Datasets:
Date
stringlengths 10
10
| HSI_value
int64 478
2.27k
| CCI_value
float64 96.3
102
| IPI_value
float64 71.2
104
| GDPC_value
float64 10.6k
20.2k
| Copper price
float64 0.63
4.69
|
|---|---|---|---|---|---|
1995-01-31
| 1,407
| 100.8336
| 71.2762
| 10,550.251
| 1.380976
|
1995-02-28
| 1,316
| 100.9472
| 71.1904
| 10,550.251
| 1.322179
|
1995-03-31
| 1,249
| 101.021
| 71.2891
| 10,550.251
| 1.351283
|
1995-04-30
| 1,267
| 100.9875
| 71.1623
| 10,581.723
| 1.328911
|
1995-05-31
| 1,314
| 100.9859
| 71.5044
| 10,581.723
| 1.260091
|
1995-06-30
| 1,281
| 100.9617
| 71.743
| 10,581.723
| 1.369627
|
1995-07-31
| 1,461
| 100.9719
| 71.4459
| 10,671.738
| 1.359868
|
1995-08-31
| 1,416
| 101.0936
| 72.38
| 10,671.738
| 1.376861
|
1995-09-30
| 1,369
| 101.1969
| 72.6601
| 10,671.738
| 1.307575
|
1995-10-31
| 1,369
| 101.2572
| 72.5428
| 10,744.203
| 1.256841
|
1995-11-30
| 1,452
| 101.1646
| 72.7178
| 10,744.203
| 1.318285
|
1995-12-31
| 1,431
| 100.9102
| 72.9672
| 10,744.203
| 1.27821
|
1996-01-31
| 1,467
| 100.6777
| 72.5866
| 10,824.674
| 1.143095
|
1996-02-29
| 1,491
| 100.4917
| 73.6389
| 10,824.674
| 1.15419
|
1996-03-31
| 1,424
| 100.3477
| 73.5202
| 10,824.674
| 1.171238
|
1996-04-30
| 1,516
| 100.3704
| 74.2664
| 11,005.217
| 1.183295
|
1996-05-31
| 1,504
| 100.5229
| 74.8145
| 11,005.217
| 1.190636
|
1996-06-30
| 1,467
| 100.6714
| 75.3779
| 11,005.217
| 0.981845
|
1996-07-31
| 1,472
| 100.8228
| 75.3754
| 11,103.935
| 0.899881
|
1996-08-31
| 1,557
| 100.9765
| 75.7568
| 11,103.935
| 0.91715
|
1996-09-30
| 1,475
| 101.1459
| 76.2304
| 11,103.935
| 0.894625
|
1996-10-31
| 1,392
| 101.2921
| 76.2193
| 11,219.238
| 0.913652
|
1996-11-30
| 1,489
| 101.2847
| 76.8941
| 11,219.238
| 0.999537
|
1996-12-31
| 1,370
| 101.2754
| 77.3731
| 11,219.238
| 1.015805
|
1997-01-31
| 1,355
| 101.4024
| 77.5138
| 11,291.665
| 1.0515
|
1997-02-28
| 1,486
| 101.5249
| 78.4246
| 11,291.665
| 1.092811
|
1997-03-31
| 1,457
| 101.6019
| 78.9266
| 11,291.665
| 1.1095
|
1997-04-30
| 1,492
| 101.6712
| 78.9924
| 11,479.33
| 1.085532
|
1997-05-31
| 1,442
| 101.6565
| 79.4411
| 11,479.33
| 1.148333
|
1997-06-30
| 1,494
| 101.6741
| 79.8048
| 11,479.33
| 1.174671
|
1997-07-31
| 1,437
| 101.7441
| 80.48
| 11,622.911
| 1.074136
|
1997-08-31
| 1,390
| 101.8306
| 81.2862
| 11,622.911
| 1.022276
|
1997-09-30
| 1,546
| 101.9305
| 82.038
| 11,622.911
| 0.963881
|
1997-10-31
| 1,520
| 101.9443
| 82.7657
| 11,722.722
| 0.939565
|
1997-11-30
| 1,510
| 101.9222
| 83.4321
| 11,722.722
| 0.877061
|
1997-12-31
| 1,566
| 101.9212
| 83.7826
| 11,722.722
| 0.798277
|
1998-01-31
| 1,525
| 101.9397
| 84.1656
| 11,839.876
| 0.778025
|
1998-02-28
| 1,584
| 101.9621
| 84.3048
| 11,839.876
| 0.759042
|
1998-03-31
| 1,567
| 102.0419
| 84.3416
| 11,839.876
| 0.805227
|
1998-04-30
| 1,540
| 102.0472
| 84.6263
| 11,949.492
| 0.818595
|
