi,2021-02-25 16:13:40,1977,1443
95
+ 6 reasons why AAPL isn't a pandemic stock,senttoschool,2022-02-22 02:27:46,57,90
96
+ "US sanctions on Chinese semiconductors ‘decapitate’ industry, experts say",big--if-true,2022-10-16 21:30:36,1721,465
97
+ Does anyone else feel incredibly bored on weekends when there are no stock prices to look at?,MrDegi,2021-07-24 10:28:39,2291,654
98
+ Apple today is a good example why the markets are so hard.,aquaBluu,2022-10-28 18:30:59,1850,399
99
+ Apple Stock Analysis: Is AAPL a good buy?,PeekingPotato,2021-05-24 19:23:28,54,107
100
+ ‘Apple is going to war’: US lawsuit adds to iPhone maker’s antitrust woes,Steven_on_the_run,2024-03-23 20:13:09,805,315
101
+ Disney & AAPL a steal right now?,anaccountwascreated,2020-11-23 18:47:25,58,118
scraped_combined_stock_data.csv ADDED
The diff for this file is too large to render. See raw diff
 
sentimental.py ADDED
@@ -0,0 +1,120 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ import matplotlib.pyplot as plt
3
+ from nltk.sentiment.vader import SentimentIntensityAnalyzer
4
+ from textblob import TextBlob
5
+ from transformers import BertTokenizer, BertForSequenceClassification
6
+ import torch
7
+ from torch.utils.data import DataLoader, Dataset
8
+ import nltk
9
+ nltk.download('vader_lexicon')
10
+
11
+ # Read data
12
+ twitter_data = pd.read_csv('cleaned_twitter_data.csv')
13
+ reddit_data = pd.read_csv('cleaned_reddit_data.csv')
14
+ aapl_stock_data = pd.read_csv('cleaned_AAPL_stock_data.csv')
15
+ tsla_stock_data = pd.read_csv('cleaned_TSLA_stock_data.csv')
16
+
17
+ # Check the columns in the data to ensure we're referencing the correct ones
18
+ print(f"Twitter columns: {twitter_data.columns}")
19
+ print(f"Reddit columns: {reddit_data.columns}")
20
+ print(f"AAPL stock data columns: {aapl_stock_data.columns}")
21
+ print(f"TSLA stock data columns: {tsla_stock_data.columns}")
22
+
23
+ # 2. **Sentiment Analysis with VADER**
24
+ sia = SentimentIntensityAnalyzer()
25
+
26
+ # Apply VADER sentiment analysis on the 'cleaned_text' column of Twitter data
27
+ twitter_data['vader_sentiment_scores'] = twitter_data['cleaned_text'].apply(lambda x: sia.polarity_scores(str(x)))
28
+ twitter_data['vader_sentiment'] = twitter_data['vader_sentiment_scores'].apply(lambda x: 'positive' if x['compound'] > 0 else ('negative' if x['compound'] < 0 else 'neutral'))
29
+
30
+ # Apply VADER sentiment analysis on Reddit data
31
+ reddit_data['vader_sentiment_scores'] = reddit_data['cleaned_text'].apply(lambda x: sia.polarity_scores(str(x)))
32
+ reddit_data['vader_sentiment'] = reddit_data['vader_sentiment_scores'].apply(lambda x: 'positive' if x['compound'] > 0 else ('negative' if x['compound'] < 0 else 'neutral'))
33
+
34
+ # 3. **Sentiment Analysis with TextBlob**
35
+ # Apply TextBlob sentiment analysis on the 'cleaned_text' column of Twitter data
36
+ twitter_data['textblob_polarity'] = twitter_data['cleaned_text'].apply(lambda x: TextBlob(str(x)).sentiment.polarity)
37
+ twitter_data['textblob_sentiment'] = twitter_data['textblob_polarity'].apply(lambda x: 'positive' if x > 0 else ('negative' if x < 0 else 'neutral'))
38
+
39
+ # Apply TextBlob sentiment analysis on Reddit data
40
+ reddit_data['textblob_polarity'] = reddit_data['cleaned_text'].apply(lambda x: TextBlob(str(x)).sentiment.polarity)
41
+ reddit_data['textblob_sentiment'] = reddit_data['textblob_polarity'].apply(lambda x: 'positive' if x > 0 else ('negative' if x < 0 else 'neutral'))
42
+
43
+ # 4. **Sentiment Analysis with BERT**
44
+ tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')
45
+ model = BertForSequenceClassification.from_pretrained('bert-base-uncased')
46
+
47
+ # Tokenize Twitter and Reddit text data for BERT
48
+ def bert_tokenize(text_data):
49
+ return tokenizer(text_data.tolist(), padding=True, truncation=True, return_tensors='pt')
50
+
51
+ twitter_inputs = bert_tokenize(twitter_data['cleaned_text'])
52
+ reddit_inputs = bert_tokenize(reddit_data['cleaned_text'])
53
+
54
+ # Dataset class for BERT
55
+ class SentimentDataset(Dataset):
56
+ def __init__(self, inputs, labels=None):
57
+ self.inputs = inputs
58
+ self.labels = labels
59
+
60
+ def __len__(self):
61
+ return len(self.inputs['input_ids'])
62
+
63
+ def __getitem__(self, idx):
64
+ item = {key: torch.tensor(val[idx]) for key, val in self.inputs.items()}
65
+ if self.labels is not None:
66
+ item['labels'] = torch.tensor(self.labels[idx])
67
+ return item
68
+
69
+ # Get BERT predictions (positive: 1, negative: 0)
70
+ def get_bert_predictions(inputs):
71
+ dataset = SentimentDataset(inputs)
72
+ dataloader = DataLoader(dataset, batch_size=8, shuffle=False)
73
+
74
+ model.eval()
75
+ predictions = []
76
+ with torch.no_grad():
77
+ for batch in dataloader:
78
+ outputs = model(**batch)
79
+ logits = outputs.logits
80
+ predictions.extend(logits.argmax(dim=-1).cpu().numpy())
81
+
82
+ return predictions
83
+
84
+ twitter_bert_preds = get_bert_predictions(twitter_inputs)
85
+ reddit_bert_preds = get_bert_predictions(reddit_inputs)
86
+
87
+ # Add BERT sentiment predictions to Twitter and Reddit data
88
+ twitter_data['bert_sentiment'] = ['positive' if pred == 1 else 'negative' for pred in twitter_bert_preds]
89
+ reddit_data['bert_sentiment'] = ['positive' if pred == 1 else 'negative' for pred in reddit_bert_preds]
90
+
91
+ # 5. **Merge Sentiment with Stock Data**
92
+ merged_twitter_data = pd.merge(twitter_data, aapl_stock_data, on='Date', how='inner')
93
+ merged_reddit_data = pd.merge(reddit_data, tsla_stock_data, on='Date', how='inner')
94
+
95
+ # 6. **Feature Engineering for Stock Data**
96
+ def calculate_technical_indicators(stock_data):
97
+ # Check if the 'close' column exists and modify it if necessary
98
+ if 'close' not in stock_data.columns:
99
+ print("The 'close' column is missing from the stock data. Check the column names.")
