Spaces:
Sleeping
Sleeping
Changed gr.Box to gr.Group
Browse files
app.py
CHANGED
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@@ -230,8 +230,566 @@ def download_sample():
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^GSPC,2023-01-03,3824.139892578125
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^GSPC,2023-01-04,3852.969970703125
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^GSPC,2023-01-05,3808.10009765625
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^GSPC,
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temp = tempfile.NamedTemporaryFile(delete=False, suffix=".csv", mode='w', newline='')
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temp.write(sample_data)
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temp.close()
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@@ -279,19 +837,19 @@ with gr.Blocks(title="Time Series Forecasting App", theme=theme) as app:
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)
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# Fixed Window settings
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with gr.
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gr.Markdown("### Fixed Window Settings")
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horizon = gr.Slider(1, 100, value=10, step=1, label="Validation Horizon (steps ahead to predict)")
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# Cross Validation settings
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with gr.
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gr.Markdown("### Cross Validation Settings")
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with gr.Row():
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step_size = gr.Slider(1, 50, value=10, step=1, label="Step Size (distance between windows)")
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num_windows = gr.Slider(1, 20, value=5, step=1, label="Number of Windows")
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# Future forecast settings (always visible)
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with gr.
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gr.Markdown("### Future Forecast Settings")
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future_horizon = gr.Slider(1, 100, value=10, step=1, label="Future Forecast Horizon (steps to predict)")
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@@ -302,7 +860,7 @@ with gr.Blocks(title="Time Series Forecasting App", theme=theme) as app:
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use_naive = gr.Checkbox(label="Naive", value=True)
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# Common seasonality parameter at the top level
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with gr.
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gr.Markdown("### Seasonality Configuration")
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gr.Markdown("This seasonality period affects Seasonal Naive, Seasonal Window Average, AutoETS, and AutoARIMA models")
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seasonality = gr.Number(label="Seasonality Period", value=5)
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^GSPC,2023-01-03,3824.139892578125
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^GSPC,2023-01-04,3852.969970703125
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^GSPC,2023-01-05,3808.10009765625
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+
^GSPC,2023-01-06,3895.080078125
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^GSPC,2023-01-09,3892.090087890625
