Task: equi-join-detect (source dataset: Auto-BI)

Your are given a database with related tables used for business intelligence analysis. Your task is to identify all key/foreign-key join relationships between the tables for this database. Recall that a join is a relationship between two tables, that allows rows from one table to be combined with rows from another, based on a set of common join columns.
 
 
No explanation needed. Please return all join relationships in the following JSON format:
{
  "joins": [
    {
      "from_table": "table-1",
      "from_column": "column-1",
      "to_table": "table-2",
      "to_column": "column-3"
    }, 
	...
  ]
}

Tables:

Table: Image_table
| Symbols   | Company_name                  | Image_url                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  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|:----------|:------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------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| cfg       | Citizens Financial Group      | 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| ms        | Morgan Stanley                | 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| cme       | CME Group Inc.                | 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mQMf91AfSLIapA/tdVI1+OziwIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiBfzH8BWf6Ea+r+OMkAAAAASUVORK5CYII= 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| jpm       | JPMorgan Chase & Co.          | 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| gs        | The Goldman Sachs Group, Inc. | 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| pypl      | PayPal Holdings, Inc.         | 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 |
| td        | The Toronto-Dominion Bank     | 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| bmo       | Bank of Montreal              | 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| bns       | The Bank of Nova Scotia       | 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                                                                                                                                                                                                                                                                                                          |
| brk-a     | Berkshire Hathaway Inc.       | data:image/png;base64,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Table: stock_data axp_data_lstm
| Date                    |   Close |   Predictions | Symbols   |
|:------------------------|--------:|--------------:|:----------|
| 2018-07-13 00:00:00.000 |  100.5  |       94.108  | axp       |
| 2018-07-16 00:00:00.000 |  100.69 |       94.3982 | axp       |
| 2018-07-17 00:00:00.000 |  101.15 |       94.6411 | axp       |
| 2018-07-18 00:00:00.000 |  102.98 |       94.8755 | axp       |
| 2018-07-19 00:00:00.000 |  100.17 |       95.2534 | axp       |
| 2018-07-20 00:00:00.000 |  100.15 |       95.3902 | axp       |
| 2018-07-23 00:00:00.000 |  101.22 |       95.3963 | axp       |
| 2018-07-24 00:00:00.000 |  101.71 |       95.4332 | axp       |
| 2018-07-25 00:00:00.000 |  102.63 |       95.524  | axp       |
| 2018-07-26 00:00:00.000 |  102.5  |       95.7205 | axp       |


Table: stock_data brk_actual_pred
| Date                    |   Close |   yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name            |   trend |   trend_lower |   trend_upper |   weekly |   weekly_lower |   weekly_upper |    yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|-------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:------------------------|--------:|--------------:|--------------:|---------:|---------------:|---------------:|----------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 331167 |       271968 |       391850 | brk-a     |      0 |     0 |      0 |        0 |           0 | Berkshire Hathaway Inc. |  330595 |        272470 |        391279 | 1240.74  |       1240.74  |       1240.74  |  -669.401 |       -669.401 |       -669.401 |
| 2020-07-17 00:00:00.000 |       0 | 328970 |       270566 |       386462 | brk-a     |      0 |     0 |      0 |        0 |           0 | Berkshire Hathaway Inc. |  330558 |        272770 |        391019 | -638.736 |       -638.736 |       -638.736 |  -949.271 |       -949.271 |       -949.271 |
| 2020-07-16 00:00:00.000 |       0 | 328841 |       270443 |       389157 | brk-a     |      0 |     0 |      0 |        0 |           0 | Berkshire Hathaway Inc. |  330520 |        273093 |        390693 | -449.882 |       -449.882 |       -449.882 | -1229.76  |      -1229.76  |      -1229.76  |
| 2020-07-15 00:00:00.000 |       0 | 328636 |       270738 |       387425 | brk-a     |      0 |     0 |      0 |        0 |           0 | Berkshire Hathaway Inc. |  330483 |        273417 |        390385 | -336.577 |       -336.577 |       -336.577 | -1509.88  |      -1509.88  |      -1509.88  |
| 2020-07-14 00:00:00.000 |       0 | 328244 |       269107 |       388830 | brk-a     |      0 |     0 |      0 |        0 |           0 | Berkshire Hathaway Inc. |  330445 |        273741 |        390211 | -412.537 |       -412.537 |       -412.537 | -1788.52  |      -1788.52  |      -1788.52  |
| 2020-07-13 00:00:00.000 |       0 | 327699 |       270715 |       385532 | brk-a     |      0 |     0 |      0 |        0 |           0 | Berkshire Hathaway Inc. |  330408 |        274065 |        389905 | -643.756 |       -643.756 |       -643.756 | -2064.47  |      -2064.47  |      -2064.47  |
| 2020-07-12 00:00:00.000 |       0 | 329274 |       270678 |       388461 | brk-a     |      0 |     0 |      0 |        0 |           0 | Berkshire Hathaway Inc. |  330370 |        274389 |        389719 | 1240.74  |       1240.74  |       1240.74  | -2336.47  |      -2336.47  |      -2336.47  |
| 2020-07-11 00:00:00.000 |       0 | 328970 |       270472 |       387148 | brk-a     |      0 |     0 |      0 |        0 |           0 | Berkshire Hathaway Inc. |  330332 |        274713 |        389480 | 1240.74  |       1240.74  |       1240.74  | -2603.2   |      -2603.2   |      -2603.2   |
| 2020-07-10 00:00:00.000 |       0 | 326793 |       271729 |       385933 | brk-a     |      0 |     0 |      0 |        0 |           0 | Berkshire Hathaway Inc. |  330295 |        275036 |        389230 | -638.736 |       -638.736 |       -638.736 | -2863.32  |      -2863.32  |      -2863.32  |
| 2020-07-09 00:00:00.000 |       0 | 326692 |       269745 |       387149 | brk-a     |      0 |     0 |      0 |        0 |           0 | Berkshire Hathaway Inc. |  330257 |        275343 |        388981 | -449.882 |       -449.882 |       -449.882 | -3115.5   |      -3115.5   |      -3115.5   |


Table: stock_data brk_data_lstm



Table: stock_data cfg_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name             |   trend |   trend_lower |   trend_upper |    weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:-------------------------|--------:|--------------:|--------------:|----------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 25.661  |      13.396  |      39.22   | cfg       |      0 |     0 |      0 |        0 |           0 | Citizens Financial Group | 25.2368 |       12.9692 |       38.8869 | -0.544508 |      -0.544508 |      -0.544508 | 0.968741 |       0.968741 |       0.968741 |
| 2020-07-17 00:00:00.000 |       0 | 26.4263 |      13.9862 |      39.9251 | cfg       |      0 |     0 |      0 |        0 |           0 | Citizens Financial Group | 25.256  |       13.0464 |       38.8593 |  0.212347 |       0.212347 |       0.212347 | 0.957909 |       0.957909 |       0.957909 |
| 2020-07-16 00:00:00.000 |       0 | 26.4208 |      13.6978 |      40.1745 | cfg       |      0 |     0 |      0 |        0 |           0 | Citizens Financial Group | 25.2752 |       13.1463 |       38.8197 |  0.201838 |       0.201838 |       0.201838 | 0.943776 |       0.943776 |       0.943776 |
| 2020-07-15 00:00:00.000 |       0 | 26.468  |      14.0755 |      39.5123 | cfg       |      0 |     0 |      0 |        0 |           0 | Citizens Financial Group | 25.2944 |       13.248  |       38.7784 |  0.246929 |       0.246929 |       0.246929 | 0.926685 |       0.926685 |       0.926685 |
| 2020-07-14 00:00:00.000 |       0 | 26.4743 |      14.4087 |      40.1226 | cfg       |      0 |     0 |      0 |        0 |           0 | Citizens Financial Group | 25.3136 |       13.3383 |       38.7364 |  0.253637 |       0.253637 |       0.253637 | 0.907064 |       0.907064 |       0.907064 |
| 2020-07-13 00:00:00.000 |       0 | 26.3925 |      13.8894 |      39.9834 | cfg       |      0 |     0 |      0 |        0 |           0 | Citizens Financial Group | 25.3328 |       13.4285 |       38.6699 |  0.174265 |       0.174265 |       0.174265 | 0.885421 |       0.885421 |       0.885421 |
| 2020-07-12 00:00:00.000 |       0 | 25.6699 |      13.6843 |      39.0906 | cfg       |      0 |     0 |      0 |        0 |           0 | Citizens Financial Group | 25.3521 |       13.5188 |       38.5703 | -0.544508 |      -0.544508 |      -0.544508 | 0.862332 |       0.862332 |       0.862332 |
| 2020-07-11 00:00:00.000 |       0 | 25.6652 |      13.572  |      39.1859 | cfg       |      0 |     0 |      0 |        0 |           0 | Citizens Financial Group | 25.3713 |       13.6091 |       38.4945 | -0.544508 |      -0.544508 |      -0.544508 | 0.838435 |       0.838435 |       0.838435 |
| 2020-07-10 00:00:00.000 |       0 | 26.4172 |      14.713  |      39.8505 | cfg       |      0 |     0 |      0 |        0 |           0 | Citizens Financial Group | 25.3905 |       13.6762 |       38.4485 |  0.212347 |       0.212347 |       0.212347 | 0.81441  |       0.81441  |       0.81441  |
| 2020-07-09 00:00:00.000 |       0 | 26.4025 |      14.3609 |      39.3969 | cfg       |      0 |     0 |      0 |        0 |           0 | Citizens Financial Group | 25.4097 |       13.7372 |       38.4024 |  0.201838 |       0.201838 |       0.201838 | 0.790967 |       0.790967 |       0.790967 |