100
+ return stock_data
101
+
102
+ stock_data['SMA_50'] = stock_data['close'].rolling(window=50).mean()
103
+ stock_data['SMA_200'] = stock_data['close'].rolling(window=200).mean()
104
+ stock_data['RSI'] = 100 - (100 / (1 + (stock_data['close'].pct_change().rolling(window=14).mean())))
105
+ return stock_data
106
+
107
+ merged_twitter_data = calculate_technical_indicators(merged_twitter_data)
108
+ merged_reddit_data = calculate_technical_indicators(merged_reddit_data)
109
+
110
+ # 7. **Visualization**
111
+ sentiment_counts_twitter = twitter_data['bert_sentiment'].value_counts()
112
+ sentiment_counts_reddit = reddit_data['bert_sentiment'].value_counts()
113
+
114
+ # Plot sentiment for Twitter
115
+ sentiment_counts_twitter.plot(kind='bar', title='Twitter Sentiment Distribution', color=['green', 'red'])
116
+ plt.show()
117
+
118
+ # Plot sentiment for Reddit
119
+ sentiment_counts_reddit.plot(kind='bar', title='Reddit Sentiment Distribution', color=['green', 'red'])
120
+ plt.show()
sentimentalwithstock.py ADDED
@@ -0,0 +1,131 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ import numpy as np
3
+ from sklearn.preprocessing import MinMaxScaler
4
+ from tensorflow.keras.models import Sequential, load_model
5
+ from tensorflow.keras.layers import LSTM, Dense, Dropout
6
+ import matplotlib.pyplot as plt
7
+ import seaborn as sns
8
+
9
+ # Load the scraped combined stock data
10
+ all_stock_data = pd.read_csv('scraped_combined_stock_data.csv')
11
+ all_stock_data['Date'] = pd.to_datetime(all_stock_data['Date'])
12
+
13
+ # Ensure 'Close' is numeric
14
+ all_stock_data['Close'] = pd.to_numeric(all_stock_data['Close'], errors='coerce')
15
+
16
+ # Drop rows with NaN values in 'Close'
17
+ all_stock_data = all_stock_data.dropna(subset=['Close'])
18
+
19
+ # Load Reddit data
20
+ reddit_data = pd.read_csv('cleaned_reddit_data.csv')
21
+ reddit_data['Date'] = pd.to_datetime(reddit_data['Date']) # Ensure datetime format
22
+
23
+ # Aggregate sentiment scores for Reddit
24
+ reddit_sentiment = reddit_data.groupby('Date')['sentiment'].mean().reset_index()
25
+ reddit_sentiment.rename(columns={'sentiment': 'reddit_sentiment'}, inplace=True)
26
+
27
+ # Load Twitter data
28
+ twitter_data = pd.read_csv('cleaned_twitter_data.csv')
29
+ twitter_data['Date'] = pd.to_datetime(twitter_data['Date']) # Ensure datetime format
30
+
31
+ # Aggregate sentiment scores for Twitter
32
+ twitter_sentiment = twitter_data.groupby('Date')['sentiment'].mean().reset_index()
33
+ twitter_sentiment.rename(columns={'sentiment': 'twitter_sentiment'}, inplace=True)
34
+
35
+ # Ensure 'Date' columns are in the same format (remove timezone if present)
36
+ all_stock_data['Date'] = all_stock_data['Date'].dt.tz_localize(None) # Remove timezone if present
37
+ twitter_sentiment['Date'] = twitter_sentiment['Date'].dt.tz_localize(None) # Remove timezone if present
38
+ reddit_sentiment['Date'] = reddit_sentiment['Date'].dt.tz_localize(None) # Remove timezone if present
39
+
40
+ # Merge Reddit sentiment with stock data
41
+ all_stock_data = pd.merge(all_stock_data, reddit_sentiment, on='Date', how='left')
42
+
43
+ # Merge Twitter sentiment with stock data
44
+ all_stock_data = pd.merge(all_stock_data, twitter_sentiment, on='Date', how='left')
45
+
46
+ # Fill missing sentiment scores with neutral sentiment (e.g., 0)
47
+ all_stock_data['reddit_sentiment'].fillna(0, inplace=True)
48
+ all_stock_data['twitter_sentiment'].fillna(0, inplace=True)
49
+
50
+ # Sequence creation for LSTM with multiple features
51
+ def create_sequences_multifeature(data, time_steps=60):
52
+ X, y = [], []
53
+ for i in range(len(data) - time_steps):
54
+ X.append(data[i:i + time_steps])
55
+ y.append(data[i + time_steps, 0]) # Assuming 'Close' is the target
56
+ return np.array(X), np.array(y)
57
+
58
+ # Preprocessing function for LSTM with sentiment data
59
+ def preprocess_for_lstm_multifeature(stock_data, stock_type, time_steps=60):
60
+ stock_data = stock_data[stock_data['Stock_Type'] == stock_type]
61
+ features = stock_data[['Close', 'reddit_sentiment', 'twitter_sentiment']].values
62
+
63
+ # Scale features
64
+ scaler = MinMaxScaler(feature_range=(0, 1))
65
+ features_scaled = scaler.fit_transform(features)
66
+
67
+ if len(features_scaled) > time_steps:
68
+ X, y = create_sequences_multifeature(features_scaled, time_steps)
69
+ print(f"{stock_type}: Shape of X: {X.shape}, Shape of y: {y.shape}")
70
+ X = X.reshape(X.shape[0], X.shape[1], features_scaled.shape[1])
71
+ return X, y, scaler
72
+ else:
73
+ raise ValueError(f"{stock_type}: Insufficient data: {len(features_scaled)} rows available, {time_steps} required.")
