diff --git a/factor-investing/dados_acoes/AALR3.csv b/factor-investing/dados_acoes/AALR3.csv
deleted file mode 100644
index 4481366..0000000
--- a/factor-investing/dados_acoes/AALR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AALR3.SA,AALR3.SA,AALR3.SA,AALR3.SA,AALR3.SA
-Date,,,,,
-2024-04-11,10.069999694824219,10.109999656677246,9.770000457763672,9.949999809265137,126300
-2024-04-12,9.779999732971191,10.180000305175781,9.229999542236328,10.069999694824219,245000
-2024-04-15,8.770000457763672,9.8100004196167,8.770000457763672,9.779999732971191,489300
-2024-04-16,8.90999984741211,9.050000190734863,8.289999961853027,8.90999984741211,412000
-2024-04-17,10.0,10.170000076293945,8.640000343322754,9.029999732971191,220800
-2024-04-18,9.989999771118164,10.9399995803833,9.640000343322754,10.020000457763672,184800
-2024-04-19,10.029999732971191,10.600000381469727,9.609999656677246,9.970000267028809,130200
-2024-04-22,10.020000457763672,10.670000076293945,9.680000305175781,10.010000228881836,374800
-2024-04-23,10.3100004196167,10.460000038146973,9.899999618530273,10.229999542236328,259500
-2024-04-24,10.0600004196167,10.4399995803833,9.850000381469727,10.4399995803833,59500
-2024-04-25,10.09000015258789,10.109999656677246,9.869999885559082,10.010000228881836,43400
-2024-04-26,10.229999542236328,10.350000381469727,9.989999771118164,10.350000381469727,47600
-2024-04-29,10.260000228881836,10.34000015258789,10.100000381469727,10.130000114440918,25100
-2024-04-30,10.199999809265137,10.329999923706055,10.010000228881836,10.289999961853027,34400
-2024-05-02,10.260000228881836,10.319999694824219,9.729999542236328,10.260000228881836,142700
-2024-05-03,10.279999732971191,10.449999809265137,9.739999771118164,10.399999618530273,409200
-2024-05-06,10.640000343322754,10.6899995803833,10.15999984741211,10.430000305175781,122500
-2024-05-07,11.029999732971191,11.109999656677246,10.75,10.949999809265137,80300
-2024-05-08,10.699999809265137,11.34000015258789,9.5,11.109999656677246,385200
-2024-05-09,10.539999961853027,10.600000381469727,9.899999618530273,10.430000305175781,142600
-2024-05-10,10.380000114440918,10.6899995803833,10.039999961853027,10.260000228881836,68500
-2024-05-13,10.699999809265137,10.819999694824219,10.180000305175781,10.369999885559082,45700
-2024-05-14,11.1899995803833,11.25,10.739999771118164,10.739999771118164,64500
-2024-05-15,11.100000381469727,11.3100004196167,11.010000228881836,11.100000381469727,43100
-2024-05-16,10.479999542236328,11.220000267028809,10.449999809265137,11.180000305175781,49900
-2024-05-17,10.380000114440918,10.479999542236328,9.9399995803833,10.479999542236328,47600
-2024-05-20,10.399999618530273,10.520000457763672,10.199999809265137,10.380000114440918,33500
-2024-05-21,10.380000114440918,10.449999809265137,10.130000114440918,10.4399995803833,33100
-2024-05-22,10.300000190734863,10.380000114440918,9.979999542236328,10.170000076293945,15600
-2024-05-23,10.25,10.3100004196167,10.09000015258789,10.3100004196167,16000
-2024-05-24,10.199999809265137,10.489999771118164,10.149999618530273,10.300000190734863,28100
-2024-05-27,9.9399995803833,10.479999542236328,9.850000381469727,10.199999809265137,54100
-2024-05-28,9.859999656677246,10.210000038146973,9.859999656677246,10.210000038146973,14600
-2024-05-29,10.0,10.069999694824219,9.819999694824219,9.869999885559082,68300
-2024-05-31,9.960000038146973,10.010000228881836,9.520000457763672,10.010000228881836,27400
-2024-06-03,9.449999809265137,9.930000305175781,9.449999809265137,9.800000190734863,22800
-2024-06-04,9.949999809265137,10.109999656677246,9.539999961853027,9.579999923706055,27600
-2024-06-05,10.100000381469727,10.220000267028809,9.899999618530273,9.960000038146973,13500
-2024-06-06,10.399999618530273,10.399999618530273,9.949999809265137,10.170000076293945,19400
-2024-06-07,10.5600004196167,10.5600004196167,10.210000038146973,10.529999732971191,28400
-2024-06-10,10.220000267028809,10.569999694824219,10.069999694824219,10.569999694824219,21300
-2024-06-11,10.1899995803833,10.369999885559082,10.029999732971191,10.369999885559082,8200
-2024-06-12,9.930000305175781,10.300000190734863,9.869999885559082,10.300000190734863,26900
-2024-06-13,9.800000190734863,9.90999984741211,9.529999732971191,9.899999618530273,20100
-2024-06-14,9.699999809265137,9.979999542236328,9.460000038146973,9.850000381469727,54500
-2024-06-17,10.050000190734863,10.079999923706055,9.630000114440918,9.699999809265137,72800
-2024-06-18,9.960000038146973,10.09000015258789,9.75,9.859999656677246,11900
-2024-06-19,9.949999809265137,10.199999809265137,9.869999885559082,9.960000038146973,114100
-2024-06-20,10.140000343322754,10.149999618530273,9.899999618530273,10.149999618530273,77000
-2024-06-21,10.0,10.15999984741211,9.869999885559082,10.149999618530273,7100
-2024-06-24,10.100000381469727,10.100000381469727,9.859999656677246,9.859999656677246,29400
-2024-06-25,10.0600004196167,10.100000381469727,9.930000305175781,10.100000381469727,3600
-2024-06-26,10.40999984741211,10.40999984741211,9.779999732971191,10.0,103200
-2024-06-27,10.479999542236328,10.479999542236328,10.319999694824219,10.390000343322754,15400
-2024-06-28,10.390000343322754,10.479999542236328,9.970000267028809,10.479999542236328,69700
-2024-07-01,10.699999809265137,10.8100004196167,10.300000190734863,10.420000076293945,26500
-2024-07-02,10.770000457763672,10.789999961853027,10.119999885559082,10.699999809265137,73700
-2024-07-03,10.800000190734863,10.800000190734863,10.569999694824219,10.760000228881836,25800
-2024-07-04,11.5,11.5,10.739999771118164,10.800000190734863,39100
-2024-07-05,12.649999618530273,12.649999618530273,11.5,11.5,153800
-2024-07-08,13.390000343322754,13.520000457763672,12.720000267028809,12.720000267028809,130800
-2024-07-09,14.630000114440918,14.630000114440918,13.5,13.5,91000
-2024-07-10,16.329999923706055,16.5,15.0,15.010000228881836,134800
-2024-07-11,17.06999969482422,17.110000610351562,16.219999313354492,16.350000381469727,82600
-2024-07-12,13.850000381469727,17.31999969482422,13.850000381469727,17.079999923706055,196700
-2024-07-15,14.039999961853027,14.550000190734863,13.760000228881836,13.829999923706055,64400
-2024-07-16,12.470000267028809,14.369999885559082,12.359999656677246,14.149999618530273,114300
-2024-07-17,12.609999656677246,12.680000305175781,11.949999809265137,12.319999694824219,68400
-2024-07-18,12.40999984741211,12.84000015258789,12.350000381469727,12.520000457763672,51000
-2024-07-19,12.390000343322754,12.390000343322754,12.119999885559082,12.369999885559082,19000
-2024-07-22,11.829999923706055,12.75,11.829999923706055,12.600000381469727,79700
-2024-07-23,11.039999961853027,11.869999885559082,10.859999656677246,11.720000267028809,84900
-2024-07-24,10.90999984741211,11.279999732971191,10.90999984741211,11.180000305175781,40300
-2024-07-25,10.899999618530273,11.1899995803833,10.40999984741211,10.90999984741211,70100
-2024-07-26,11.0,11.300000190734863,10.710000038146973,10.720000267028809,22200
-2024-07-29,10.960000038146973,11.279999732971191,10.899999618530273,11.149999618530273,63200
-2024-07-30,11.170000076293945,11.170000076293945,10.850000381469727,11.079999923706055,8800
-2024-07-31,11.239999771118164,11.34000015258789,11.050000190734863,11.170000076293945,15600
-2024-08-01,10.5,11.34000015258789,10.5,11.149999618530273,22300
-2024-08-02,10.109999656677246,10.479999542236328,10.079999923706055,10.479999542236328,19200
-2024-08-05,10.199999809265137,10.199999809265137,9.880000114440918,9.979999542236328,14100
-2024-08-06,9.90999984741211,10.3100004196167,9.90999984741211,10.199999809265137,18200
-2024-08-07,10.260000228881836,10.529999732971191,9.90999984741211,10.079999923706055,26700
-2024-08-08,9.9399995803833,10.5,9.649999618530273,10.260000228881836,65500
-2024-08-09,10.59000015258789,10.59000015258789,10.119999885559082,10.130000114440918,52200
-2024-08-12,10.579999923706055,10.59000015258789,10.399999618530273,10.569999694824219,9900
-2024-08-13,10.489999771118164,10.600000381469727,10.399999618530273,10.59000015258789,17500
-2024-08-14,10.4399995803833,10.600000381469727,10.350000381469727,10.59000015258789,36600
-2024-08-15,11.550000190734863,11.550000190734863,10.229999542236328,10.329999923706055,258800
-2024-08-16,12.5,12.5,11.40999984741211,11.600000381469727,71900
-2024-08-19,13.510000228881836,13.510000228881836,12.699999809265137,12.699999809265137,72600
-2024-08-20,14.5,14.600000381469727,13.6899995803833,13.899999618530273,58500
-2024-08-21,15.5,15.819999694824219,14.260000228881836,14.680000305175781,109600
-2024-08-22,14.300000190734863,15.5,14.0600004196167,15.5,68700
-2024-08-23,15.0,15.199999809265137,14.0600004196167,14.470000267028809,41300
-2024-08-26,15.199999809265137,15.25,14.0600004196167,14.979999542236328,155000
-2024-08-27,15.630000114440918,15.75,15.220000267028809,15.25,28900
-2024-08-28,15.789999961853027,15.800000190734863,15.600000381469727,15.640000343322754,38600
-2024-08-29,15.789999961853027,15.800000190734863,15.239999771118164,15.800000190734863,8100
-2024-08-30,16.0,16.0,15.399999618530273,15.789999961853027,35500
-2024-09-02,15.9399995803833,16.399999618530273,15.1899995803833,15.869999885559082,23900
-2024-09-03,16.0,16.489999771118164,15.5,16.040000915527344,40800
-2024-09-04,16.1200008392334,16.350000381469727,15.3100004196167,15.619999885559082,40800
-2024-09-05,15.850000381469727,16.1200008392334,15.640000343322754,16.1200008392334,20800
-2024-09-06,15.300000190734863,15.859999656677246,15.109999656677246,15.859999656677246,21200
-2024-09-09,15.600000381469727,15.829999923706055,15.0,15.3100004196167,22300
-2024-09-10,15.579999923706055,15.579999923706055,15.100000381469727,15.390000343322754,29500
-2024-09-11,15.829999923706055,15.829999923706055,15.40999984741211,15.59000015258789,22700
-2024-09-12,15.649999618530273,16.200000762939453,15.649999618530273,15.829999923706055,43500
-2024-09-13,16.1299991607666,16.200000762939453,15.65999984741211,15.65999984741211,11500
-2024-09-16,16.170000076293945,16.18000030517578,16.0,16.1200008392334,12000
-2024-09-17,15.739999771118164,16.200000762939453,15.670000076293945,16.200000762939453,19200
-2024-09-18,15.300000190734863,15.640000343322754,14.569999694824219,15.640000343322754,32300
-2024-09-19,15.0,15.489999771118164,14.510000228881836,15.289999961853027,20600
-2024-09-20,15.4399995803833,15.4399995803833,14.550000190734863,14.829999923706055,18600
-2024-09-23,14.979999542236328,15.420000076293945,14.640000343322754,15.420000076293945,14300
-2024-09-24,15.300000190734863,15.470000267028809,14.510000228881836,15.460000038146973,30300
-2024-09-25,14.960000038146973,15.300000190734863,14.630000114440918,15.300000190734863,21700
-2024-09-26,15.260000228881836,15.260000228881836,14.699999809265137,14.970000267028809,29900
-2024-09-27,15.0,15.479999542236328,15.0,15.470000267028809,27000
-2024-09-30,15.399999618530273,15.399999618530273,14.850000381469727,15.0,26800
-2024-10-01,15.0,15.300000190734863,14.8100004196167,15.100000381469727,16300
-2024-10-02,14.960000038146973,15.390000343322754,14.899999618530273,14.930000305175781,29300
-2024-10-03,14.8100004196167,15.220000267028809,14.619999885559082,14.970000267028809,23500
-2024-10-04,15.210000038146973,15.210000038146973,14.84000015258789,15.020000457763672,20900
-2024-10-07,15.119999885559082,15.300000190734863,15.0,15.109999656677246,17500
-2024-10-08,15.229999542236328,15.229999542236328,15.050000190734863,15.229999542236328,66500
-2024-10-09,14.699999809265137,15.25,14.609999656677246,14.800000190734863,27000
-2024-10-10,14.800000190734863,15.0600004196167,14.520000457763672,14.90999984741211,14500
-2024-10-11,14.949999809265137,14.949999809265137,14.609999656677246,14.699999809265137,12100
-2024-10-14,14.699999809265137,15.149999618530273,14.460000038146973,15.0,19300
-2024-10-15,13.90999984741211,14.5,13.90999984741211,14.449999809265137,28300
-2024-10-16,13.75,14.3100004196167,13.75,13.90999984741211,15300
-2024-10-17,13.380000114440918,14.0,13.380000114440918,13.84000015258789,11500
-2024-10-18,12.199999809265137,13.600000381469727,12.109999656677246,13.449999809265137,42700
-2024-10-21,12.220000267028809,12.470000267028809,12.069999694824219,12.199999809265137,12300
-2024-10-22,12.3100004196167,12.420000076293945,11.819999694824219,12.220000267028809,30100
-2024-10-23,13.369999885559082,13.369999885559082,12.399999618530273,12.529999732971191,34300
-2024-10-24,14.300000190734863,14.300000190734863,13.479999542236328,14.0,38500
-2024-10-25,14.640000343322754,14.640000343322754,14.100000381469727,14.359999656677246,19700
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-2024-11-01,14.170000076293945,15.430000305175781,14.170000076293945,15.430000305175781,18600
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-2024-11-06,14.710000038146973,14.710000038146973,14.5,14.5,3600
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-2024-11-12,14.680000305175781,14.899999618530273,14.40999984741211,14.899999618530273,65900
-2024-11-13,14.850000381469727,14.850000381469727,14.260000228881836,14.680000305175781,8000
-2024-11-14,14.199999809265137,15.100000381469727,14.109999656677246,14.850000381469727,15600
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-2024-11-21,13.289999961853027,13.6899995803833,12.779999732971191,13.680000305175781,23000
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-2024-11-25,12.899999618530273,13.199999809265137,12.800000190734863,13.020000457763672,6100
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-2024-11-27,12.350000381469727,12.899999618530273,12.350000381469727,12.600000381469727,5500
-2024-11-28,12.0600004196167,12.5,11.880000114440918,12.430000305175781,10200
-2024-11-29,12.0,12.350000381469727,11.850000381469727,11.9399995803833,13500
-2024-12-02,11.850000381469727,12.100000381469727,11.850000381469727,12.010000228881836,2600
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-2024-12-06,10.949999809265137,11.0,10.670000076293945,10.979999542236328,16100
-2024-12-09,10.970000267028809,11.109999656677246,10.699999809265137,11.109999656677246,2300
-2024-12-10,10.9399995803833,11.1899995803833,10.539999961853027,11.1899995803833,8100
-2024-12-11,10.770000457763672,11.199999809265137,10.770000457763672,10.899999618530273,6100
-2024-12-12,10.40999984741211,10.729999542236328,9.869999885559082,10.5,9100
-2024-12-13,10.260000228881836,10.5,9.8100004196167,10.5,10200
-2024-12-16,10.149999618530273,10.380000114440918,10.149999618530273,10.380000114440918,2700
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diff --git a/factor-investing/dados_acoes/ABCB4.csv b/factor-investing/dados_acoes/ABCB4.csv
deleted file mode 100644
index 61f60d8..0000000
--- a/factor-investing/dados_acoes/ABCB4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/ABEV3.csv b/factor-investing/dados_acoes/ABEV3.csv
deleted file mode 100644
index d4353b5..0000000
--- a/factor-investing/dados_acoes/ABEV3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ABEV3.SA,ABEV3.SA,ABEV3.SA,ABEV3.SA,ABEV3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/ADHM3.csv b/factor-investing/dados_acoes/ADHM3.csv
deleted file mode 100644
index e1628e4..0000000
--- a/factor-investing/dados_acoes/ADHM3.csv
+++ /dev/null
@@ -1,85 +0,0 @@
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-2024-07-23,1.559999942779541,1.559999942779541,1.559999942779541,1.559999942779541,0
-2024-07-24,1.559999942779541,1.559999942779541,1.559999942779541,1.559999942779541,0
-2024-07-25,1.559999942779541,1.559999942779541,1.559999942779541,1.559999942779541,0
-2024-07-26,1.559999942779541,1.559999942779541,1.559999942779541,1.559999942779541,0
-2024-07-29,1.559999942779541,1.559999942779541,1.559999942779541,1.559999942779541,0
-2024-07-30,1.559999942779541,1.559999942779541,1.559999942779541,1.559999942779541,0
-2024-07-31,1.559999942779541,1.559999942779541,1.559999942779541,1.559999942779541,0
-2024-08-01,1.559999942779541,1.559999942779541,1.559999942779541,1.559999942779541,0
-2024-08-02,1.559999942779541,1.559999942779541,1.559999942779541,1.559999942779541,0
-2024-08-05,1.559999942779541,1.559999942779541,1.559999942779541,1.559999942779541,0
-2024-08-06,1.559999942779541,1.559999942779541,1.559999942779541,1.559999942779541,0
diff --git a/factor-investing/dados_acoes/AERI3.csv b/factor-investing/dados_acoes/AERI3.csv
deleted file mode 100644
index d913359..0000000
--- a/factor-investing/dados_acoes/AERI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AERI3.SA,AERI3.SA,AERI3.SA,AERI3.SA,AERI3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/AFLT3.csv b/factor-investing/dados_acoes/AFLT3.csv
deleted file mode 100644
index f4935d6..0000000
--- a/factor-investing/dados_acoes/AFLT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AFLT3.SA,AFLT3.SA,AFLT3.SA,AFLT3.SA,AFLT3.SA
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diff --git a/factor-investing/dados_acoes/AGRO3.csv b/factor-investing/dados_acoes/AGRO3.csv
deleted file mode 100644
index b45a622..0000000
--- a/factor-investing/dados_acoes/AGRO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AGRO3.SA,AGRO3.SA,AGRO3.SA,AGRO3.SA,AGRO3.SA
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diff --git a/factor-investing/dados_acoes/AGXY3.csv b/factor-investing/dados_acoes/AGXY3.csv
deleted file mode 100644
index a0554cb..0000000
--- a/factor-investing/dados_acoes/AGXY3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AGXY3.SA,AGXY3.SA,AGXY3.SA,AGXY3.SA,AGXY3.SA
-Date,,,,,
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-2025-03-11,0.5099999904632568,0.5199999809265137,0.5,0.5199999809265137,70500
-2025-03-12,0.5199999809265137,0.5199999809265137,0.5,0.5099999904632568,69400
-2025-03-13,0.5099999904632568,0.5199999809265137,0.5099999904632568,0.5099999904632568,142000
-2025-03-14,0.5099999904632568,0.5199999809265137,0.5,0.5099999904632568,152600
-2025-03-17,0.5600000023841858,0.6299999952316284,0.5,0.5099999904632568,1708600
-2025-03-18,0.5600000023841858,0.6100000143051147,0.5400000214576721,0.5799999833106995,623400
-2025-03-19,0.5400000214576721,0.5699999928474426,0.5400000214576721,0.5400000214576721,147300
-2025-03-20,0.5400000214576721,0.5600000023841858,0.5400000214576721,0.550000011920929,118000
-2025-03-21,0.5400000214576721,0.5699999928474426,0.5299999713897705,0.5400000214576721,366700
-2025-03-24,0.5199999809265137,0.5600000023841858,0.5099999904632568,0.550000011920929,720100
-2025-03-25,0.5199999809265137,0.5400000214576721,0.5099999904632568,0.5299999713897705,321600
-2025-03-26,0.5099999904632568,0.5299999713897705,0.5099999904632568,0.5299999713897705,190900
-2025-03-27,0.5099999904632568,0.5299999713897705,0.5099999904632568,0.5099999904632568,561800
-2025-03-28,0.5199999809265137,0.5299999713897705,0.5,0.5199999809265137,269800
-2025-03-31,0.5199999809265137,0.5400000214576721,0.5099999904632568,0.5400000214576721,347500
-2025-04-01,0.5400000214576721,0.6499999761581421,0.5299999713897705,0.550000011920929,2229200
-2025-04-02,0.5299999713897705,0.550000011920929,0.5199999809265137,0.550000011920929,461100
-2025-04-03,0.5299999713897705,0.5400000214576721,0.5099999904632568,0.5299999713897705,370200
-2025-04-04,0.5199999809265137,0.5400000214576721,0.5099999904632568,0.5199999809265137,641600
-2025-04-07,0.5299999713897705,0.5299999713897705,0.5,0.5099999904632568,401500
-2025-04-08,0.5400000214576721,0.5600000023841858,0.5199999809265137,0.5199999809265137,514600
-2025-04-09,0.5299999713897705,0.6100000143051147,0.5299999713897705,0.5600000023841858,1423400
-2025-04-10,0.5299999713897705,0.6299999952316284,0.5199999809265137,0.6299999952316284,2189800
-2025-04-11,0.5299999713897705,0.5600000023841858,0.5299999713897705,0.5400000214576721,355900
diff --git a/factor-investing/dados_acoes/AHEB3.csv b/factor-investing/dados_acoes/AHEB3.csv
deleted file mode 100644
index 37eafc0..0000000
--- a/factor-investing/dados_acoes/AHEB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AHEB3.SA,AHEB3.SA,AHEB3.SA,AHEB3.SA,AHEB3.SA
-Date,,,,,
-2024-04-11,19.0,19.0,19.0,19.0,0
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-2024-04-18,19.0,19.0,19.0,19.0,0
-2024-04-19,19.0,19.0,19.0,19.0,0
-2024-04-22,19.0,19.0,19.0,19.0,0
-2024-04-23,19.0,19.0,19.0,19.0,0
-2024-04-24,19.0,19.0,19.0,19.0,0
-2024-04-25,19.0,19.0,19.0,19.0,0
-2024-04-26,19.0,19.0,19.0,19.0,0
-2024-04-29,22.219999313354492,22.229999542236328,22.219999313354492,22.229999542236328,200
-2024-04-30,22.219999313354492,22.219999313354492,22.219999313354492,22.219999313354492,0
-2024-05-02,22.219999313354492,22.219999313354492,22.219999313354492,22.219999313354492,100
-2024-05-03,22.219999313354492,22.219999313354492,22.219999313354492,22.219999313354492,0