Table: stock_data cfg_data_lstm
| Date                    |   Close |   Predictions | Symbols   |
|:------------------------|--------:|--------------:|:----------|
| 2018-09-24 00:00:00.000 |   40.41 |       39.2608 | CFG       |
| 2018-09-25 00:00:00.000 |   40.14 |       39.3194 | CFG       |
| 2018-09-26 00:00:00.000 |   39.41 |       39.3241 | CFG       |
| 2018-09-27 00:00:00.000 |   38.93 |       39.223  | CFG       |
| 2018-09-28 00:00:00.000 |   38.57 |       39.0273 | CFG       |
| 2018-10-01 00:00:00.000 |   38.36 |       38.7643 | CFG       |
| 2018-10-02 00:00:00.000 |   38.07 |       38.4715 | CFG       |
| 2018-10-03 00:00:00.000 |   38.83 |       38.1642 | CFG       |
| 2018-10-04 00:00:00.000 |   39.1  |       37.9624 | CFG       |
| 2018-10-05 00:00:00.000 |   38.78 |       37.8658 | CFG       |


Table: stock_data cme_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name   |   trend |   trend_lower |   trend_upper |      weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:---------------|--------:|--------------:|--------------:|------------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 220.565 |      193.97  |      249.247 | cme       |      0 |     0 |      0 |        0 |           0 | CME Group Inc. | 218.257 |       193.242 |       247.194 |  0.314104   |     0.314104   |     0.314104   |  1.99455 |        1.99455 |        1.99455 |
| 2020-07-17 00:00:00.000 |       0 | 220.188 |      193.926 |      247.997 | cme       |      0 |     0 |      0 |        0 |           0 | CME Group Inc. | 218.188 |       193.232 |       246.981 | -0.00474444 |    -0.00474444 |    -0.00474444 |  2.00508 |        2.00508 |        2.00508 |
| 2020-07-16 00:00:00.000 |       0 | 219.979 |      194.811 |      247.989 | cme       |      0 |     0 |      0 |        0 |           0 | CME Group Inc. | 218.119 |       193.246 |       246.767 | -0.130934   |    -0.130934   |    -0.130934   |  1.99023 |        1.99023 |        1.99023 |
| 2020-07-15 00:00:00.000 |       0 | 219.826 |      194.525 |      247.531 | cme       |      0 |     0 |      0 |        0 |           0 | CME Group Inc. | 218.051 |       193.314 |       246.584 | -0.176009   |    -0.176009   |    -0.176009   |  1.95065 |        1.95065 |        1.95065 |
| 2020-07-14 00:00:00.000 |       0 | 219.594 |      193.983 |      247.711 | cme       |      0 |     0 |      0 |        0 |           0 | CME Group Inc. | 217.982 |       193.382 |       246.368 | -0.275726   |    -0.275726   |    -0.275726   |  1.88754 |        1.88754 |        1.88754 |
| 2020-07-13 00:00:00.000 |       0 | 219.676 |      194.701 |      247.433 | cme       |      0 |     0 |      0 |        0 |           0 | CME Group Inc. | 217.914 |       193.45  |       246.124 | -0.0407958  |    -0.0407958  |    -0.0407958  |  1.80265 |        1.80265 |        1.80265 |
| 2020-07-12 00:00:00.000 |       0 | 219.858 |      193.868 |      248.276 | cme       |      0 |     0 |      0 |        0 |           0 | CME Group Inc. | 217.845 |       193.5   |       245.884 |  0.314104   |     0.314104   |     0.314104   |  1.69825 |        1.69825 |        1.69825 |
| 2020-07-11 00:00:00.000 |       0 | 219.668 |      194.916 |      246.764 | cme       |      0 |     0 |      0 |        0 |           0 | CME Group Inc. | 217.777 |       193.524 |       245.665 |  0.314104   |     0.314104   |     0.314104   |  1.57704 |        1.57704 |        1.57704 |
| 2020-07-10 00:00:00.000 |       0 | 219.146 |      194.106 |      247.846 | cme       |      0 |     0 |      0 |        0 |           0 | CME Group Inc. | 217.708 |       193.549 |       245.448 | -0.00474444 |    -0.00474444 |    -0.00474444 |  1.44212 |        1.44212 |        1.44212 |
| 2020-07-09 00:00:00.000 |       0 | 218.806 |      193.653 |      247.309 | cme       |      0 |     0 |      0 |        0 |           0 | CME Group Inc. | 217.64  |       193.583 |       245.291 | -0.130934   |    -0.130934   |    -0.130934   |  1.29691 |        1.29691 |        1.29691 |


Table: stock_data cme_data_lstm
|   index | Date                    |   Close |   Predictions | Symbols   |
|--------:|:------------------------|--------:|--------------:|:----------|
|       0 | 2018-07-13 00:00:00.000 |  166.91 |       167.952 | CME       |
|       1 | 2018-07-16 00:00:00.000 |  168.22 |       168.418 | CME       |
|       2 | 2018-07-17 00:00:00.000 |  169.02 |       169.021 | CME       |
|       3 | 2018-07-18 00:00:00.000 |  171.02 |       169.715 | CME       |
|       4 | 2018-07-19 00:00:00.000 |  168.85 |       170.568 | CME       |
|       5 | 2018-07-20 00:00:00.000 |  169    |       171.253 | CME       |
|       6 | 2018-07-23 00:00:00.000 |  169.3  |       171.811 | CME       |
|       7 | 2018-07-24 00:00:00.000 |  168.46 |       172.278 | CME       |
|       8 | 2018-07-25 00:00:00.000 |  169.52 |       172.584 | CME       |
|       9 | 2018-07-26 00:00:00.000 |  166.46 |       172.869 | CME       |


Table: stock_data combine
| Date                    |   Close |   Predictions | Symbols   |
|:------------------------|--------:|--------------:|:----------|
| 2018-07-13 00:00:00.000 |  100.5  |       94.108  | axp       |
| 2018-07-16 00:00:00.000 |  100.69 |       94.3982 | axp       |
| 2018-07-17 00:00:00.000 |  101.15 |       94.6411 | axp       |
| 2018-07-18 00:00:00.000 |  102.98 |       94.8755 | axp       |
| 2018-07-19 00:00:00.000 |  100.17 |       95.2534 | axp       |
| 2018-07-20 00:00:00.000 |  100.15 |       95.3902 | axp       |
| 2018-07-23 00:00:00.000 |  101.22 |       95.3963 | axp       |
| 2018-07-24 00:00:00.000 |  101.71 |       95.4332 | axp       |
| 2018-07-25 00:00:00.000 |  102.63 |       95.524  | axp       |
| 2018-07-26 00:00:00.000 |  102.5  |       95.7205 | axp       |


Table: stock_data combine_lstm



Table: stock_data dow_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name                 |   trend |   trend_lower |   trend_upper |   weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:-----------------------------|--------:|--------------:|--------------:|---------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 28516.3 |      24581.1 |      32379.5 | ^DJI      |      0 |     0 |      0 |        0 |           0 | Dow Jones Industrial Average | 27680.6 |       23879.4 |       31580.1 |  299.549 |        299.549 |        299.549 |  536.171 |        536.171 |        536.171 |
| 2020-07-17 00:00:00.000 |       0 | 28081.6 |      24183.2 |      31997   | ^DJI      |      0 |     0 |      0 |        0 |           0 | Dow Jones Industrial Average | 27676.8 |       23890.3 |       31559.8 | -118.018 |       -118.018 |       -118.018 |  522.761 |        522.761 |        522.761 |
| 2020-07-16 00:00:00.000 |       0 | 28060.5 |      24085.6 |      32010.9 | ^DJI      |      0 |     0 |      0 |        0 |           0 | Dow Jones Industrial Average | 27673.1 |       23903.9 |       31538   | -119.214 |       -119.214 |       -119.214 |  506.638 |        506.638 |        506.638 |
| 2020-07-15 00:00:00.000 |       0 | 28044.9 |      24116.4 |      31964.2 | ^DJI      |      0 |     0 |      0 |        0 |           0 | Dow Jones Industrial Average | 27669.4 |       23918.1 |       31506.5 | -112.509 |       -112.509 |       -112.509 |  488.017 |        488.017 |        488.017 |
| 2020-07-14 00:00:00.000 |       0 | 28024   |      24175.1 |      31973.4 | ^DJI      |      0 |     0 |      0 |        0 |           0 | Dow Jones Industrial Average | 27665.6 |       23926   |       31483.7 | -108.751 |       -108.751 |       -108.751 |  467.165 |        467.165 |        467.165 |
| 2020-07-13 00:00:00.000 |       0 | 27965.7 |      24083.1 |      31711.9 | ^DJI      |      0 |     0 |      0 |        0 |           0 | Dow Jones Industrial Average | 27661.9 |       23943.4 |       31467.2 | -140.607 |       -140.607 |       -140.607 |  444.399 |        444.399 |        444.399 |
| 2020-07-12 00:00:00.000 |       0 | 28377.8 |      24413.4 |      32265.7 | ^DJI      |      0 |     0 |      0 |        0 |           0 | Dow Jones Industrial Average | 27658.2 |       23954.4 |       31450.7 |  299.549 |        299.549 |        299.549 |  420.072 |        420.072 |        420.072 |
| 2020-07-11 00:00:00.000 |       0 | 28348.5 |      24470.2 |      32333.7 | ^DJI      |      0 |     0 |      0 |        0 |           0 | Dow Jones Industrial Average | 27654.4 |       23955.1 |       31433.9 |  299.549 |        299.549 |        299.549 |  394.572 |        394.572 |        394.572 |
| 2020-07-10 00:00:00.000 |       0 | 27901   |      24210.2 |      31874.4 | ^DJI      |      0 |     0 |      0 |        0 |           0 | Dow Jones Industrial Average | 27650.7 |       23955.9 |       31413.8 | -118.018 |       -118.018 |       -118.018 |  368.311 |        368.311 |        368.311 |
| 2020-07-09 00:00:00.000 |       0 | 27869.4 |      23993.5 |      31638.2 | ^DJI      |      0 |     0 |      0 |        0 |           0 | Dow Jones Industrial Average | 27646.9 |       23956.7 |       31393.7 | -119.214 |       -119.214 |       -119.214 |  341.712 |        341.712 |        341.712 |