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^GSPC,2023-01-10,3919.25
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^GSPC,2023-01-11,3969.610107421875
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^GSPC,2023-01-12,3983.169921875
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^GSPC,2023-01-13,3999.090087890625
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^GSPC,2023-01-17,3990.969970703125
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^GSPC,2023-01-18,3928.860107421875
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^GSPC,2023-01-19,3898.85009765625
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^GSPC,2023-01-20,3972.610107421875
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^GSPC,2023-01-23,4019.81005859375
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^GSPC,2023-01-24,4016.949951171875
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^GSPC,2023-01-25,4016.219970703125
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^GSPC,2023-01-26,4060.429931640625
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^GSPC,2023-01-27,4070.56005859375
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^GSPC,2023-01-30,4017.77001953125
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^GSPC,2023-01-31,4076.60009765625
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^GSPC,2023-02-01,4119.2099609375
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^GSPC,2023-02-02,4179.759765625
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^GSPC,2023-02-03,4136.47998046875
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^GSPC,2023-02-06,4111.080078125
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^GSPC,2023-02-07,4164
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^GSPC,2023-02-08,4117.85986328125
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^GSPC,2023-02-09,4081.5
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^GSPC,2023-02-10,4090.4599609375
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^GSPC,2023-02-13,4137.2900390625
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^GSPC,2023-02-14,4136.1298828125
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^GSPC,2023-02-15,4147.60009765625
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^GSPC,2023-02-16,4090.409912109375
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^GSPC,2023-02-17,4079.090087890625
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^GSPC,2023-02-21,3997.340087890625
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^GSPC,2023-02-22,3991.050048828125
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^GSPC,2023-02-23,4012.320068359375
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^GSPC,2023-02-24,3970.0400390625
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^GSPC,2023-02-27,3982.239990234375
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^GSPC,2023-02-28,3970.14990234375
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^GSPC,2023-03-01,3951.389892578125
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^GSPC,2023-03-02,3981.35009765625
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^GSPC,2023-03-03,4045.639892578125
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^GSPC,2023-03-06,4048.419921875
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^GSPC,2023-03-07,3986.3701171875
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^GSPC,2023-03-08,3992.010009765625
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^GSPC,2023-03-09,3918.320068359375