-2024-05-06,22.219999313354492,22.219999313354492,22.219999313354492,22.219999313354492,0
-2024-05-07,22.219999313354492,22.219999313354492,22.219999313354492,22.219999313354492,0
-2024-05-08,22.219999313354492,22.219999313354492,22.219999313354492,22.219999313354492,0
-2024-05-09,22.219999313354492,22.219999313354492,22.219999313354492,22.219999313354492,0
-2024-05-10,25.010000228881836,25.010000228881836,25.010000228881836,25.010000228881836,500
-2024-05-13,25.010000228881836,25.010000228881836,25.010000228881836,25.010000228881836,0
-2024-05-14,25.010000228881836,25.010000228881836,25.010000228881836,25.010000228881836,0
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-2024-05-16,22.010000228881836,22.010000228881836,22.010000228881836,22.010000228881836,200
-2024-05-17,22.010000228881836,22.010000228881836,22.010000228881836,22.010000228881836,100
-2024-05-20,24.950000762939453,24.950000762939453,21.239999771118164,21.239999771118164,300
-2024-05-21,24.950000762939453,24.950000762939453,24.950000762939453,24.950000762939453,0
-2024-05-22,24.950000762939453,24.950000762939453,24.950000762939453,24.950000762939453,100
-2024-05-23,24.950000762939453,24.950000762939453,24.950000762939453,24.950000762939453,100
-2024-05-24,24.950000762939453,24.950000762939453,24.950000762939453,24.950000762939453,0
-2024-05-27,24.950000762939453,24.950000762939453,24.950000762939453,24.950000762939453,0
-2024-05-28,24.950000762939453,24.950000762939453,24.950000762939453,24.950000762939453,0
-2024-05-29,24.950000762939453,24.950000762939453,24.950000762939453,24.950000762939453,0
-2024-05-31,25.309999465942383,25.309999465942383,25.309999465942383,25.309999465942383,100
-2024-06-03,25.309999465942383,25.309999465942383,25.309999465942383,25.309999465942383,0
-2024-06-04,25.309999465942383,25.309999465942383,25.309999465942383,25.309999465942383,0
-2024-06-05,25.309999465942383,25.309999465942383,25.309999465942383,25.309999465942383,0
-2024-06-06,25.309999465942383,25.309999465942383,25.309999465942383,25.309999465942383,0
-2024-06-07,25.309999465942383,25.309999465942383,25.309999465942383,25.309999465942383,0
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-2024-06-11,26.229999542236328,26.229999542236328,26.229999542236328,26.229999542236328,100
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-2024-06-13,26.229999542236328,26.229999542236328,26.229999542236328,26.229999542236328,0
-2024-06-14,26.229999542236328,26.229999542236328,26.229999542236328,26.229999542236328,0
-2024-06-17,27.5,27.5,27.5,27.5,100
-2024-06-18,27.5,27.5,27.5,27.5,0
-2024-06-19,27.5,27.5,27.5,27.5,100
-2024-06-20,27.5,27.5,27.5,27.5,100
-2024-06-21,27.5,27.5,27.5,27.5,0
-2024-06-24,27.5,27.5,27.5,27.5,0
-2024-06-25,27.5,27.5,27.5,27.5,0
-2024-06-26,27.5,27.5,27.5,27.5,0
-2024-06-27,27.5,27.5,27.5,27.5,0
-2024-06-28,31.0,31.0,31.0,31.0,500
-2024-07-01,31.0,31.0,31.0,31.0,0
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-2024-08-02,35.0,35.0,35.0,35.0,0
-2024-08-05,28.0,28.0,28.0,28.0,300
-2024-08-06,31.0,31.0,29.010000228881836,29.010000228881836,200
-2024-08-07,35.0,35.0,30.899999618530273,30.899999618530273,500
-2024-08-08,35.0,35.0,35.0,35.0,0
-2024-08-09,35.0,35.0,35.0,35.0,400
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-2024-08-20,36.0,36.0,31.020000457763672,31.020000457763672,600
-2024-08-21,36.0,36.0,36.0,36.0,0
-2024-08-22,36.0,36.0,36.0,36.0,0
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-2024-09-12,35.0,35.0,35.0,35.0,0
-2024-09-13,37.25,37.25,37.25,37.25,100
-2024-09-16,37.5,37.5,37.5,37.5,200
-2024-09-17,37.5,37.5,37.5,37.5,0
-2024-09-18,37.5,37.5,37.5,37.5,0
-2024-09-19,37.5,37.5,37.5,37.5,0
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-2024-09-25,37.5,37.5,37.5,37.5,0
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-2024-09-27,37.5,37.5,37.5,37.5,100
-2024-09-30,37.5,37.5,37.5,37.5,0
-2024-10-01,37.5,37.5,37.5,37.5,0
-2024-10-02,37.5,37.5,37.5,37.5,0
-2024-10-03,37.5,37.5,37.5,37.5,0
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-2024-10-07,37.5,37.5,37.5,37.5,0
-2024-10-08,38.0,38.0,38.0,38.0,400
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-2025-01-22,38.0,38.25,38.0,38.25,200
-2025-01-23,38.0,38.0,38.0,38.0,0
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-2025-01-27,40.0,40.0,40.0,40.0,100
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-2025-02-04,40.5,40.5,40.5,40.5,0
-2025-02-05,40.5,40.5,40.5,40.5,0
-2025-02-06,40.5,40.5,40.5,40.5,500
-2025-02-07,40.5,40.5,40.5,40.5,0
-2025-02-10,40.5,40.5,40.5,40.5,200
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-2025-02-24,40.0,40.0,40.0,40.0,0
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diff --git a/factor-investing/dados_acoes/AHEB5.csv b/factor-investing/dados_acoes/AHEB5.csv
deleted file mode 100644
index 03cdcd0..0000000
--- a/factor-investing/dados_acoes/AHEB5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AHEB5.SA,AHEB5.SA,AHEB5.SA,AHEB5.SA,AHEB5.SA
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diff --git a/factor-investing/dados_acoes/AHEB6.csv b/factor-investing/dados_acoes/AHEB6.csv
deleted file mode 100644
index 7997bfe..0000000
--- a/factor-investing/dados_acoes/AHEB6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AHEB6.SA,AHEB6.SA,AHEB6.SA,AHEB6.SA,AHEB6.SA
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diff --git a/factor-investing/dados_acoes/ALLD3.csv b/factor-investing/dados_acoes/ALLD3.csv
deleted file mode 100644
index 16bcfbb..0000000
--- a/factor-investing/dados_acoes/ALLD3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ALLD3.SA,ALLD3.SA,ALLD3.SA,ALLD3.SA,ALLD3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/ALOS3.csv b/factor-investing/dados_acoes/ALOS3.csv
deleted file mode 100644
index 59dcac6..0000000
--- a/factor-investing/dados_acoes/ALOS3.csv
+++ /dev/null
@@ -1,254 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/ALPA3.csv b/factor-investing/dados_acoes/ALPA3.csv
deleted file mode 100644
index 8c2ce98..0000000
--- a/factor-investing/dados_acoes/ALPA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ALPA3.SA,ALPA3.SA,ALPA3.SA,ALPA3.SA,ALPA3.SA
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diff --git a/factor-investing/dados_acoes/ALPA4.csv b/factor-investing/dados_acoes/ALPA4.csv
deleted file mode 100644
index 54594e8..0000000
--- a/factor-investing/dados_acoes/ALPA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ALPA4.SA,ALPA4.SA,ALPA4.SA,ALPA4.SA,ALPA4.SA
-Date,,,,,
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-2025-04-10,7.230000019073486,7.449999809265137,7.130000114440918,7.269999980926514,1897800
-2025-04-11,7.28000020980835,7.28000020980835,7.110000133514404,7.239999771118164,914300
diff --git a/factor-investing/dados_acoes/ALPK3.csv b/factor-investing/dados_acoes/ALPK3.csv
deleted file mode 100644
index 38d6772..0000000
--- a/factor-investing/dados_acoes/ALPK3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ALPK3.SA,ALPK3.SA,ALPK3.SA,ALPK3.SA,ALPK3.SA
-Date,,,,,
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-2024-04-16,4.03000020980835,4.170000076293945,3.9200000762939453,4.170000076293945,209100
-2024-04-17,3.930000066757202,4.090000152587891,3.930000066757202,4.03000020980835,99000
-2024-04-18,4.0,4.050000190734863,3.9100000858306885,4.03000020980835,126200
-2024-04-19,4.050000190734863,4.119999885559082,3.950000047683716,4.03000020980835,93600
-2024-04-22,4.090000152587891,4.139999866485596,4.03000020980835,4.050000190734863,94500
-2024-04-23,3.990000009536743,4.099999904632568,3.950000047683716,4.090000152587891,105800
-2024-04-24,3.9600000381469727,4.0,3.930000066757202,4.0,92600
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-2024-04-29,3.9700000286102295,4.079999923706055,3.9600000381469727,3.990000009536743,55600
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-2024-05-06,3.9000000953674316,3.9800000190734863,3.890000104904175,3.9000000953674316,157300
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-2024-07-10,3.5999999046325684,3.619999885559082,3.359999895095825,3.440000057220459,188300
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diff --git a/factor-investing/dados_acoes/ALUP11.csv b/factor-investing/dados_acoes/ALUP11.csv
deleted file mode 100644
index caa23e8..0000000
--- a/factor-investing/dados_acoes/ALUP11.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ALUP11.SA,ALUP11.SA,ALUP11.SA,ALUP11.SA,ALUP11.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/ALUP3.csv b/factor-investing/dados_acoes/ALUP3.csv
deleted file mode 100644
index 931e404..0000000
--- a/factor-investing/dados_acoes/ALUP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/ALUP4.csv b/factor-investing/dados_acoes/ALUP4.csv
deleted file mode 100644
index 696e8d9..0000000
--- a/factor-investing/dados_acoes/ALUP4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-03-19,9.989999771118164,10.039999961853027,9.779999732971191,9.779999732971191,13400
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-2025-03-21,9.850000381469727,9.880000114440918,9.699999809265137,9.880000114440918,21400
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-2025-04-09,9.729999542236328,9.979999542236328,9.319999694824219,9.600000381469727,30500
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diff --git a/factor-investing/dados_acoes/AMAR3.csv b/factor-investing/dados_acoes/AMAR3.csv
deleted file mode 100644
index 440429b..0000000
--- a/factor-investing/dados_acoes/AMAR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AMAR3.SA,AMAR3.SA,AMAR3.SA,AMAR3.SA,AMAR3.SA
-Date,,,,,
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-2024-12-09,0.9800000190734863,1.0099999904632568,0.9399999976158142,0.9800000190734863,582900
-2024-12-10,1.0,1.0399999618530273,0.9700000286102295,0.9700000286102295,211800
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-2024-12-13,1.0199999809265137,1.0299999713897705,1.0,1.0,76200
-2024-12-16,0.949999988079071,1.0299999713897705,0.9399999976158142,1.0,414100
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-2024-12-23,1.0199999809265137,1.0199999809265137,0.9300000071525574,0.949999988079071,117100
-2024-12-26,0.9700000286102295,1.0199999809265137,0.9599999785423279,0.9900000095367432,198200
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-2025-01-02,0.9700000286102295,1.0,0.9599999785423279,0.9900000095367432,157600
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-2025-01-06,1.0399999618530273,1.0399999618530273,0.9700000286102295,1.0,458000
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-2025-02-19,1.2699999809265137,1.2699999809265137,1.2200000286102295,1.2400000095367432,181300
-2025-02-20,1.2599999904632568,1.2899999618530273,1.2200000286102295,1.2699999809265137,196500
-2025-02-21,1.2899999618530273,1.309999942779541,1.25,1.2899999618530273,249500
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diff --git a/factor-investing/dados_acoes/AMBP3.csv b/factor-investing/dados_acoes/AMBP3.csv
deleted file mode 100644
index 842892d..0000000
--- a/factor-investing/dados_acoes/AMBP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AMBP3.SA,AMBP3.SA,AMBP3.SA,AMBP3.SA,AMBP3.SA
-Date,,,,,
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-2025-04-09,127.12999725341797,133.8300018310547,127.12999725341797,130.89999389648438,87700
-2025-04-10,126.43000030517578,129.4600067138672,125.25,127.12999725341797,38700
-2025-04-11,127.94000244140625,130.5500030517578,125.8499984741211,130.5500030517578,42500
diff --git a/factor-investing/dados_acoes/AMER3.csv b/factor-investing/dados_acoes/AMER3.csv
deleted file mode 100644
index 39eaf8b..0000000
--- a/factor-investing/dados_acoes/AMER3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AMER3.SA,AMER3.SA,AMER3.SA,AMER3.SA,AMER3.SA
-Date,,,,,
-2024-04-11,56.0,58.0,55.0,55.0,152785
-2024-04-12,53.0,56.0,53.0,56.0,157524
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-2024-04-22,53.0,54.0,52.0,52.0,42072
-2024-04-23,52.0,54.0,51.0,53.0,148023
-2024-04-24,53.0,55.0,52.0,53.0,227516
-2024-04-25,55.0,57.0,53.0,53.0,293603
-2024-04-26,56.0,59.0,56.0,56.0,230827
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-2024-04-30,56.0,58.0,54.0,55.0,162229
-2024-05-02,56.0,58.0,56.0,57.0,121640
-2024-05-03,54.0,58.0,54.0,57.0,215430
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-2024-05-07,54.0,56.0,54.0,55.0,72801
-2024-05-08,54.0,55.0,53.0,54.0,78076
-2024-05-09,53.0,54.0,53.0,54.0,92059
-2024-05-10,53.0,55.0,53.0,54.0,108582
-2024-05-13,53.0,54.0,53.0,53.0,51978
-2024-05-14,54.0,54.0,53.0,53.0,38550
-2024-05-15,53.0,56.0,53.0,53.0,161223
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-2024-06-07,34.0,37.0,34.0,37.0,200611
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-2024-06-13,39.0,45.0,35.0,36.0,534449
-2024-06-14,40.0,41.0,38.0,40.0,153919
-2024-06-17,43.0,44.0,38.0,39.0,212144
-2024-06-18,42.0,45.0,41.0,42.0,112396
-2024-06-19,41.0,43.0,41.0,43.0,91404
-2024-06-20,40.0,43.0,39.0,42.0,202157
-2024-06-21,40.0,41.0,39.0,40.0,42853
-2024-06-24,41.0,44.0,40.0,41.0,149288
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-2024-07-19,70.0,78.0,68.0,78.0,304549
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-2024-08-21,8.0,10.0,7.0,9.0,5944135
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diff --git a/factor-investing/dados_acoes/AMOB3.csv b/factor-investing/dados_acoes/AMOB3.csv
deleted file mode 100644
index 570ed03..0000000
--- a/factor-investing/dados_acoes/AMOB3.csv
+++ /dev/null
@@ -1,82 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AMOB3.SA,AMOB3.SA,AMOB3.SA,AMOB3.SA,AMOB3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/ANIM3.csv b/factor-investing/dados_acoes/ANIM3.csv
deleted file mode 100644
index 8332181..0000000
--- a/factor-investing/dados_acoes/ANIM3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ANIM3.SA,ANIM3.SA,ANIM3.SA,ANIM3.SA,ANIM3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/APTI4.csv b/factor-investing/dados_acoes/APTI4.csv
deleted file mode 100644
index bf404d7..0000000
--- a/factor-investing/dados_acoes/APTI4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/ARML3.csv b/factor-investing/dados_acoes/ARML3.csv
deleted file mode 100644
index 70640fe..0000000
--- a/factor-investing/dados_acoes/ARML3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ARML3.SA,ARML3.SA,ARML3.SA,ARML3.SA,ARML3.SA
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diff --git a/factor-investing/dados_acoes/ASAI3.csv b/factor-investing/dados_acoes/ASAI3.csv
deleted file mode 100644
index 262a8f5..0000000
--- a/factor-investing/dados_acoes/ASAI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ASAI3.SA,ASAI3.SA,ASAI3.SA,ASAI3.SA,ASAI3.SA
-Date,,,,,
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-2024-04-30,12.90625,13.309570165916071,12.866901714011533,13.25054820600194,13748300
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diff --git a/factor-investing/dados_acoes/ATED3.csv b/factor-investing/dados_acoes/ATED3.csv
deleted file mode 100644
index 9fd1e7f..0000000
--- a/factor-investing/dados_acoes/ATED3.csv
+++ /dev/null
@@ -1,85 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ATED3.SA,ATED3.SA,ATED3.SA,ATED3.SA,ATED3.SA
-Date,,,,,
-2024-12-11,1.5700000524520874,2.6700000762939453,1.350000023841858,2.6700000762939453,954000
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diff --git a/factor-investing/dados_acoes/ATMP3.csv b/factor-investing/dados_acoes/ATMP3.csv
deleted file mode 100644
index e2e0e2c..0000000
--- a/factor-investing/dados_acoes/ATMP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ATMP3.SA,ATMP3.SA,ATMP3.SA,ATMP3.SA,ATMP3.SA
-Date,,,,,
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-2024-12-16,1.1299999952316284,1.159999966621399,1.1299999952316284,1.159999966621399,2600
-2024-12-17,1.0700000524520874,1.1299999952316284,1.0299999713897705,1.1299999952316284,29300
-2024-12-18,1.090000033378601,1.090000033378601,1.0,1.0299999713897705,24300
-2024-12-19,1.1200000047683716,1.1399999856948853,1.059999942779541,1.1299999952316284,1700
-2024-12-20,1.0499999523162842,1.1100000143051147,1.0499999523162842,1.090000033378601,5800
-2024-12-23,1.100000023841858,1.100000023841858,1.0700000524520874,1.100000023841858,2000
-2024-12-26,1.1100000143051147,1.1200000047683716,1.0,1.0700000524520874,3800
-2024-12-27,1.1100000143051147,1.1100000143051147,1.1100000143051147,1.1100000143051147,400
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-2025-01-02,1.2200000286102295,1.2200000286102295,1.0800000429153442,1.0800000429153442,3700
-2025-01-03,1.1799999475479126,1.190000057220459,1.1299999952316284,1.190000057220459,6000
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-2025-04-11,1.1799999475479126,1.1799999475479126,1.1699999570846558,1.1699999570846558,200
diff --git a/factor-investing/dados_acoes/AURA33.csv b/factor-investing/dados_acoes/AURA33.csv
deleted file mode 100644
index 56c4977..0000000
--- a/factor-investing/dados_acoes/AURA33.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AURA33.SA,AURA33.SA,AURA33.SA,AURA33.SA,AURA33.SA
-Date,,,,,
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-2024-07-04,16.76661491394043,16.76661491394043,16.241844967843722,16.460226345149742,238707
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-2024-07-10,17.447839736938477,17.49999090186866,17.118635741450802,17.32072197182345,238512
-2024-07-11,17.972612380981445,18.119289171203068,17.464139431470606,17.767267858787758,267703
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-2024-07-25,17.659704208374023,18.29529675201985,17.50325071655575,18.22684858248345,191030
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-2024-08-01,18.57887077331543,19.175350905492547,18.23662804395032,18.891777772138564,251337
-2024-08-02,18.57887077331543,18.803772445585455,18.10951027508073,18.57887077331543,179044
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diff --git a/factor-investing/dados_acoes/AURE3.csv b/factor-investing/dados_acoes/AURE3.csv
deleted file mode 100644
index 2398875..0000000
--- a/factor-investing/dados_acoes/AURE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AURE3.SA,AURE3.SA,AURE3.SA,AURE3.SA,AURE3.SA
-Date,,,,,
-2024-04-11,11.979999542236328,12.039999961853027,11.930000305175781,12.010000228881836,2230800
-2024-04-12,11.930000305175781,12.039999961853027,11.90999984741211,11.979999542236328,1969600
-2024-04-15,11.829999923706055,12.0,11.760000228881836,11.930000305175781,7131500
-2024-04-16,11.600000381469727,11.770000457763672,11.260000228881836,11.75,14513900
-2024-04-17,11.75,11.800000190734863,11.59000015258789,11.710000038146973,8522100
-2024-04-18,11.789999961853027,11.960000038146973,11.720000267028809,11.75,4323100
-2024-04-19,11.8100004196167,11.880000114440918,11.729999542236328,11.800000190734863,6594100
-2024-04-22,11.75,11.829999923706055,11.649999618530273,11.819999694824219,3030700
-2024-04-23,11.829999923706055,11.90999984741211,11.680000305175781,11.729999542236328,4262300
-2024-04-24,11.569999694824219,11.920000076293945,11.569999694824219,11.84000015258789,3333100
-2024-04-25,11.319999694824219,11.609999656677246,11.319999694824219,11.609999656677246,3502900
-2024-04-26,11.479999542236328,11.630000114440918,11.369999885559082,11.380000114440918,4980900
-2024-04-29,11.600000381469727,11.680000305175781,11.489999771118164,11.510000228881836,2083900
-2024-04-30,11.59000015258789,11.619999885559082,11.520000457763672,11.619999885559082,3907000
-2024-05-02,11.479999542236328,11.65999984741211,11.25,11.640000343322754,20553600
-2024-05-03,11.680000305175781,11.760000228881836,11.520000457763672,11.520000457763672,15131500
-2024-05-06,11.649999618530273,11.880000114440918,11.640000343322754,11.710000038146973,5841900
-2024-05-07,11.710000038146973,11.859999656677246,11.609999656677246,11.6899995803833,6138900
-2024-05-08,11.640000343322754,11.789999961853027,11.550000190734863,11.770000457763672,3975900
-2024-05-09,11.8100004196167,11.869999885559082,11.550000190734863,11.640000343322754,5625300
-2024-05-10,11.829999923706055,11.930000305175781,11.729999542236328,11.850000381469727,4068600
-2024-05-13,11.890000343322754,11.960000038146973,11.800000190734863,11.819999694824219,2245400
-2024-05-14,11.989999771118164,12.069999694824219,11.850000381469727,11.890000343322754,6982000
-2024-05-15,12.029999732971191,12.109999656677246,11.90999984741211,12.0,2607400
-2024-05-16,11.829999923706055,11.930000305175781,11.319999694824219,11.5,24775500
-2024-05-17,11.75,12.020000457763672,11.729999542236328,11.850000381469727,8555000