Table: stock_data dow_data
| Date                    | Symbols   |    High |     Low |    Open |   Close |    Volume |   Adj Close | Company_name                 |
|:------------------------|:----------|--------:|--------:|--------:|--------:|----------:|------------:|:-----------------------------|
| 2014-07-14 00:00:00.000 | ^DJI      | 17088.4 | 16950.9 | 16950.9 | 17055.4 |  60570000 |     17055.4 | Dow Jones Industrial Average |
| 2014-07-15 00:00:00.000 | ^DJI      | 17120.3 | 17006.4 | 17055   | 17060.7 | 101730000 |     17060.7 | Dow Jones Industrial Average |
| 2014-07-16 00:00:00.000 | ^DJI      | 17139.3 | 17061.9 | 17061.9 | 17138.2 | 111500000 |     17138.2 | Dow Jones Industrial Average |
| 2014-07-17 00:00:00.000 | ^DJI      | 17151.6 | 16966.2 | 17133.4 | 16976.8 |  99240000 |     16976.8 | Dow Jones Industrial Average |
| 2014-07-18 00:00:00.000 | ^DJI      | 17113.5 | 16977.5 | 16978.2 | 17100.2 | 112530000 |     17100.2 | Dow Jones Industrial Average |
| 2014-07-21 00:00:00.000 | ^DJI      | 17095.1 | 16974.3 | 17095.1 | 17051.7 |  67590000 |     17051.7 | Dow Jones Industrial Average |
| 2014-07-22 00:00:00.000 | ^DJI      | 17133.4 | 17040.1 | 17055   | 17113.5 |  77960000 |     17113.5 | Dow Jones Industrial Average |
| 2014-07-23 00:00:00.000 | ^DJI      | 17121.1 | 17058.1 | 17117   | 17086.6 |  73440000 |     17086.6 | Dow Jones Industrial Average |
| 2014-07-24 00:00:00.000 | ^DJI      | 17119.8 | 17061.1 | 17092   | 17083.8 |  66390000 |     17083.8 | Dow Jones Industrial Average |
| 2014-07-25 00:00:00.000 | ^DJI      | 17082.3 | 16915.7 | 17079.5 | 16960.6 |  67290000 |     16960.6 | Dow Jones Industrial Average |


Table: stock_data gs_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name                  |   trend |   trend_lower |   trend_upper |    weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:------------------------------|--------:|--------------:|--------------:|----------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 150.563 |      62.4793 |      237.708 | gs        |      0 |     0 |      0 |        0 |           0 | The Goldman Sachs Group, Inc. | 145.35  |       57.0529 |       232.43  | -2.67554  |      -2.67554  |      -2.67554  |  7.88867 |        7.88867 |        7.88867 |
| 2020-07-17 00:00:00.000 |       0 | 154.227 |      66.9911 |      245.539 | gs        |      0 |     0 |      0 |        0 |           0 | The Goldman Sachs Group, Inc. | 145.458 |       57.5618 |       232.147 |  0.971374 |       0.971374 |       0.971374 |  7.79828 |        7.79828 |        7.79828 |
| 2020-07-16 00:00:00.000 |       0 | 154.396 |      68.8117 |      243.077 | gs        |      0 |     0 |      0 |        0 |           0 | The Goldman Sachs Group, Inc. | 145.566 |       58.2862 |       231.863 |  1.15388  |       1.15388  |       1.15388  |  7.67649 |        7.67649 |        7.67649 |
| 2020-07-15 00:00:00.000 |       0 | 154.442 |      67.3965 |      241.684 | gs        |      0 |     0 |      0 |        0 |           0 | The Goldman Sachs Group, Inc. | 145.674 |       59.0107 |       231.585 |  1.24402  |       1.24402  |       1.24402  |  7.52438 |        7.52438 |        7.52438 |
| 2020-07-14 00:00:00.000 |       0 | 154.348 |      70.3337 |      240.938 | gs        |      0 |     0 |      0 |        0 |           0 | The Goldman Sachs Group, Inc. | 145.782 |       59.7679 |       231.316 |  1.2227   |       1.2227   |       1.2227   |  7.34355 |        7.34355 |        7.34355 |
| 2020-07-13 00:00:00.000 |       0 | 153.785 |      67.5946 |      237.833 | gs        |      0 |     0 |      0 |        0 |           0 | The Goldman Sachs Group, Inc. | 145.89  |       60.5355 |       231.047 |  0.759098 |       0.759098 |       0.759098 |  7.13604 |        7.13604 |        7.13604 |
| 2020-07-12 00:00:00.000 |       0 | 150.226 |      64.9932 |      234.739 | gs        |      0 |     0 |      0 |        0 |           0 | The Goldman Sachs Group, Inc. | 145.998 |       61.31   |       230.778 | -2.67554  |      -2.67554  |      -2.67554  |  6.90427 |        6.90427 |        6.90427 |
| 2020-07-11 00:00:00.000 |       0 | 150.081 |      61.3538 |      235.74  | gs        |      0 |     0 |      0 |        0 |           0 | The Goldman Sachs Group, Inc. | 146.106 |       61.939  |       230.509 | -2.67554  |      -2.67554  |      -2.67554  |  6.65106 |        6.65106 |        6.65106 |
| 2020-07-10 00:00:00.000 |       0 | 153.564 |      69.6091 |      239.511 | gs        |      0 |     0 |      0 |        0 |           0 | The Goldman Sachs Group, Inc. | 146.214 |       62.3666 |       230.24  |  0.971374 |       0.971374 |       0.971374 |  6.37948 |        6.37948 |        6.37948 |
| 2020-07-09 00:00:00.000 |       0 | 153.568 |      68.7962 |      238.809 | gs        |      0 |     0 |      0 |        0 |           0 | The Goldman Sachs Group, Inc. | 146.322 |       62.7559 |       229.917 |  1.15388  |       1.15388  |       1.15388  |  6.09286 |        6.09286 |        6.09286 |


Table: stock_data gs_data_lstm
| Date                    |   Close |   Predictions | Symbols   |
|:------------------------|--------:|--------------:|:----------|
| 2018-07-13 00:00:00.000 |  226.41 |       222.429 | GS        |
| 2018-07-16 00:00:00.000 |  231.44 |       223.02  | GS        |
| 2018-07-17 00:00:00.000 |  231.02 |       224.051 | GS        |
| 2018-07-18 00:00:00.000 |  231.24 |       225.101 | GS        |
| 2018-07-19 00:00:00.000 |  229.63 |       226.075 | GS        |
| 2018-07-20 00:00:00.000 |  231.69 |       226.71  | GS        |
| 2018-07-23 00:00:00.000 |  233.76 |       227.352 | GS        |
| 2018-07-24 00:00:00.000 |  235.88 |       228.146 | GS        |
| 2018-07-25 00:00:00.000 |  236.69 |       229.158 | GS        |
| 2018-07-26 00:00:00.000 |  237.11 |       230.244 | GS        |


Table: stock_data ibkr_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name                    |   trend |   trend_lower |   trend_upper |     weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:--------------------------------|--------:|--------------:|--------------:|-----------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 39.4713 |      6.81858 |      65.9169 | ibkr      |      0 |     0 |      0 |        0 |           0 | Interactive Brokers Group, Inc. | 37.679  |       4.88575 |       64.9289 |  0.205098  |      0.205098  |      0.205098  |  1.58718 |        1.58718 |        1.58718 |
| 2020-07-17 00:00:00.000 |       0 | 39.248  |      5.83259 |      66.6786 | ibkr      |      0 |     0 |      0 |        0 |           0 | Interactive Brokers Group, Inc. | 37.7105 |       4.94762 |       64.8259 | -0.106297  |     -0.106297  |     -0.106297  |  1.64381 |        1.64381 |        1.64381 |
| 2020-07-16 00:00:00.000 |       0 | 39.3327 |      6.3272  |      65.5509 | ibkr      |      0 |     0 |      0 |        0 |           0 | Interactive Brokers Group, Inc. | 37.7421 |       5.12405 |       64.7229 | -0.10653   |     -0.10653   |     -0.10653   |  1.69713 |        1.69713 |        1.69713 |
| 2020-07-15 00:00:00.000 |       0 | 39.4449 |      6.67037 |      65.7185 | ibkr      |      0 |     0 |      0 |        0 |           0 | Interactive Brokers Group, Inc. | 37.7736 |       5.42412 |       64.6198 | -0.0756621 |     -0.0756621 |     -0.0756621 |  1.74698 |        1.74698 |        1.74698 |
| 2020-07-14 00:00:00.000 |       0 | 39.5702 |      7.47859 |      66.0129 | ibkr      |      0 |     0 |      0 |        0 |           0 | Interactive Brokers Group, Inc. | 37.8052 |       5.62759 |       64.5168 | -0.0283279 |     -0.0283279 |     -0.0283279 |  1.79334 |        1.79334 |        1.79334 |
| 2020-07-13 00:00:00.000 |       0 | 39.5796 |      7.06641 |      66.6592 | ibkr      |      0 |     0 |      0 |        0 |           0 | Interactive Brokers Group, Inc. | 37.8367 |       5.77079 |       64.4137 | -0.0933782 |     -0.0933782 |     -0.0933782 |  1.83629 |        1.83629 |        1.83629 |
| 2020-07-12 00:00:00.000 |       0 | 39.9494 |      8.02169 |      66.9863 | ibkr      |      0 |     0 |      0 |        0 |           0 | Interactive Brokers Group, Inc. | 37.8683 |       5.92186 |       64.2998 |  0.205098  |      0.205098  |      0.205098  |  1.87602 |        1.87602 |        1.87602 |
| 2020-07-11 00:00:00.000 |       0 | 40.0177 |      7.72482 |      66.0199 | ibkr      |      0 |     0 |      0 |        0 |           0 | Interactive Brokers Group, Inc. | 37.8998 |       6.07293 |       64.1848 |  0.205098  |      0.205098  |      0.205098  |  1.91279 |        1.91279 |        1.91279 |
| 2020-07-10 00:00:00.000 |       0 | 39.772  |      7.24015 |      66.3443 | ibkr      |      0 |     0 |      0 |        0 |           0 | Interactive Brokers Group, Inc. | 37.9313 |       6.25339 |       64.0748 | -0.106297  |     -0.106297  |     -0.106297  |  1.94699 |        1.94699 |        1.94699 |
| 2020-07-09 00:00:00.000 |       0 | 39.8354 |      7.78912 |      65.5953 | ibkr      |      0 |     0 |      0 |        0 |           0 | Interactive Brokers Group, Inc. | 37.9629 |       6.52152 |       63.9789 | -0.10653   |     -0.10653   |     -0.10653   |  1.97905 |        1.97905 |        1.97905 |