74
+
75
+ # Build and train the LSTM model for each stock
76
+ for stock in all_stock_data['Stock_Type'].unique():
77
+ try:
78
+ print(f"Processing {stock}...")
79
+ X, y, scaler = preprocess_for_lstm_multifeature(all_stock_data, stock, time_steps=60)
80
+
81
+ # Build the LSTM model
82
+ model = Sequential([
83
+ LSTM(50, return_sequences=True, input_shape=(X.shape[1], X.shape[2])),
84
+ Dropout(0.2),
85
+ LSTM(50, return_sequences=False),
86
+ Dropout(0.2),
87
+ Dense(25),
88
+ Dense(1)
89
+ ])
90
+
91
+ # Compile the model
92
+ model.compile(optimizer='adam', loss='mean_squared_error')
93
+
94
+ # Train the model
95
+ model.fit(X, y, batch_size=32, epochs=50, verbose=1)
96
+
97
+ # Save the model
98
+ model_filename = f'lstm_{stock}_model_with_sentiment.h5'
99
+ model.save(model_filename)
100
+ print(f"LSTM model for {stock} with sentiment saved as '{model_filename}'")
101
+ except ValueError as e:
102
+ print(e)
103
+
104
+ # Predict next day price for a specific stock (e.g., 'AAPL')
105
+ stock_to_predict = 'AAPL'
106
+ try:
107
+ stock_prices = all_stock_data[all_stock_data['Stock_Type'] == stock_to_predict][['Close', 'reddit_sentiment', 'twitter_sentiment']].values
108
+ if len(stock_prices) >= 60:
109
+ # Use the scaler from preprocessing
110
+ last_60_features = stock_prices[-60:]
111
+
112
+ # Scale the features
113
+ last_60_scaled = scaler.transform(last_60_features).reshape(1, -1, last_60_features.shape[1])
114
+
115
+ # Load the saved model
116
+ model = load_model(f'lstm_{stock_to_predict}_model_with_sentiment.h5')
117
+
118
+ # Predict next day price
119
+ predicted_price_scaled = model.predict(last_60_scaled)
120
+
121
+ # Reshape the prediction to match the number of features
122
+ predicted_price_scaled_reshaped = np.concatenate((predicted_price_scaled, np.zeros((predicted_price_scaled.shape[0], 2))), axis=1)
123
+
124
+ # Inverse transform to get the predicted 'Close' price
125
+ predicted_price = scaler.inverse_transform(predicted_price_scaled_reshaped)
126
+
127
+ print(f"Predicted Next Day Price for {stock_to_predict}: {predicted_price[0][0]}")
128
+ else:
129
+ print(f"Insufficient data for prediction: {len(stock_prices)} rows available, 60 required.")
130
+ except Exception as e:
131
+ print(f"Error during prediction: {e}")
social_media_data.csv ADDED
@@ -0,0 +1,460 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ platform,created_at,text
2
+ Twitter,2024-12-27 06:08:44+00:00,"Mamata Machinery Limited IPO Listing Details
3
+ .
4
+ https://t.co/KOz6Gv5BmZ
5
+ .
6
+ #Mamatamachinery #MamatamachineryLtd #MamatamachineryIPO #IMamatamachineryLtdIPO #IPO #IPOAlert #ipoupdates #upcomingipo #investing #stockmarket #stockinvesting #InvestmentOpportunity #directusinvestments https://t.co/AGpGol9LXb"
7
+ Twitter,2024-12-27 06:08:18+00:00,"Bumper debut! #MamataMachinery lists at 147% premium on #NSE
8
+
9
+ @mamatamachinery | #StockMarket #IPO #IPOListing #Investing #ShareMarket #FinancialNews #MarketUpdates
10
+ https://t.co/iiqoFLt6zI"
11
+ Twitter,2024-12-27 06:08:03+00:00,SAMBHAAV looks strong on the charts as indicated by Domin8er. Potential for an upward move. Note: This is not financial advice. I am not SEBI registered. #StockMarket #Trading #Domin8er https://t.co/w6AVKhSpqZ
12
+ Twitter,2024-12-27 06:07:43+00:00,"RT @bsindia: #MarketsWithBS | In 2024, #Taiwan’s #stockmarket, represented by the TAIEX, stood out as one of the top performers among othe…"
13
+ Twitter,2024-12-27 06:07:38+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
14
+
15
+ ✍️CMP Near 250 &gt;&gt;My target&gt;500++🎯
16
+
17
+ 6 months +holding period✍️
18
+
19
+ DO&gt; #Repost +Comment…"
20
+ Twitter,2024-12-27 06:07:35+00:00,"Concord Enviro Systems lists with 19% premium on the BSE
21
+
22
+ https://t.co/sw2kcX5d85
23
+
24
+ #StockMarket #Water #ConcordEnviroSystem #Investmentguruindia https://t.co/EYkWhudjFu"
25
+ Twitter,2024-12-27 06:07:26+00:00,"RT @ETNowSwadesh: 2025 के लिए @KotakMF के MD, नीलेश शाह का आउटलुक
26
+ नए साल में कहां बनेंगे कमाई के मौके?
27
+ किस सेक्टर में अब वैल्युएशन आकर्षक?…"
28
+ Twitter,2024-12-27 06:07:24+00:00,"Dear Investor,
29
+
30
+ Avoid taking loans for trading and never trade beyond your financial capacity.