1998-05-31
| 1,536
| 102.1023
| 85.1839
| 11,949.492
| 0.786625
|
1998-06-30
| 1,641
| 102.0757
| 84.6809
| 11,949.492
| 0.751695
|
1998-07-31
| 1,698
| 101.9731
| 84.3448
| 12,099.191
| 0.759045
|
1998-08-31
| 1,614
| 101.6902
| 86.0846
| 12,099.191
| 0.733852
|
1998-09-30
| 1,582
| 101.3165
| 85.9945
| 12,099.191
| 0.755905
|
1998-10-31
| 1,715
| 101.0578
| 86.5967
| 12,294.737
| 0.725841
|
1998-11-30
| 1,660
| 101.0307
| 86.5114
| 12,294.737
| 0.717984
|
1998-12-31
| 1,792
| 101.0302
| 86.8608
| 12,294.737
| 0.667609
|
1999-01-31
| 1,748
| 100.9611
| 87.2277
| 12,410.778
| 0.656447
|
1999-02-28
| 1,670
| 100.8827
| 87.7266
| 12,410.778
| 0.642411
|
1999-03-31
| 1,710
| 100.8603
| 87.9203
| 12,410.778
| 0.631826
|
1999-04-30
| 1,553
| 100.957
| 88.1153
| 12,514.408
| 0.673876
|
1999-05-31
| 1,611
| 101.0829
| 88.6554
| 12,514.408
| 0.69745
|
1999-06-30
| 1,559
| 101.2305
| 88.5958
| 12,514.408
| 0.654891
|
1999-07-31
| 1,669
| 101.4069
| 89.1235
| 12,679.977
| 0.765405
|
1999-08-31
| 1,648
| 101.6601
| 89.5116
| 12,679.977
| 0.7621
|
1999-09-30
| 1,635
| 101.9451
| 89.1361
| 12,679.977
| 0.819857
|
1999-10-31
| 1,608
| 102.1751
| 90.2842
| 12,888.281
| 0.798952
|
1999-11-30
| 1,648
| 102.2111
| 90.7631
| 12,888.281
| 0.79393
|
1999-12-31
| 1,708
| 102.239
| 91.4926
| 12,888.281
| 0.819219
|
2000-01-31
| 1,636
| 102.2709
| 91.4251
| 12,935.252
| 0.855289
|
2000-02-29
| 1,737
| 102.2619
| 91.7357
| 12,935.252
| 0.827855
|
2000-03-31
| 1,604
| 102.266
| 92.0933
| 12,935.252
| 0.80513
|
2000-04-30
| 1,626
| 102.2433
| 92.6838
| 13,170.749
| 0.776305
|
2000-05-31
| 1,575
| 102.185
| 92.9376
| 13,170.749
| 0.831318
|
2000-06-30
| 1,559
| 102.1371
| 93.0076
| 13,170.749
| 0.811045
|
2000-07-31
| 1,463
| 102.0556
| 92.8458
| 13,183.89
| 0.844947
|
2000-08-31
| 1,541
| 102.0425
| 92.5972
| 13,183.89
| 0.868552
|
2000-09-30
| 1,507
| 102.0805
| 92.9653
| 13,183.89
| 0.922725
|
2000-10-31
| 1,549
| 102.1472
| 92.6418
| 13,262.25
| 0.878818
|
2000-11-30
| 1,551
| 102.0758
| 92.6618
| 13,262.25
| 0.833695
|
2000-12-31
| 1,532
| 101.8647
| 92.3459
| 13,262.25
| 0.869475
|
2001-01-31
| 1,600
| 101.5315
| 91.8903
| 13,219.251
| 0.833429
|
2001-02-28
| 1,625
| 101.1796
| 91.2915
| 13,219.251
| 0.820347
|
2001-03-31
| 1,590
| 100.898
| 91.0526
| 13,219.251
| 0.806886
|
2001-04-30
| 1,649
| 100.7078
| 90.7293
| 13,301.394
| 0.76647
|
2001-05-31
| 1,605
| 100.5838
| 90.2577
| 13,301.394
| 0.776341
|
2001-06-30
| 1,636
| 100.399
| 89.7677
| 13,301.394
| 0.729119
|
2001-07-31
| 1,670
| 100.3087
| 89.226
| 13,248.142
| 0.701071
|
2001-08-31
| 1,567
| 100.2557
| 89.1326
| 13,248.142
| 0.676574
|
2001-09-30
| 1,562
| 100.2489
| 88.6679
| 13,248.142
| 0.659824
|
2001-10-31
| 1,540
| 100.2709
| 88.3926
| 13,284.881
| 0.636696
|
2001-11-30
| 1,602
| 100.4883
| 87.8774
| 13,284.881
| 0.66309
|
2001-12-31
| 1,568
| 100.8672