Table: stock_data ibkr_data_lstm
| Date                    |   Close |   Predictions | Symbols   |
|:------------------------|--------:|--------------:|:----------|
| 2018-07-13 00:00:00.000 |   61.5  |       62.5749 | ibkr      |
| 2018-07-16 00:00:00.000 |   62.69 |       62.346  | ibkr      |
| 2018-07-17 00:00:00.000 |   64.69 |       62.2849 | ibkr      |
| 2018-07-18 00:00:00.000 |   65.34 |       62.5105 | ibkr      |
| 2018-07-19 00:00:00.000 |   62.67 |       62.9244 | ibkr      |
| 2018-07-20 00:00:00.000 |   62.66 |       63.1374 | ibkr      |
| 2018-07-23 00:00:00.000 |   63.57 |       63.234  | ibkr      |
| 2018-07-24 00:00:00.000 |   62.57 |       63.3482 | ibkr      |
| 2018-07-25 00:00:00.000 |   62.49 |       63.3587 | ibkr      |
| 2018-07-26 00:00:00.000 |   62.19 |       63.3089 | ibkr      |


Table: stock_data jpm_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name         |   trend |   trend_lower |   trend_upper |    weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:---------------------|--------:|--------------:|--------------:|----------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 112.411 |      80.7302 |      144.547 | jpm       |      0 |     0 |      0 |        0 |           0 | JPMorgan Chase & Co. | 107.866 |       77.3694 |       138.32  |  0.620761 |       0.620761 |       0.620761 |  3.92455 |        3.92455 |        3.92455 |
| 2020-07-17 00:00:00.000 |       0 | 111.332 |      81.3631 |      143.188 | jpm       |      0 |     0 |      0 |        0 |           0 | JPMorgan Chase & Co. | 107.867 |       77.5032 |       138.198 | -0.322375 |      -0.322375 |      -0.322375 |  3.7873  |        3.7873  |        3.7873  |
| 2020-07-16 00:00:00.000 |       0 | 111.253 |      81.1648 |      141.684 | jpm       |      0 |     0 |      0 |        0 |           0 | JPMorgan Chase & Co. | 107.869 |       77.7132 |       138.062 | -0.257269 |      -0.257269 |      -0.257269 |  3.64145 |        3.64145 |        3.64145 |
| 2020-07-15 00:00:00.000 |       0 | 111.207 |      81.2501 |      142.471 | jpm       |      0 |     0 |      0 |        0 |           0 | JPMorgan Chase & Co. | 107.87  |       77.8712 |       137.931 | -0.150715 |      -0.150715 |      -0.150715 |  3.48804 |        3.48804 |        3.48804 |
| 2020-07-14 00:00:00.000 |       0 | 111.012 |      81.0983 |      141.74  | jpm       |      0 |     0 |      0 |        0 |           0 | JPMorgan Chase & Co. | 107.872 |       77.9373 |       137.853 | -0.187935 |      -0.187935 |      -0.187935 |  3.32822 |        3.32822 |        3.32822 |
| 2020-07-13 00:00:00.000 |       0 | 110.713 |      80.8568 |      140.021 | jpm       |      0 |     0 |      0 |        0 |           0 | JPMorgan Chase & Co. | 107.873 |       78.0034 |       137.66  | -0.323229 |      -0.323229 |      -0.323229 |  3.16325 |        3.16325 |        3.16325 |
| 2020-07-12 00:00:00.000 |       0 | 111.49  |      82.7799 |      142.05  | jpm       |      0 |     0 |      0 |        0 |           0 | JPMorgan Chase & Co. | 107.874 |       78.0695 |       137.537 |  0.620761 |       0.620761 |       0.620761 |  2.99449 |        2.99449 |        2.99449 |
| 2020-07-11 00:00:00.000 |       0 | 111.32  |      81.748  |      142.362 | jpm       |      0 |     0 |      0 |        0 |           0 | JPMorgan Chase & Co. | 107.876 |       78.1307 |       137.421 |  0.620761 |       0.620761 |       0.620761 |  2.82335 |        2.82335 |        2.82335 |
| 2020-07-10 00:00:00.000 |       0 | 110.206 |      80.2345 |      141.361 | jpm       |      0 |     0 |      0 |        0 |           0 | JPMorgan Chase & Co. | 107.877 |       78.2024 |       137.323 | -0.322375 |      -0.322375 |      -0.322375 |  2.6513  |        2.6513  |        2.6513  |
| 2020-07-09 00:00:00.000 |       0 | 110.101 |      81.7247 |      138.888 | jpm       |      0 |     0 |      0 |        0 |           0 | JPMorgan Chase & Co. | 107.879 |       78.321  |       137.237 | -0.257269 |      -0.257269 |      -0.257269 |  2.47987 |        2.47987 |        2.47987 |


Table: stock_data jpm_data_lstm
| Date                    |   Close |   Predictions | Symbols   |
|:------------------------|--------:|--------------:|:----------|
| 2018-07-13 00:00:00.000 |  106.36 |       108.699 | JPM       |
| 2018-07-16 00:00:00.000 |  110.58 |       108.917 | JPM       |
| 2018-07-17 00:00:00.000 |  110.5  |       109.426 | JPM       |
| 2018-07-18 00:00:00.000 |  111.53 |       110.036 | JPM       |
| 2018-07-19 00:00:00.000 |  109.89 |       110.742 | JPM       |
| 2018-07-20 00:00:00.000 |  111.28 |       111.316 | JPM       |
| 2018-07-23 00:00:00.000 |  113.35 |       111.887 | JPM       |
| 2018-07-24 00:00:00.000 |  114.15 |       112.562 | JPM       |
| 2018-07-25 00:00:00.000 |  115.18 |       113.295 | JPM       |
| 2018-07-26 00:00:00.000 |  114.85 |       114.082 | JPM       |


Table: stock_data ms_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name   |   trend |   trend_lower |   trend_upper |      weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:---------------|--------:|--------------:|--------------:|------------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 37.1621 |      16.8656 |      54.8292 | ms        |      0 |     0 |      0 |        0 |           0 | Morgan Stanley | 35.188  |       15.5862 |       52.7523 |  0.0769705  |     0.0769705  |     0.0769705  |  1.89709 |        1.89709 |        1.89709 |
| 2020-07-17 00:00:00.000 |       0 | 36.9653 |      16.7749 |      54.5196 | ms        |      0 |     0 |      0 |        0 |           0 | Morgan Stanley | 35.2053 |       15.6843 |       52.6826 | -0.0553327  |    -0.0553327  |    -0.0553327  |  1.81535 |        1.81535 |        1.81535 |
| 2020-07-16 00:00:00.000 |       0 | 36.9277 |      17.2151 |      54.7653 | ms        |      0 |     0 |      0 |        0 |           0 | Morgan Stanley | 35.2226 |       15.786  |       52.6202 | -0.0224858  |    -0.0224858  |    -0.0224858  |  1.72762 |        1.72762 |        1.72762 |
| 2020-07-15 00:00:00.000 |       0 | 36.8842 |      16.8717 |      54.4137 | ms        |      0 |     0 |      0 |        0 |           0 | Morgan Stanley | 35.2398 |       15.9196 |       52.5785 |  0.00901883 |     0.00901883 |     0.00901883 |  1.63533 |        1.63533 |        1.63533 |
| 2020-07-14 00:00:00.000 |       0 | 36.7702 |      17.0147 |      54.2718 | ms        |      0 |     0 |      0 |        0 |           0 | Morgan Stanley | 35.2571 |       16.0497 |       52.5576 | -0.0268878  |    -0.0268878  |    -0.0268878  |  1.53997 |        1.53997 |        1.53997 |
| 2020-07-13 00:00:00.000 |       0 | 36.6592 |      17.4858 |      53.9391 | ms        |      0 |     0 |      0 |        0 |           0 | Morgan Stanley | 35.2744 |       16.1093 |       52.5334 | -0.0582535  |    -0.0582535  |    -0.0582535  |  1.44308 |        1.44308 |        1.44308 |
| 2020-07-12 00:00:00.000 |       0 | 36.7148 |      17.3908 |      53.9302 | ms        |      0 |     0 |      0 |        0 |           0 | Morgan Stanley | 35.2917 |       16.1751 |       52.4796 |  0.0769705  |     0.0769705  |     0.0769705  |  1.34618 |        1.34618 |        1.34618 |
| 2020-07-11 00:00:00.000 |       0 | 36.6367 |      17.6027 |      54.218  | ms        |      0 |     0 |      0 |        0 |           0 | Morgan Stanley | 35.309  |       16.2724 |       52.4373 |  0.0769705  |     0.0769705  |     0.0769705  |  1.25081 |        1.25081 |        1.25081 |
| 2020-07-10 00:00:00.000 |       0 | 36.4294 |      17.5247 |      53.7304 | ms        |      0 |     0 |      0 |        0 |           0 | Morgan Stanley | 35.3262 |       16.3926 |       52.3914 | -0.0553327  |    -0.0553327  |    -0.0553327  |  1.15845 |        1.15845 |        1.15845 |
| 2020-07-09 00:00:00.000 |       0 | 36.3915 |      17.3735 |      53.4852 | ms        |      0 |     0 |      0 |        0 |           0 | Morgan Stanley | 35.3435 |       16.5309 |       52.3252 | -0.0224858  |    -0.0224858  |    -0.0224858  |  1.07049 |        1.07049 |        1.07049 |


Table: stock_data ms_data_lstm
| Date                    |   Close |   Predictions | Symbols   |
|:------------------------|--------:|--------------:|:----------|
| 2018-07-13 00:00:00.000 |   48.08 |       48.1695 | MS        |
| 2018-07-16 00:00:00.000 |   48.9  |       48.2556 | MS        |
| 2018-07-17 00:00:00.000 |   49.18 |       48.4125 | MS        |
| 2018-07-18 00:00:00.000 |   50.56 |       48.6195 | MS        |
| 2018-07-19 00:00:00.000 |   49.85 |       48.9564 | MS        |
| 2018-07-20 00:00:00.000 |   50.27 |       49.2769 | MS        |
| 2018-07-23 00:00:00.000 |   50.74 |       49.6    | MS        |
| 2018-07-24 00:00:00.000 |   50.98 |       49.9345 | MS        |
| 2018-07-25 00:00:00.000 |   51.04 |       50.2652 | MS        |
| 2018-07-26 00:00:00.000 |   50.99 |       50.5693 | MS        |