31
+
32
+ 🌐 Visit us: https://t.co/72xXvdPI57
33
+
34
+ #stockmarket #investingtips #stockbroker #tradinggoals #financialfreedom #wealthmanagement #stockmarketindia #markettrends #learntotrade https://t.co/nbwVP5ittC"
35
+ Twitter,2024-12-27 06:07:10+00:00,RT @TrendonomicsHD: @tradingview @moneycontrolcom @CNBCBajar @business_today @ETMarkets @BiIndia @CMTAssociation @_anujsinghal @AnilSinghvi…
36
+ Twitter,2024-12-27 06:07:06+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
37
+
38
+ ✍️CMP Near 250 &gt;&gt;My target&gt;500++🎯
39
+
40
+ 6 months +holding period✍️
41
+
42
+ DO&gt; #Repost +Comment…"
43
+ Twitter,2024-12-27 06:07:04+00:00,"સુઝલોન એનર્જી પર EDની કડક કાર્યવાહી, હવે કંપનીના શેરનું શું થશે ?
44
+
45
+ #SuzlonEnergy #Stockmarket #Pricetarget #stockupdate
46
+
47
+ https://t.co/9HwApk202y"
48
+ Twitter,2024-12-27 06:06:59+00:00,"Sanathan Textiles lists with 31% premium on the BSE
49
+
50
+ https://t.co/33Fg4wICpi
51
+
52
+ #StockMarket #TextilesSector #SanthanTextiles #Investmentguruindia https://t.co/ITgyRYa9o6"
53
+ Twitter,2024-12-27 06:06:59+00:00,"RT @NSEIndia: What do you think the missing word in this week's #CompleteTheSentence is?
54
+
55
+ #NSE #NSEIndia #StockMarket #Completethesentence…"
56
+ Twitter,2024-12-27 06:06:35+00:00,"RT @zona_inversion: Después de casi seis meses , #CELSIA marca su primera reversión semanal, ajustada a #zona de soporte y con una fuerte s…"
57
+ Twitter,2024-12-27 06:06:25+00:00,"RT @VishalJ31877206: #Greavescotton
58
+ Monthly TF
59
+
60
+ Stock to watch💹
61
+
62
+ - Rounding base
63
+ - Poised for ATH breakout
64
+ - Highest ever volume
65
+
66
+ Telegram:…"
67
+ Twitter,2024-12-27 06:05:46+00:00,"Mazagon Dock ൽ Trend Reversal ? | Nifty | US Stock Market | Stock Market News Malayalam | MyFin TV
68
+
69
+ https://t.co/VnJUAT36Kp
70
+
71
+ #sharemarketindia #stockmarketcrash #StockMarketIndia #StockMarketUpdate #StockMarket #StocksToBuy #stocks #mazagondock #nifty #StockToWatch #ManmohanSingh https://t.co/fsxsghhrqF"
72
+ Twitter,2024-12-27 06:05:40+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
73
+
74
+ ✍️CMP Near 250 &gt;&gt;My target&gt;500++🎯
75
+
76
+ 6 months +holding period✍️
77
+
78
+ DO&gt; #Repost +Comment…"
79
+ Twitter,2024-12-27 06:05:26+00:00,"RT @VishalJ31877206: #Greavescotton
80
+ Monthly TF
81
+
82
+ Stock to watch💹
83
+
84
+ - Rounding base
85
+ - Poised for ATH breakout
86
+ - Highest ever volume
87
+
88
+ Telegram:…"
89
+ Twitter,2024-12-27 06:04:32+00:00,"RT @ClassicValueInv: Unlocking Wealth: Why Aduro Clean Technologies is a Hidden Gem $PLTR $ADUR
90
+ #InvestmentStrategy #AduroCleanTechnologies…"
91
+ Twitter,2024-12-27 06:04:06+00:00,"Power Mech Projects surges on securing order worth Rs 186 crore
92
+
93
+ https://t.co/aVPboV4osv
94
+
95
+ #StockMarket #PowerSector #StockOnTheMove #PowerMechProjectsLtd #Investmentguruindia https://t.co/KdNzxno1bU"
96
+ Twitter,2024-12-27 06:03:57+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
97
+
98
+ ✍️CMP Near 250 &gt;&gt;My target&gt;500++🎯
99
+
100
+ 6 months +holding period✍️
101
+
102
+ DO&gt; #Repost +Comment…"
103
+ Twitter,2024-12-27 06:03:23+00:00,"2025 के लिए @KotakMF के MD, नीलेश शाह का आउटलुक
104
+ नए साल में कहां बनेंगे कमाई के मौके?
105
+ किस सेक्टर में अब वैल्युएशन आकर्षक?
106
+ #MutualFunds निवेशक अभी क्या करें?
107
+ 2025 में किस थीम पर रहेगा खास फोकस?
108
+
109
+ #Outlook2025 #StockMarket #Nifty50 @dkalra81 @davemansi145 @Ashesha_A @NileshShah68 https://t.co/8bUfBhAMd6"
110
+ Twitter,2024-12-27 06:03:12+00:00,"3: #CaprolactamChemicals
111
+
112
+ Note: ""The securities quoted are for illustration only and are not recommendatory""
113
+
114
+ #stockmarketcrash #StockMarketIndia #StockMarketUpdate #StockMarket #StocksInFocus #stocks #GIFTNIFTY https://t.co/BsgfJLZgXG"
115
+ Twitter,2024-12-27 06:02:39+00:00,"The Nifty Defence Index is up by 56% this year. It highlights India’s evolving defence landscape, tracking key stocks weighted by their free-float market capitalisation.
116
+
117
+ Explore the driving forces behind this sector’s growth.