-2024-05-20,11.869999885559082,11.989999771118164,11.739999771118164,11.779999732971191,5573200
-2024-05-21,12.029999732971191,12.029999732971191,11.869999885559082,11.899999618530273,5034400
-2024-05-22,12.029999732971191,12.15999984741211,12.0,12.050000190734863,10861400
-2024-05-23,12.09000015258789,12.100000381469727,12.010000228881836,12.039999961853027,2570600
-2024-05-24,12.149999618530273,12.239999771118164,12.079999923706055,12.09000015258789,3250100
-2024-05-27,12.260000228881836,12.3100004196167,12.130000114440918,12.149999618530273,2881900
-2024-05-28,12.15999984741211,12.4399995803833,12.109999656677246,12.34000015258789,5100000
-2024-05-29,12.039999961853027,12.140000343322754,11.970000267028809,12.140000343322754,4985800
-2024-05-31,11.9399995803833,12.0600004196167,11.930000305175781,12.0,3697200
-2024-06-03,12.119999885559082,12.180000305175781,11.930000305175781,11.979999542236328,5556100
-2024-06-04,12.130000114440918,12.220000267028809,12.069999694824219,12.119999885559082,2832100
-2024-06-05,12.319999694824219,12.380000114440918,12.130000114440918,12.149999618530273,6639500
-2024-06-06,12.460000038146973,12.550000190734863,12.289999961853027,12.350000381469727,4252200
-2024-06-07,12.100000381469727,12.449999809265137,12.020000457763672,12.430000305175781,6379000
-2024-06-10,12.210000038146973,12.260000228881836,12.010000228881836,12.180000305175781,4736300
-2024-06-11,12.25,12.359999656677246,12.210000038146973,12.239999771118164,4032900
-2024-06-12,12.079999923706055,12.350000381469727,12.079999923706055,12.300000190734863,3965300
-2024-06-13,12.109999656677246,12.199999809265137,12.039999961853027,12.09000015258789,3273000
-2024-06-14,12.180000305175781,12.239999771118164,12.100000381469727,12.109999656677246,8492900
-2024-06-17,12.130000114440918,12.25,12.109999656677246,12.199999809265137,2677800
-2024-06-18,12.279999732971191,12.289999961853027,12.079999923706055,12.109999656677246,3254600
-2024-06-19,12.1899995803833,12.239999771118164,11.989999771118164,12.210000038146973,2672200
-2024-06-20,12.210000038146973,12.300000190734863,12.130000114440918,12.1899995803833,2453900
-2024-06-21,12.270000457763672,12.329999923706055,12.170000076293945,12.199999809265137,3587800
-2024-06-24,12.34000015258789,12.420000076293945,12.210000038146973,12.270000457763672,2343600
-2024-06-25,12.260000228881836,12.380000114440918,12.260000228881836,12.369999885559082,2041100
-2024-06-26,12.239999771118164,12.3100004196167,12.170000076293945,12.3100004196167,2292500
-2024-06-27,12.270000457763672,12.350000381469727,12.1899995803833,12.25,2774700
-2024-06-28,12.34000015258789,12.449999809265137,12.270000457763672,12.270000457763672,3746100
-2024-07-01,12.34000015258789,12.5,12.329999923706055,12.369999885559082,2679400
-2024-07-02,12.1899995803833,12.4399995803833,12.180000305175781,12.34000015258789,3791000
-2024-07-03,12.210000038146973,12.34000015258789,12.210000038146973,12.25,2265800
-2024-07-04,12.350000381469727,12.40999984741211,12.270000457763672,12.289999961853027,1433700
-2024-07-05,12.350000381469727,12.430000305175781,12.270000457763672,12.390000343322754,1833200
-2024-07-08,12.34000015258789,12.40999984741211,12.210000038146973,12.380000114440918,2888000
-2024-07-09,12.399999618530273,12.460000038146973,12.300000190734863,12.319999694824219,3745100
-2024-07-10,12.40999984741211,12.5600004196167,12.390000343322754,12.4399995803833,3023400
-2024-07-11,12.449999809265137,12.569999694824219,12.399999618530273,12.40999984741211,2692900
-2024-07-12,12.479999542236328,12.539999961853027,12.380000114440918,12.5,1898300
-2024-07-15,12.479999542236328,12.510000228881836,12.40999984741211,12.479999542236328,1253800
-2024-07-16,12.5,12.579999923706055,12.4399995803833,12.470000267028809,2113500
-2024-07-17,12.4399995803833,12.550000190734863,12.420000076293945,12.5,1841400
-2024-07-18,12.420000076293945,12.520000457763672,12.369999885559082,12.5,2719000
-2024-07-19,12.350000381469727,12.479999542236328,12.25,12.369999885559082,2376700
-2024-07-22,12.470000267028809,12.520000457763672,12.3100004196167,12.350000381469727,1935600
-2024-07-23,12.300000190734863,12.479999542236328,12.300000190734863,12.479999542236328,1486200
-2024-07-24,12.15999984741211,12.319999694824219,12.130000114440918,12.279999732971191,1846100
-2024-07-25,12.039999961853027,12.239999771118164,12.020000457763672,12.149999618530273,2152600
-2024-07-26,12.050000190734863,12.130000114440918,12.010000228881836,12.130000114440918,1725600
-2024-07-29,11.9399995803833,12.100000381469727,11.920000076293945,12.050000190734863,1916200
-2024-07-30,11.84000015258789,11.949999809265137,11.829999923706055,11.949999809265137,2457200
-2024-07-31,11.880000114440918,11.949999809265137,11.819999694824219,11.850000381469727,3204200
-2024-08-01,12.350000381469727,12.359999656677246,11.890000343322754,11.920000076293945,5073000
-2024-08-02,11.789999961853027,12.279999732971191,11.789999961853027,12.199999809265137,5996300
-2024-08-05,11.65999984741211,11.6899995803833,11.279999732971191,11.5,6031900
-2024-08-06,11.609999656677246,11.789999961853027,11.539999961853027,11.630000114440918,4916500
-2024-08-07,11.460000038146973,11.6899995803833,11.460000038146973,11.609999656677246,3309400
-2024-08-08,11.449999809265137,11.539999961853027,11.40999984741211,11.489999771118164,2874200
-2024-08-09,11.539999961853027,11.609999656677246,11.460000038146973,11.489999771118164,4051800
-2024-08-12,11.5600004196167,11.670000076293945,11.5,11.600000381469727,2480800
-2024-08-13,11.619999885559082,11.760000228881836,11.59000015258789,11.630000114440918,4076500
-2024-08-14,11.640000343322754,11.699999809265137,11.5600004196167,11.619999885559082,5347400
-2024-08-15,11.579999923706055,11.770000457763672,11.5,11.649999618530273,5697600
-2024-08-16,11.529999732971191,11.6899995803833,11.529999732971191,11.619999885559082,4025800
-2024-08-19,11.630000114440918,11.680000305175781,11.5600004196167,11.5600004196167,1721200
-2024-08-20,11.539999961853027,11.680000305175781,11.539999961853027,11.680000305175781,2565600
-2024-08-21,11.529999732971191,11.619999885559082,11.470000267028809,11.579999923706055,4346600
-2024-08-22,11.539999961853027,11.609999656677246,11.479999542236328,11.609999656677246,3064500
-2024-08-23,11.59000015258789,11.649999618530273,11.479999542236328,11.5600004196167,3139200
-2024-08-26,11.550000190734863,11.609999656677246,11.5,11.609999656677246,3677000
-2024-08-27,11.4399995803833,11.600000381469727,11.4399995803833,11.550000190734863,3243300
-2024-08-28,11.460000038146973,11.479999542236328,11.380000114440918,11.449999809265137,2536200
-2024-08-29,11.359999656677246,11.479999542236328,11.359999656677246,11.479999542236328,3856200
-2024-08-30,11.390000343322754,11.539999961853027,11.350000381469727,11.399999618530273,10712600
-2024-09-02,11.399999618530273,11.470000267028809,11.359999656677246,11.449999809265137,5681100
-2024-09-03,11.399999618530273,11.5,11.380000114440918,11.40999984741211,3035400
-2024-09-04,11.430000305175781,11.449999809265137,11.34000015258789,11.399999618530273,8013000
-2024-09-05,11.34000015258789,11.430000305175781,11.25,11.430000305175781,6197700
-2024-09-06,11.350000381469727,11.40999984741211,11.319999694824219,11.359999656677246,5641400
-2024-09-09,11.170000076293945,11.399999618530273,11.109999656677246,11.350000381469727,5731400
-2024-09-10,11.149999618530273,11.170000076293945,11.0600004196167,11.170000076293945,6570600
-2024-09-11,11.0600004196167,11.220000267028809,11.0,11.210000038146973,5125500
-2024-09-12,11.0600004196167,11.130000114440918,11.020000457763672,11.0600004196167,2617900
-2024-09-13,11.109999656677246,11.170000076293945,11.0600004196167,11.119999885559082,3690600
-2024-09-16,11.100000381469727,11.15999984741211,11.069999694824219,11.140000343322754,3197700
-2024-09-17,11.069999694824219,11.140000343322754,11.029999732971191,11.109999656677246,3963800
-2024-09-18,10.989999771118164,11.100000381469727,10.960000038146973,11.069999694824219,4385100
-2024-09-19,10.859999656677246,11.029999732971191,10.819999694824219,11.0,5444700
-2024-09-20,10.600000381469727,10.920000076293945,10.600000381469727,10.899999618530273,6264800
-2024-09-23,10.600000381469727,10.680000305175781,10.529999732971191,10.649999618530273,3807000
-2024-09-24,10.470000267028809,10.729999542236328,10.449999809265137,10.609999656677246,3885800
-2024-09-25,10.319999694824219,10.520000457763672,10.319999694824219,10.489999771118164,3809000
-2024-09-26,10.399999618530273,10.479999542236328,10.319999694824219,10.359999656677246,4454000
-2024-09-27,10.4399995803833,10.5600004196167,10.399999618530273,10.399999618530273,4300600
-2024-09-30,10.460000038146973,10.510000228881836,10.369999885559082,10.5,3934900
-2024-10-01,10.479999542236328,10.539999961853027,10.380000114440918,10.460000038146973,3620500
-2024-10-02,10.430000305175781,10.640000343322754,10.430000305175781,10.5600004196167,3567400
-2024-10-03,10.359999656677246,10.430000305175781,10.279999732971191,10.420000076293945,4849200
-2024-10-04,10.34000015258789,10.359999656677246,10.260000228881836,10.319999694824219,4351200
-2024-10-07,10.239999771118164,10.399999618530273,10.199999809265137,10.380000114440918,5940100
-2024-10-08,10.220000267028809,10.289999961853027,10.199999809265137,10.210000038146973,3933600
-2024-10-09,10.09000015258789,10.25,10.039999961853027,10.25,5855700
-2024-10-10,10.119999885559082,10.149999618530273,10.069999694824219,10.109999656677246,2431900
-2024-10-11,10.0600004196167,10.149999618530273,10.029999732971191,10.149999618530273,3301300
-2024-10-14,10.149999618530273,10.210000038146973,10.0600004196167,10.0600004196167,3961500
-2024-10-15,10.170000076293945,10.210000038146973,10.079999923706055,10.170000076293945,5096000
-2024-10-16,10.279999732971191,10.300000190734863,10.069999694824219,10.180000305175781,15464100
-2024-10-17,10.319999694824219,10.350000381469727,10.130000114440918,10.239999771118164,4409000
-2024-10-18,10.399999618530273,10.4399995803833,10.239999771118164,10.34000015258789,9776200
-2024-10-21,10.260000228881836,10.479999542236328,10.260000228881836,10.399999618530273,5157600
-2024-10-22,10.199999809265137,10.239999771118164,10.069999694824219,10.239999771118164,4745600
-2024-10-23,10.15999984741211,10.220000267028809,10.09000015258789,10.170000076293945,2906900
-2024-10-24,10.260000228881836,10.3100004196167,10.130000114440918,10.1899995803833,6272200
-2024-10-25,10.380000114440918,10.40999984741211,10.210000038146973,10.260000228881836,7372700
-2024-10-28,10.34000015258789,10.520000457763672,10.34000015258789,10.40999984741211,5440400
-2024-10-29,10.359999656677246,10.4399995803833,10.25,10.319999694824219,6135500
-2024-10-30,10.4399995803833,10.609999656677246,10.350000381469727,10.350000381469727,7598800
-2024-10-31,10.25,10.760000228881836,10.25,10.5,12756100
-2024-11-01,10.220000267028809,10.300000190734863,10.079999923706055,10.239999771118164,7024700
-2024-11-04,10.399999618530273,10.399999618530273,10.199999809265137,10.270000457763672,8096700
-2024-11-05,10.399999618530273,10.4399995803833,10.3100004196167,10.399999618530273,5077100
-2024-11-06,10.25,10.319999694824219,10.15999984741211,10.300000190734863,4374600
-2024-11-07,10.149999618530273,10.34000015258789,10.100000381469727,10.199999809265137,5037600
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-2024-11-11,10.029999732971191,10.199999809265137,10.029999732971191,10.170000076293945,4401900
-2024-11-12,9.960000038146973,10.050000190734863,9.920000076293945,10.050000190734863,6804100
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-2024-11-18,9.800000190734863,10.050000190734863,9.789999961853027,9.989999771118164,5255400
-2024-11-19,9.890000343322754,9.9399995803833,9.770000457763672,9.8100004196167,4198700
-2024-11-21,9.729999542236328,9.920000076293945,9.729999542236328,9.899999618530273,7340100
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-2024-11-25,10.380000114440918,10.380000114440918,9.899999618530273,9.899999618530273,10240800
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-2024-11-28,9.800000190734863,10.1899995803833,9.800000190734863,10.15999984741211,6542500
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-2024-12-05,9.59000015258789,9.710000038146973,9.529999732971191,9.579999923706055,4841300
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-2024-12-09,9.420000076293945,9.529999732971191,9.34000015258789,9.460000038146973,3640200
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diff --git a/factor-investing/dados_acoes/AVLL3.csv b/factor-investing/dados_acoes/AVLL3.csv
deleted file mode 100644
index c097304..0000000
--- a/factor-investing/dados_acoes/AVLL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AVLL3.SA,AVLL3.SA,AVLL3.SA,AVLL3.SA,AVLL3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/AZEV3.csv b/factor-investing/dados_acoes/AZEV3.csv
deleted file mode 100644
index 7a8f6dc..0000000
--- a/factor-investing/dados_acoes/AZEV3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AZEV3.SA,AZEV3.SA,AZEV3.SA,AZEV3.SA,AZEV3.SA
-Date,,,,,
-2024-04-11,1.7699999809265137,1.8600000143051147,1.6200000047683716,1.7000000476837158,1543500
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-2024-12-10,0.8199999928474426,0.8299999833106995,0.75,0.75,611600
-2024-12-11,0.8500000238418579,0.8500000238418579,0.800000011920929,0.8199999928474426,362100
-2024-12-12,0.8500000238418579,0.8600000143051147,0.7900000214576721,0.8600000143051147,259000
-2024-12-13,1.0199999809265137,1.0700000524520874,0.8899999856948853,0.8999999761581421,1740300
-2024-12-16,1.2400000095367432,1.2799999713897705,1.0399999618530273,1.0399999618530273,2939400
-2024-12-17,1.0700000524520874,1.25,1.059999942779541,1.25,1288600
-2024-12-18,1.0199999809265137,1.1200000047683716,1.0199999809265137,1.090000033378601,650200
-2024-12-19,1.1299999952316284,1.149999976158142,1.0299999713897705,1.0499999523162842,694600
-2024-12-20,1.0700000524520874,1.149999976158142,1.0499999523162842,1.149999976158142,580000
-2024-12-23,1.0299999713897705,1.059999942779541,0.9700000286102295,1.0499999523162842,385200
-2024-12-26,0.9900000095367432,1.0499999523162842,0.9800000190734863,1.0499999523162842,360100
-2024-12-27,1.0499999523162842,1.0700000524520874,0.9800000190734863,1.0,584700
-2024-12-30,0.9399999976158142,1.0800000429153442,0.9399999976158142,1.0700000524520874,975400
-2025-01-02,0.9800000190734863,0.9900000095367432,0.9399999976158142,0.949999988079071,402300
-2025-01-03,1.0099999904632568,1.0499999523162842,0.9599999785423279,1.0,623100
-2025-01-06,0.9800000190734863,1.0199999809265137,0.9599999785423279,1.0,487200
-2025-01-07,0.9900000095367432,1.0199999809265137,0.9800000190734863,0.9800000190734863,426300
-2025-01-08,0.9900000095367432,1.0399999618530273,0.9900000095367432,1.0099999904632568,625200
-2025-01-09,0.9900000095367432,1.0299999713897705,0.9800000190734863,1.0099999904632568,291200
-2025-01-10,0.9800000190734863,0.9900000095367432,0.9599999785423279,0.9800000190734863,219600
-2025-01-13,0.9200000166893005,0.9800000190734863,0.9200000166893005,0.9599999785423279,392100
-2025-01-14,0.9300000071525574,0.9300000071525574,0.8999999761581421,0.9300000071525574,238800
-2025-01-15,0.9700000286102295,0.9700000286102295,0.9300000071525574,0.9399999976158142,272700
-2025-01-16,1.0499999523162842,1.0800000429153442,0.9800000190734863,0.9900000095367432,1178800
-2025-01-17,1.0700000524520874,1.1200000047683716,1.0399999618530273,1.0700000524520874,891200
-2025-01-20,1.2000000476837158,1.2300000190734863,1.0399999618530273,1.059999942779541,1720000
-2025-01-21,1.1299999952316284,1.25,1.1100000143051147,1.2200000286102295,1306700
-2025-01-22,1.1799999475479126,1.2100000381469727,1.1399999856948853,1.1399999856948853,865800
-2025-01-23,1.1399999856948853,1.2000000476837158,1.1299999952316284,1.2000000476837158,691000
-2025-01-24,1.2300000190734863,1.2300000190734863,1.1399999856948853,1.1399999856948853,1604400
-2025-01-27,1.2200000286102295,1.2599999904632568,1.190000057220459,1.2000000476837158,599800
-2025-01-28,1.159999966621399,1.2300000190734863,1.159999966621399,1.2200000286102295,571500
-2025-01-29,1.1699999570846558,1.1799999475479126,1.1299999952316284,1.1699999570846558,768900
-2025-01-30,1.1699999570846558,1.1799999475479126,1.149999976158142,1.1699999570846558,454800
-2025-01-31,1.2799999713897705,1.3300000429153442,1.190000057220459,1.190000057220459,1635600
-2025-02-03,1.75,1.7899999618530273,1.309999942779541,1.3200000524520874,3890300
-2025-02-04,1.5399999618530273,1.8200000524520874,1.4800000190734863,1.7799999713897705,3217700
-2025-02-05,1.5099999904632568,1.659999966621399,1.4900000095367432,1.559999942779541,1941500
-2025-02-06,1.5299999713897705,1.5800000429153442,1.5099999904632568,1.5499999523162842,645000
-2025-02-07,1.600000023841858,1.6299999952316284,1.5199999809265137,1.5299999713897705,1085200
-2025-02-10,1.6100000143051147,1.7000000476837158,1.590000033378601,1.6799999475479126,1230000
-2025-02-11,1.7200000286102295,1.7300000190734863,1.600000023841858,1.6299999952316284,2036400
-2025-02-12,1.4199999570846558,1.75,1.3600000143051147,1.7400000095367432,2587700
-2025-02-13,1.399999976158142,1.5499999523162842,1.3700000047683716,1.440000057220459,1294400
-2025-02-14,0.800000011920929,0.8999999761581421,0.7200000286102295,0.7900000214576721,5735800
-2025-02-17,0.7300000190734863,0.800000011920929,0.6800000071525574,0.800000011920929,4366800
-2025-02-18,0.7200000286102295,0.7699999809265137,0.6899999976158142,0.7300000190734863,2304800
-2025-02-19,0.75,0.7900000214576721,0.6899999976158142,0.7300000190734863,4549300
-2025-02-20,0.7900000214576721,0.800000011920929,0.7200000286102295,0.7699999809265137,3085900
-2025-02-21,0.9200000166893005,0.9200000166893005,0.800000011920929,0.8299999833106995,5099700
-2025-02-24,0.9599999785423279,1.0199999809265137,0.8600000143051147,1.0199999809265137,4363900
-2025-02-25,1.0499999523162842,1.090000033378601,0.9300000071525574,0.9399999976158142,4617900
-2025-02-26,1.059999942779541,1.100000023841858,1.0199999809265137,1.0499999523162842,3342400
-2025-02-27,1.1399999856948853,1.1399999856948853,1.0299999713897705,1.0700000524520874,3375900
-2025-02-28,1.1399999856948853,1.3300000429153442,1.1100000143051147,1.1399999856948853,4661400
-2025-03-05,1.0199999809265137,1.190000057220459,1.0,1.159999966621399,3250500
-2025-03-06,1.0399999618530273,1.1299999952316284,1.0299999713897705,1.0399999618530273,4700400
-2025-03-07,1.0399999618530273,1.059999942779541,0.9900000095367432,1.0499999523162842,2346100
-2025-03-10,0.9900000095367432,1.0499999523162842,0.9900000095367432,1.0199999809265137,1850700
-2025-03-11,0.949999988079071,1.0099999904632568,0.9200000166893005,1.0,2956300
-2025-03-12,0.9100000262260437,0.9599999785423279,0.8899999856948853,0.949999988079071,2065800
-2025-03-13,0.9200000166893005,0.9399999976158142,0.8700000047683716,0.8999999761581421,3296700
-2025-03-14,0.8899999856948853,0.9399999976158142,0.8600000143051147,0.9200000166893005,3777200
-2025-03-17,0.8799999952316284,0.8999999761581421,0.8500000238418579,0.8899999856948853,1527100
-2025-03-18,0.8999999761581421,0.9100000262260437,0.8600000143051147,0.8799999952316284,1563900
-2025-03-19,0.9300000071525574,0.9599999785423279,0.8999999761581421,0.9100000262260437,1934700
-2025-03-20,0.8999999761581421,0.9399999976158142,0.8899999856948853,0.9399999976158142,1048300
-2025-03-21,0.9100000262260437,0.9300000071525574,0.8899999856948853,0.9100000262260437,708000
-2025-03-24,0.8899999856948853,0.9300000071525574,0.8799999952316284,0.9200000166893005,524500
-2025-03-25,0.8899999856948853,0.9100000262260437,0.8799999952316284,0.8799999952316284,721900
-2025-03-26,0.8799999952316284,0.9300000071525574,0.8799999952316284,0.8999999761581421,1345000
-2025-03-27,0.8999999761581421,0.8999999761581421,0.8799999952316284,0.8799999952316284,843400
-2025-03-28,0.9100000262260437,0.9100000262260437,0.8700000047683716,0.8899999856948853,840300
-2025-03-31,0.9300000071525574,0.9800000190734863,0.8899999856948853,0.9100000262260437,1954000
-2025-04-01,0.8399999737739563,0.8899999856948853,0.8199999928474426,0.8799999952316284,3469100
-2025-04-02,0.7799999713897705,0.8600000143051147,0.7799999713897705,0.8500000238418579,3698900
-2025-04-03,0.8100000023841858,0.8399999737739563,0.7699999809265137,0.7799999713897705,3157600
-2025-04-04,0.800000011920929,0.8100000023841858,0.7799999713897705,0.800000011920929,832200
-2025-04-07,0.7699999809265137,0.7799999713897705,0.7300000190734863,0.7799999713897705,1486600
-2025-04-08,0.7200000286102295,0.800000011920929,0.7099999785423279,0.7699999809265137,2614400