| 87.8344
| 13,284.881
| 0.681305
|
2002-01-31
| 1,698
| 101.2167
| 88.4665
| 13,394.91
| 0.702
|
2002-02-28
| 1,829
| 101.2437
| 88.4661
| 13,394.91
| 0.724553
|
2002-03-31
| 1,642
| 101.0707
| 89.1228
| 13,394.91
| 0.74995
|
2002-04-30
| 1,592
| 100.7464
| 89.5532
| 13,477.356
| 0.733391
|
2002-05-31
| 1,764
| 100.4184
| 89.934
| 13,477.356
| 0.73675
|
2002-06-30
| 1,717
| 100.0938
| 90.6769
| 13,477.356
| 0.764655
|
2002-07-31
| 1,655
| 99.8227
| 90.6455
| 13,531.741
| 0.72819
|
2002-08-31
| 1,633
| 99.6031
| 90.5475
| 13,531.741
| 0.68065
|
2002-09-30
| 1,804
| 99.46434
| 90.6381
| 13,531.741
| 0.68485
|
2002-10-31
| 1,648
| 99.44079
| 90.4041
| 13,549.421
| 0.686413
|
2002-11-30
| 1,753
| 99.40691
| 90.8985
| 13,549.421
| 0.727489
|
2002-12-31
| 1,788
| 99.21656
| 90.389
| 13,549.421
| 0.726186
|
2003-01-31
| 1,853
| 98.86694
| 91.1355
| 13,619.434
| 0.757619
|
2003-02-28
| 1,629
| 98.63111
| 91.2502
| 13,619.434
| 0.771526
|
2003-03-31
| 1,726
| 98.56903
| 91.0059
| 13,619.434
| 0.760667
|
2003-04-30
| 1,643
| 98.63313
| 90.4281
| 13,741.107
| 0.723348
|
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CanariaView Global Copper Demand Forecasting Dataset
Description
This dataset encompasses economic and industrial indicators vital for constructing a copper demand forecasting model.
Coverage Period: Monthly data from January 1995 to March 2023, encompassing a total of 339 months.
Column Descriptions and Sources:
HSI_value (US Housing Starts Index): Y-ChartCCI_value (Consumer Confidence Index): OECDIPI_value (Industrial Production Total Index): FREDGDPC_value (Real Gross Domestic Product): FREDCopper price: MacroTrends
Preprocessing Methodology and Data Collection Details:
- Comprehensive analysis of data structure followed by essential preprocessing.
- Appropriate handling of missing values.
- Daily and quarterly data uniformly expanded to a monthly timescale for consistency.
- Daily data (e.g., Copper price) and quarterly data (e.g., GDPC_value)
- Dependent variable data used in the model was available from 1995, guiding the collection of independent variables-this dataset- from that year.
ํ๊ตญ์ด ์ค๋ช
๋ณธ ๋ฐ์ดํฐ์ ์ ๊ตฌ๋ฆฌ ์์ ์์ธก ๋ชจ๋ธ ๊ตฌ์ถ์ ์ํ ๊ฒฝ์ ์งํ ๋ฐ ์ฐ์ ์งํ๋ก ๊ตฌ์ฑ๋์์ต๋๋ค.
๊ธฐ๊ฐ: 1995๋ 1์~2023๋ 3์(์๋ณ), ์ด 339๊ฐ์.
์ปฌ๋ผ ์ค๋ช ๋ฐ ์ถ์ฒ
HSI_value (๋ฏธ๊ตญ ์ฃผํ์ฐฉ๊ณต์ง์): Y-ChartCCI_value (๋ฏธ๊ตญ ์๋น์์ ๋ขฐ์ง์): OECDIPI_value (๋ฏธ๊ตญ ์ฐ์ ์์ฐ์์ง์): FREDGDPC_value (๋ฏธ๊ตญ ์ค์ง GDP): FREDCopper price (๊ตฌ๋ฆฌ ๊ฐ๊ฒฉ): MacroTrends
๋ฐ์ดํฐ ์ ์ฒ๋ฆฌ ๋ฐ ์์ง ๋ฐฉ๋ฒ:
- ๋ฐ์ดํฐ ๊ตฌ์กฐ ๋ถ์ ๋ฐ ์ ์ฒ๋ฆฌ ๊ณผ์ ์ํ.
- ๊ฒฐ์ธก์น ์ฒ๋ฆฌ.
- ์ผ๋ณ ๋ฐ ๋ถ๊ธฐ๋ณ ์๋ฃ๋ ์๋ณ ๋ฐ์ดํฐ๋ก์ ํ์ฅ์ ํตํด ์ผ๊ด๋ ์๊ณ์ด ๋ฐ์ดํฐ๋ก ํตํฉ.
- ์ผ๋ณ ์๋ฃ (๊ตฌ๋ฆฌ ๊ฐ๊ฒฉ), ๋ถ๊ธฐ๋ณ ์๋ฃ (GDPC_value)
- ์์ ๋ชจ๋ธ์ ์ฌ์ฉ๋ ์ข ์๋ณ์ ๋ฐ์ดํฐ๊ฐ 1995๋ ๋ถํฐ ํ๋ณด๋์ด ๋ ๋ฆฝ๋ณ์์ธ ๋ณธ ๋ฐ์ดํฐ์ ๋ 1995๋ ๋๋ถํฐ ์์งํจ.
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