118
+
119
+ #NiftyDefence #DefenceSector #StockMarket #Investing… https://t.co/wrUEHjnGLJ https://t.co/HigHPjdv1n"
120
+ Twitter,2024-12-27 06:02:39+00:00,"2: #ChavdaInfra
121
+
122
+ Note: ""The securities quoted are for illustration only and are not recommendatory""
123
+
124
+ #stockmarketcrash #StockMarketIndia #StockMarketUpdate #StockMarket #StocksInFocus #stocks #GIFTNIFTY https://t.co/SHPC2PtBvK"
125
+ Twitter,2024-12-27 06:02:19+00:00,"IPO GMP Today: आज के ग्रे मार्केट प्रीमियम की पूरी जानकारी
126
+ https://t.co/w3YHBO8CM6
127
+ #IPO #GMP #StockMarketUpdate #StockMarket #UpcomingIPO #sharemarketindia #Finances #NSE #BSE #IPOUpdate #indianstocks #IPOGMPToday #ipoallotment #investments #IPOAlert https://t.co/K2e5bDFe8t"
128
+ Twitter,2024-12-27 06:02:19+00:00,"#stockmarket Premier Chatroom
129
+
130
+ https://t.co/oDTL2fl58m
131
+
132
+ $CRKN $FFIE $GWAV $BRSH $SCPX $NBY $SINT $MMV $SLNA $AAPL $TSLA $AMZN https://t.co/dAF5INLmsD"
133
+ Twitter,2024-12-27 06:02:03+00:00,"RT @INDmoneyApp: How do the 2 biggest Solar PV Manufacturers in India stack up against each other? Let's find out!
134
+
135
+ #wareeenergies #waree #…"
136
+ Twitter,2024-12-27 06:01:59+00:00,"#Greavescotton
137
+ Monthly TF
138
+
139
+ Stock to watch💹
140
+
141
+ - Rounding base
142
+ - Poised for ATH breakout
143
+ - Highest ever volume
144
+
145
+ Telegram:📲 https://t.co/UA3XpeSxzB
146
+
147
+ #stockstowatch #StocksToBuy #StockMarket #investing #Multibagger
148
+ @MicrocapsPraWin @kuttrapali26 @KommawarSwapnil @Abhi4Research… https://t.co/1gqNOiUV8A https://t.co/sFufxlad43"
149
+ Twitter,2024-12-27 06:01:52+00:00,"RT @i2gain: #Nifty Daily Chart Update - 24 Dec 2024
150
+
151
+ Low volume, indecisive participants. Please refer to the chart for more details.
152
+
153
+ #Nif…"
154
+ Twitter,2024-12-27 06:01:14+00:00,"RT @NSEIndia: What do you think the missing word in this week's #CompleteTheSentence is?
155
+
156
+ #NSE #NSEIndia #StockMarket #Completethesentence…"
157
+ Twitter,2024-12-27 06:00:52+00:00,"शेअर नव्हे, सोन्याची खाण; अवघ्या चार वर्षात रक्कम लाखोंच्याही पल्याड, पाडला पैशांचा वर्षाव
158
+
159
+ #StockMarketIndia #StockMarketUpdate #StockMarket #sharemarketindia #MultibaggerStock #StocksToWatch
160
+
161
+ https://t.co/Nef3PaIBqq"
162
+ Twitter,2024-12-27 06:00:50+00:00,"📈 After 3 days of consolidation, Nifty is showing Upward Momentum. 📊
163
+
164
+ 📌 The 200-day EMA is now acting as a strong Support Level.
165
+ 📌 Immediate Resistance is around Level 24,000; a breakout above this could lead to a significant rally.
166
+
167
+ #nifty #stockmarket #technicalanalysis https://t.co/zz4u9RV6si"
168
+ Twitter,2024-12-27 06:00:31+00:00,SoundHound AI's stock surged nearly 20% amid increased interest in AI technologies. #StockMarket #AI #SoundHound
169
+ Twitter,2024-12-27 06:00:20+00:00,"🚨 Limited Time Offer 🚨
170
+ 💸 Want to make your money work for YOU in 2024? 💰
171
+ 🔑 Get expert investment advice for just ₹6750/year (originally ₹7500)!
172
+ ⏳ Hurry – offer expires tonight
173
+ ✅ Secure your financial future NOW!
174
+ 📲 DM me
175
+
176
+ #StockMarketIndia #IPO #intraday #StockMarket"
177
+ Twitter,2024-12-27 06:00:11+00:00,"What do you think the missing word in this week's #CompleteTheSentence is?
178
+
179
+ #NSE #NSEIndia #StockMarket #Completethesentence #ShareMarket #InvestorProtection https://t.co/br6g5JJztM"
180
+ Twitter,2024-12-27 06:00:06+00:00,"Weekly Market Overview
181
+ .
182
+ .
183
+ .
184
+ #naasasecurities #marketupdate #update #nepse #index #overview #sharemarket #sharebroker #brokerinnepal #dailyupdate #new #bestbroker #nepal #paush #topbroker #learn #stockmarket
185
+ #demat #meroshare #tms58 https://t.co/vsAMqBzMVt"
186
+ Twitter,2024-12-27 06:00:05+00:00,"https://t.co/VtcOAHYWtX
187
+ 📈 Want to simplify stock trading? With my Python program powered by yfinance, you can track real-time price &amp; volume data and filter stocks based on your criteria. Automate your analysis smarter 💹
188
+ #Investing #StockMarket #TradingBot #Python https://t.co/zgSjdmDRn3"
189
+ Twitter,2024-12-27 06:00:01+00:00,"🚀 IPO Frenzy!
190
+ ✨ Mamata Machinery makes a blockbuster debut with a 147% premium over IPO price! 💼 DAM Capital follows suit, trading at a solid 55% premium on BSE &amp; NSE.
191
+ Who could be next in the IPO spotlight?
192
+ #StockMarket #IPO #MamataMachinery #DAMCapital #Indiabullssecurities"
193
+ Twitter,2024-12-27 06:00:01+00:00,"#NewsParViews
194
+
195
+ Transrail Lighting : NSE पर 36.6% के प्रीमियम पर लिस्टिंग
196
+
197
+ लिस्टिंग के बाद क्या है कंपनी का प्लान?
198
+
199
+ FY26 के लिए क्या है आउटलुक?
200
+
201
+ किस सेगमेंट पर कंपनी का खास फोकस?
202
+
203
+ देखिए Transrail Lighting के MD &amp; CEO, रणदीप नारंग से खास बातचीत
204
+
205
+ #StockMarket #TransrailLighting… https://t.co/xWwQJ38A3F https://t.co/3cqAOdzP3e"
206
+ Twitter,2024-12-27 05:59:50+00:00,"#stockmarket Premier Chatroom
207
+
208
+ https://t.co/oDTL2fl58m
209
+
210
+ $CRKN $FFIE $GWAV $BRSH $SCPX $NBY $SINT $MMV $SLNA $AAPL $TSLA $AMZN https://t.co/uncacuAhCa"
211
+ Twitter,2024-12-27 05:59:21+00:00,"Discover the 4 Key Stock Closing Details from the Previous Day with TradeCFD!