-2025-04-09,0.7799999713897705,0.800000011920929,0.699999988079071,0.7099999785423279,3734700
-2025-04-10,0.800000011920929,0.8199999928474426,0.7599999904632568,0.7900000214576721,2118600
-2025-04-11,0.7699999809265137,0.8199999928474426,0.7599999904632568,0.800000011920929,1984900
diff --git a/factor-investing/dados_acoes/AZEV4.csv b/factor-investing/dados_acoes/AZEV4.csv
deleted file mode 100644
index ba3ee52..0000000
--- a/factor-investing/dados_acoes/AZEV4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AZEV4.SA,AZEV4.SA,AZEV4.SA,AZEV4.SA,AZEV4.SA
-Date,,,,,
-2024-04-11,1.7799999713897705,1.840000033378601,1.5499999523162842,1.649999976158142,11711300
-2024-04-12,1.6799999475479126,1.8600000143051147,1.649999976158142,1.809999942779541,7800000
-2024-04-15,1.5499999523162842,1.7400000095367432,1.4199999570846558,1.690000057220459,9573200
-2024-04-16,1.600000023841858,1.659999966621399,1.4700000286102295,1.5099999904632568,5104400
-2024-04-17,1.4500000476837158,1.690000057220459,1.4500000476837158,1.6100000143051147,4983200
-2024-04-18,1.440000057220459,1.5199999809265137,1.409999966621399,1.4600000381469727,2543400
-2024-04-19,1.409999966621399,1.5,1.399999976158142,1.440000057220459,2514000
-2024-04-22,1.4199999570846558,1.4700000286102295,1.350000023841858,1.409999966621399,2025000
-2024-04-23,1.4299999475479126,1.4600000381469727,1.399999976158142,1.4199999570846558,1329000
-2024-04-24,1.25,1.409999966621399,1.25,1.399999976158142,5552100
-2024-04-25,1.2699999809265137,1.3200000524520874,1.2300000190734863,1.25,2852600
-2024-04-26,1.25,1.3200000524520874,1.2200000286102295,1.2799999713897705,2732700
-2024-04-29,1.2699999809265137,1.309999942779541,1.2100000381469727,1.25,3254500
-2024-04-30,1.2100000381469727,1.2699999809265137,1.2000000476837158,1.2699999809265137,1927400
-2024-05-02,1.2100000381469727,1.2799999713897705,1.2100000381469727,1.2300000190734863,2788400
-2024-05-03,1.4600000381469727,1.4900000095367432,1.25,1.2599999904632568,10997400
-2024-05-06,1.3799999952316284,1.4900000095367432,1.3600000143051147,1.4900000095367432,3787300
-2024-05-07,1.350000023841858,1.440000057220459,1.3300000429153442,1.3799999952316284,2762600
-2024-05-08,1.2999999523162842,1.3799999952316284,1.2799999713897705,1.340000033378601,3737800
-2024-05-09,1.2799999713897705,1.3200000524520874,1.2599999904632568,1.2799999713897705,1647400
-2024-05-10,1.2799999713897705,1.3600000143051147,1.2799999713897705,1.2899999618530273,2605700
-2024-05-13,1.3200000524520874,1.350000023841858,1.2799999713897705,1.2899999618530273,1489400
-2024-05-14,1.2999999523162842,1.3600000143051147,1.2999999523162842,1.309999942779541,1779700
-2024-05-15,1.309999942779541,1.3700000047683716,1.2999999523162842,1.2999999523162842,1570200
-2024-05-16,1.2999999523162842,1.3300000429153442,1.2799999713897705,1.3200000524520874,1768900
-2024-05-17,1.3300000429153442,1.3600000143051147,1.2899999618530273,1.2899999618530273,1916500
-2024-05-20,1.340000033378601,1.409999966621399,1.3200000524520874,1.3200000524520874,2815100
-2024-05-21,1.340000033378601,1.350000023841858,1.3200000524520874,1.340000033378601,829200
-2024-05-22,1.2999999523162842,1.340000033378601,1.2899999618530273,1.3300000429153442,2177600
-2024-05-23,1.2200000286102295,1.3200000524520874,1.2100000381469727,1.2999999523162842,3266800
-2024-05-24,1.2400000095367432,1.2999999523162842,1.2200000286102295,1.2300000190734863,3196700
-2024-05-27,1.190000057220459,1.2699999809265137,1.190000057220459,1.25,2681400
-2024-05-28,1.149999976158142,1.2200000286102295,1.1299999952316284,1.2100000381469727,2613100
-2024-05-29,1.190000057220459,1.25,1.1299999952316284,1.149999976158142,3985000
-2024-05-31,1.149999976158142,1.2000000476837158,1.1399999856948853,1.2000000476837158,1543000
-2024-06-03,1.1399999856948853,1.159999966621399,1.1200000047683716,1.159999966621399,1521300
-2024-06-04,1.1100000143051147,1.1399999856948853,1.100000023841858,1.1399999856948853,2090900
-2024-06-05,1.1200000047683716,1.2200000286102295,1.1100000143051147,1.1100000143051147,5114200
-2024-06-06,1.159999966621399,1.1799999475479126,1.1200000047683716,1.1200000047683716,1996900
-2024-06-07,1.190000057220459,1.2100000381469727,1.1299999952316284,1.1399999856948853,8164900
-2024-06-10,1.190000057220459,1.2300000190734863,1.149999976158142,1.190000057220459,4130200
-2024-06-11,1.2000000476837158,1.2400000095367432,1.1799999475479126,1.190000057220459,2349800
-2024-06-12,1.2300000190734863,1.2799999713897705,1.2100000381469727,1.2200000286102295,2823400
-2024-06-13,1.2100000381469727,1.25,1.1799999475479126,1.2300000190734863,2693600
-2024-06-14,1.2000000476837158,1.25,1.190000057220459,1.2000000476837158,1349500
-2024-06-17,1.1299999952316284,1.2200000286102295,1.1299999952316284,1.190000057220459,2443000
-2024-06-18,1.2899999618530273,1.340000033378601,1.1699999570846558,1.2000000476837158,7905900
-2024-06-19,1.4500000476837158,1.5099999904632568,1.350000023841858,1.350000023841858,13098500
-2024-06-20,1.3600000143051147,1.5499999523162842,1.3300000429153442,1.4800000190734863,6604200
-2024-06-21,1.340000033378601,1.4800000190734863,1.340000033378601,1.3600000143051147,5173100
-2024-06-24,1.5800000429153442,1.590000033378601,1.4299999475479126,1.4500000476837158,10273300
-2024-06-25,1.690000057220459,1.7799999713897705,1.5700000524520874,1.600000023841858,13759300
-2024-06-26,1.4700000286102295,1.7100000381469727,1.440000057220459,1.6799999475479126,11742200
-2024-06-27,1.5299999713897705,1.5499999523162842,1.4600000381469727,1.5,5044900
-2024-06-28,1.5,1.6699999570846558,1.4600000381469727,1.649999976158142,8467800
-2024-07-01,1.4900000095367432,1.5399999618530273,1.3899999856948853,1.4800000190734863,5269800
-2024-07-02,1.440000057220459,1.5,1.4299999475479126,1.4800000190734863,2264900
-2024-07-03,1.5099999904632568,1.5299999713897705,1.4500000476837158,1.4500000476837158,3494600
-2024-07-04,1.5499999523162842,1.590000033378601,1.5,1.590000033378601,4710100
-2024-07-05,1.5800000429153442,1.600000023841858,1.5199999809265137,1.5499999523162842,5049000
-2024-07-08,1.5399999618530273,1.590000033378601,1.5299999713897705,1.5700000524520874,2184400
-2024-07-09,1.5399999618530273,1.5800000429153442,1.5199999809265137,1.5499999523162842,2734100
-2024-07-10,1.590000033378601,1.649999976158142,1.5199999809265137,1.5399999618530273,6873200
-2024-07-11,1.559999942779541,1.6100000143051147,1.5499999523162842,1.590000033378601,2122400
-2024-07-12,1.7000000476837158,1.7200000286102295,1.5399999618530273,1.5499999523162842,6500300
-2024-07-15,1.8799999952316284,1.909999966621399,1.6399999856948853,1.690000057220459,8525000
-2024-07-16,1.7699999809265137,1.909999966621399,1.7200000286102295,1.899999976158142,6550500
-2024-07-17,1.649999976158142,1.809999942779541,1.6200000047683716,1.7899999618530273,5317700
-2024-07-18,1.6299999952316284,1.649999976158142,1.5499999523162842,1.649999976158142,4599300
-2024-07-19,1.600000023841858,1.6699999570846558,1.5800000429153442,1.6100000143051147,2406300
-2024-07-22,1.5800000429153442,1.649999976158142,1.559999942779541,1.6100000143051147,2608700
-2024-07-23,1.6699999570846558,1.6799999475479126,1.5499999523162842,1.590000033378601,5273900
-2024-07-24,1.5299999713897705,1.659999966621399,1.5099999904632568,1.649999976158142,8024300
-2024-07-25,1.4600000381469727,1.5399999618530273,1.4199999570846558,1.5199999809265137,5501200
-2024-07-26,1.4199999570846558,1.5,1.409999966621399,1.4500000476837158,3930500
-2024-07-29,1.3700000047683716,1.4299999475479126,1.340000033378601,1.4199999570846558,3194000
-2024-07-30,1.3799999952316284,1.3799999952316284,1.309999942779541,1.3700000047683716,2741400
-2024-07-31,1.4299999475479126,1.4700000286102295,1.3700000047683716,1.3799999952316284,3495000
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diff --git a/factor-investing/dados_acoes/AZTE3.csv b/factor-investing/dados_acoes/AZTE3.csv
deleted file mode 100644
index 4e99f2e..0000000
--- a/factor-investing/dados_acoes/AZTE3.csv
+++ /dev/null
@@ -1,42 +0,0 @@
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diff --git a/factor-investing/dados_acoes/AZUL4.csv b/factor-investing/dados_acoes/AZUL4.csv
deleted file mode 100644
index 856d7c0..0000000
--- a/factor-investing/dados_acoes/AZUL4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/AZZA3.csv b/factor-investing/dados_acoes/AZZA3.csv
deleted file mode 100644
index f4b85da..0000000
--- a/factor-investing/dados_acoes/AZZA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,AZZA3.SA,AZZA3.SA,AZZA3.SA,AZZA3.SA,AZZA3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/B3SA3.csv b/factor-investing/dados_acoes/B3SA3.csv
deleted file mode 100644
index cf4d044..0000000
--- a/factor-investing/dados_acoes/B3SA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,B3SA3.SA,B3SA3.SA,B3SA3.SA,B3SA3.SA,B3SA3.SA
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diff --git a/factor-investing/dados_acoes/BALM3.csv b/factor-investing/dados_acoes/BALM3.csv
deleted file mode 100644
index 67ed1aa..0000000
--- a/factor-investing/dados_acoes/BALM3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BALM4.csv b/factor-investing/dados_acoes/BALM4.csv
deleted file mode 100644
index 1aeccc5..0000000
--- a/factor-investing/dados_acoes/BALM4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BALM4.SA,BALM4.SA,BALM4.SA,BALM4.SA,BALM4.SA
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diff --git a/factor-investing/dados_acoes/BAUH4.csv b/factor-investing/dados_acoes/BAUH4.csv
deleted file mode 100644
index dd29975..0000000
--- a/factor-investing/dados_acoes/BAUH4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BAZA3.csv b/factor-investing/dados_acoes/BAZA3.csv
deleted file mode 100644
index af675db..0000000
--- a/factor-investing/dados_acoes/BAZA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BBAS3.csv b/factor-investing/dados_acoes/BBAS3.csv
deleted file mode 100644
index 0b93167..0000000
--- a/factor-investing/dados_acoes/BBAS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BBAS3.SA,BBAS3.SA,BBAS3.SA,BBAS3.SA,BBAS3.SA
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diff --git a/factor-investing/dados_acoes/BBDC3.csv b/factor-investing/dados_acoes/BBDC3.csv
deleted file mode 100644
index a3587be..0000000
--- a/factor-investing/dados_acoes/BBDC3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/BBDC4.csv b/factor-investing/dados_acoes/BBDC4.csv
deleted file mode 100644
index 2f4b2ef..0000000
--- a/factor-investing/dados_acoes/BBDC4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/BBSE3.csv b/factor-investing/dados_acoes/BBSE3.csv
deleted file mode 100644
index 0f6b904..0000000
--- a/factor-investing/dados_acoes/BBSE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BBSE3.SA,BBSE3.SA,BBSE3.SA,BBSE3.SA,BBSE3.SA
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diff --git a/factor-investing/dados_acoes/BDLL3.csv b/factor-investing/dados_acoes/BDLL3.csv
deleted file mode 100644
index d98934d..0000000
--- a/factor-investing/dados_acoes/BDLL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-Date,,,,,
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diff --git a/factor-investing/dados_acoes/BDLL4.csv b/factor-investing/dados_acoes/BDLL4.csv
deleted file mode 100644
index a13f769..0000000
--- a/factor-investing/dados_acoes/BDLL4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-02-05,9.100000381469727,9.100000381469727,8.0,8.0,500
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-2025-02-07,8.0,8.010000228881836,7.5,8.010000228881836,6600
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-2025-02-12,8.0,8.0,8.0,8.0,0
-2025-02-13,8.0,8.0,8.0,8.0,0
-2025-02-14,7.900000095367432,7.900000095367432,7.900000095367432,7.900000095367432,100
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diff --git a/factor-investing/dados_acoes/BEEF3.csv b/factor-investing/dados_acoes/BEEF3.csv
deleted file mode 100644
index c911bd2..0000000
--- a/factor-investing/dados_acoes/BEEF3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BEEF3.SA,BEEF3.SA,BEEF3.SA,BEEF3.SA,BEEF3.SA
-Date,,,,,
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-2024-07-23,6.320000171661377,6.53000020980835,6.300000190734863,6.519999980926514,4776500
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diff --git a/factor-investing/dados_acoes/BEES3.csv b/factor-investing/dados_acoes/BEES3.csv
deleted file mode 100644
index 5c2a40c..0000000
--- a/factor-investing/dados_acoes/BEES3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BEES3.SA,BEES3.SA,BEES3.SA,BEES3.SA,BEES3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/BEES4.csv b/factor-investing/dados_acoes/BEES4.csv
deleted file mode 100644
index 91ca7c7..0000000
--- a/factor-investing/dados_acoes/BEES4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BEES4.SA,BEES4.SA,BEES4.SA,BEES4.SA,BEES4.SA
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diff --git a/factor-investing/dados_acoes/BGIP3.csv b/factor-investing/dados_acoes/BGIP3.csv
deleted file mode 100644
index 7ace160..0000000
--- a/factor-investing/dados_acoes/BGIP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BGIP3.SA,BGIP3.SA,BGIP3.SA,BGIP3.SA,BGIP3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/BGIP4.csv b/factor-investing/dados_acoes/BGIP4.csv
deleted file mode 100644
index 94b07d0..0000000
--- a/factor-investing/dados_acoes/BGIP4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BHIA3.csv b/factor-investing/dados_acoes/BHIA3.csv
deleted file mode 100644
index da84967..0000000
--- a/factor-investing/dados_acoes/BHIA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BHIA3.SA,BHIA3.SA,BHIA3.SA,BHIA3.SA,BHIA3.SA
-Date,,,,,
-2024-04-11,7.010000228881836,7.079999923706055,6.809999942779541,6.920000076293945,5425200
-2024-04-12,6.860000133514404,7.03000020980835,6.670000076293945,7.010000228881836,6222600
-2024-04-15,6.610000133514404,6.940000057220459,6.519999980926514,6.849999904632568,4625600
-2024-04-16,6.650000095367432,7.019999980926514,6.449999809265137,6.5,7796100
-2024-04-17,6.46999979019165,6.849999904632568,6.46999979019165,6.71999979019165,6232800
-2024-04-18,6.199999809265137,6.599999904632568,6.190000057220459,6.5,5888100
-2024-04-19,6.21999979019165,6.449999809265137,6.130000114440918,6.210000038146973,7235800
-2024-04-22,6.25,6.510000228881836,6.130000114440918,6.239999771118164,6125400
-2024-04-23,5.96999979019165,6.269999980926514,5.96999979019165,6.239999771118164,6566100
-2024-04-24,5.679999828338623,6.019999980926514,5.670000076293945,5.96999979019165,5984500
-2024-04-25,5.519999980926514,5.760000228881836,5.46999979019165,5.630000114440918,5475600
-2024-04-26,5.440000057220459,5.659999847412109,5.420000076293945,5.570000171661377,6020400
-2024-04-29,7.300000190734863,7.300000190734863,6.159999847412109,6.230000019073486,32305600
-2024-04-30,6.849999904632568,7.599999904632568,6.679999828338623,7.46999979019165,19690700
-2024-05-02,7.889999866485596,7.949999809265137,6.909999847412109,6.909999847412109,18343800
-2024-05-03,7.949999809265137,8.25,7.769999980926514,8.109999656677246,10993900
-2024-05-06,6.96999979019165,7.849999904632568,6.96999979019165,7.800000190734863,12288400
-2024-05-07,7.03000020980835,7.269999980926514,6.849999904632568,6.989999771118164,7237600
-2024-05-08,6.960000038146973,7.070000171661377,6.769999980926514,6.940000057220459,4997200
-2024-05-09,7.119999885559082,7.320000171661377,6.679999828338623,6.800000190734863,7993300
-2024-05-10,6.809999942779541,7.199999809265137,6.769999980926514,7.119999885559082,4554700
-2024-05-13,7.260000228881836,7.449999809265137,6.800000190734863,6.820000171661377,6333400
-2024-05-14,7.099999904632568,7.369999885559082,7.079999923706055,7.239999771118164,4814900
-2024-05-15,7.28000020980835,7.289999961853027,7.0,7.059999942779541,2779600
-2024-05-16,7.650000095367432,7.650000095367432,7.210000038146973,7.289999961853027,4554700
-2024-05-17,7.78000020980835,7.820000171661377,7.440000057220459,7.570000171661377,4466600
-2024-05-20,7.480000019073486,7.71999979019165,7.440000057220459,7.690000057220459,2989800
-2024-05-21,7.559999942779541,7.699999809265137,7.400000095367432,7.460000038146973,2269300
-2024-05-22,7.639999866485596,7.670000076293945,7.369999885559082,7.5,2304600
-2024-05-23,7.650000095367432,7.730000019073486,7.539999961853027,7.659999847412109,2093900
-2024-05-24,7.28000020980835,7.690000057220459,7.28000020980835,7.619999885559082,2153700
-2024-05-27,7.019999980926514,7.400000095367432,7.019999980926514,7.210000038146973,2555000
-2024-05-28,6.960000038146973,7.260000228881836,6.829999923706055,7.150000095367432,2413100
-2024-05-29,7.110000133514404,7.190000057220459,6.849999904632568,6.900000095367432,2263800
-2024-05-31,7.090000152587891,7.099999904632568,6.860000133514404,7.079999923706055,1734000
-2024-06-03,6.980000019073486,7.119999885559082,6.880000114440918,7.03000020980835,1909400
-2024-06-04,6.349999904632568,6.980000019073486,6.349999904632568,6.96999979019165,4948300
-2024-06-05,6.269999980926514,6.480000019073486,6.179999828338623,6.349999904632568,3950500
-2024-06-06,6.679999828338623,6.789999961853027,6.269999980926514,6.269999980926514,4408400
-2024-06-07,6.579999923706055,6.760000228881836,6.369999885559082,6.440000057220459,3046000
-2024-06-10,6.099999904632568,6.559999942779541,6.099999904632568,6.53000020980835,3863900
-2024-06-11,6.329999923706055,6.380000114440918,6.039999961853027,6.119999885559082,3826200
-2024-06-12,6.099999904632568,6.53000020980835,6.050000190734863,6.389999866485596,3331900
-2024-06-13,6.0,6.199999809265137,6.0,6.099999904632568,2523500
-2024-06-14,6.079999923706055,6.28000020980835,6.010000228881836,6.03000020980835,2377900
-2024-06-17,5.650000095367432,6.079999923706055,5.650000095367432,6.050000190734863,3166600
-2024-06-18,5.5,5.699999809265137,5.5,5.650000095367432,2939600
-2024-06-19,5.699999809265137,5.739999771118164,5.429999828338623,5.5,3160500
-2024-06-20,5.78000020980835,6.239999771118164,5.739999771118164,5.829999923706055,4951700
-2024-06-21,5.710000038146973,5.900000095367432,5.650000095367432,5.730000019073486,2220000
-2024-06-24,5.849999904632568,6.050000190734863,5.739999771118164,5.739999771118164,3858600
-2024-06-25,5.769999980926514,5.909999847412109,5.699999809265137,5.840000152587891,2676200
-2024-06-26,5.489999771118164,5.730000019073486,5.449999809265137,5.730000019073486,3318600
-2024-06-27,5.480000019073486,5.599999904632568,5.429999828338623,5.429999828338623,2524100
-2024-06-28,5.449999809265137,5.639999866485596,5.369999885559082,5.519999980926514,2913200
-2024-07-01,5.150000095367432,5.46999979019165,5.139999866485596,5.449999809265137,5533600
-2024-07-02,5.150000095367432,5.210000038146973,4.929999828338623,5.150000095367432,6208800
-2024-07-03,5.210000038146973,5.380000114440918,5.150000095367432,5.150000095367432,5484700
-2024-07-04,5.420000076293945,5.539999961853027,5.21999979019165,5.269999980926514,4922300
-2024-07-05,5.909999847412109,5.920000076293945,5.400000095367432,5.400000095367432,5755200
-2024-07-08,5.679999828338623,5.909999847412109,5.670000076293945,5.909999847412109,2591500
-2024-07-09,5.75,5.840000152587891,5.670000076293945,5.679999828338623,2368700
-2024-07-10,5.619999885559082,6.070000171661377,5.610000133514404,5.800000190734863,4030400
-2024-07-11,5.789999961853027,5.809999942779541,5.650000095367432,5.710000038146973,2520000
-2024-07-12,5.730000019073486,5.820000171661377,5.679999828338623,5.789999961853027,2225000
-2024-07-15,5.730000019073486,5.78000020980835,5.670000076293945,5.71999979019165,1989100
-2024-07-16,5.349999904632568,5.829999923706055,5.289999961853027,5.730000019073486,6386600
-2024-07-17,5.179999828338623,5.389999866485596,5.170000076293945,5.360000133514404,5270600
-2024-07-18,5.050000190734863,5.260000228881836,5.0,5.239999771118164,4815100
-2024-07-19,4.949999809265137,5.099999904632568,4.900000095367432,5.059999942779541,4566400
-2024-07-22,4.829999923706055,5.039999961853027,4.809999942779541,4.989999771118164,5128400
-2024-07-23,4.769999980926514,4.829999923706055,4.739999771118164,4.809999942779541,4016700
-2024-07-24,4.800000190734863,4.809999942779541,4.71999979019165,4.78000020980835,3853100
-2024-07-25,4.860000133514404,5.050000190734863,4.760000228881836,4.760000228881836,4778700
-2024-07-26,4.75,4.909999847412109,4.739999771118164,4.900000095367432,3287900
-2024-07-29,4.610000133514404,4.78000020980835,4.5,4.760000228881836,4421500
-2024-07-30,4.570000171661377,4.670000076293945,4.510000228881836,4.590000152587891,2541800
-2024-07-31,4.46999979019165,4.619999885559082,4.46999979019165,4.610000133514404,3400100
-2024-08-01,4.269999980926514,4.559999942779541,4.239999771118164,4.510000228881836,4992700