Table: stock_data nasdaq_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name   |   trend |   trend_lower |   trend_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:---------------|--------:|--------------:|--------------:|
| 2020-07-18 00:00:00.000 |       0 | 8618.71 |      7358.55 |      9850.92 | ^IXIC     |      0 |     0 |      0 |        0 |           0 | NASDAQ         | 8152.67 |       6918.96 |       9424.91 |
| 2020-07-17 00:00:00.000 |       0 | 8409.42 |      7167.35 |      9709.28 | ^IXIC     |      0 |     0 |      0 |        0 |           0 | NASDAQ         | 8151.75 |       6920.66 |       9416.03 |
| 2020-07-16 00:00:00.000 |       0 | 8400.77 |      7174.53 |      9660.41 | ^IXIC     |      0 |     0 |      0 |        0 |           0 | NASDAQ         | 8150.83 |       6923.23 |       9407.15 |
| 2020-07-15 00:00:00.000 |       0 | 8396.86 |      7146.25 |      9661.68 | ^IXIC     |      0 |     0 |      0 |        0 |           0 | NASDAQ         | 8149.91 |       6925.8  |       9399.24 |
| 2020-07-14 00:00:00.000 |       0 | 8387.22 |      7150.23 |      9625.65 | ^IXIC     |      0 |     0 |      0 |        0 |           0 | NASDAQ         | 8148.99 |       6930.43 |       9394.82 |
| 2020-07-13 00:00:00.000 |       0 | 8366.4  |      7169.39 |      9628.76 | ^IXIC     |      0 |     0 |      0 |        0 |           0 | NASDAQ         | 8148.07 |       6937.51 |       9390.31 |
| 2020-07-12 00:00:00.000 |       0 | 8566.3  |      7365.96 |      9816.46 | ^IXIC     |      0 |     0 |      0 |        0 |           0 | NASDAQ         | 8147.15 |       6949.47 |       9385.99 |
| 2020-07-11 00:00:00.000 |       0 | 8555.72 |      7329.47 |      9739.08 | ^IXIC     |      0 |     0 |      0 |        0 |           0 | NASDAQ         | 8146.23 |       6954.61 |       9381.67 |
| 2020-07-10 00:00:00.000 |       0 | 8342.52 |      7097.31 |      9596.31 | ^IXIC     |      0 |     0 |      0 |        0 |           0 | NASDAQ         | 8145.31 |       6958.6  |       9377.35 |
| 2020-07-09 00:00:00.000 |       0 | 8330.88 |      7130.2  |      9536.25 | ^IXIC     |      0 |     0 |      0 |        0 |           0 | NASDAQ         | 8144.39 |       6962.85 |       9371.43 |


Table: stock_data nasdaq_data
| Date                    | Symbols   |    High |     Low |    Open |   Close |     Volume |   Adj Close | Company_name   |
|:------------------------|:----------|--------:|--------:|--------:|--------:|-----------:|------------:|:---------------|
| 2019-07-19 00:00:00.000 | ^IXIC     | 8245.78 | 8144.63 | 8241.34 | 8146.49 | 1721235854 |     8146.49 | NASDAQ         |
| 2019-07-18 00:00:00.000 | ^IXIC     | 8215.58 | 8135.12 | 8151.76 | 8207.24 | 2016310000 |     8207.24 | NASDAQ         |
| 2019-07-17 00:00:00.000 | ^IXIC     | 8230.67 | 8184.66 | 8224    | 8185.21 |  166520000 |     8185.21 | NASDAQ         |
| 2019-07-16 00:00:00.000 | ^IXIC     | 8259.75 | 8204.23 | 8251.66 | 8222.8  | 1933960000 |     8222.8  | NASDAQ         |
| 2019-07-15 00:00:00.000 | ^IXIC     | 8264.78 | 8236.27 | 8263.18 | 8258.19 | 1783980000 |     8258.19 | NASDAQ         |
| 2019-07-12 00:00:00.000 | ^IXIC     | 8245.66 | 8201.52 | 8209.2  | 8244.14 | 1824870000 |     8244.14 | NASDAQ         |
| 2019-07-11 00:00:00.000 | ^IXIC     | 8226.18 | 8171.63 | 8219.28 | 8196.04 | 1966970000 |     8196.04 | NASDAQ         |
| 2019-07-10 00:00:00.000 | ^IXIC     | 8228.6  | 8160.56 | 8183.19 | 8202.53 |  184910000 |     8202.53 | NASDAQ         |
| 2019-07-09 00:00:00.000 | ^IXIC     | 8146.98 | 8061.32 | 8061.41 | 8141.73 |  170720000 |     8141.73 | NASDAQ         |
| 2019-07-08 00:00:00.000 | ^IXIC     | 8161.79 | 8078.39 | 8112.91 | 8098.38 |  177320000 |     8098.38 | NASDAQ         |


Table: stock_data pypl_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name          |   trend |   trend_lower |   trend_upper |    weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:----------------------|--------:|--------------:|--------------:|----------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 160.237 |      120.664 |      194.151 | pypl      |      0 |     0 |      0 |        0 |           0 | PayPal Holdings, Inc. | 150.761 |       111.571 |       184.957 |  2.63985  |       2.63985  |       2.63985  |  6.8363  |        6.8363  |        6.8363  |
| 2020-07-17 00:00:00.000 |       0 | 156.418 |      117.714 |      190.935 | pypl      |      0 |     0 |      0 |        0 |           0 | PayPal Holdings, Inc. | 150.662 |       111.668 |       184.799 | -1.02379  |      -1.02379  |      -1.02379  |  6.78037 |        6.78037 |        6.78037 |
| 2020-07-16 00:00:00.000 |       0 | 156.288 |      117.236 |      190.322 | pypl      |      0 |     0 |      0 |        0 |           0 | PayPal Holdings, Inc. | 150.563 |       111.84  |       184.587 | -0.976627 |      -0.976627 |      -0.976627 |  6.70163 |        6.70163 |        6.70163 |
| 2020-07-15 00:00:00.000 |       0 | 156.053 |      116.784 |      189.883 | pypl      |      0 |     0 |      0 |        0 |           0 | PayPal Holdings, Inc. | 150.464 |       111.978 |       184.361 | -1.0123   |      -1.0123   |      -1.0123   |  6.60116 |        6.60116 |        6.60116 |
| 2020-07-14 00:00:00.000 |       0 | 155.759 |      116.994 |      189.006 | pypl      |      0 |     0 |      0 |        0 |           0 | PayPal Holdings, Inc. | 150.365 |       112.051 |       184.106 | -1.0864   |      -1.0864   |      -1.0864   |  6.48052 |        6.48052 |        6.48052 |
| 2020-07-13 00:00:00.000 |       0 | 155.427 |      116.326 |      188.698 | pypl      |      0 |     0 |      0 |        0 |           0 | PayPal Holdings, Inc. | 150.266 |       112.132 |       183.807 | -1.18058  |      -1.18058  |      -1.18058  |  6.34163 |        6.34163 |        6.34163 |
| 2020-07-12 00:00:00.000 |       0 | 158.994 |      120.979 |      192.341 | pypl      |      0 |     0 |      0 |        0 |           0 | PayPal Holdings, Inc. | 150.167 |       112.196 |       183.61  |  2.63985  |       2.63985  |       2.63985  |  6.1868  |        6.1868  |        6.1868  |
| 2020-07-11 00:00:00.000 |       0 | 158.727 |      119.682 |      191.489 | pypl      |      0 |     0 |      0 |        0 |           0 | PayPal Holdings, Inc. | 150.068 |       112.352 |       183.413 |  2.63985  |       2.63985  |       2.63985  |  6.01867 |        6.01867 |        6.01867 |
| 2020-07-10 00:00:00.000 |       0 | 154.785 |      117.45  |      188.601 | pypl      |      0 |     0 |      0 |        0 |           0 | PayPal Holdings, Inc. | 149.969 |       112.396 |       183.216 | -1.02379  |      -1.02379  |      -1.02379  |  5.84012 |        5.84012 |        5.84012 |
| 2020-07-09 00:00:00.000 |       0 | 154.548 |      116.716 |      187.301 | pypl      |      0 |     0 |      0 |        0 |           0 | PayPal Holdings, Inc. | 149.87  |       112.444 |       183.019 | -0.976627 |      -0.976627 |      -0.976627 |  5.65429 |        5.65429 |        5.65429 |


Table: stock_data pypl_data_lstm
| Date                    |   Close |   Predictions | Symbols   |
|:------------------------|--------:|--------------:|:----------|
| 2019-07-05 00:00:00.000 |  117.16 |       116.648 | pypl      |
| 2019-07-08 00:00:00.000 |  116.95 |       116.942 | pypl      |
| 2019-07-09 00:00:00.000 |  118.37 |       117.208 | pypl      |
| 2019-07-10 00:00:00.000 |  119.64 |       117.58  | pypl      |
| 2019-07-11 00:00:00.000 |  120.65 |       118.087 | pypl      |
| 2019-07-12 00:00:00.000 |  120.12 |       118.707 | pypl      |
| 2019-07-15 00:00:00.000 |  120.9  |       119.261 | pypl      |