212
+ #stocks #shremarket #stockmarket #indexes #commodity https://t.co/6FEdB8Y0S4"
213
+ Twitter,2024-12-27 05:59:17+00:00,"Benchmark Indices Creating All-Time Highs!
214
+
215
+ Sign up now - https://t.co/PK0NHta9sE
216
+
217
+ #stockmarket #nifty50 #banknifty #niftyit #investsmart #tradabulls #marketanalysis #marketmoments https://t.co/XCdlg8v0yu"
218
+ Twitter,2024-12-27 05:59:15+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
219
+
220
+ ✍️CMP Near 250 &gt;&gt;My target&gt;500++🎯
221
+
222
+ 6 months +holding period✍️
223
+
224
+ DO&gt; #Repost +Comment…"
225
+ Twitter,2024-12-27 05:59:11+00:00,"Top 10 selling cars of 2024.
226
+
227
+ #StockMarketIndia #StockMarket https://t.co/5FErrvJzit https://t.co/b8J7WmnGA3"
228
+ Twitter,2024-12-27 05:59:03+00:00,"Lemon Tree Hotels rises on signing new property in Maharashtra
229
+
230
+ https://t.co/ognirzvPSF
231
+
232
+ #Hotelsector #StockMarket @LemonTreeHotels #Maharashtra #Investmentguruindia https://t.co/QlEKjWJ50G"
233
+ Twitter,2024-12-27 05:58:57+00:00,"Video Link:
234
+
235
+ https://t.co/P6wT2CxTpW
236
+
237
+ #StockMarketIndia #StockMarketUpdate #StockMarket #niftyoptions #niftyfuture #like #SubscribeNow #BestFriend https://t.co/UhBamJh4eV"
238
+ Twitter,2024-12-27 05:58:02+00:00,"Bears really got fearful by this tweet. Awesome!!!
239
+ #nifty #niftytoday #niftyOptions #StockMarketIndia #StockMarketUpdate #StockMarket #StocksToBuy https://t.co/PvpAD4Oj85"
240
+ Twitter,2024-12-27 05:57:52+00:00,"Mazagon Dock shares undergo a 2:1 split, adjusting prices while maintaining impressive YTD performance. Analysts show confidence in the defense sector's future potential despite market corrections.
241
+
242
+ Stay updated on this #StockMarket move! 🚢📊
243
+
244
+ #MazagonDock #ShareSplit #intraday https://t.co/wM5VI12udV"
245
+ Twitter,2024-12-27 05:57:31+00:00,"Choosing the right broker is key to smart investing!
246
+
247
+ Compare charges, features, and services with a comprehensive Stock Broker Comparison.
248
+
249
+ Get more details: https://t.co/OvrbYicvct
250
+
251
+ #StockBrokerComparison #SmartInvesting #Trading #StockMarket https://t.co/vTmDh87Io3"
252
+ Twitter,2024-12-27 05:57:26+00:00,"Keep an eye on: #DCXINDIA
253
+ • Call Shared at: 340
254
+ • High Made: 353
255
+ • CMP: 349
256
+ • Points Gained: 13
257
+ • Returns: 4%
258
+ • Enter if Weekly Close Above Trendline
259
+
260
+ #DCXINDIA #StockMarket #IndianStocks #StockAnalysis #nifty #Breakout #Uptrend #Breakoutstocks https://t.co/EOl6Fvf5vZ https://t.co/1Fxkp5DLvc"
261
+ Twitter,2024-12-27 05:56:40+00:00,"Aaj to sach me hi khushiyan di barsaat😂
262
+ #memes #mamatamachineryipo #stockmarket #ipoallotment https://t.co/rzMPOYHDxQ"
263
+ Twitter,2024-12-27 05:56:16+00:00,"#Nifty
264
+
265
+ Wave 4 Correction Near It's End
266
+
267
+ Limited Downside Risk 23300
268
+
269
+ Strongest Wave 5 Rally is Inevitable
270
+
271
+ आएगा तो तेजी ही
272
+
273
+ Keep on radar
274
+
275
+ https://t.co/KEHyI6f4YN
276
+
277
+ Like &amp; Share
278
+
279
+ #Elliottwave #StockMarket #Trendonomics https://t.co/fYwn53vvS0"
280
+ Twitter,2024-12-27 05:56:14+00:00,"ZAGGLE PREPAID OCEAN: Co Has Entered Into An Agreement With Mahindra First Choice Wheels Limited
281
+ #Stocks #StockMarket #TRading #IndustryNews #Industry"
282
+ Twitter,2024-12-27 05:55:43+00:00,"RT @GhanshyamRaj: Understand Inventory Turnover Ratio in just few seconds
283
+ #investing #Nifty #StockMarket
284
+
285
+ https://t.co/q6oCSxLZsA"
286
+ Twitter,2024-12-27 05:54:43+00:00,"#VolumeMovers -#Nifty50
287
+
288
+ Check #trending #chartpatterns and #Updates on https://t.co/5ErPu4pSu6 and ""follow"" @MySoctr
289
+
290
+ #Nifty #Nifty50 #investing #breakoutstocks #StocksInFocus #StocksToWatch #stocks #StocksToBuy #StocksToTrade #StockMarket #trading #stockmarkets #Breakout #nse… https://t.co/QzZbb7uxMZ https://t.co/LyNYD3zobb"
291
+ Twitter,2024-12-27 05:54:11+00:00,"@sakigake The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
292
+
293
+ #Nikkei225 #StockMarket #DENA #Nissan"
294
+ Twitter,2024-12-27 05:53:47+00:00,"NMDC Borad has fixed 27 December 2024 as the record date for finalizing the eligible shareholders to issue bonus shares in a 2:1 ratio.