-2024-08-02,4.199999809265137,4.349999904632568,4.179999828338623,4.269999980926514,5542700
-2024-08-05,4.489999771118164,4.489999771118164,3.950000047683716,3.990000009536743,8818700
-2024-08-06,4.03000020980835,4.489999771118164,4.03000020980835,4.460000038146973,7906800
-2024-08-07,4.269999980926514,4.320000171661377,4.050000190734863,4.079999923706055,8312100
-2024-08-08,5.309999942779541,5.400000095367432,4.550000190734863,4.659999847412109,19187200
-2024-08-09,4.809999942779541,5.389999866485596,4.760000228881836,5.329999923706055,11106500
-2024-08-12,5.380000114440918,5.650000095367432,4.820000171661377,4.820000171661377,13030600
-2024-08-13,5.139999866485596,5.480000019073486,4.889999866485596,5.429999828338623,10026700
-2024-08-14,5.099999904632568,5.199999809265137,4.96999979019165,5.139999866485596,5279400
-2024-08-15,5.360000133514404,5.369999885559082,5.039999961853027,5.110000133514404,5143400
-2024-08-16,5.059999942779541,5.380000114440918,5.059999942779541,5.360000133514404,4537900
-2024-08-19,5.849999904632568,5.889999866485596,5.110000133514404,5.110000133514404,7411100
-2024-08-20,6.099999904632568,6.210000038146973,5.650000095367432,5.929999828338623,6814600
-2024-08-21,6.179999828338623,6.25,5.949999809265137,6.079999923706055,3842200
-2024-08-22,6.21999979019165,6.460000038146973,5.960000038146973,6.139999866485596,3411500
-2024-08-23,6.409999847412109,6.570000171661377,6.150000095367432,6.25,4321200
-2024-08-26,6.349999904632568,6.460000038146973,6.159999847412109,6.429999828338623,3426800
-2024-08-27,6.539999961853027,6.739999771118164,6.25,6.300000190734863,3797000
-2024-08-28,6.739999771118164,6.760000228881836,6.429999828338623,6.480000019073486,4066100
-2024-08-29,6.869999885559082,6.940000057220459,6.539999961853027,6.699999809265137,4217300
-2024-08-30,7.440000057220459,7.440000057220459,6.75,6.949999809265137,6411400
-2024-09-02,7.0,7.400000095367432,6.960000038146973,7.400000095367432,4246600
-2024-09-03,6.21999979019165,7.239999771118164,6.210000038146973,7.050000190734863,7391700
-2024-09-04,6.730000019073486,6.960000038146973,6.239999771118164,6.25,5722000
-2024-09-05,6.409999847412109,6.809999942779541,6.300000190734863,6.690000057220459,4485100
-2024-09-06,6.300000190734863,6.710000038146973,6.25,6.420000076293945,4219100
-2024-09-09,6.03000020980835,6.400000095367432,6.03000020980835,6.369999885559082,2404300
-2024-09-10,6.099999904632568,6.230000019073486,5.980000019073486,6.0,2661000
-2024-09-11,5.96999979019165,6.210000038146973,5.860000133514404,6.150000095367432,3067300
-2024-09-12,5.929999828338623,6.130000114440918,5.880000114440918,5.949999809265137,2388700
-2024-09-13,6.150000095367432,6.25,5.96999979019165,5.980000019073486,2799900
-2024-09-16,6.150000095367432,6.25,6.079999923706055,6.099999904632568,1460500
-2024-09-17,6.210000038146973,6.21999979019165,6.070000171661377,6.159999847412109,1699100
-2024-09-18,5.960000038146973,6.300000190734863,5.960000038146973,6.150000095367432,4212700
-2024-09-19,5.769999980926514,6.150000095367432,5.699999809265137,6.010000228881836,3210100
-2024-09-20,5.409999847412109,5.760000228881836,5.369999885559082,5.730000019073486,6354700
-2024-09-23,5.28000020980835,5.429999828338623,5.28000020980835,5.429999828338623,2227900
-2024-09-24,5.380000114440918,5.480000019073486,5.289999961853027,5.380000114440918,1852500
-2024-09-25,5.320000171661377,5.5,5.21999979019165,5.409999847412109,2332800
-2024-09-26,5.170000076293945,5.409999847412109,5.119999885559082,5.28000020980835,2797800
-2024-09-27,5.150000095367432,5.269999980926514,5.079999923706055,5.150000095367432,3023700
-2024-09-30,4.940000057220459,5.170000076293945,4.889999866485596,5.150000095367432,2868300
-2024-10-01,4.599999904632568,4.949999809265137,4.579999923706055,4.949999809265137,4573000
-2024-10-02,4.53000020980835,4.769999980926514,4.489999771118164,4.650000095367432,3975600
-2024-10-03,4.699999809265137,4.710000038146973,4.409999847412109,4.489999771118164,3157900
-2024-10-04,4.659999847412109,4.739999771118164,4.599999904632568,4.699999809265137,2389000
-2024-10-07,4.53000020980835,4.760000228881836,4.5,4.699999809265137,2624500
-2024-10-08,4.409999847412109,4.570000171661377,4.409999847412109,4.460000038146973,3193500
-2024-10-09,4.239999771118164,4.389999866485596,4.21999979019165,4.349999904632568,3620100
-2024-10-10,4.25,4.300000190734863,4.199999809265137,4.230000019073486,2397400
-2024-10-11,4.289999961853027,4.329999923706055,4.199999809265137,4.25,1551400
-2024-10-14,4.480000019073486,4.570000171661377,4.25,4.260000228881836,2428300
-2024-10-15,4.460000038146973,4.579999923706055,4.380000114440918,4.519999980926514,2274800
-2024-10-16,4.5,4.570000171661377,4.369999885559082,4.449999809265137,2190900
-2024-10-17,4.320000171661377,4.489999771118164,4.269999980926514,4.440000057220459,2106600
-2024-10-18,4.380000114440918,4.489999771118164,4.289999961853027,4.329999923706055,2230400
-2024-10-21,4.389999866485596,4.460000038146973,4.349999904632568,4.349999904632568,1529500
-2024-10-22,4.239999771118164,4.409999847412109,4.210000038146973,4.380000114440918,1920700
-2024-10-23,4.230000019073486,4.25,4.150000095367432,4.210000038146973,1370500
-2024-10-24,4.320000171661377,4.349999904632568,4.159999847412109,4.239999771118164,1730800
-2024-10-25,4.210000038146973,4.360000133514404,4.199999809265137,4.300000190734863,1522500
-2024-10-28,4.28000020980835,4.340000152587891,4.239999771118164,4.260000228881836,2063000
-2024-10-29,4.079999923706055,4.300000190734863,4.079999923706055,4.28000020980835,3945300
-2024-10-30,4.170000076293945,4.179999828338623,4.059999942779541,4.090000152587891,2305000
-2024-10-31,4.119999885559082,4.25,4.099999904632568,4.190000057220459,1632100
-2024-11-01,4.110000133514404,4.150000095367432,4.03000020980835,4.139999866485596,1913300
-2024-11-04,4.260000228881836,4.340000152587891,4.130000114440918,4.190000057220459,3607600
-2024-11-05,4.159999847412109,4.289999961853027,4.119999885559082,4.260000228881836,2210700
-2024-11-06,4.300000190734863,4.309999942779541,4.03000020980835,4.079999923706055,2470000
-2024-11-07,4.099999904632568,4.420000076293945,4.059999942779541,4.260000228881836,3100200
-2024-11-08,4.050000190734863,4.099999904632568,3.990000009536743,4.099999904632568,2750100
-2024-11-11,4.099999904632568,4.099999904632568,4.039999961853027,4.050000190734863,1161300
-2024-11-12,4.0,4.150000095367432,4.0,4.059999942779541,1986700
-2024-11-13,4.070000171661377,4.110000133514404,3.9600000381469727,4.03000020980835,3243000
-2024-11-14,3.809999942779541,4.050000190734863,3.809999942779541,4.0,5580700
-2024-11-18,3.640000104904175,3.859999895095825,3.640000104904175,3.8399999141693115,4987600
-2024-11-19,3.569999933242798,3.7200000286102295,3.5299999713897705,3.6600000858306885,4102500
-2024-11-21,3.4800000190734863,3.559999942779541,3.450000047683716,3.5399999618530273,2319100
-2024-11-22,3.619999885559082,3.619999885559082,3.4700000286102295,3.509999990463257,2068600
-2024-11-25,3.680000066757202,3.740000009536743,3.5899999141693115,3.619999885559082,2529400
-2024-11-26,4.090000152587891,4.139999866485596,3.700000047683716,3.7100000381469727,6534100
-2024-11-27,3.8499999046325684,4.190000057220459,3.7799999713897705,4.099999904632568,6475700
-2024-11-28,3.6500000953674316,3.9100000858306885,3.5,3.809999942779541,5543900
-2024-11-29,3.7200000286102295,3.7899999618530273,3.4800000190734863,3.619999885559082,4455900
-2024-12-02,3.700000047683716,3.869999885559082,3.6600000858306885,3.700000047683716,3824600
-2024-12-03,3.6700000762939453,3.890000104904175,3.6700000762939453,3.7699999809265137,3733600
-2024-12-04,3.559999942779541,3.740000009536743,3.5299999713897705,3.700000047683716,3950500
-2024-12-05,3.5399999618530273,3.700000047683716,3.4600000381469727,3.640000104904175,5006600
-2024-12-06,3.3499999046325684,3.569999933242798,3.2899999618530273,3.5299999713897705,4328200
-2024-12-09,3.25,3.4200000762939453,3.140000104904175,3.4000000953674316,6976200
-2024-12-10,3.25,3.3299999237060547,3.140000104904175,3.299999952316284,4573500
-2024-12-11,3.4200000762939453,3.5299999713897705,3.2300000190734863,3.25,4986000
-2024-12-12,3.299999952316284,3.380000114440918,3.140000104904175,3.3499999046325684,3179000
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-2024-12-16,3.1600000858306885,3.240000009536743,3.049999952316284,3.240000009536743,3687900
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-2024-12-20,3.109999895095825,3.2200000286102295,2.9700000286102295,3.0399999618530273,2790700
-2024-12-23,2.8499999046325684,3.119999885559082,2.8499999046325684,3.109999895095825,4140900
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-2025-01-02,2.8399999141693115,2.9000000953674316,2.7799999713897705,2.859999895095825,2178900
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diff --git a/factor-investing/dados_acoes/BIED3.csv b/factor-investing/dados_acoes/BIED3.csv
deleted file mode 100644
index 44177b3..0000000
--- a/factor-investing/dados_acoes/BIED3.csv
+++ /dev/null
@@ -1,95 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BIED3.SA,BIED3.SA,BIED3.SA,BIED3.SA,BIED3.SA
-Date,,,,,
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-2025-04-08,3.240000009536743,3.2899999618530273,3.240000009536743,3.2699999809265137,28300
-2025-04-09,3.240000009536743,3.2699999809265137,3.240000009536743,3.25,4100
-2025-04-10,3.299999952316284,3.319999933242798,3.240000009536743,3.240000009536743,1300
-2025-04-11,3.450000047683716,3.450000047683716,3.319999933242798,3.319999933242798,200
diff --git a/factor-investing/dados_acoes/BIOM3.csv b/factor-investing/dados_acoes/BIOM3.csv
deleted file mode 100644
index d308ea4..0000000
--- a/factor-investing/dados_acoes/BIOM3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BIOM3.SA,BIOM3.SA,BIOM3.SA,BIOM3.SA,BIOM3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/BLAU3.csv b/factor-investing/dados_acoes/BLAU3.csv
deleted file mode 100644
index 85ea79c..0000000
--- a/factor-investing/dados_acoes/BLAU3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BMEB3.csv b/factor-investing/dados_acoes/BMEB3.csv
deleted file mode 100644
index 986c942..0000000
--- a/factor-investing/dados_acoes/BMEB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/BMEB4.csv b/factor-investing/dados_acoes/BMEB4.csv
deleted file mode 100644
index 544b38e..0000000
--- a/factor-investing/dados_acoes/BMEB4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-03-27,37.099998474121094,37.099998474121094,36.79999923706055,36.869998931884766,5600
-2025-03-28,37.209999084472656,37.209999084472656,36.81999969482422,37.060001373291016,10500
-2025-03-31,35.5,36.79999923706055,35.5,36.65999984741211,12900
-2025-04-01,35.33000183105469,35.619998931884766,34.59000015258789,35.09000015258789,19300
-2025-04-02,34.880001068115234,35.619998931884766,34.79999923706055,35.619998931884766,11500
-2025-04-03,35.40999984741211,35.779998779296875,35.0,35.59000015258789,10100
-2025-04-04,34.47999954223633,35.9900016784668,33.88999938964844,35.36000061035156,16800
-2025-04-07,32.90999984741211,35.189998626708984,32.599998474121094,34.47999954223633,14200
-2025-04-08,33.619998931884766,34.20000076293945,33.040000915527344,33.040000915527344,14200
-2025-04-09,33.04999923706055,34.0,32.93000030517578,33.630001068115234,13600
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diff --git a/factor-investing/dados_acoes/BMGB4.csv b/factor-investing/dados_acoes/BMGB4.csv
deleted file mode 100644
index 5caa8df..0000000
--- a/factor-investing/dados_acoes/BMGB4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BMGB4.SA,BMGB4.SA,BMGB4.SA,BMGB4.SA,BMGB4.SA
-Date,,,,,
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-2024-07-02,3.054621696472168,3.0727502145791017,3.0274292434713765,3.045557545471904,393900
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-2024-07-04,3.154327392578125,3.1724556935384043,3.0908783392171473,3.0908783392171473,698600
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diff --git a/factor-investing/dados_acoes/BMIN3.csv b/factor-investing/dados_acoes/BMIN3.csv
deleted file mode 100644
index bbaee95..0000000
--- a/factor-investing/dados_acoes/BMIN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BMIN4.csv b/factor-investing/dados_acoes/BMIN4.csv
deleted file mode 100644
index dd5911b..0000000
--- a/factor-investing/dados_acoes/BMIN4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BMIN4.SA,BMIN4.SA,BMIN4.SA,BMIN4.SA,BMIN4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/BMKS3.csv b/factor-investing/dados_acoes/BMKS3.csv
deleted file mode 100644
index 1ea198f..0000000
--- a/factor-investing/dados_acoes/BMKS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BMOB3.csv b/factor-investing/dados_acoes/BMOB3.csv
deleted file mode 100644
index 255ee0d..0000000
--- a/factor-investing/dados_acoes/BMOB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BNBR3.csv b/factor-investing/dados_acoes/BNBR3.csv
deleted file mode 100644
index b406d41..0000000
--- a/factor-investing/dados_acoes/BNBR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-02-17,97.29417419433594,98.707601112229,94.72870444235465,94.72870444235465,1100
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diff --git a/factor-investing/dados_acoes/BOBR3.csv b/factor-investing/dados_acoes/BOBR3.csv
deleted file mode 100644
index c31d51d..0000000
--- a/factor-investing/dados_acoes/BOBR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BOBR3.SA,BOBR3.SA,BOBR3.SA,BOBR3.SA,BOBR3.SA
-Date,,,,,
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-2025-01-30,1.0,1.0,1.0,1.0,0
-2025-01-31,1.0,1.0,1.0,1.0,0
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-2025-02-05,1.0,1.0,1.0,1.0,0
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-2025-02-25,1.0,1.0,1.0,1.0,0
-2025-02-26,1.0,1.0,1.0,1.0,0
-2025-02-27,1.0,1.0,1.0,1.0,0
-2025-02-28,1.0,1.0,1.0,1.0,0
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-2025-04-07,1.0,1.0,1.0,1.0,0
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-2025-04-10,1.0,1.0,1.0,1.0,0
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diff --git a/factor-investing/dados_acoes/BOBR4.csv b/factor-investing/dados_acoes/BOBR4.csv
deleted file mode 100644
index 9c322e9..0000000
--- a/factor-investing/dados_acoes/BOBR4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BOBR4.SA,BOBR4.SA,BOBR4.SA,BOBR4.SA,BOBR4.SA
-Date,,,,,
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-2024-04-12,2.1500000953674316,2.1700000762939453,2.1500000953674316,2.1500000953674316,4100
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diff --git a/factor-investing/dados_acoes/BPAC11.csv b/factor-investing/dados_acoes/BPAC11.csv
deleted file mode 100644
index d346ecf..0000000
--- a/factor-investing/dados_acoes/BPAC11.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BPAC11.SA,BPAC11.SA,BPAC11.SA,BPAC11.SA,BPAC11.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/BPAC3.csv b/factor-investing/dados_acoes/BPAC3.csv
deleted file mode 100644
index 937ac1b..0000000
--- a/factor-investing/dados_acoes/BPAC3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BPAC5.csv b/factor-investing/dados_acoes/BPAC5.csv
deleted file mode 100644
index f5d6822..0000000
--- a/factor-investing/dados_acoes/BPAC5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BPAN4.csv b/factor-investing/dados_acoes/BPAN4.csv
deleted file mode 100644
index 32ccf89..0000000
--- a/factor-investing/dados_acoes/BPAN4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BPAN4.SA,BPAN4.SA,BPAN4.SA,BPAN4.SA,BPAN4.SA
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diff --git a/factor-investing/dados_acoes/BPAR3.csv b/factor-investing/dados_acoes/BPAR3.csv
deleted file mode 100644
index 08f6a76..0000000
--- a/factor-investing/dados_acoes/BPAR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/BPHA3.csv b/factor-investing/dados_acoes/BPHA3.csv
deleted file mode 100644
index 7d5e8ff..0000000
--- a/factor-investing/dados_acoes/BPHA3.csv
+++ /dev/null
@@ -1,85 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BPHA3.SA,BPHA3.SA,BPHA3.SA,BPHA3.SA,BPHA3.SA
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diff --git a/factor-investing/dados_acoes/BRAP3.csv b/factor-investing/dados_acoes/BRAP3.csv
deleted file mode 100644
index c676ed3..0000000
--- a/factor-investing/dados_acoes/BRAP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BRAP3.SA,BRAP3.SA,BRAP3.SA,BRAP3.SA,BRAP3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/BRAP4.csv b/factor-investing/dados_acoes/BRAP4.csv
deleted file mode 100644
index 8bea5bd..0000000
--- a/factor-investing/dados_acoes/BRAP4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/BRAV3.csv b/factor-investing/dados_acoes/BRAV3.csv
deleted file mode 100644
index 8e72960..0000000
--- a/factor-investing/dados_acoes/BRAV3.csv
+++ /dev/null
@@ -1,254 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BRBI11.csv b/factor-investing/dados_acoes/BRBI11.csv
deleted file mode 100644
index 9e33b5c..0000000
--- a/factor-investing/dados_acoes/BRBI11.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BRFS3.csv b/factor-investing/dados_acoes/BRFS3.csv
deleted file mode 100644
index e1ecc4b..0000000
--- a/factor-investing/dados_acoes/BRFS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BRFS3.SA,BRFS3.SA,BRFS3.SA,BRFS3.SA,BRFS3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/BRGE11.csv b/factor-investing/dados_acoes/BRGE11.csv
deleted file mode 100644
index fa1335f..0000000
--- a/factor-investing/dados_acoes/BRGE11.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BRGE12.csv b/factor-investing/dados_acoes/BRGE12.csv
deleted file mode 100644
index 03d4440..0000000
--- a/factor-investing/dados_acoes/BRGE12.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BRGE12.SA,BRGE12.SA,BRGE12.SA,BRGE12.SA,BRGE12.SA
-Date,,,,,
-2024-04-11,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-12,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-15,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-16,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-17,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-18,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-19,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-22,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-23,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-24,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-25,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-26,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-29,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-04-30,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-02,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-03,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-06,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-07,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-08,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-09,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-10,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-13,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-14,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-15,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-16,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-17,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
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-2024-05-24,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-27,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-05-28,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
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-2024-05-31,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-06-03,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-06-04,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-06-05,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-06-06,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-06-07,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
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-2024-06-11,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-06-12,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-06-13,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
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-2024-06-27,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-06-28,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-01,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