Table: stock_data spx_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name   |   trend |   trend_lower |   trend_upper |   weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:---------------|--------:|--------------:|--------------:|---------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 3219.67 |      2634.81 |      3824.32 | ^GSPC     |      0 |     0 |      0 |        0 |           0 | S&P 500        | 3054.34 |       2477.8  |       3654.03 |  56.5492 |        56.5492 |        56.5492 | 108.78   |       108.78   |       108.78   |
| 2020-07-17 00:00:00.000 |       0 | 3138.08 |      2562.68 |      3737.7  | ^GSPC     |      0 |     0 |      0 |        0 |           0 | S&P 500        | 3053.91 |       2480.07 |       3651.28 | -22.3937 |       -22.3937 |       -22.3937 | 106.565  |       106.565  |       106.565  |
| 2020-07-16 00:00:00.000 |       0 | 3134.8  |      2552.22 |      3702.64 | ^GSPC     |      0 |     0 |      0 |        0 |           0 | S&P 500        | 3053.48 |       2480.98 |       3648.46 | -22.7446 |       -22.7446 |       -22.7446 | 104.066  |       104.066  |       104.066  |
| 2020-07-15 00:00:00.000 |       0 | 3132.68 |      2557.13 |      3727.82 | ^GSPC     |      0 |     0 |      0 |        0 |           0 | S&P 500        | 3053.04 |       2481.48 |       3645.65 | -21.6738 |       -21.6738 |       -21.6738 | 101.311  |       101.311  |       101.311  |
| 2020-07-14 00:00:00.000 |       0 | 3129.39 |      2565.13 |      3700.67 | ^GSPC     |      0 |     0 |      0 |        0 |           0 | S&P 500        | 3052.61 |       2481.97 |       3642.83 | -21.5572 |       -21.5572 |       -21.5572 |  98.3346 |        98.3346 |        98.3346 |
| 2020-07-13 00:00:00.000 |       0 | 3122.62 |      2549.42 |      3699.53 | ^GSPC     |      0 |     0 |      0 |        0 |           0 | S&P 500        | 3052.17 |       2482.46 |       3640.02 | -24.729  |       -24.729  |       -24.729  |  95.174  |        95.174  |        95.174  |
| 2020-07-12 00:00:00.000 |       0 | 3200.16 |      2622.86 |      3780.05 | ^GSPC     |      0 |     0 |      0 |        0 |           0 | S&P 500        | 3051.74 |       2484.31 |       3637.2  |  56.5491 |        56.5491 |        56.5491 |  91.8712 |        91.8712 |        91.8712 |
| 2020-07-11 00:00:00.000 |       0 | 3196.33 |      2629.24 |      3783.16 | ^GSPC     |      0 |     0 |      0 |        0 |           0 | S&P 500        | 3051.31 |       2486.34 |       3634.27 |  56.5492 |        56.5492 |        56.5492 |  88.4706 |        88.4706 |        88.4706 |
| 2020-07-10 00:00:00.000 |       0 | 3113.5  |      2551.09 |      3697.59 | ^GSPC     |      0 |     0 |      0 |        0 |           0 | S&P 500        | 3050.87 |       2488.2  |       3630.04 | -22.3937 |       -22.3937 |       -22.3937 |  85.0184 |        85.0184 |        85.0184 |
| 2020-07-09 00:00:00.000 |       0 | 3109.26 |      2545.71 |      3680.68 | ^GSPC     |      0 |     0 |      0 |        0 |           0 | S&P 500        | 3050.44 |       2490.28 |       3626.56 | -22.7446 |       -22.7446 |       -22.7446 |  81.5616 |        81.5616 |        81.5616 |


Table: stock_data spx_data
| Date                    | Symbols   |    High |     Low |    Open |   Close |     Volume |   Adj Close | Company_name   |
|:------------------------|:----------|--------:|--------:|--------:|--------:|-----------:|------------:|:---------------|
| 2019-07-19 00:00:00.000 | ^GSPC     | 3006.02 | 2975.86 | 3004.26 | 2976.61 | 1872665473 |     2976.61 | S&P 500        |
| 2019-07-18 00:00:00.000 | ^GSPC     | 2998.28 | 2973.09 | 2978.87 | 2995.11 | 3296580000 |     2995.11 | S&P 500        |
| 2019-07-17 00:00:00.000 | ^GSPC     | 3005.26 | 2984.25 | 3005.1  | 2984.42 | 3181600000 |     2984.42 | S&P 500        |
| 2019-07-16 00:00:00.000 | ^GSPC     | 3015.02 | 3001.15 | 3012.13 | 3004.04 | 3290650000 |     3004.04 | S&P 500        |
| 2019-07-15 00:00:00.000 | ^GSPC     | 3017.8  | 3008.77 | 3017.8  | 3014.3  | 2874970000 |     3014.3  | S&P 500        |
| 2019-07-12 00:00:00.000 | ^GSPC     | 3013.92 | 3001.87 | 3003.36 | 3013.77 | 2974960000 |     3013.77 | S&P 500        |
| 2019-07-11 00:00:00.000 | ^GSPC     | 3002.33 | 2988.8  | 2999.62 | 2999.91 | 3154620000 |     2999.91 | S&P 500        |
| 2019-07-10 00:00:00.000 | ^GSPC     | 3002.98 | 2984.62 | 2989.3  | 2993.07 | 3154240000 |     2993.07 | S&P 500        |
| 2019-07-09 00:00:00.000 | ^GSPC     | 2981.9  | 2963.44 | 2965.52 | 2979.63 | 3028210000 |     2979.63 | S&P 500        |
| 2019-07-08 00:00:00.000 | ^GSPC     | 2980.76 | 2970.09 | 2979.77 | 2975.95 | 2904550000 |     2975.95 | S&P 500        |


Table: stock_data stocks_pred_profile
| Date                    | Symbols   |   Adj Close |   Close |   High |   Low |   Open |   trend |   trend_lower |   trend_upper | weekly   | weekly_lower   | weekly_upper   | yearly   | yearly_lower   | yearly_upper   |    yhat |   yhat_lower |   yhat_upper |
|:------------------------|:----------|------------:|--------:|-------:|------:|-------:|--------:|--------------:|--------------:|:---------|:---------------|:---------------|:---------|:---------------|:---------------|--------:|-------------:|-------------:|
| 2020-07-18 00:00:00.000 | ^IXIC     |           0 |       0 |      0 |     0 |      0 | 8152.67 |       6918.96 |       9424.91 |          |                |                |          |                |                | 8618.71 |      7358.55 |      9850.92 |
| 2020-07-17 00:00:00.000 | ^IXIC     |           0 |       0 |      0 |     0 |      0 | 8151.75 |       6920.66 |       9416.03 |          |                |                |          |                |                | 8409.42 |      7167.35 |      9709.28 |
| 2020-07-16 00:00:00.000 | ^IXIC     |           0 |       0 |      0 |     0 |      0 | 8150.83 |       6923.23 |       9407.15 |          |                |                |          |                |                | 8400.77 |      7174.53 |      9660.41 |
| 2020-07-15 00:00:00.000 | ^IXIC     |           0 |       0 |      0 |     0 |      0 | 8149.91 |       6925.8  |       9399.24 |          |                |                |          |                |                | 8396.86 |      7146.25 |      9661.68 |
| 2020-07-14 00:00:00.000 | ^IXIC     |           0 |       0 |      0 |     0 |      0 | 8148.99 |       6930.43 |       9394.82 |          |                |                |          |                |                | 8387.22 |      7150.23 |      9625.65 |
| 2020-07-13 00:00:00.000 | ^IXIC     |           0 |       0 |      0 |     0 |      0 | 8148.07 |       6937.51 |       9390.31 |          |                |                |          |                |                | 8366.4  |      7169.39 |      9628.76 |
| 2020-07-12 00:00:00.000 | ^IXIC     |           0 |       0 |      0 |     0 |      0 | 8147.15 |       6949.47 |       9385.99 |          |                |                |          |                |                | 8566.3  |      7365.96 |      9816.46 |
| 2020-07-11 00:00:00.000 | ^IXIC     |           0 |       0 |      0 |     0 |      0 | 8146.23 |       6954.61 |       9381.67 |          |                |                |          |                |                | 8555.72 |      7329.47 |      9739.08 |
| 2020-07-10 00:00:00.000 | ^IXIC     |           0 |       0 |      0 |     0 |      0 | 8145.31 |       6958.6  |       9377.35 |          |                |                |          |                |                | 8342.52 |      7097.31 |      9596.31 |
| 2020-07-09 00:00:00.000 | ^IXIC     |           0 |       0 |      0 |     0 |      0 | 8144.39 |       6962.85 |       9371.43 |          |                |                |          |                |                | 8330.88 |      7130.2  |      9536.25 |


Table: stock_data stocks_profile
| Date                    | Symbols   |   High |   Low |   Open |   Close |   Volume |   Adj Close | Company_name          |
|:------------------------|:----------|-------:|------:|-------:|--------:|---------:|------------:|:----------------------|
| 2019-07-19 00:00:00.000 | ^VIX      |  14.45 | 13.09 |  13.31 |   14.45 |        0 |       14.45 | CBOE Volatility Index |
| 2019-07-18 00:00:00.000 | ^VIX      |  14.5  | 13.19 |  14.45 |   13.53 |        0 |       13.53 | CBOE Volatility Index |
| 2019-07-17 00:00:00.000 | ^VIX      |  13.97 | 12.24 |  12.62 |   13.97 |        0 |       13.97 | CBOE Volatility Index |
| 2019-07-16 00:00:00.000 | ^VIX      |  13.14 | 12.28 |  12.61 |   12.86 |        0 |       12.86 | CBOE Volatility Index |
| 2019-07-15 00:00:00.000 | ^VIX      |  13.02 | 12.49 |  12.58 |   12.68 |        0 |       12.68 | CBOE Volatility Index |
| 2019-07-12 00:00:00.000 | ^VIX      |  12.82 | 12.28 |  12.76 |   12.39 |        0 |       12.39 | CBOE Volatility Index |
| 2019-07-11 00:00:00.000 | ^VIX      |  13.33 | 12.39 |  13.01 |   12.93 |        0 |       12.93 | CBOE Volatility Index |
| 2019-07-10 00:00:00.000 | ^VIX      |  14.69 | 12.98 |  14.38 |   13.03 |        0 |       13.03 | CBOE Volatility Index |
| 2019-07-09 00:00:00.000 | ^VIX      |  14.71 | 13.99 |  14.47 |   14.09 |        0 |       14.09 | CBOE Volatility Index |
| 2019-07-08 00:00:00.000 | ^VIX      |  14.44 | 13.64 |  13.73 |   13.96 |        0 |       13.96 | CBOE Volatility Index |