295
+
296
+ 🔗 Join Whatsapp Group: https://t.co/Nwl6nEkyyq
297
+
298
+ #StockMarket #StockMarketIndia #Stocks https://t.co/tZotKxYpRp"
299
+ Twitter,2024-12-27 05:53:43+00:00,"@OpenSoliloquy The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
300
+
301
+ #Nikkei225 #StockMarket #DENA #Nissan"
302
+ Twitter,2024-12-27 05:53:35+00:00,"@ex_Lhasa The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
303
+
304
+ #Nikkei225 #StockMarket #DENA #Nissan"
305
+ Twitter,2024-12-27 05:53:12+00:00,"@Barchart The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
306
+
307
+ #Nikkei225 #StockMarket #DENA #Nissan"
308
+ Twitter,2024-12-27 05:52:58+00:00,"@o6dGNX6GYD2m5Dh The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
309
+
310
+ #Nikkei225 #StockMarket #DENA #Nissan"
311
+ Twitter,2024-12-27 05:52:49+00:00,"Dixon Technologies inches up as its arm enters into MoU with Cellecor Gadgets
312
+
313
+ https://t.co/SdRGne888I
314
+
315
+ #ManufacturingSector #StockMarket #MemorandumOfUnderstanding #Gadget @DixonTech_India #Investmentguruindia https://t.co/w6XxYZ7Cdy"
316
+ Twitter,2024-12-27 05:52:44+00:00,"@OpenAI The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
317
+
318
+ #Nikkei225 #StockMarket #DENA #Nissan"
319
+ Twitter,2024-12-27 05:52:39+00:00,"#KalyaniSteels 36.60% #Return in 28 Days
320
+
321
+ Check #trending #chartpatterns on https://t.co/5ErPu4pSu6
322
+ &amp; ""follow"" @MySoctr
323
+
324
+ #nifty #nifty50 #investing #breakoutstocks #StocksInFocus #StocksToWatch #stocks #StocksToBuy #StocksToTrade #breakoutstock #stockmarketindia #StockMarket… https://t.co/uMBnAzx0rD https://t.co/oXztE0HUzE"
325
+ Twitter,2024-12-27 05:52:36+00:00,"NMDC Borad has fixed 27 December 2024 as the record date for finalizing the eligible shareholders to issue bonus shares in a 2:1 ratio.
326
+
327
+ 🔗 Join Whatsapp Group: https://t.co/hQJVE5Mjc3
328
+
329
+ #StockMarket #StockMarketIndia #Stocks https://t.co/75J0ChkQnI"
330
+ Twitter,2024-12-27 05:52:34+00:00,"@IvankaTrump The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
331
+
332
+ #Nikkei225 #StockMarket #DENA #Nissan"
333
+ Twitter,2024-12-27 05:51:54+00:00,"#stockmarket #stocktrading #stockfocus #stockwach #stockbuy
334
+ Focus... Bajaj housing finance.
335
+ Nbcc.ifci
336
+ New year rally.🙏"
337
+ Twitter,2024-12-27 05:51:51+00:00,"RT @mmojha: Instl. Investors EQUITY Cash Trades PROV. - 26/12/2024 : Rs. CRS. :
338
+
339
+ FIIS : SELL -2,377 (4,256-6,633)
340
+
341
+ DIIS : BUY +3,336 (11,5…"
342
+ Twitter,2024-12-27 05:51:42+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @Emmayr_rw
343
+ Twitter,2024-12-27 05:51:34+00:00,"#MintEquitymaster | Here’s why top Indian #mutualfunds are betting big on this smallcap company. Read👇
344
+
345
+ #StockMarket
346
+
347
+ https://t.co/KNGqqqkyDb"
348
+ Twitter,2024-12-27 05:51:20+00:00,"RT @mmojha: Corporate Actions - 27th December 2024
349
+
350
+ #StockMarket https://t.co/LNWRJ6fzT5"
351
+ Twitter,2024-12-27 05:51:20+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @AlmanacTrader
352
+ Twitter,2024-12-27 05:50:53+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @szaman
353
+ Twitter,2024-12-27 05:50:47+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
354
+
355
+ ✍️CMP Near 250 &gt;&gt;My target&gt;500++🎯
356
+
357
+ 6 months +holding period✍️
358
+
359
+ DO&gt; #Repost +Comment…"
360
+ Twitter,2024-12-27 05:50:37+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @DayTraderWayne
361
+ Twitter,2024-12-27 05:50:34+00:00,"#StockMarket | This small-cap apparel brand eyes 62% revenue growth in 3 years: Can it rerate?
362
+
363
+ (Madhvendra writes ✍)
364
+
365
+ https://t.co/MY1u8xtiyh"
366
+ Twitter,2024-12-27 05:50:25+00:00,"StockUpdate:
367
+
368
+ #PNBHOUSING 843 To 872 🤩🤩
369
+
370
+ #StockMarket #TradingTips #Tradevisor #DhirajSagarPicks #StocksToBuy #StocksToFocus #SwingTrading #BTST #ShortTerm #StockMarket #BreakoutStocks #BreakoutSoon https://t.co/P6cB2OJulc https://t.co/QCeA1Y5JXm"
371
+ Twitter,2024-12-27 05:50:20+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @AT09_Trader
372
+ Twitter,2024-12-27 05:50:13+00:00,"RT @HELPTOEARN_HTE: Call writers have crashed the iv of 78700ce what do you think.
373
+ #nifty #niftytoday #niftyOptions #StockMarketIndia #Stoc…"
374
+ Twitter,2024-12-27 05:50:01+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @traders_tweets
375
+ Twitter,2024-12-27 05:49:54+00:00,"RT @pardeep5889: 🚀🔥Next Multi-bagger 2x GEM stock🔥🚀
376
+
377
+ ✍️CMP Near 250 &gt;&gt;My target&gt;500++🎯
378
+
379
+ 6 months +holding period✍️
380
+
381
+ DO&gt; #Repost +Comment…"
382
+ Twitter,2024-12-27 05:49:42+00:00,"The Nikkei 225 index surged 2% in late trading 📈, with DENA leading gains, soaring 14% 🚀. Meanwhile, Nissan Motors bucked the trend, plunging 8% 📉.