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-2024-07-03,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-04,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-05,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-08,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-09,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-10,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-11,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-12,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-15,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-16,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-17,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-18,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-19,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-22,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-23,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-24,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-25,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-26,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-29,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-30,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-07-31,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-08-01,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-08-02,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-08-05,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-08-06,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-08-07,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-08-08,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-08-09,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-08-12,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-08-13,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
-2024-08-14,13.470000267028809,13.470000267028809,13.470000267028809,13.470000267028809,0
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diff --git a/factor-investing/dados_acoes/BRGE3.csv b/factor-investing/dados_acoes/BRGE3.csv
deleted file mode 100644
index e24ca57..0000000
--- a/factor-investing/dados_acoes/BRGE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/BRGE5.csv b/factor-investing/dados_acoes/BRGE5.csv
deleted file mode 100644
index 34fbb77..0000000
--- a/factor-investing/dados_acoes/BRGE5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/BRGE6.csv b/factor-investing/dados_acoes/BRGE6.csv
deleted file mode 100644
index 2fc0a77..0000000
--- a/factor-investing/dados_acoes/BRGE6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BRGE7.csv b/factor-investing/dados_acoes/BRGE7.csv
deleted file mode 100644
index 27896ba..0000000
--- a/factor-investing/dados_acoes/BRGE7.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BRGE7.SA,BRGE7.SA,BRGE7.SA,BRGE7.SA,BRGE7.SA
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diff --git a/factor-investing/dados_acoes/BRGE8.csv b/factor-investing/dados_acoes/BRGE8.csv
deleted file mode 100644
index e59970b..0000000
--- a/factor-investing/dados_acoes/BRGE8.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BRGE8.SA,BRGE8.SA,BRGE8.SA,BRGE8.SA,BRGE8.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/BRIV3.csv b/factor-investing/dados_acoes/BRIV3.csv
deleted file mode 100644
index 0f6cc7d..0000000
--- a/factor-investing/dados_acoes/BRIV3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BRIV3.SA,BRIV3.SA,BRIV3.SA,BRIV3.SA,BRIV3.SA
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diff --git a/factor-investing/dados_acoes/BRIV4.csv b/factor-investing/dados_acoes/BRIV4.csv
deleted file mode 100644
index ada3cfb..0000000
--- a/factor-investing/dados_acoes/BRIV4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BRIV4.SA,BRIV4.SA,BRIV4.SA,BRIV4.SA,BRIV4.SA
-Date,,,,,
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-2025-02-13,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-02-14,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-02-17,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-02-18,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-02-19,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-02-20,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-02-21,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
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-2025-02-27,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-02-28,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
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-2025-03-07,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
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-2025-03-14,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-03-17,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-03-18,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-03-19,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-03-20,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
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-2025-03-24,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
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-2025-04-01,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-04-02,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
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-2025-04-09,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
-2025-04-10,12.539999961853027,12.539999961853027,12.539999961853027,12.539999961853027,0
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diff --git a/factor-investing/dados_acoes/BRKM3.csv b/factor-investing/dados_acoes/BRKM3.csv
deleted file mode 100644
index cb63ba9..0000000
--- a/factor-investing/dados_acoes/BRKM3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BRKM3.SA,BRKM3.SA,BRKM3.SA,BRKM3.SA,BRKM3.SA
-Date,,,,,
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-2024-04-19,21.65999984741211,21.81999969482422,21.440000534057617,21.540000915527344,3200
-2024-04-22,21.649999618530273,22.0,21.100000381469727,21.31999969482422,13400
-2024-04-23,21.950000762939453,22.09000015258789,21.600000381469727,21.690000534057617,7400
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-2024-04-25,21.700000762939453,21.979999542236328,21.68000030517578,21.979999542236328,4900
-2024-04-26,22.049999237060547,22.270000457763672,21.760000228881836,21.760000228881836,10000
-2024-04-29,21.700000762939453,22.549999237060547,21.700000762939453,21.790000915527344,6400
-2024-04-30,20.989999771118164,21.360000610351562,20.549999237060547,21.360000610351562,15400
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-2024-05-03,22.309999465942383,22.309999465942383,21.469999313354492,21.649999618530273,9400
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-2024-07-08,18.549999237060547,18.579999923706055,18.309999465942383,18.5,4900
-2024-07-09,18.59000015258789,18.700000762939453,18.18000030517578,18.18000030517578,4600
-2024-07-10,19.100000381469727,19.100000381469727,18.329999923706055,18.489999771118164,11600
-2024-07-11,19.1299991607666,19.299999237060547,19.049999237060547,19.100000381469727,17400
-2024-07-12,19.440000534057617,19.489999771118164,19.239999771118164,19.299999237060547,1100
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-2024-07-16,19.540000915527344,19.790000915527344,19.479999542236328,19.479999542236328,10200
-2024-07-17,19.0,19.540000915527344,19.0,19.540000915527344,1400
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-2024-07-26,18.1299991607666,18.610000610351562,17.950000762939453,17.950000762939453,6000
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-2024-07-30,17.84000015258789,18.09000015258789,17.799999237060547,17.969999313354492,5000
-2024-07-31,17.75,18.049999237060547,17.75,17.850000381469727,3800
-2024-08-01,17.420000076293945,17.770000457763672,17.0,17.770000457763672,18300
-2024-08-02,16.969999313354492,17.6299991607666,16.799999237060547,17.5,19800
-2024-08-05,16.6299991607666,16.940000534057617,16.0,16.940000534057617,20500
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-2024-08-29,18.25,18.25,17.559999465942383,17.790000915527344,15200
-2024-08-30,17.920000076293945,18.020000457763672,17.600000381469727,17.920000076293945,9600
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diff --git a/factor-investing/dados_acoes/BRKM5.csv b/factor-investing/dados_acoes/BRKM5.csv
deleted file mode 100644
index db6a409..0000000
--- a/factor-investing/dados_acoes/BRKM5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BRKM6.csv b/factor-investing/dados_acoes/BRKM6.csv
deleted file mode 100644
index 84f690d..0000000
--- a/factor-investing/dados_acoes/BRKM6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BRKM6.SA,BRKM6.SA,BRKM6.SA,BRKM6.SA,BRKM6.SA
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diff --git a/factor-investing/dados_acoes/BRPR3.csv b/factor-investing/dados_acoes/BRPR3.csv
deleted file mode 100644
index 2d28b09..0000000
--- a/factor-investing/dados_acoes/BRPR3.csv
+++ /dev/null
@@ -1,85 +0,0 @@
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diff --git a/factor-investing/dados_acoes/BRSR3.csv b/factor-investing/dados_acoes/BRSR3.csv
deleted file mode 100644
index 46ca9c2..0000000
--- a/factor-investing/dados_acoes/BRSR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/BRSR5.csv b/factor-investing/dados_acoes/BRSR5.csv
deleted file mode 100644
index 98440cc..0000000
--- a/factor-investing/dados_acoes/BRSR5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/BRSR6.csv b/factor-investing/dados_acoes/BRSR6.csv
deleted file mode 100644
index 6dfe934..0000000
--- a/factor-investing/dados_acoes/BRSR6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/BRST3.csv b/factor-investing/dados_acoes/BRST3.csv
deleted file mode 100644
index 031229e..0000000
--- a/factor-investing/dados_acoes/BRST3.csv
+++ /dev/null
@@ -1,89 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-04-07,2.490000009536743,2.5399999618530273,2.4000000953674316,2.5,337700
-2025-04-08,2.4100000858306885,2.5399999618530273,2.4100000858306885,2.490000009536743,262600
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diff --git a/factor-investing/dados_acoes/BSLI3.csv b/factor-investing/dados_acoes/BSLI3.csv
deleted file mode 100644
index d555995..0000000
--- a/factor-investing/dados_acoes/BSLI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,BSLI3.SA,BSLI3.SA,BSLI3.SA,BSLI3.SA,BSLI3.SA
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diff --git a/factor-investing/dados_acoes/BSLI4.csv b/factor-investing/dados_acoes/BSLI4.csv
deleted file mode 100644
index af354ab..0000000
--- a/factor-investing/dados_acoes/BSLI4.csv
+++ /dev/null
@@ -1,63 +0,0 @@
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diff --git a/factor-investing/dados_acoes/CALI3.csv b/factor-investing/dados_acoes/CALI3.csv
deleted file mode 100644
index 6034f84..0000000
--- a/factor-investing/dados_acoes/CALI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/CAMB3.csv b/factor-investing/dados_acoes/CAMB3.csv
deleted file mode 100644
index c01b523..0000000
--- a/factor-investing/dados_acoes/CAMB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/CAML3.csv b/factor-investing/dados_acoes/CAML3.csv
deleted file mode 100644
index 0da4e3f..0000000
--- a/factor-investing/dados_acoes/CAML3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/CASH3.csv b/factor-investing/dados_acoes/CASH3.csv
deleted file mode 100644
index 88b1bc9..0000000
--- a/factor-investing/dados_acoes/CASH3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CASH3.SA,CASH3.SA,CASH3.SA,CASH3.SA,CASH3.SA
-Date,,,,,
-2024-04-11,2.7963528633117676,2.907221374236797,2.7901936484444776,2.808671586747882,1993200
-2024-04-12,2.7347593307495117,2.820990397470455,2.7101218831149567,2.808671673653177,1961900
-2024-04-15,2.6793248653411865,2.7409184830165456,2.636209479819203,2.716281035946402,2629500
-2024-04-16,2.6793248653411865,2.70396231241133,2.630049971200899,2.648528203354275,1777400
-2024-04-17,2.667006015777588,2.7532370764482694,2.6485280781989173,2.6916434616834968,1902400
-2024-04-18,2.7101218700408936,2.7224405937987437,2.5992530625187014,2.673165698767343,1985900
-2024-04-19,2.845627784729004,2.857946508284914,2.685484378502176,2.697803102058086,2558900
-2024-04-22,2.814831018447876,2.907221294844926,2.8025122953481674,2.8579464024460925,2773900
-2024-04-23,2.814831018447876,2.8702651255458007,2.759396617648425,2.7778748491487506,1803900
-2024-04-24,2.7717154026031494,2.827149804639703,2.7470779558539107,2.827149804639703,1264700
-2024-04-25,2.753237247467041,2.8209903747675726,2.747078032458742,2.7717154798950188,1401500
-2024-04-26,2.808671474456787,2.8702650891748376,2.771715305625957,2.7840340285695673,1346300
-2024-04-29,2.7963528633117676,2.845627757056225,2.765555907870715,2.808671586747882,997000
-2024-04-30,2.75939679145813,2.8086716869607056,2.728599834918248,2.771715515333774,1738900
-2024-05-02,2.8333089351654053,2.8825838271976085,2.784034043133202,2.796352766141253,2110800
-2024-05-03,2.8641059398651123,2.8949026010756445,2.8333089849530513,2.8641059398651123,2037100
-2024-05-06,2.814831018447876,2.8825838486455093,2.8086715100472586,2.8825838486455093,1351200
-2024-05-07,2.8333089351654053,2.876424612544345,2.777874828479938,2.8148309975040906,1996700
-2024-05-08,2.8333089351654053,2.8333089351654053,2.7717153201251508,2.8333089351654053,1124900
-2024-05-09,2.8949027061462402,2.9195401534894945,2.7717154694299686,2.833309087788104,2366500
-2024-05-10,3.0057713985443115,3.165914800183153,2.9441777825293722,3.011930613295041,9513400
-2024-05-13,3.141277313232422,3.1659147593203993,3.0180900827925323,3.0488867435517424,3873800
-2024-05-14,3.4492456912994385,3.584751938809568,3.3445363983238448,3.3876520759318907,8108700
-2024-05-15,3.5662736892700195,3.67098298171481,3.4184490131372733,3.4184490131372733,3011700
-2024-05-16,3.5416364669799805,3.609389594671682,3.4800428480336807,3.572433423303902,1649300
-2024-05-17,3.6217081546783447,3.6340268779105216,3.4677239674253695,3.5416363068184307,1648300
-2024-05-20,3.8126485347747803,3.941995276348677,3.5785924982409156,3.5970707300521285,5692800
-2024-05-21,3.5108394622802734,3.8496048023693956,3.473883291421712,3.788011184271793,3510700
-2024-05-22,3.4184491634368896,3.55395512251639,3.3753334841517346,3.467724057647617,2966100
-2024-05-23,3.3075802326202393,3.486201864226816,3.264464848667874,3.418449034101236,2107900
-2024-05-24,3.28910231590271,3.3814925927931236,3.270624084303711,3.2952615306346913,1328900
-2024-05-27,3.350696086883545,3.3630148106194513,3.2767837444681054,3.2891024682040118,744200
-2024-05-28,3.2952616214752197,3.4246083651293353,3.252146236058205,3.406130426722482,1090300
-2024-05-29,3.264464855194092,3.276783578305327,3.1720742850090655,3.264464855194092,1013200
-2024-05-31,3.258305311203003,3.2767835425188134,3.2028709109570936,3.2459865882263035,873800
-2024-06-03,3.3260586261749268,3.369174012228242,3.2336680516725465,3.2644650077405197,1550700
-2024-06-04,3.319899082183838,3.3260585908125613,3.233668017292469,3.319899082183838,1681000
-2024-06-05,3.28910231590271,3.3506959317301614,3.2583053611382207,3.2952615306346913,1818400
-2024-06-06,3.313739776611328,3.3814926074647267,3.2706240984942783,3.2706240984942783,1104800
-2024-06-07,3.313739776611328,3.319898991370033,3.2706240984942783,3.2891023301734506,401800
-2024-06-10,3.2767837047576904,3.3445365376333287,3.2521462575844513,3.3137398755175487,1480700
-2024-06-11,3.788011074066162,3.824967243849548,3.2767836181770313,3.2767836181770313,5744700
-2024-06-12,3.584752082824707,3.9419953600100293,3.5169989563477033,3.7756924449857747,3288700
-2024-06-13,3.615548610687256,3.6648235031318177,3.4492457018360976,3.5601145035378874,1209200
-2024-06-14,3.609389543533325,3.646345714377505,3.510839460913975,3.6155487584899193,965700
-2024-06-17,3.5108394622802734,3.6032300362774463,3.480042800082241,3.5970708213184555,1195300
-2024-06-18,3.4862020015716553,3.584752083848591,3.4677240630645363,3.5108394487155046,1452700
-2024-06-19,3.430767774581909,3.5477957913487814,3.4246082661566133,3.4800426671781652,1309900
-2024-06-20,3.3260586261749268,3.5169989901723593,3.301421178801164,3.455405371737952,2031500
-2024-06-21,3.313739776611328,3.356855161026849,3.233667928837462,3.295261544932156,2049900
-2024-06-24,3.5046801567077637,3.510839371507508,3.3137397986911896,3.3137397986911896,1547600
-2024-06-25,3.436927080154419,3.510839421002538,3.4122896332050456,3.461564527103792,890600
-2024-06-26,3.4800426959991455,3.5046801425013157,3.375333401514157,3.4061303564926346,1390900
-2024-06-27,3.5970706939697266,3.597070693969727,3.461564445250852,3.4738831684342473,1737700
-2024-06-28,3.6032299995422363,3.6586644021156896,3.541636382072585,3.6032299995422363,1141900
-2024-07-01,3.4184491634368896,3.664823634490527,3.4184491634368896,3.6586644195649543,3744300
-2024-07-02,3.3630146980285645,3.4492457612929677,3.3383772513815924,3.418449099835018,1410500
-2024-07-03,3.529317617416382,3.572433295993049,3.3938116605635495,3.3938116605635495,1985600
-2024-07-04,3.7079391479492188,3.7079391479492188,3.541636240574644,3.541636240574644,2081400
-2024-07-05,3.8126485347747803,3.9296765530417126,3.695620516507848,3.707939239814813,3678800
-2024-07-08,3.8311264514923096,3.8496046832003437,3.6894609874024753,3.775692343771264,1224100
-2024-07-09,3.763373613357544,3.849604675860389,3.763373613357544,3.8188077209728943,765200
-2024-07-10,3.7202579975128174,3.84960474028243,3.6956205506711326,3.788011123178218,1176600
-2024-07-11,3.788011074066162,3.824967243849548,3.72025794927919,3.7387361810216477,1298900
-2024-07-12,3.7510550022125244,3.8064891114840704,3.732576769987651,3.800329896543471,704400
-2024-07-15,3.695620536804199,3.8064890471757735,3.6894610282661233,3.763373662215372,1162500
-2024-07-16,3.7818515300750732,3.7818515300750737,3.695620468056841,3.695620468056841,639700
-2024-07-17,3.855764150619507,3.8680828737265345,3.7325766258477038,3.7818515182758143,1582100
-2024-07-18,3.5416364669799805,3.8496048554130224,3.541636466979981,3.8496048554130224,3081400
-2024-07-19,3.5662736892700195,3.6155485813142683,3.52315801188054,3.541636243247895,880400
-2024-07-22,3.5477957725524902,3.6032298795788242,3.5293175410760287,3.5662737103274265,551800
-2024-07-23,3.6278674602508545,3.627867460250855,3.523158163305665,3.5724333511692823,691400
-2024-07-24,3.553955078125,3.615548695119062,3.553955078125,3.615548695119062,589200
-2024-07-25,3.523158073425293,3.6032299212467045,3.523158073425293,3.5724332600318354,532400
-2024-07-26,3.5970706939697266,3.597070693969727,3.523158061167828,3.541636292793685,435100
-2024-07-29,3.5354769229888916,3.603230050005152,3.529317708006435,3.603230050005152,531300
-2024-07-30,3.443086624145508,3.541636412956322,3.430767900544156,3.541636412956322,992500
-2024-07-31,3.430767774581909,3.4800426671781652,3.4307677745819087,3.455405220880037,375300
-2024-08-01,3.3568551540374756,3.51083934080436,3.3568551540374756,3.4492457248379123,996200
-2024-08-02,3.467724084854126,3.467724084854126,3.356855278308616,3.356855278308616,793800
-2024-08-05,3.3322176933288574,3.3999708174515084,3.2767835860480767,3.319898970188514,1085300
-2024-08-06,3.3322176933288574,3.4061303258724434,3.319898970188514,3.363014648030479,566100
-2024-08-07,3.4246082305908203,3.461564399654209,3.3630146154851714,3.3630146154851714,719800
-2024-08-08,3.4800426959991455,3.492361419250231,3.4307678029948048,3.4369270177695825,542700
-2024-08-09,3.9235169887542725,3.9912701128300543,3.57859244736174,3.57859244736174,4764600
-2024-08-12,4.262282371520996,4.268441586317195,3.929676548883372,3.929676548883372,3473100
-2024-08-13,3.81880784034729,4.305397863090529,3.8064891167475197,4.280760415890988,3518600
-2024-08-14,3.94199538230896,3.94199538230896,3.769532957674154,3.8804017641185076,1282500
-2024-08-15,3.8680830001831055,3.9974294501847676,3.85576427667335,3.9419953412416366,1054700
-2024-08-16,3.8311264514923096,3.935835745867603,3.8188077282541295,3.868082914908378,935300
-2024-08-19,3.966632843017578,3.9666328430175786,3.831126588838172,3.831126588838172,685100
-2024-08-20,3.935835838317871,3.997429455955565,3.8865609442077154,3.9604732853729487,617900
-2024-08-21,3.9481544494628906,4.083660698110227,3.886560833578432,3.9727918958166737,1026100
-2024-08-22,3.8927204608917236,3.9358358464767185,3.8865609522644182,3.9358358464767185,462300
-2024-08-23,3.911198377609253,3.9604732715473956,3.886560930640182,3.94815454806286,894300
-2024-08-26,3.966632843017578,3.9727920580067115,3.8434453125179777,3.9419953956579663,1151200
-2024-08-27,4.108298301696777,4.249963770503616,3.954314109241585,3.966632832889939,3497000
-2024-08-28,4.139094829559326,4.16989178453092,4.028226320324341,4.108298168289262,1056400
-2024-08-29,4.151413440704346,4.157572949012947,4.08366061151886,4.139094717788665,795700