Table: stock_data td_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name              |   trend |   trend_lower |   trend_upper |     weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:--------------------------|--------:|--------------:|--------------:|-----------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 54.5583 |      40.2997 |      69.2049 | td        |      0 |     0 |      0 |        0 |           0 | The Toronto-Dominion Bank | 54.0105 |       39.9951 |       68.4871 | -0.369383  |     -0.369383  |     -0.369383  | 0.917178 |       0.917178 |       0.917178 |
| 2020-07-17 00:00:00.000 |       0 | 55.0805 |      40.7492 |      69.4984 | td        |      0 |     0 |      0 |        0 |           0 | The Toronto-Dominion Bank | 54.0145 |       40.0428 |       68.4767 |  0.124496  |      0.124496  |      0.124496  | 0.941447 |       0.941447 |       0.941447 |
| 2020-07-16 00:00:00.000 |       0 | 55.1364 |      40.7242 |      69.7853 | td        |      0 |     0 |      0 |        0 |           0 | The Toronto-Dominion Bank | 54.0186 |       40.0924 |       68.4175 |  0.150823  |      0.150823  |      0.150823  | 0.967005 |       0.967005 |       0.967005 |
| 2020-07-15 00:00:00.000 |       0 | 55.2229 |      41.4786 |      69.932  | td        |      0 |     0 |      0 |        0 |           0 | The Toronto-Dominion Bank | 54.0226 |       40.15   |       68.354  |  0.206566  |      0.206566  |      0.206566  | 0.993699 |       0.993699 |       0.993699 |
| 2020-07-14 00:00:00.000 |       0 | 55.2242 |      40.8704 |      69.8828 | td        |      0 |     0 |      0 |        0 |           0 | The Toronto-Dominion Bank | 54.0267 |       40.2123 |       68.2842 |  0.176205  |      0.176205  |      0.176205  | 1.02133  |       1.02133  |       1.02133  |
| 2020-07-13 00:00:00.000 |       0 | 55.1611 |      40.9083 |      69.581  | td        |      0 |     0 |      0 |        0 |           0 | The Toronto-Dominion Bank | 54.0307 |       40.2746 |       68.2135 |  0.0806771 |      0.0806771 |      0.0806771 | 1.04967  |       1.04967  |       1.04967  |
| 2020-07-12 00:00:00.000 |       0 | 54.7438 |      40.9201 |      69.1406 | td        |      0 |     0 |      0 |        0 |           0 | The Toronto-Dominion Bank | 54.0348 |       40.2944 |       68.1427 | -0.369383  |     -0.369383  |     -0.369383  | 1.07846  |       1.07846  |       1.07846  |
| 2020-07-11 00:00:00.000 |       0 | 54.7768 |      40.8792 |      68.8679 | td        |      0 |     0 |      0 |        0 |           0 | The Toronto-Dominion Bank | 54.0388 |       40.3308 |       68.072  | -0.369383  |     -0.369383  |     -0.369383  | 1.10741  |       1.10741  |       1.10741  |
| 2020-07-10 00:00:00.000 |       0 | 55.3036 |      41.4014 |      69.0688 | td        |      0 |     0 |      0 |        0 |           0 | The Toronto-Dominion Bank | 54.0428 |       40.3792 |       67.9797 |  0.124496  |      0.124496  |      0.124496  | 1.13622  |       1.13622  |       1.13622  |
| 2020-07-09 00:00:00.000 |       0 | 55.3623 |      41.6655 |      69.7089 | td        |      0 |     0 |      0 |        0 |           0 | The Toronto-Dominion Bank | 54.0469 |       40.4341 |       67.889  |  0.150823  |      0.150823  |      0.150823  | 1.16458  |       1.16458  |       1.16458  |


Table: stock_data td_data_lstm
| Date                    |   Close |   Predictions | Symbols   |
|:------------------------|--------:|--------------:|:----------|
| 2018-07-13 00:00:00.000 |   57.69 |       57.0423 | TD        |
| 2018-07-16 00:00:00.000 |   57.9  |       57.0595 | TD        |
| 2018-07-17 00:00:00.000 |   57.71 |       57.0806 | TD        |
| 2018-07-18 00:00:00.000 |   57.76 |       57.0823 | TD        |
| 2018-07-19 00:00:00.000 |   57.52 |       57.079  | TD        |
| 2018-07-20 00:00:00.000 |   57.91 |       57.0501 | TD        |
| 2018-07-23 00:00:00.000 |   57.77 |       57.0483 | TD        |
| 2018-07-24 00:00:00.000 |   57.91 |       57.046  | TD        |
| 2018-07-25 00:00:00.000 |   59    |       57.0578 | TD        |
| 2018-07-26 00:00:00.000 |   58.58 |       57.1797 | TD        |


Table: stock_data usb_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name   |   trend |   trend_lower |   trend_upper |    weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:---------------|--------:|--------------:|--------------:|----------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 53.7193 |      44.24   |      63.917  | usb       |      0 |     0 |      0 |        0 |           0 | U.S. Bancorp   | 52.0178 |       43.0721 |       62.1197 |  0.860578 |       0.860578 |       0.860578 | 0.840836 |       0.840836 |       0.840836 |
| 2020-07-17 00:00:00.000 |       0 | 52.4436 |      43.0126 |      62.5341 | usb       |      0 |     0 |      0 |        0 |           0 | U.S. Bancorp   | 52.0177 |       43.1141 |       62.0824 | -0.344407 |      -0.344407 |      -0.344407 | 0.770316 |       0.770316 |       0.770316 |
| 2020-07-16 00:00:00.000 |       0 | 52.349  |      43.174  |      62.4918 | usb       |      0 |     0 |      0 |        0 |           0 | U.S. Bancorp   | 52.0175 |       43.1563 |       62.0227 | -0.363795 |      -0.363795 |      -0.363795 | 0.695306 |       0.695306 |       0.695306 |
| 2020-07-15 00:00:00.000 |       0 | 52.3051 |      42.5335 |      62.5409 | usb       |      0 |     0 |      0 |        0 |           0 | U.S. Bancorp   | 52.0173 |       43.1963 |       61.9629 | -0.328748 |      -0.328748 |      -0.328748 | 0.616541 |       0.616541 |       0.616541 |
| 2020-07-14 00:00:00.000 |       0 | 52.2271 |      42.9525 |      62.1878 | usb       |      0 |     0 |      0 |        0 |           0 | U.S. Bancorp   | 52.0171 |       43.2284 |       61.9063 | -0.324838 |      -0.324838 |      -0.324838 | 0.534869 |       0.534869 |       0.534869 |
| 2020-07-13 00:00:00.000 |       0 | 52.1088 |      42.9957 |      62.4215 | usb       |      0 |     0 |      0 |        0 |           0 | U.S. Bancorp   | 52.0169 |       43.2626 |       61.8664 | -0.359368 |      -0.359368 |      -0.359368 | 0.45124  |       0.45124  |       0.45124  |
| 2020-07-12 00:00:00.000 |       0 | 53.244  |      44.4564 |      62.8649 | usb       |      0 |     0 |      0 |        0 |           0 | U.S. Bancorp   | 52.0167 |       43.2967 |       61.8266 |  0.860578 |       0.860578 |       0.860578 | 0.366688 |       0.366688 |       0.366688 |
| 2020-07-11 00:00:00.000 |       0 | 53.1594 |      44.3581 |      63.0547 | usb       |      0 |     0 |      0 |        0 |           0 | U.S. Bancorp   | 52.0165 |       43.3307 |       61.7867 |  0.860578 |       0.860578 |       0.860578 | 0.282316 |       0.282316 |       0.282316 |
| 2020-07-10 00:00:00.000 |       0 | 51.8712 |      42.8293 |      61.756  | usb       |      0 |     0 |      0 |        0 |           0 | U.S. Bancorp   | 52.0163 |       43.3426 |       61.7468 | -0.344407 |      -0.344407 |      -0.344407 | 0.199267 |       0.199267 |       0.199267 |
| 2020-07-09 00:00:00.000 |       0 | 51.771  |      42.5108 |      61.4986 | usb       |      0 |     0 |      0 |        0 |           0 | U.S. Bancorp   | 52.0161 |       43.3767 |       61.7055 | -0.363795 |      -0.363795 |      -0.363795 | 0.118707 |       0.118707 |       0.118707 |


Table: stock_data usb_data_lstm
| Date                    |   Close |   Predictions | Symbols   |
|:------------------------|--------:|--------------:|:----------|
| 2018-07-13 00:00:00.000 |   50.91 |       50.7821 | usb       |
| 2018-07-16 00:00:00.000 |   51.3  |       50.9309 | usb       |
| 2018-07-17 00:00:00.000 |   51.3  |       51.058  | usb       |
| 2018-07-18 00:00:00.000 |   50.72 |       51.1537 | usb       |
| 2018-07-19 00:00:00.000 |   51.36 |       51.1487 | usb       |
| 2018-07-20 00:00:00.000 |   51.06 |       51.1655 | usb       |
| 2018-07-23 00:00:00.000 |   51.87 |       51.1516 | usb       |
| 2018-07-24 00:00:00.000 |   51.65 |       51.2222 | usb       |
| 2018-07-25 00:00:00.000 |   51.62 |       51.3029 | usb       |
| 2018-07-26 00:00:00.000 |   52.36 |       51.3788 | usb       |