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^GSPC,2023-03-10,3861.590087890625
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^GSPC,2023-03-13,3855.760009765625
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^GSPC,2023-03-14,3919.2900390625
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^GSPC,2023-03-15,3891.929931640625
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^GSPC,2023-03-16,3960.280029296875
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^GSPC,2023-03-17,3916.639892578125
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^GSPC,2023-03-20,3951.570068359375
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^GSPC,2023-03-21,4002.8701171875
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^GSPC,2023-03-22,3936.969970703125
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^GSPC,2023-03-23,3948.719970703125
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^GSPC,2023-03-24,3970.989990234375
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^GSPC,2023-03-27,3977.530029296875
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^GSPC,2023-03-28,3971.27001953125
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^GSPC,2023-03-29,4027.81005859375
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^GSPC,2023-03-30,4050.830078125
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^GSPC,2023-03-31,4109.31005859375
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^GSPC,2023-04-03,4124.509765625
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^GSPC,2023-04-04,4100.60009765625
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^GSPC,2023-04-05,4090.3798828125
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^GSPC,2023-04-06,4105.02001953125
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^GSPC,2023-04-10,4109.10986328125
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^GSPC,2023-04-11,4108.93994140625
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^GSPC,2023-04-12,4091.949951171875
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^GSPC,2023-04-13,4146.22021484375
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^GSPC,2024-04-18,5011.1201171875
|
| 555 |
+
^GSPC,2024-04-19,4967.22998046875
|
| 556 |
+
^GSPC,2024-04-22,5010.60009765625
|
| 557 |
+
^GSPC,2024-04-23,5070.5498046875
|
| 558 |
+
^GSPC,2024-04-24,5071.6298828125
|
| 559 |
+
^GSPC,2024-04-25,5048.419921875
|
| 560 |
+
^GSPC,2024-04-26,5099.9599609375
|
| 561 |
+
^GSPC,2024-04-29,5116.169921875
|
| 562 |
+
^GSPC,2024-04-30,5035.68994140625
|
| 563 |
+
^GSPC,2024-05-01,5018.39013671875
|
| 564 |
+
^GSPC,2024-05-02,5064.2001953125
|
| 565 |
+
^GSPC,2024-05-03,5127.7900390625
|
| 566 |
+
^GSPC,2024-05-06,5180.740234375
|
| 567 |
+
^GSPC,2024-05-07,5187.7001953125
|
| 568 |
+
^GSPC,2024-05-08,5187.669921875
|
| 569 |
+
^GSPC,2024-05-09,5214.080078125
|
| 570 |
+
^GSPC,2024-05-10,5222.68017578125
|
| 571 |
+
^GSPC,2024-05-13,5221.419921875
|
| 572 |
+
^GSPC,2024-05-14,5246.68017578125
|
| 573 |
+
^GSPC,2024-05-15,5308.14990234375
|
| 574 |
+
^GSPC,2024-05-16,5297.10009765625
|
| 575 |
+
^GSPC,2024-05-17,5303.27001953125
|
| 576 |
+
^GSPC,2024-05-20,5308.1298828125
|
| 577 |
+
^GSPC,2024-05-21,5321.41015625
|
| 578 |
+
^GSPC,2024-05-22,5307.009765625
|
| 579 |
+
^GSPC,2024-05-23,5267.83984375
|
| 580 |
+
^GSPC,2024-05-24,5304.72021484375
|
| 581 |
+
^GSPC,2024-05-28,5306.0400390625
|
| 582 |
+
^GSPC,2024-05-29,5266.9501953125
|
| 583 |
+
^GSPC,2024-05-30,5235.47998046875
|
| 584 |
+
^GSPC,2024-05-31,5277.509765625
|
| 585 |
+
^GSPC,2024-06-03,5283.39990234375