-2024-08-30,4.249963760375977,4.249963760375977,4.120617015525724,4.151413677722451,2062200
-2024-09-02,4.052863597869873,4.30539756078409,4.034385660618427,4.2992383462674475,4238200
-2024-09-03,4.260000228881836,4.440000057220459,3.940000057220459,4.070000171661377,8114200
-2024-09-04,4.239999771118164,4.420000076293945,4.199999809265137,4.210000038146973,2420600
-2024-09-05,4.409999847412109,4.420000076293945,4.239999771118164,4.239999771118164,3326700
-2024-09-06,4.190000057220459,4.409999847412109,4.190000057220459,4.409999847412109,1350800
-2024-09-09,4.289999961853027,4.300000190734863,4.150000095367432,4.199999809265137,1567600
-2024-09-10,4.179999828338623,4.289999961853027,4.170000076293945,4.289999961853027,1075800
-2024-09-11,4.289999961853027,4.309999942779541,4.159999847412109,4.199999809265137,1011700
-2024-09-12,4.329999923706055,4.369999885559082,4.230000019073486,4.28000020980835,1515500
-2024-09-13,4.369999885559082,4.539999961853027,4.309999942779541,4.360000133514404,2291500
-2024-09-16,4.420000076293945,4.420000076293945,4.289999961853027,4.369999885559082,2412000
-2024-09-17,4.389999866485596,4.409999847412109,4.309999942779541,4.400000095367432,738600
-2024-09-18,4.190000057220459,4.369999885559082,4.159999847412109,4.309999942779541,2148900
-2024-09-19,4.110000133514404,4.300000190734863,4.110000133514404,4.190000057220459,1133400
-2024-09-20,4.170000076293945,4.179999828338623,4.070000171661377,4.110000133514404,1508500
-2024-09-23,4.21999979019165,4.269999980926514,4.070000171661377,4.150000095367432,1354900
-2024-09-24,4.260000228881836,4.369999885559082,4.230000019073486,4.269999980926514,1258100
-2024-09-25,4.239999771118164,4.260000228881836,4.190000057220459,4.25,421900
-2024-09-26,4.190000057220459,4.28000020980835,4.130000114440918,4.269999980926514,1027900
-2024-09-27,4.119999885559082,4.230000019073486,4.119999885559082,4.159999847412109,427600
-2024-09-30,4.059999942779541,4.159999847412109,4.059999942779541,4.150000095367432,720400
-2024-10-01,3.890000104904175,4.059999942779541,3.890000104904175,4.059999942779541,1413300
-2024-10-02,3.869999885559082,4.0,3.869999885559082,3.9800000190734863,992900
-2024-10-03,3.799999952316284,3.9200000762939453,3.799999952316284,3.890000104904175,1046200
-2024-10-04,3.759999990463257,3.869999885559082,3.7300000190734863,3.869999885559082,538600
-2024-10-07,3.680000066757202,3.859999895095825,3.609999895095825,3.859999895095825,1281400
-2024-10-08,3.619999885559082,3.700000047683716,3.619999885559082,3.6500000953674316,595300
-2024-10-09,3.490000009536743,3.619999885559082,3.490000009536743,3.619999885559082,856300
-2024-10-10,3.4000000953674316,3.569999933242798,3.390000104904175,3.490000009536743,1463800
-2024-10-11,3.5,3.5,3.319999933242798,3.4100000858306885,1041300
-2024-10-14,3.690000057220459,3.700000047683716,3.440000057220459,3.5,1418900
-2024-10-15,3.619999885559082,3.75,3.619999885559082,3.700000047683716,1297500
-2024-10-16,3.5899999141693115,3.6500000953674316,3.559999942779541,3.630000114440918,417000
-2024-10-17,3.5299999713897705,3.5999999046325684,3.509999990463257,3.549999952316284,617100
-2024-10-18,3.4000000953674316,3.569999933242798,3.380000114440918,3.569999933242798,905100
-2024-10-21,3.4600000381469727,3.4700000286102295,3.359999895095825,3.390000104904175,875000
-2024-10-22,3.5199999809265137,3.609999895095825,3.4000000953674316,3.450000047683716,1213900
-2024-10-23,3.490000009536743,3.5199999809265137,3.450000047683716,3.5,392600
-2024-10-24,3.490000009536743,3.5399999618530273,3.450000047683716,3.450000047683716,364700
-2024-10-25,3.509999990463257,3.5399999618530273,3.450000047683716,3.5199999809265137,409300
-2024-10-28,3.549999952316284,3.569999933242798,3.4800000190734863,3.5,641500
-2024-10-29,3.440000057220459,3.559999942779541,3.4200000762939453,3.5199999809265137,690900
-2024-10-30,3.4200000762939453,3.490000009536743,3.4200000762939453,3.4200000762939453,494700
-2024-10-31,3.4200000762939453,3.4600000381469727,3.380000114440918,3.440000057220459,561000
-2024-11-01,3.4000000953674316,3.4700000286102295,3.380000114440918,3.430000066757202,434100
-2024-11-04,3.5,3.549999952316284,3.380000114440918,3.430000066757202,770800
-2024-11-05,3.6700000762939453,3.6700000762939453,3.4700000286102295,3.4700000286102295,721700
-2024-11-06,3.6500000953674316,3.6600000858306885,3.549999952316284,3.630000114440918,727400
-2024-11-07,3.5399999618530273,3.6500000953674316,3.4100000858306885,3.6500000953674316,1031100
-2024-11-08,3.4200000762939453,3.569999933242798,3.4200000762939453,3.569999933242798,654200
-2024-11-11,3.3499999046325684,3.440000057220459,3.319999933242798,3.4200000762939453,686200
-2024-11-12,3.2899999618530273,3.4100000858306885,3.240000009536743,3.3499999046325684,1426600
-2024-11-13,3.390000104904175,3.390000104904175,3.25,3.2899999618530273,1653800
-2024-11-14,3.3399999141693115,3.430000066757202,3.299999952316284,3.359999895095825,900800
-2024-11-18,3.380000114440918,3.4000000953674316,3.299999952316284,3.3299999237060547,488800
-2024-11-19,3.309999942779541,3.4000000953674316,3.299999952316284,3.380000114440918,1038000
-2024-11-21,3.180000066757202,3.309999942779541,3.140000104904175,3.309999942779541,1559600
-2024-11-22,3.200000047683716,3.200000047683716,3.109999895095825,3.180000066757202,1131100
-2024-11-25,3.200000047683716,3.2200000286102295,3.119999885559082,3.200000047683716,1170100
-2024-11-26,3.4200000762939453,3.490000009536743,3.2100000381469727,3.2100000381469727,2561200
-2024-11-27,3.440000057220459,3.490000009536743,3.359999895095825,3.359999895095825,1274900
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diff --git a/factor-investing/dados_acoes/CASN3.csv b/factor-investing/dados_acoes/CASN3.csv
deleted file mode 100644
index fbef5be..0000000
--- a/factor-investing/dados_acoes/CASN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-03-26,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-03-27,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-03-28,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-03-31,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-04-01,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-04-02,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-04-03,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-04-04,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-04-07,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-04-08,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-04-09,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-04-10,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
-2025-04-11,8.80737018585205,8.80737018585205,8.80737018585205,8.80737018585205,0
diff --git a/factor-investing/dados_acoes/CBAV3.csv b/factor-investing/dados_acoes/CBAV3.csv
deleted file mode 100644
index b0698bf..0000000
--- a/factor-investing/dados_acoes/CBAV3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CBAV3.SA,CBAV3.SA,CBAV3.SA,CBAV3.SA,CBAV3.SA
-Date,,,,,
-2024-04-11,4.869999885559082,4.900000095367432,4.699999809265137,4.71999979019165,2820500
-2024-04-12,4.730000019073486,4.96999979019165,4.699999809265137,4.920000076293945,3640700
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-2024-04-16,4.920000076293945,5.039999961853027,4.639999866485596,4.78000020980835,5816100
-2024-04-17,4.849999904632568,5.099999904632568,4.829999923706055,4.96999979019165,3021500
-2024-04-18,4.980000019073486,5.059999942779541,4.849999904632568,4.849999904632568,3956800
-2024-04-19,5.110000133514404,5.139999866485596,4.929999828338623,4.980000019073486,4104200
-2024-04-22,5.119999885559082,5.21999979019165,5.019999980926514,5.150000095367432,4168700
-2024-04-23,5.039999961853027,5.099999904632568,4.949999809265137,5.010000228881836,4067500
-2024-04-24,5.03000020980835,5.139999866485596,4.949999809265137,5.059999942779541,3409900
-2024-04-25,4.869999885559082,5.050000190734863,4.860000133514404,4.96999979019165,3555200
-2024-04-26,4.869999885559082,4.869999885559082,4.869999885559082,4.869999885559082,0
-2024-04-29,5.130000114440918,5.190000057220459,4.980000019073486,5.010000228881836,3040800
-2024-04-30,5.170000076293945,5.179999828338623,5.03000020980835,5.039999961853027,3848900
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-2024-05-03,5.239999771118164,5.340000152587891,5.130000114440918,5.179999828338623,3338400
-2024-05-06,5.079999923706055,5.28000020980835,5.010000228881836,5.230000019073486,4744600
-2024-05-07,5.21999979019165,5.449999809265137,5.110000133514404,5.150000095367432,6919700
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-2024-05-13,5.519999980926514,5.519999980926514,5.300000190734863,5.360000133514404,5347100
-2024-05-14,5.849999904632568,5.869999885559082,5.46999979019165,5.46999979019165,5291000
-2024-05-15,6.099999904632568,6.130000114440918,5.800000190734863,5.820000171661377,6996400
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-2024-05-20,6.800000190734863,6.849999904632568,6.230000019073486,6.25,8092500
-2024-05-21,6.889999866485596,6.96999979019165,6.769999980926514,6.849999904632568,3540900
-2024-05-22,6.679999828338623,6.860000133514404,6.489999771118164,6.849999904632568,6033800
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-2024-06-10,7.010000228881836,7.25,6.96999979019165,7.010000228881836,3634900
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-2024-06-12,6.739999771118164,7.039999961853027,6.71999979019165,6.929999828338623,3180100
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-2024-06-14,6.53000020980835,6.570000171661377,6.21999979019165,6.519999980926514,4089400
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-2024-06-28,6.960000038146973,7.019999980926514,6.760000228881836,6.829999923706055,2865200
-2024-07-01,6.869999885559082,7.079999923706055,6.800000190734863,6.960000038146973,2357400
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-2024-07-03,6.960000038146973,7.159999847412109,6.900000095367432,6.960000038146973,3233000
-2024-07-04,6.980000019073486,7.170000076293945,6.980000019073486,7.019999980926514,2338500
-2024-07-05,7.070000171661377,7.159999847412109,6.949999809265137,7.0,3576000
-2024-07-08,7.119999885559082,7.230000019073486,7.019999980926514,7.070000171661377,2480800
-2024-07-09,7.320000171661377,7.349999904632568,7.039999961853027,7.110000133514404,3942200
-2024-07-10,7.340000152587891,7.460000038146973,7.260000228881836,7.349999904632568,3174900
-2024-07-11,7.539999961853027,7.590000152587891,7.380000114440918,7.400000095367432,3623900
-2024-07-12,7.400000095367432,7.559999942779541,7.380000114440918,7.539999961853027,2469600
-2024-07-15,7.28000020980835,7.46999979019165,7.28000020980835,7.420000076293945,2129700
-2024-07-16,7.28000020980835,7.619999885559082,7.260000228881836,7.46999979019165,2772200
-2024-07-17,6.940000057220459,7.420000076293945,6.900000095367432,7.260000228881836,4786200
-2024-07-18,6.809999942779541,6.989999771118164,6.739999771118164,6.940000057220459,2492300
-2024-07-19,6.670000076293945,6.880000114440918,6.590000152587891,6.78000020980835,3297800
-2024-07-22,6.480000019073486,6.699999809265137,6.460000038146973,6.639999866485596,4024800
-2024-07-23,5.670000076293945,6.480000019073486,5.630000114440918,6.460000038146973,13068000
-2024-07-24,5.21999979019165,5.699999809265137,5.199999809265137,5.690000057220459,9163600
-2024-07-25,5.539999961853027,5.739999771118164,5.179999828338623,5.190000057220459,7894000
-2024-07-26,5.320000171661377,5.650000095367432,5.320000171661377,5.559999942779541,3753700
-2024-07-29,5.25,5.389999866485596,5.230000019073486,5.28000020980835,1815700
-2024-07-30,5.099999904632568,5.21999979019165,5.050000190734863,5.21999979019165,2922300
-2024-07-31,5.309999942779541,5.369999885559082,5.070000171661377,5.199999809265137,6322200
-2024-08-01,5.010000228881836,5.429999828338623,5.010000228881836,5.369999885559082,4359000
-2024-08-02,4.889999866485596,5.130000114440918,4.840000152587891,5.010000228881836,4806700
-2024-08-05,4.96999979019165,5.019999980926514,4.670000076293945,4.730000019073486,2348700
-2024-08-06,4.840000152587891,5.070000171661377,4.809999942779541,4.989999771118164,3630900
-2024-08-07,4.869999885559082,4.900000095367432,4.75,4.840000152587891,2144600
-2024-08-08,4.699999809265137,4.820000171661377,4.610000133514404,4.769999980926514,4938400
-2024-08-09,4.659999847412109,4.800000190734863,4.619999885559082,4.71999979019165,2442200
-2024-08-12,4.769999980926514,4.849999904632568,4.679999828338623,4.679999828338623,2360500
-2024-08-13,4.880000114440918,4.949999809265137,4.800000190734863,4.809999942779541,1900800
-2024-08-14,4.619999885559082,4.889999866485596,4.590000152587891,4.880000114440918,2928000
-2024-08-15,4.679999828338623,4.730000019073486,4.619999885559082,4.639999866485596,2396300
-2024-08-16,4.699999809265137,4.739999771118164,4.559999942779541,4.710000038146973,2411800
-2024-08-19,5.190000057220459,5.199999809265137,4.75,4.75,5030600
-2024-08-20,5.21999979019165,5.480000019073486,5.150000095367432,5.25,4319600
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-2024-08-22,5.210000038146973,5.369999885559082,5.150000095367432,5.349999904632568,2588300
-2024-08-23,5.420000076293945,5.590000152587891,5.21999979019165,5.25,3571400
-2024-08-26,5.480000019073486,5.769999980926514,5.460000038146973,5.579999923706055,4792800
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-2024-08-30,4.980000019073486,5.079999923706055,4.920000076293945,5.050000190734863,2759700
-2024-09-02,4.96999979019165,5.010000228881836,4.880000114440918,4.96999979019165,1399400
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-2024-09-09,4.619999885559082,4.75,4.579999923706055,4.659999847412109,2341100
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-2024-09-11,4.619999885559082,4.730000019073486,4.559999942779541,4.659999847412109,2329500
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-2024-09-13,4.840000152587891,4.860000133514404,4.670000076293945,4.670000076293945,2607700
-2024-09-16,5.050000190734863,5.050000190734863,4.840000152587891,4.880000114440918,4044300
-2024-09-17,4.989999771118164,5.039999961853027,4.809999942779541,5.039999961853027,5126900
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-2024-10-04,6.170000076293945,6.21999979019165,5.690000057220459,5.690000057220459,9955800
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-2024-10-10,5.510000228881836,5.699999809265137,5.5,5.630000114440918,2242400
-2024-10-11,5.75,5.800000190734863,5.610000133514404,5.650000095367432,4352500
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-2024-11-01,5.710000038146973,5.900000095367432,5.699999809265137,5.900000095367432,2644800
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diff --git a/factor-investing/dados_acoes/CBEE3.csv b/factor-investing/dados_acoes/CBEE3.csv
deleted file mode 100644
index 83c8f1a..0000000
--- a/factor-investing/dados_acoes/CBEE3.csv
+++ /dev/null
@@ -1,249 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CBEE3.SA,CBEE3.SA,CBEE3.SA,CBEE3.SA,CBEE3.SA
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diff --git a/factor-investing/dados_acoes/CCRO3.csv b/factor-investing/dados_acoes/CCRO3.csv
deleted file mode 100644
index 6ad6e4a..0000000
--- a/factor-investing/dados_acoes/CCRO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CCRO3.SA,CCRO3.SA,CCRO3.SA,CCRO3.SA,CCRO3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/CEAB3.csv b/factor-investing/dados_acoes/CEAB3.csv
deleted file mode 100644
index d6adc0b..0000000
--- a/factor-investing/dados_acoes/CEAB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CEAB3.SA,CEAB3.SA,CEAB3.SA,CEAB3.SA,CEAB3.SA
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diff --git a/factor-investing/dados_acoes/CEBR3.csv b/factor-investing/dados_acoes/CEBR3.csv
deleted file mode 100644
index b1a3ca9..0000000
--- a/factor-investing/dados_acoes/CEBR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CEBR3.SA,CEBR3.SA,CEBR3.SA,CEBR3.SA,CEBR3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/CEBR5.csv b/factor-investing/dados_acoes/CEBR5.csv
deleted file mode 100644
index 4ba2008..0000000
--- a/factor-investing/dados_acoes/CEBR5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/CEBR6.csv b/factor-investing/dados_acoes/CEBR6.csv
deleted file mode 100644
index 1434ac4..0000000
--- a/factor-investing/dados_acoes/CEBR6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CEBR6.SA,CEBR6.SA,CEBR6.SA,CEBR6.SA,CEBR6.SA
-Date,,,,,
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-2024-12-06,16.989999771118164,17.25,16.81999969482422,16.90999984741211,10300
-2024-12-09,17.06999969482422,17.139999389648438,16.950000762939453,17.09000015258789,6200
-2024-12-10,17.049999237060547,17.15999984741211,17.020000457763672,17.049999237060547,7600
-2024-12-11,17.270000457763672,17.690000534057617,17.149999618530273,17.149999618530273,5500
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-2024-12-13,16.899999618530273,18.200000762939453,16.899999618530273,18.200000762939453,1900
-2024-12-16,16.959999084472656,17.139999389648438,16.860000610351562,16.90999984741211,3000
-2024-12-17,16.8700008392334,17.149999618530273,16.639999389648438,17.149999618530273,4700
-2024-12-18,16.860000610351562,16.8700008392334,16.6200008392334,16.8700008392334,11800
-2024-12-19,17.1299991607666,17.18000030517578,16.079999923706055,17.18000030517578,30500
-2024-12-20,17.0,17.010000228881836,16.15999984741211,16.959999084472656,6000
-2024-12-23,16.799999237060547,16.920000076293945,16.479999542236328,16.90999984741211,7600
-2024-12-26,16.860000610351562,17.18000030517578,16.799999237060547,16.799999237060547,5900
-2024-12-27,16.850000381469727,17.09000015258789,16.770000457763672,16.860000610351562,4100
-2024-12-30,17.170000076293945,17.170000076293945,16.68000030517578,17.170000076293945,5800
-2025-01-02,17.200000762939453,17.200000762939453,16.889999389648438,17.190000534057617,12600
-2025-01-03,17.600000381469727,17.600000381469727,17.190000534057617,17.190000534057617,7500
-2025-01-06,17.530000686645508,17.600000381469727,17.360000610351562,17.59000015258789,10300
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-2025-01-08,17.489999771118164,17.579999923706055,17.1200008392334,17.389999389648438,14300
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-2025-01-13,16.8799991607666,17.100000381469727,16.84000015258789,17.040000915527344,2500
-2025-01-14,16.899999618530273,17.0,16.780000686645508,17.0,1700
-2025-01-15,17.139999389648438,17.270000457763672,16.899999618530273,17.0,1600
-2025-01-16,16.940000534057617,17.0,16.93000030517578,17.0,1000
-2025-01-17,17.100000381469727,17.1200008392334,16.90999984741211,17.09000015258789,3200
-2025-01-20,17.299999237060547,17.299999237060547,17.0,17.0,1700
-2025-01-21,17.43000030517578,17.5,17.209999084472656,17.489999771118164,1000
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-2025-01-23,17.399999618530273,17.399999618530273,17.200000762939453,17.329999923706055,4900
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-2025-01-29,17.700000762939453,17.899999618530273,17.290000915527344,17.290000915527344,14500
-2025-01-30,17.739999771118164,18.5,17.5,17.799999237060547,22300
-2025-01-31,17.610000610351562,17.760000228881836,17.5,17.760000228881836,37800
-2025-02-03,17.5,17.719999313354492,17.43000030517578,17.600000381469727,5800
-2025-02-04,17.649999618530273,17.68000030517578,17.450000762939453,17.450000762939453,6700
-2025-02-05,17.600000381469727,18.15999984741211,17.5,18.15999984741211,10400
-2025-02-06,17.56999969482422,17.700000762939453,17.520000457763672,17.700000762939453,2400
-2025-02-07,17.799999237060547,17.829999923706055,17.5,17.649999618530273,15900
-2025-02-10,17.5,18.0,17.5,17.65999984741211,7400
-2025-02-11,17.540000915527344,17.84000015258789,17.5,17.84000015258789,7700
-2025-02-12,17.399999618530273,17.549999237060547,17.360000610351562,17.549999237060547,13900
-2025-02-13,17.549999237060547,17.690000534057617,17.479999542236328,17.489999771118164,5100
-2025-02-14,17.649999618530273,17.649999618530273,17.450000762939453,17.56999969482422,15000
-2025-02-17,17.5,17.670000076293945,17.5,17.6299991607666,18000
-2025-02-18,17.600000381469727,17.600000381469727,17.309999465942383,17.479999542236328,22700
-2025-02-19,17.600000381469727,17.649999618530273,17.549999237060547,17.600000381469727,4000
-2025-02-20,17.670000076293945,17.770000457763672,17.549999237060547,17.549999237060547,6800
-2025-02-21,17.6200008392334,17.780000686645508,17.6200008392334,17.68000030517578,3400
-2025-02-24,17.56999969482422,17.850000381469727,17.56999969482422,17.760000228881836,6000