383
+
384
+ #Nikkei225 #StockMarket #DENA #Nissan https://t.co/GjJmnkBblp"
385
+ Twitter,2024-12-27 05:49:41+00:00,Expecting a sharp correction in the #stockmarket during the first half of Jan 2025. Follow us for insights on #spx500 #nifty https://t.co/8URo1MD0f6
386
+ Twitter,2024-12-27 05:49:15+00:00,"Exciting IPOs on the horizon! 🚀 Get ready for Zepto, HDBFIN, Tata Capital, AFS, Ather, and BoAt to hit the stock market soon. 💹
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+ #StockMarket #IPOAlert #Investing"" https://t.co/Qi9tXo6mhf"
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+ Twitter,2024-12-27 05:49:13+00:00,"Call writers have crashed the iv of 78700ce what do you think.
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+ #nifty #niftytoday #niftyOptions #StockMarketIndia #StockMarketUpdate #StockMarket #StocksToBuy"
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+ Twitter,2024-12-27 05:49:12+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @DeutscheTrader
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+ Twitter,2024-12-27 05:49:11+00:00,"Overnight market updated
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+
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+ #NIFTY #STOCKMARKET #Tradebox #SENSEX #BITCOIN #GOLD https://t.co/q73gF41fQD"
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+ Twitter,2024-12-27 05:49:04+00:00,"मुनाफे वाले 3 IPO ने मार्केट में ली जबरदस्त एंट्री! लिस्टिंग वाले दिन निवेशकों का मिला तगड़ा रिटर्न
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+
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+ #StockMarket #IPO #Stocks
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+ https://t.co/uUIBxdOtcx"
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+ Twitter,2024-12-27 05:48:59+00:00,"Mamata Machinery makes bumper debut with 147% premium on the BSE
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+ https://t.co/fPpdiN6l2H
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+
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+ #ManufacturingSector #StockMarket #BSE #MamataMachinery #Investmentguruindia https://t.co/qApQtMj8iI"
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+ Twitter,2024-12-27 05:48:55+00:00,"#TopGainers -#Nifty50
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+ Check #trending #chartpatterns and #Updates on https://t.co/5ErPu4pSu6 and ""follow"" @MySoctr
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+ #Nifty #Nifty50 #investing #breakoutstocks #StocksInFocus #StocksToWatch #stocks #StocksToBuy #StocksToTrade #StockMarket #trading #stockmarkets #Breakout #nse… https://t.co/yntQkqoOrg https://t.co/QavzDfzN9o"
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+ Twitter,2024-12-27 05:48:47+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @0xShitTrader
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+ Twitter,2024-12-27 05:48:42+00:00,"Strong Breakout Candidate!
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+ #KRN
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+
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+ 1- Tight range breakout
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+ 2- Wave 4 did 38.2%
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+ 3- Wave 5 unfolding 📈
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+
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+ Keep on Radar.📌
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+ Potential Upside Stocks!!
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+ #StockMarket #Investing #Trading #EquityMarkets
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+ #FinancialPlanning #Shares #Indianstocks
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+ #TechnicalAnalysis #DividendStocks https://t.co/movHLMoBpp"
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+ Twitter,2024-12-27 05:48:34+00:00,"Why taking tips and advisory is never recommended by IFMC®.
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+ ............................
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+ 👉🔗https://t.co/XxHFBBthGB
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+ #ifmcinstitute #manish_taneja_ifmc #stockmarket #technicalanalysis #intradaytrading #investor #learn #traders #advisory #tips https://t.co/eUq7NVP3Ng"
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+ Twitter,2024-12-27 05:48:31+00:00,"Nasdaq 100 Futures
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+
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+ $NQ_F $QQQ $NDX #Futures #Stockmarket #DayTrading #Investing #sp500trading #futurestrading #MarketAnalysis #NQTrading #ESTrading #SPY #QQQ #RTY #DIA
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+
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+ 📁_Previous Session
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+
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+ 108 points from an H1 Diagonal Entry Model after jobless claims data surprised,… https://t.co/EmvKiAMaXn https://t.co/7jVztsEIYG"
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+ Twitter,2024-12-27 05:48:22+00:00,Conversion services for various trading platforms. #TradingView #TechnicalAnalysis #StockMarket #Forex #TradingStrategies #CryptoTrading #TradingSignals #Investing #DayTrading #ChartAnalysis https://t.co/J5x763ExwC @1987Trader
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+ Twitter,2024-12-27 05:48:16+00:00,"🔥 IPO Alert! Here’s how the market is buzzing:
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+
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+ 📈 DAM Capital Advisors: Profit 38.87%
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+ 📈 Sanathan Textiles: Profit 31.56%
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+ 📈 Transrail Lighting:Profit 36.57%
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+ 📈 Concord Enviro: Profit 17.83%
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+
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+ Which debut excites you the most? 💹
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+ #IPO #StockMarket #AfterTrade #ChalAbShuruKare https://t.co/Gj49g8L6TU"
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+ Twitter,2024-12-27 05:48:09+00:00,"https://t.co/h5luFcxuqv
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+
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+ Are you investing in too many mutual fund schemes? Stick to 4-5 for a perfect portfolio! Too much diversification means reduced returns. Simplify and grow your wealth!
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+
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+ #MutualFunds #StockMarket #CompoundingBulls #InvestingTips #WealthBuilding"
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+ Twitter,2024-12-27 05:47:50+00:00,"PSE to Acquire 61.92 Percent of PDS for P2.32 Billion
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+
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+ Read: https://t.co/HMIj2oXnrZ
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+
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+ #bonds #stockmarket #stocks #realestate #finance #Business #Corporate #Corporation #Entrepreneur #Philippines #Financial #PersonalFinance #AI #GoNegosyo #Invest #Investment #investingtips"
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+ Twitter,2024-12-27 05:47:43+00:00,"S&amp;P 500 Futures
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+
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+ $ES_F $SPY $SPX #Futures #Stockmarket #DayTrading #Investing #sp500trading #futurestrading #MarketAnalysis #NQTrading #ESTrading #SPY #QQQ #RTY #DIA
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+
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+ 📁_Previous Session
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+
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+ Slow day, yesterday, but the plan worked and the one trade that set up, produced 32 points… https://t.co/eyemUKrgY6 https://t.co/7A88jUg31I"