|
| 586 |
+
^GSPC,2024-06-04,5291.33984375
|
| 587 |
+
^GSPC,2024-06-05,5354.02978515625
|
| 588 |
+
^GSPC,2024-06-06,5352.9599609375
|
| 589 |
+
^GSPC,2024-06-07,5346.990234375
|
| 590 |
+
^GSPC,2024-06-10,5360.7900390625
|
| 591 |
+
^GSPC,2024-06-11,5375.31982421875
|
| 592 |
+
^GSPC,2024-06-12,5421.02978515625
|
| 593 |
+
^GSPC,2024-06-13,5433.740234375
|
| 594 |
+
^GSPC,2024-06-14,5431.60009765625
|
| 595 |
+
^GSPC,2024-06-17,5473.22998046875
|
| 596 |
+
^GSPC,2024-06-18,5487.02978515625
|
| 597 |
+
^GSPC,2024-06-20,5473.169921875
|
| 598 |
+
^GSPC,2024-06-21,5464.6201171875
|
| 599 |
+
^GSPC,2024-06-24,5447.8701171875
|
| 600 |
+
^GSPC,2024-06-25,5469.2998046875
|
| 601 |
+
^GSPC,2024-06-26,5477.89990234375
|
| 602 |
+
^GSPC,2024-06-27,5482.8701171875
|
| 603 |
+
^GSPC,2024-06-28,5460.47998046875
|
| 604 |
+
^GSPC,2024-07-01,5475.08984375
|
| 605 |
+
^GSPC,2024-07-02,5509.009765625
|
| 606 |
+
^GSPC,2024-07-03,5537.02001953125
|
| 607 |
+
^GSPC,2024-07-05,5567.18994140625
|
| 608 |
+
^GSPC,2024-07-08,5572.85009765625
|
| 609 |
+
^GSPC,2024-07-09,5576.97998046875
|
| 610 |
+
^GSPC,2024-07-10,5633.91015625
|
| 611 |
+
^GSPC,2024-07-11,5584.5400390625
|
| 612 |
+
^GSPC,2024-07-12,5615.35009765625
|
| 613 |
+
^GSPC,2024-07-15,5631.22021484375
|
| 614 |
+
^GSPC,2024-07-16,5667.2001953125
|
| 615 |
+
^GSPC,2024-07-17,5588.27001953125
|
| 616 |
+
^GSPC,2024-07-18,5544.58984375
|
| 617 |
+
^GSPC,2024-07-19,5505
|
| 618 |
+
^GSPC,2024-07-22,5564.41015625
|
| 619 |
+
^GSPC,2024-07-23,5555.740234375
|
| 620 |
+
^GSPC,2024-07-24,5427.1298828125
|
| 621 |
+
^GSPC,2024-07-25,5399.22021484375
|
| 622 |
+
^GSPC,2024-07-26,5459.10009765625
|
| 623 |
+
^GSPC,2024-07-29,5463.5400390625
|
| 624 |
+
^GSPC,2024-07-30,5436.43994140625
|
| 625 |
+
^GSPC,2024-07-31,5522.2998046875
|
| 626 |
+
^GSPC,2024-08-01,5446.68017578125
|
| 627 |
+
^GSPC,2024-08-02,5346.56005859375
|
| 628 |
+
^GSPC,2024-08-05,5186.330078125
|
| 629 |
+
^GSPC,2024-08-06,5240.02978515625
|
| 630 |
+
^GSPC,2024-08-07,5199.5
|
| 631 |
+
^GSPC,2024-08-08,5319.31005859375
|
| 632 |
+
^GSPC,2024-08-09,5344.16015625
|
| 633 |
+
^GSPC,2024-08-12,5344.39013671875
|
| 634 |
+
^GSPC,2024-08-13,5434.43017578125
|
| 635 |
+
^GSPC,2024-08-14,5455.2099609375
|
| 636 |
+
^GSPC,2024-08-15,5543.22021484375
|
| 637 |
+
^GSPC,2024-08-16,5554.25
|
| 638 |
+
^GSPC,2024-08-19,5608.25
|
| 639 |
+
^GSPC,2024-08-20,5597.1201171875
|
| 640 |
+
^GSPC,2024-08-21,5620.85009765625
|
| 641 |
+
^GSPC,2024-08-22,5570.64013671875
|
| 642 |
+
^GSPC,2024-08-23,5634.60986328125
|
| 643 |
+
^GSPC,2024-08-26,5616.83984375
|
| 644 |
+
^GSPC,2024-08-27,5625.7998046875
|
| 645 |
+
^GSPC,2024-08-28,5592.18017578125
|
| 646 |
+
^GSPC,2024-08-29,5591.9599609375
|
| 647 |
+
^GSPC,2024-08-30,5648.39990234375
|
| 648 |
+
^GSPC,2024-09-03,5528.93017578125
|
| 649 |
+
^GSPC,2024-09-04,5520.06982421875
|
| 650 |
+
^GSPC,2024-09-05,5503.41015625
|
| 651 |
+
^GSPC,2024-09-06,5408.419921875
|
| 652 |
+
^GSPC,2024-09-09,5471.0498046875
|
| 653 |
+
^GSPC,2024-09-10,5495.52001953125
|
| 654 |
+
^GSPC,2024-09-11,5554.1298828125
|
| 655 |
+
^GSPC,2024-09-12,5595.759765625
|
| 656 |
+
^GSPC,2024-09-13,5626.02001953125
|
| 657 |
+
^GSPC,2024-09-16,5633.08984375
|
| 658 |
+
^GSPC,2024-09-17,5634.580078125
|
| 659 |
+
^GSPC,2024-09-18,5618.259765625
|
| 660 |
+
^GSPC,2024-09-19,5713.64013671875
|
| 661 |
+
^GSPC,2024-09-20,5702.5498046875
|
| 662 |
+
^GSPC,2024-09-23,5718.56982421875
|
| 663 |
+
^GSPC,2024-09-24,5732.93017578125
|
| 664 |
+
^GSPC,2024-09-25,5722.259765625
|
| 665 |
+
^GSPC,2024-09-26,5745.3701171875