Table: stock_data vix_actual_pred
| Date                    |   Close |    yhat |   yhat_lower |   yhat_upper | Symbols   |   High |   Low |   Open |   Volume |   Adj Close | Company_name          |   trend |   trend_lower |   trend_upper |    weekly |   weekly_lower |   weekly_upper |   yearly |   yearly_lower |   yearly_upper |
|:------------------------|--------:|--------:|-------------:|-------------:|:----------|-------:|------:|-------:|---------:|------------:|:----------------------|--------:|--------------:|--------------:|----------:|---------------:|---------------:|---------:|---------------:|---------------:|
| 2020-07-18 00:00:00.000 |       0 | 14.5532 |      9.77313 |      19.5444 | ^VIX      |      0 |     0 |      0 |        0 |           0 | CBOE Volatility Index | 18.1385 |       16.1845 |       20.3739 | -0.883655 |      -0.883655 |      -0.883655 | -2.70158 |       -2.70158 |       -2.70158 |
| 2020-07-17 00:00:00.000 |       0 | 15.6707 |     10.7078  |      20.66   | ^VIX      |      0 |     0 |      0 |        0 |           0 | CBOE Volatility Index | 18.1347 |       16.1901 |       20.3617 |  0.175343 |       0.175343 |       0.175343 | -2.63934 |       -2.63934 |       -2.63934 |
| 2020-07-16 00:00:00.000 |       0 | 15.9514 |     11.0147  |      20.7958 | ^VIX      |      0 |     0 |      0 |        0 |           0 | CBOE Volatility Index | 18.131  |       16.1957 |       20.3465 |  0.386104 |       0.386104 |       0.386104 | -2.56567 |       -2.56567 |       -2.56567 |
| 2020-07-15 00:00:00.000 |       0 | 15.9462 |     10.8856  |      20.9266 | ^VIX      |      0 |     0 |      0 |        0 |           0 | CBOE Volatility Index | 18.1272 |       16.2017 |       20.3333 |  0.299734 |       0.299734 |       0.299734 | -2.48079 |       -2.48079 |       -2.48079 |
| 2020-07-14 00:00:00.000 |       0 | 16.0935 |     11.2819  |      20.9755 | ^VIX      |      0 |     0 |      0 |        0 |           0 | CBOE Volatility Index | 18.1234 |       16.2077 |       20.3204 |  0.355113 |       0.355113 |       0.355113 | -2.38508 |       -2.38508 |       -2.38508 |
| 2020-07-13 00:00:00.000 |       0 | 16.3916 |     11.4719  |      21.2768 | ^VIX      |      0 |     0 |      0 |        0 |           0 | CBOE Volatility Index | 18.1197 |       16.2137 |       20.3075 |  0.551016 |       0.551016 |       0.551016 | -2.27914 |       -2.27914 |       -2.27914 |
| 2020-07-12 00:00:00.000 |       0 | 15.0685 |      9.84814 |      20.3528 | ^VIX      |      0 |     0 |      0 |        0 |           0 | CBOE Volatility Index | 18.1159 |       16.2174 |       20.2945 | -0.883655 |      -0.883655 |      -0.883655 | -2.16376 |       -2.16376 |       -2.16376 |
| 2020-07-11 00:00:00.000 |       0 | 15.1886 |     10.4597  |      20.2595 | ^VIX      |      0 |     0 |      0 |        0 |           0 | CBOE Volatility Index | 18.1122 |       16.2213 |       20.2816 | -0.883655 |      -0.883655 |      -0.883655 | -2.03996 |       -2.03996 |       -2.03996 |
| 2020-07-10 00:00:00.000 |       0 | 16.3748 |     11.3775  |      21.2647 | ^VIX      |      0 |     0 |      0 |        0 |           0 | CBOE Volatility Index | 18.1084 |       16.2173 |       20.2687 |  0.175343 |       0.175343 |       0.175343 | -1.90892 |       -1.90892 |       -1.90892 |
| 2020-07-09 00:00:00.000 |       0 | 16.7187 |     11.6786  |      21.5074 | ^VIX      |      0 |     0 |      0 |        0 |           0 | CBOE Volatility Index | 18.1047 |       16.2138 |       20.2557 |  0.386104 |       0.386104 |       0.386104 | -1.77204 |       -1.77204 |       -1.77204 |


Table: stock_data vix_data
| Date                    | Symbols   |   High |   Low |   Open |   Close |   Volume |   Adj Close | Company_name          |
|:------------------------|:----------|-------:|------:|-------:|--------:|---------:|------------:|:----------------------|
| 2019-07-19 00:00:00.000 | ^VIX      |  14.45 | 13.09 |  13.31 |   14.45 |        0 |       14.45 | CBOE Volatility Index |
| 2019-07-18 00:00:00.000 | ^VIX      |  14.5  | 13.19 |  14.45 |   13.53 |        0 |       13.53 | CBOE Volatility Index |
| 2019-07-17 00:00:00.000 | ^VIX      |  13.97 | 12.24 |  12.62 |   13.97 |        0 |       13.97 | CBOE Volatility Index |
| 2019-07-16 00:00:00.000 | ^VIX      |  13.14 | 12.28 |  12.61 |   12.86 |        0 |       12.86 | CBOE Volatility Index |
| 2019-07-15 00:00:00.000 | ^VIX      |  13.02 | 12.49 |  12.58 |   12.68 |        0 |       12.68 | CBOE Volatility Index |
| 2019-07-12 00:00:00.000 | ^VIX      |  12.82 | 12.28 |  12.76 |   12.39 |        0 |       12.39 | CBOE Volatility Index |
| 2019-07-11 00:00:00.000 | ^VIX      |  13.33 | 12.39 |  13.01 |   12.93 |        0 |       12.93 | CBOE Volatility Index |
| 2019-07-10 00:00:00.000 | ^VIX      |  14.69 | 12.98 |  14.38 |   13.03 |        0 |       13.03 | CBOE Volatility Index |
| 2019-07-09 00:00:00.000 | ^VIX      |  14.71 | 13.99 |  14.47 |   14.09 |        0 |       14.09 | CBOE Volatility Index |
| 2019-07-08 00:00:00.000 | ^VIX      |  14.44 | 13.64 |  13.73 |   13.96 |        0 |       13.96 | CBOE Volatility Index |

 


tables: name: Image_table
data: Image_table.csv
name: stock_data axp_data_lstm
data: stock_data axp_data_lstm.csv
name: stock_data brk_actual_pred
data: stock_data brk_actual_pred.csv
name: stock_data brk_data_lstm
data: stock_data brk_data_lstm.csv
name: stock_data cfg_actual_pred
data: stock_data cfg_actual_pred.csv
name: stock_data cfg_data_lstm
data: stock_data cfg_data_lstm.csv
name: stock_data cme_actual_pred
data: stock_data cme_actual_pred.csv
name: stock_data cme_data_lstm
data: stock_data cme_data_lstm.csv
name: stock_data combine
data: stock_data combine.csv
name: stock_data combine_lstm
data: stock_data combine_lstm.csv
name: stock_data dow_actual_pred
data: stock_data dow_actual_pred.csv
name: stock_data dow_data
data: stock_data dow_data.csv
name: stock_data gs_actual_pred
data: stock_data gs_actual_pred.csv
name: stock_data gs_data_lstm
data: stock_data gs_data_lstm.csv
name: stock_data ibkr_actual_pred
data: stock_data ibkr_actual_pred.csv
name: stock_data ibkr_data_lstm
data: stock_data ibkr_data_lstm.csv
name: stock_data jpm_actual_pred
data: stock_data jpm_actual_pred.csv
name: stock_data jpm_data_lstm
data: stock_data jpm_data_lstm.csv
name: stock_data ms_actual_pred
data: stock_data ms_actual_pred.csv
name: stock_data ms_data_lstm
data: stock_data ms_data_lstm.csv
name: stock_data nasdaq_actual_pred
data: stock_data nasdaq_actual_pred.csv
name: stock_data nasdaq_data
data: stock_data nasdaq_data.csv
name: stock_data pypl_actual_pred
data: stock_data pypl_actual_pred.csv
name: stock_data pypl_data_lstm
data: stock_data pypl_data_lstm.csv
name: stock_data spx_actual_pred
data: stock_data spx_actual_pred.csv
name: stock_data spx_data
data: stock_data spx_data.csv
name: stock_data stocks_pred_profile
data: stock_data stocks_pred_profile.csv
name: stock_data stocks_profile
data: stock_data stocks_profile.csv
name: stock_data td_actual_pred
data: stock_data td_actual_pred.csv
name: stock_data td_data_lstm
data: stock_data td_data_lstm.csv
name: stock_data usb_actual_pred
data: stock_data usb_actual_pred.csv
name: stock_data usb_data_lstm
data: stock_data usb_data_lstm.csv
name: stock_data vix_actual_pred
data: stock_data vix_actual_pred.csv
name: stock_data vix_data
data: stock_data vix_data.csv
label: stock_data stocks_profile
Symbols
Image_table
Symbols
stock_data td_actual_pred
Symbols
Image_table
Symbols
stock_data stocks_pred_profile
Symbols
Image_table
Symbols
stock_data cme_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data brk_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data cfg_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data dow_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data gs_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data ibkr_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data vix_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data usb_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data spx_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data pypl_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data nasdaq_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data ms_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data jpm_actual_pred
trend
stock_data stocks_pred_profile
trend
stock_data combine
Symbols
Image_table
Symbols
stock_data axp_data_lstm
Symbols
Image_table
Symbols
stock_data cfg_data_lstm
Symbols
Image_table
Symbols
stock_data cme_data_lstm
Symbols
Image_table
Symbols
stock_data gs_data_lstm
Symbols
Image_table
Symbols
stock_data ibkr_data_lstm
Symbols
Image_table
Symbols
stock_data jpm_data_lstm
Symbols
Image_table
Symbols
stock_data ms_data_lstm
Symbols
Image_table
Symbols
stock_data pypl_data_lstm
Symbols
Image_table
Symbols
stock_data td_data_lstm
Symbols
Image_table
Symbols
stock_data usb_data_lstm
Symbols
Image_table
Symbols
output: {
    "joins": [
        {
            "from_table": "stock_data stocks_profile",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data td_actual_pred",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data stocks_pred_profile",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data cme_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data brk_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data cfg_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data dow_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data gs_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data ibkr_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data vix_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data usb_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data spx_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data pypl_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data nasdaq_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data ms_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data jpm_actual_pred",
            "from_column": "trend",
            "to_table": "stock_data stocks_pred_profile",
            "to_column": "trend"
        },
        {
            "from_table": "stock_data combine",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data axp_data_lstm",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data cfg_data_lstm",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data cme_data_lstm",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data gs_data_lstm",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data ibkr_data_lstm",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data jpm_data_lstm",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data ms_data_lstm",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data pypl_data_lstm",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data td_data_lstm",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        },
        {
            "from_table": "stock_data usb_data_lstm",
            "from_column": "Symbols",
            "to_table": "Image_table",
            "to_column": "Symbols"
        }
    ]
}