|
| 666 |
+
^GSPC,2024-09-27,5738.169921875
|
| 667 |
+
^GSPC,2024-09-30,5762.47998046875
|
| 668 |
+
^GSPC,2024-10-01,5708.75
|
| 669 |
+
^GSPC,2024-10-02,5709.5400390625
|
| 670 |
+
^GSPC,2024-10-03,5699.93994140625
|
| 671 |
+
^GSPC,2024-10-04,5751.06982421875
|
| 672 |
+
^GSPC,2024-10-07,5695.93994140625
|
| 673 |
+
^GSPC,2024-10-08,5751.1298828125
|
| 674 |
+
^GSPC,2024-10-09,5792.0400390625
|
| 675 |
+
^GSPC,2024-10-10,5780.0498046875
|
| 676 |
+
^GSPC,2024-10-11,5815.02978515625
|
| 677 |
+
^GSPC,2024-10-14,5859.85009765625
|
| 678 |
+
^GSPC,2024-10-15,5815.259765625
|
| 679 |
+
^GSPC,2024-10-16,5842.47021484375
|
| 680 |
+
^GSPC,2024-10-17,5841.47021484375
|
| 681 |
+
^GSPC,2024-10-18,5864.669921875
|
| 682 |
+
^GSPC,2024-10-21,5853.97998046875
|
| 683 |
+
^GSPC,2024-10-22,5851.2001953125
|
| 684 |
+
^GSPC,2024-10-23,5797.419921875
|
| 685 |
+
^GSPC,2024-10-24,5809.85986328125
|
| 686 |
+
^GSPC,2024-10-25,5808.1201171875
|
| 687 |
+
^GSPC,2024-10-28,5823.52001953125
|
| 688 |
+
^GSPC,2024-10-29,5832.919921875
|
| 689 |
+
^GSPC,2024-10-30,5813.669921875
|
| 690 |
+
^GSPC,2024-10-31,5705.4501953125
|
| 691 |
+
^GSPC,2024-11-01,5728.7998046875
|
| 692 |
+
^GSPC,2024-11-04,5712.68994140625
|
| 693 |
+
^GSPC,2024-11-05,5782.759765625
|
| 694 |
+
^GSPC,2024-11-06,5929.0400390625
|
| 695 |
+
^GSPC,2024-11-07,5973.10009765625
|
| 696 |
+
^GSPC,2024-11-08,5995.5400390625
|
| 697 |
+
^GSPC,2024-11-11,6001.35009765625
|
| 698 |
+
^GSPC,2024-11-12,5983.990234375
|
| 699 |
+
^GSPC,2024-11-13,5985.3798828125
|
| 700 |
+
^GSPC,2024-11-14,5949.169921875
|
| 701 |
+
^GSPC,2024-11-15,5870.6201171875
|
| 702 |
+
^GSPC,2024-11-18,5893.6201171875
|
| 703 |
+
^GSPC,2024-11-19,5916.97998046875
|
| 704 |
+
^GSPC,2024-11-20,5917.10986328125
|
| 705 |
+
^GSPC,2024-11-21,5948.7099609375
|
| 706 |
+
^GSPC,2024-11-22,5969.33984375
|
| 707 |
+
^GSPC,2024-11-25,5987.3701171875
|
| 708 |
+
^GSPC,2024-11-26,6021.6298828125
|
| 709 |
+
^GSPC,2024-11-27,5998.740234375
|
| 710 |
+
^GSPC,2024-11-29,6032.3798828125
|
| 711 |
+
^GSPC,2024-12-02,6047.14990234375
|
| 712 |
+
^GSPC,2024-12-03,6049.8798828125
|
| 713 |
+
^GSPC,2024-12-04,6086.490234375
|
| 714 |
+
^GSPC,2024-12-05,6075.10986328125
|
| 715 |
+
^GSPC,2024-12-06,6090.27001953125
|
| 716 |
+
^GSPC,2024-12-09,6052.85009765625
|
| 717 |
+
^GSPC,2024-12-10,6034.91015625
|
| 718 |
+
^GSPC,2024-12-11,6084.18994140625
|
| 719 |
+
^GSPC,2024-12-12,6051.25
|
| 720 |
+
^GSPC,2024-12-13,6051.08984375
|
| 721 |
+
^GSPC,2024-12-16,6074.080078125
|
| 722 |
+
^GSPC,2024-12-17,6050.60986328125
|
| 723 |
+
^GSPC,2024-12-18,5872.16015625
|
| 724 |
+
^GSPC,2024-12-19,5867.080078125
|
| 725 |
+
^GSPC,2024-12-20,5930.85009765625
|
| 726 |
+
^GSPC,2024-12-23,5974.06982421875
|
| 727 |
+
^GSPC,2024-12-24,6040.0400390625
|
| 728 |
+
^GSPC,2024-12-26,6037.58984375
|
| 729 |
+
^GSPC,2024-12-27,5970.83984375
|
| 730 |
+
^GSPC,2024-12-30,5906.93994140625
|
| 731 |
+
^GSPC,2024-12-31,5881.6298828125
|
| 732 |
+
^GSPC,2025-01-02,5868.5498046875
|
| 733 |
+
^GSPC,2025-01-03,5942.47021484375
|
| 734 |
+
^GSPC,2025-01-06,5975.3798828125
|
| 735 |
+
^GSPC,2025-01-07,5909.02978515625
|
| 736 |
+
^GSPC,2025-01-08,5918.25
|
| 737 |
+
^GSPC,2025-01-10,5827.0400390625
|
| 738 |
+
^GSPC,2025-01-13,5836.22021484375
|
| 739 |
+
^GSPC,2025-01-14,5842.91015625
|
| 740 |
+
^GSPC,2025-01-15,5949.91015625
|
| 741 |
+
^GSPC,2025-01-16,5937.33984375
|
| 742 |
+
^GSPC,2025-01-17,5996.66015625
|
| 743 |
+
^GSPC,2025-01-21,6049.240234375
|
| 744 |
+
^GSPC,2025-01-22,6086.3701171875
|
| 745 |
+
^GSPC,2025-01-23,6118.7099609375
|
| 746 |
+
^GSPC,2025-01-24,6101.240234375
|
| 747 |
+
^GSPC,2025-01-27,6012.27978515625
|
| 748 |
+
^GSPC,2025-01-28,6067.7001953125
|
| 749 |
+
^GSPC,2025-01-29,6039.31005859375
|
| 750 |
+
^GSPC,2025-01-30,6071.169921875
|
| 751 |
+
^GSPC,2025-01-31,6040.52978515625
|
| 752 |
+
^GSPC,2025-02-03,5994.56982421875
|
| 753 |
+
^GSPC,2025-02-04,6037.8798828125
|
| 754 |
+
^GSPC,2025-02-05,6061.47998046875
|
| 755 |
+
^GSPC,2025-02-06,6083.56982421875
|
| 756 |
+
^GSPC,2025-02-07,6025.990234375
|
| 757 |
+
^GSPC,2025-02-10,6066.43994140625
|
| 758 |
+
^GSPC,2025-02-11,6068.5
|
| 759 |
+
^GSPC,2025-02-12,6051.97021484375
|
| 760 |
+
^GSPC,2025-02-13,6115.06982421875
|
| 761 |
+
^GSPC,2025-02-14,6114.6298828125
|
| 762 |
+
^GSPC,2025-02-18,6129.580078125
|
| 763 |
+
^GSPC,2025-02-19,6144.14990234375
|
| 764 |
+
^GSPC,2025-02-20,6117.52001953125
|
| 765 |
+
^GSPC,2025-02-21,6013.1298828125
|
| 766 |
+
^GSPC,2025-02-24,5983.25
|
| 767 |
+
^GSPC,2025-02-25,5955.25
|
| 768 |
+
^GSPC,2025-02-26,5956.06005859375
|
| 769 |
+
^GSPC,2025-02-27,5861.56982421875
|
| 770 |
+
^GSPC,2025-02-28,5954.5
|
| 771 |
+
^GSPC,2025-03-03,5849.72021484375
|
| 772 |
+
^GSPC,2025-03-04,5778.14990234375
|
| 773 |
+
^GSPC,2025-03-05,5842.6298828125
|
| 774 |
+
^GSPC,2025-03-06,5738.52001953125
|
| 775 |
+
^GSPC,2025-03-07,5770.2001953125
|
| 776 |
+
^GSPC,2025-03-10,5614.56005859375
|
| 777 |
+
^GSPC,2025-03-11,5572.06982421875
|
| 778 |
+
^GSPC,2025-03-12,5599.2998046875
|
| 779 |
+
^GSPC,2025-03-13,5521.52001953125
|
| 780 |
+
^GSPC,2025-03-14,5638.93994140625
|
| 781 |
+
^GSPC,2025-03-17,5675.1201171875
|
| 782 |
+
^GSPC,2025-03-18,5614.66015625
|
| 783 |
+
^GSPC,2025-03-19,5675.2900390625
|
| 784 |
+
^GSPC,2025-03-20,5662.89013671875
|
| 785 |
+
^GSPC,2025-03-21,5667.56005859375
|
| 786 |
+
^GSPC,2025-03-24,5767.56982421875
|
| 787 |
+
^GSPC,2025-03-25,5776.64990234375
|
| 788 |
+
^GSPC,2025-03-26,5712.2001953125
|
| 789 |
+
^GSPC,2025-03-27,5693.31005859375
|
| 790 |
+
^GSPC,2025-03-28,5580.93994140625
|
| 791 |
+
^GSPC,2025-03-31,5611.85009765625
|
| 792 |
+
"""
|
| 793 |
temp = tempfile.NamedTemporaryFile(delete=False, suffix=".csv", mode='w', newline='')
|
| 794 |
temp.write(sample_data)
|
| 795 |
temp.close()
|
|
|
|
| 837 |
)
|
| 838 |
|
| 839 |
# Fixed Window settings
|
| 840 |
+
with gr.Group(visible=True) as fixed_window_box:
|
| 841 |
gr.Markdown("### Fixed Window Settings")
|
| 842 |
horizon = gr.Slider(1, 100, value=10, step=1, label="Validation Horizon (steps ahead to predict)")
|
| 843 |
|
| 844 |
# Cross Validation settings
|
| 845 |
+
with gr.Group(visible=True) as cv_box:
|
| 846 |
gr.Markdown("### Cross Validation Settings")
|
| 847 |
with gr.Row():
|
| 848 |
step_size = gr.Slider(1, 50, value=10, step=1, label="Step Size (distance between windows)")
|
| 849 |
num_windows = gr.Slider(1, 20, value=5, step=1, label="Number of Windows")
|
| 850 |
|
| 851 |
# Future forecast settings (always visible)
|
| 852 |
+
with gr.Group():
|
| 853 |
gr.Markdown("### Future Forecast Settings")
|
| 854 |
future_horizon = gr.Slider(1, 100, value=10, step=1, label="Future Forecast Horizon (steps to predict)")
|
| 855 |
|
|
|
|
| 860 |
use_naive = gr.Checkbox(label="Naive", value=True)
|
| 861 |
|
| 862 |
# Common seasonality parameter at the top level
|
| 863 |
+
with gr.Group():
|
| 864 |
gr.Markdown("### Seasonality Configuration")
|
| 865 |
gr.Markdown("This seasonality period affects Seasonal Naive, Seasonal Window Average, AutoETS, and AutoARIMA models")
|
| 866 |
seasonality = gr.Number(label="Seasonality Period", value=5)
|