-2025-02-25,17.719999313354492,17.75,17.420000076293945,17.670000076293945,20400
-2025-02-26,17.649999618530273,17.8700008392334,17.649999618530273,17.75,1400
-2025-02-27,17.600000381469727,17.729999542236328,17.5,17.65999984741211,8300
-2025-02-28,17.899999618530273,17.899999618530273,17.5,17.799999237060547,31900
-2025-03-05,18.110000610351562,18.18000030517578,17.639999389648438,17.8799991607666,16000
-2025-03-06,18.270000457763672,18.40999984741211,17.799999237060547,17.799999237060547,11400
-2025-03-07,18.299999237060547,18.299999237060547,17.84000015258789,18.040000915527344,12800
-2025-03-10,18.25,18.25,18.100000381469727,18.149999618530273,4500
-2025-03-11,18.25,18.299999237060547,18.0,18.299999237060547,5500
-2025-03-12,18.149999618530273,18.219999313354492,18.040000915527344,18.219999313354492,6100
-2025-03-13,18.149999618530273,18.280000686645508,18.079999923706055,18.280000686645508,2900
-2025-03-14,18.950000762939453,19.09000015258789,18.079999923706055,18.299999237060547,11800
-2025-03-17,18.8799991607666,19.049999237060547,18.329999923706055,19.049999237060547,5700
-2025-03-18,18.600000381469727,18.75,18.3700008392334,18.75,2500
-2025-03-19,18.860000610351562,18.860000610351562,18.290000915527344,18.780000686645508,6800
-2025-03-20,18.739999771118164,18.739999771118164,18.1200008392334,18.709999084472656,6400
-2025-03-21,18.440000534057617,18.729999542236328,18.3799991607666,18.59000015258789,6500
-2025-03-24,19.299999237060547,19.90999984741211,19.100000381469727,19.1299991607666,14800
-2025-03-25,19.5,19.940000534057617,19.149999618530273,19.280000686645508,14400
-2025-03-26,19.90999984741211,20.06999969482422,19.600000381469727,19.600000381469727,6100
-2025-03-27,19.899999618530273,19.899999618530273,19.75,19.8700008392334,1000
-2025-03-28,19.799999237060547,19.989999771118164,19.729999542236328,19.899999618530273,3100
-2025-03-31,19.93000030517578,19.969999313354492,19.200000762939453,19.950000762939453,11200
-2025-04-01,20.100000381469727,20.100000381469727,19.6200008392334,19.93000030517578,4700
-2025-04-02,20.0,20.0,19.790000915527344,19.969999313354492,7500
-2025-04-03,19.799999237060547,20.040000915527344,19.34000015258789,19.34000015258789,5200
-2025-04-04,19.549999237060547,19.90999984741211,19.420000076293945,19.799999237060547,10400
-2025-04-07,19.56999969482422,20.100000381469727,19.06999969482422,20.0,21200
-2025-04-08,19.709999084472656,19.84000015258789,19.5,19.540000915527344,5700
-2025-04-09,19.700000762939453,19.809999465942383,19.510000228881836,19.809999465942383,6800
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-2025-04-11,19.920000076293945,20.049999237060547,19.790000915527344,19.829999923706055,15100
diff --git a/factor-investing/dados_acoes/CEDO3.csv b/factor-investing/dados_acoes/CEDO3.csv
deleted file mode 100644
index 417109d..0000000
--- a/factor-investing/dados_acoes/CEDO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CEDO3.SA,CEDO3.SA,CEDO3.SA,CEDO3.SA,CEDO3.SA
-Date,,,,,
-2024-04-11,33.0,33.0,33.0,33.0,0
-2024-04-12,33.0,33.0,33.0,33.0,0
-2024-04-15,33.0,33.0,33.0,33.0,0
-2024-04-16,32.5,32.5,32.0,32.0,200
-2024-04-17,32.5,32.5,32.5,32.5,0
-2024-04-18,32.5,32.5,32.5,32.5,0
-2024-04-19,32.5,33.0,32.5,32.5,900
-2024-04-22,32.7599983215332,32.7599983215332,32.5,32.54999923706055,3100
-2024-04-23,32.7599983215332,32.7599983215332,32.7599983215332,32.7599983215332,0
-2024-04-24,32.7599983215332,32.7599983215332,32.7599983215332,32.7599983215332,0
-2024-04-25,32.7599983215332,32.7599983215332,32.7599983215332,32.7599983215332,0
-2024-04-26,30.0,30.0,30.0,30.0,200
-2024-04-29,32.0,32.70000076293945,32.0,32.5,300
-2024-04-30,30.0,30.0,30.0,30.0,100
-2024-05-02,29.639999389648438,30.0,29.639999389648438,30.0,900
-2024-05-03,32.29999923706055,32.29999923706055,29.639999389648438,29.639999389648438,300
-2024-05-06,31.989999771118164,31.989999771118164,31.989999771118164,31.989999771118164,100
-2024-05-07,31.989999771118164,31.989999771118164,31.989999771118164,31.989999771118164,0
-2024-05-08,29.350000381469727,29.350000381469727,29.0,29.0,1600
-2024-05-09,29.0,29.0,29.0,29.0,100
-2024-05-10,29.0,29.0,29.0,29.0,0
-2024-05-13,29.0,29.0,29.0,29.0,100
-2024-05-14,29.0,29.0,29.0,29.0,0
-2024-05-15,29.0,29.0,29.0,29.0,0
-2024-05-16,29.0,29.0,29.0,29.0,0
-2024-05-17,29.0,29.0,29.0,29.0,0
-2024-05-20,29.0,29.0,29.0,29.0,0
-2024-05-21,28.989999771118164,28.989999771118164,28.0,28.0,400
-2024-05-22,28.989999771118164,28.989999771118164,28.989999771118164,28.989999771118164,0
-2024-05-23,28.989999771118164,28.989999771118164,28.989999771118164,28.989999771118164,0
-2024-05-24,28.989999771118164,28.989999771118164,28.989999771118164,28.989999771118164,0
-2024-05-27,29.0,29.0,29.0,29.0,100
-2024-05-28,30.0,31.979999542236328,30.0,31.979999542236328,300
-2024-05-29,30.0,30.0,30.0,30.0,300
-2024-05-31,30.0,30.0,30.0,30.0,0
-2024-06-03,31.989999771118164,31.989999771118164,30.0,30.0,500
-2024-06-04,31.0,31.0,31.0,31.0,700
-2024-06-05,28.0,28.15999984741211,28.0,28.15999984741211,900
-2024-06-06,28.0,28.0,28.0,28.0,0
-2024-06-07,28.0,28.0,28.0,28.0,0
-2024-06-10,28.0,28.0,28.0,28.0,0
-2024-06-11,28.940000534057617,28.940000534057617,28.0,28.0,300
-2024-06-12,27.799999237060547,27.799999237060547,27.799999237060547,27.799999237060547,100
-2024-06-13,27.0,27.0,27.0,27.0,300
-2024-06-14,27.0,27.0,27.0,27.0,200
-2024-06-17,27.0,27.0,27.0,27.0,0
-2024-06-18,27.0,27.0,27.0,27.0,0
-2024-06-19,27.0,27.0,27.0,27.0,0
-2024-06-20,25.75,27.0,25.75,27.0,1000
-2024-06-21,26.780000686645508,26.780000686645508,26.75,26.75,700
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-2024-06-26,26.780000686645508,26.780000686645508,26.780000686645508,26.780000686645508,0
-2024-06-27,26.780000686645508,26.780000686645508,26.780000686645508,26.780000686645508,0
-2024-06-28,26.75,26.75,26.75,26.75,100
-2024-07-01,26.75,26.75,26.75,26.75,0
-2024-07-02,26.739999771118164,26.75,26.739999771118164,26.75,900
-2024-07-03,26.739999771118164,26.739999771118164,26.739999771118164,26.739999771118164,0
-2024-07-04,26.739999771118164,26.739999771118164,26.739999771118164,26.739999771118164,0
-2024-07-05,27.299999237060547,27.299999237060547,26.5,26.5,1500
-2024-07-08,27.299999237060547,27.299999237060547,27.299999237060547,27.299999237060547,200
-2024-07-09,27.299999237060547,27.299999237060547,27.299999237060547,27.299999237060547,0
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-2024-07-23,30.799999237060547,30.799999237060547,30.799999237060547,30.799999237060547,200
-2024-07-24,30.799999237060547,30.799999237060547,30.799999237060547,30.799999237060547,0
-2024-07-25,30.799999237060547,30.799999237060547,30.799999237060547,30.799999237060547,0
-2024-07-26,27.65999984741211,29.860000610351562,27.65999984741211,29.860000610351562,600
-2024-07-29,27.65999984741211,27.65999984741211,27.65999984741211,27.65999984741211,0
-2024-07-30,27.65999984741211,27.65999984741211,27.65999984741211,27.65999984741211,0
-2024-07-31,27.65999984741211,27.65999984741211,27.65999984741211,27.65999984741211,0
-2024-08-01,27.65999984741211,27.65999984741211,27.65999984741211,27.65999984741211,0
-2024-08-02,27.65999984741211,27.65999984741211,27.65999984741211,27.65999984741211,100
-2024-08-05,27.0,27.0,27.0,27.0,700
-2024-08-06,26.420000076293945,26.420000076293945,26.420000076293945,26.420000076293945,100
-2024-08-07,26.100000381469727,26.100000381469727,26.100000381469727,26.100000381469727,300
-2024-08-08,26.100000381469727,26.100000381469727,26.100000381469727,26.100000381469727,0
-2024-08-09,26.100000381469727,26.100000381469727,26.100000381469727,26.100000381469727,100
-2024-08-12,26.100000381469727,26.100000381469727,26.100000381469727,26.100000381469727,100
-2024-08-13,26.100000381469727,26.100000381469727,26.100000381469727,26.100000381469727,500
-2024-08-14,26.100000381469727,26.100000381469727,26.100000381469727,26.100000381469727,0
-2024-08-15,26.100000381469727,26.100000381469727,26.100000381469727,26.100000381469727,0
-2024-08-16,26.110000610351562,26.110000610351562,26.110000610351562,26.110000610351562,100
-2024-08-19,26.110000610351562,26.110000610351562,26.110000610351562,26.110000610351562,0
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-2024-08-22,26.110000610351562,26.110000610351562,26.110000610351562,26.110000610351562,0
-2024-08-23,26.110000610351562,26.110000610351562,26.110000610351562,26.110000610351562,0
-2024-08-26,26.110000610351562,26.110000610351562,26.110000610351562,26.110000610351562,100
-2024-08-27,26.110000610351562,26.110000610351562,26.110000610351562,26.110000610351562,0
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-2024-08-30,26.110000610351562,26.110000610351562,26.110000610351562,26.110000610351562,0
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diff --git a/factor-investing/dados_acoes/CEDO4.csv b/factor-investing/dados_acoes/CEDO4.csv
deleted file mode 100644
index 0f0f0a9..0000000
--- a/factor-investing/dados_acoes/CEDO4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CEDO4.SA,CEDO4.SA,CEDO4.SA,CEDO4.SA,CEDO4.SA
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diff --git a/factor-investing/dados_acoes/CEEB3.csv b/factor-investing/dados_acoes/CEEB3.csv
deleted file mode 100644
index 029d0aa..0000000
--- a/factor-investing/dados_acoes/CEEB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/CEEB5.csv b/factor-investing/dados_acoes/CEEB5.csv
deleted file mode 100644
index 21ecdd8..0000000
--- a/factor-investing/dados_acoes/CEEB5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/CEED3.csv b/factor-investing/dados_acoes/CEED3.csv
deleted file mode 100644
index 4f62cb2..0000000
--- a/factor-investing/dados_acoes/CEED3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CEED3.SA,CEED3.SA,CEED3.SA,CEED3.SA,CEED3.SA
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diff --git a/factor-investing/dados_acoes/CEED4.csv b/factor-investing/dados_acoes/CEED4.csv
deleted file mode 100644
index 75087cb..0000000
--- a/factor-investing/dados_acoes/CEED4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/CEGR3.csv b/factor-investing/dados_acoes/CEGR3.csv
deleted file mode 100644
index 47e2d6b..0000000
--- a/factor-investing/dados_acoes/CEGR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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deleted file mode 100644
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diff --git a/factor-investing/dados_acoes/CGAS5.csv b/factor-investing/dados_acoes/CGAS5.csv
deleted file mode 100644
index 17c3e95..0000000
--- a/factor-investing/dados_acoes/CGAS5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CGAS5.SA,CGAS5.SA,CGAS5.SA,CGAS5.SA,CGAS5.SA
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diff --git a/factor-investing/dados_acoes/CGRA3.csv b/factor-investing/dados_acoes/CGRA3.csv
deleted file mode 100644
index a93e60f..0000000
--- a/factor-investing/dados_acoes/CGRA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/CGRA4.csv b/factor-investing/dados_acoes/CGRA4.csv
deleted file mode 100644
index dc6fd7e..0000000
--- a/factor-investing/dados_acoes/CGRA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/CLSA3.csv b/factor-investing/dados_acoes/CLSA3.csv
deleted file mode 100644
index 598568c..0000000
--- a/factor-investing/dados_acoes/CLSA3.csv
+++ /dev/null
@@ -1,246 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CLSA3.SA,CLSA3.SA,CLSA3.SA,CLSA3.SA,CLSA3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/CLSC3.csv b/factor-investing/dados_acoes/CLSC3.csv
deleted file mode 100644
index 24e28aa..0000000
--- a/factor-investing/dados_acoes/CLSC3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/CLSC4.csv b/factor-investing/dados_acoes/CLSC4.csv
deleted file mode 100644
index 4bf927e..0000000
--- a/factor-investing/dados_acoes/CLSC4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/CMIG3.csv b/factor-investing/dados_acoes/CMIG3.csv
deleted file mode 100644
index 1c751ce..0000000
--- a/factor-investing/dados_acoes/CMIG3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/CMIG4.csv b/factor-investing/dados_acoes/CMIG4.csv
deleted file mode 100644
index 6811f98..0000000
--- a/factor-investing/dados_acoes/CMIG4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/CMIN3.csv b/factor-investing/dados_acoes/CMIN3.csv
deleted file mode 100644
index 19a5f44..0000000
--- a/factor-investing/dados_acoes/CMIN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CMIN3.SA,CMIN3.SA,CMIN3.SA,CMIN3.SA,CMIN3.SA
-Date,,,,,
-2024-04-11,4.86476993560791,4.941380413864024,4.855193854143131,4.903075174735967,8202600
-2024-04-12,4.855193614959717,4.970109326682747,4.816888377718707,4.912651470821232,8935700
-2024-04-15,4.845617294311523,4.912651690802211,4.778582897820836,4.874346451845952,10306900
-2024-04-16,4.72112512588501,4.759430365543083,4.6923964244586935,4.759430365543083,10924200
-2024-04-17,4.979685306549072,4.998837924780629,4.845616978928176,4.864769597159733,16995700
-2024-04-18,5.027567386627197,5.065872625423123,4.941380371019131,5.037143924643411,16186600
-2024-04-19,5.075448989868164,5.075448989868164,4.970109358464559,4.989261977207537,10260100
-2024-04-22,4.979685306549072,5.056296236109736,4.941380070085959,5.056296236109736,9536200
-2024-04-23,4.83604097366333,4.931804066316828,4.807311817550058,4.883922291672857,9075800
-2024-04-24,4.83604097366333,4.893498829255429,4.826464436080758,4.893498829255429,8935200
-2024-04-25,4.7402777671813965,4.83604132339474,4.7402777671813965,4.83604132339474,7495000
-2024-04-26,4.769006252288818,4.816888023637598,4.740277098152668,4.788158869501448,5143000
-2024-04-29,4.788158893585205,4.826464128203133,4.721124504686622,4.759429739304551,7962900
-2024-04-30,4.730701446533203,4.807311922325732,4.692396208636939,4.7881593033776,9109300
-2024-05-02,4.903074741363525,4.950956514358662,4.778582496883713,4.778582496883713,9645800
-2024-05-03,4.9605326652526855,4.9988379015376925,4.893498730071142,4.9605326652526855,8017100
-2024-05-06,4.89349889755249,5.065872466734552,4.89349889755249,4.970109372744518,7448800
-2024-05-07,4.912651062011719,4.9988376103146965,4.864769291127746,4.931803679038426,9343700
-2024-05-08,4.903074741363525,4.922227359234694,4.81688818926048,4.8647695056211875,8624500
-2024-05-09,4.86476993560791,4.903075174735967,4.816888615015074,4.874346473707159,9375700
-2024-05-10,4.855193614959717,5.065872419785272,4.797735759098202,4.998838026296281,15698800
-2024-05-13,5.266974925994873,5.295704081055812,4.93180388566754,4.93180388566754,23189800
-2024-05-14,5.132906913757324,5.334009641526688,5.056296437775559,5.2957044035358045,22602000
-2024-05-15,5.119877338409424,5.149644276178295,4.961121598653914,5.129799808708856,12258100
-2024-05-16,5.149644374847412,5.2290222462460765,5.090110971298413,5.169488842697079,11541200
-2024-05-17,5.2091779708862305,5.2786338474913155,5.1893335023032705,5.2091779708862305,9756800
-2024-05-20,5.338167190551758,5.407622593211747,5.169488973012735,5.219100380452252,11080700
-2024-05-21,5.467156410217285,5.536611812100117,5.367933596448485,5.367933596448485,10831800
-2024-05-22,5.3778557777404785,5.526689517256761,5.3580113106802685,5.506845050196551,8847100
-2024-05-23,5.248866558074951,5.3778558318283345,5.189333156295563,5.358011364568539,7654000
-2024-05-24,5.248866558074951,5.318322430048947,5.209177623555359,5.238944561009763,4529700
-2024-05-27,5.298478126525879,5.298478126525879,5.179410846158195,5.238944722906754,2937500
-2024-05-28,5.090110778808594,5.348088851098444,5.070266311709375,5.328244383999224,9366700
-2024-05-29,5.030577659606934,5.080188593572269,4.94127731608811,5.060344125360246,14049800
-2024-05-31,4.901588439941406,5.020655250677769,4.881743971485346,5.000810782221708,11183800
-2024-06-03,4.79244327545166,4.901588080521428,4.722987877513146,4.881743613520508,15225600
-2024-06-04,4.663454055786133,4.782521332259076,4.653532058738882,4.732909927634565,13082800
-2024-06-05,4.633687496185303,4.683298426659741,4.574154095738332,4.643609493028427,14727400
-2024-06-06,4.861899375915527,4.891665841256653,4.6237652875393405,4.673376693947131,11352900
-2024-06-07,4.832132339477539,4.8817437448795005,4.772598936872841,4.812287871942639,12529900
-2024-06-10,4.8519768714904785,4.93135474268493,4.752754532497414,4.842054874155888,8076900
-2024-06-11,4.911510467529297,4.911510467529297,4.70314331090641,4.762677189766764,14935400
-2024-06-12,4.79244327545166,4.990888418590276,4.762676811514987,4.951199011459022,7635800
-2024-06-13,4.951199054718018,4.951199054718018,4.772598850149293,4.812287784497898,5950600
-2024-06-14,4.842054843902588,4.961121649950332,4.822210376227964,4.961121649950332,4757200
-2024-06-17,4.822210311889648,4.861899246709363,4.762676909660075,4.782521377069933,4200500
-2024-06-18,5.010733127593994,5.040499592968295,4.812287974871096,4.822210445415488,9469700
-2024-06-19,5.030577659606934,5.060344125360246,4.871821440781309,4.990888723182888,7862600
-2024-06-20,5.109955310821533,5.199255177337722,5.020654971175922,5.060343905878544,10763500
-2024-06-21,5.149644374847412,5.159566372207528,5.040499565109531,5.070266503448748,16597800
-2024-06-24,5.139721870422363,5.139721870422363,5.000810596391876,5.100032934985081,9309300
-2024-06-25,5.050422191619873,5.139722063137361,5.030577723157159,5.139722063137361,7017200
-2024-06-26,5.129799842834473,5.129799842834473,5.0305775048272094,5.10995537523302,12623700
-2024-06-27,5.109955310821533,5.1694887128754665,5.060343905878544,5.139721775283789,10216500
-2024-06-28,5.149644374847412,5.179410840057194,5.10003296865853,5.10995543914808,10690800
-2024-07-01,5.407622337341309,5.457233742433382,5.219100133502049,5.248866598053753,15961700
-2024-07-02,5.3778557777404785,5.477078113041529,5.278633442439428,5.427466708826296,13354400
-2024-07-03,5.496922969818115,5.596145312153751,5.447311562085574,5.447311562085574,14759900
-2024-07-04,5.387777805328369,5.546534015841786,5.387777805328369,5.526689548668786,6552000
-2024-07-05,5.387777805328369,5.427466739674369,5.318322406787578,5.348088870982369,6465500
-2024-07-08,5.2389445304870605,5.348088863215341,5.1694886589177225,5.33816686620796,9787800
-2024-07-09,5.229022026062012,5.248866493076066,5.1893330920339045,5.238944496133746,5370400
-2024-07-10,5.2389445304870605,5.308399928926981,5.1694886589177225,5.2488665274944415,8413100
-2024-07-11,5.298478126525879,5.3183225943989205,5.209177784532474,5.248866720278557,6611600
-2024-07-12,5.437389373779297,5.457233841550668,5.278633631608332,5.308400096700672,6638800
-2024-07-15,5.496922969818115,5.496922969818115,5.367933688217065,5.437389564416734,5790600
-2024-07-16,5.3778557777404785,5.487000583136341,5.348088840585456,5.477078113041529,7678700
-2024-07-17,5.348089218139648,5.407622623523104,5.338167220473797,5.3778561573961,4537400
-2024-07-18,5.169488906860352,5.358011590336825,5.159566436247645,5.348089119724118,6310000
-2024-07-19,5.080188274383545,5.209177546222007,5.060343807418352,5.209177546222007,9599900
-2024-07-22,5.169488906860352,5.169488906860352,5.070266566380481,5.080188563863748,6800000
-2024-07-23,4.911510467529297,5.109955626428425,4.88174400122857,5.100033155575216,14815700
-2024-07-24,4.980966091156006,5.020655026294346,4.881743753310155,4.901588220879325,7726200
-2024-07-25,4.980966091156006,5.040499493863517,4.891665750530026,4.941277156017665,6438800
-2024-07-26,4.961121559143066,5.040499428388648,4.961121559143066,5.020654961077253,7563900
-2024-07-29,4.980966091156006,5.000810558725176,4.931354685668366,4.9710440939361344,4785100
-2024-07-30,4.931354522705078,4.961121459639858,4.8718211219649294,4.931354522705078,5282100
-2024-07-31,5.080188274383545,5.129799678361234,4.921432538662001,4.951199002545084,11867700
-2024-08-01,4.921432971954346,5.169489067423297,4.911510501033449,5.100033190365387,11315900
-2024-08-02,4.822210311889648,5.010732988848008,4.822210311889648,4.941277116348794,9606700
-2024-08-05,4.8122878074646,4.842054744932826,4.693221003850535,4.7527544056575675,8385900
-2024-08-06,4.802365779876709,4.861899181305418,4.742832378448,4.822210247019612,5792800
-2024-08-07,4.7825212478637695,4.881743582232435,4.7825212478637695,4.842054648484969,6534900
-2024-08-08,4.7825212478637695,4.8222101816112355,4.752754310988465,4.762676780990037,5957600
-2024-08-09,4.871821403503418,4.871821403503418,4.772599063202527,4.792443531262705,4733000
-2024-08-12,4.891665935516357,4.941277342880133,4.871821467196736,4.891665935516357,7479000
-2024-08-13,5.199255466461182,5.328244747982332,5.070266658069481,5.100033124187008,22598200
-2024-08-14,4.961121559143066,5.159566232257021,4.961121559143066,5.149644235166034,16667600
-2024-08-15,5.080188274383545,5.119877208313931,4.911510068614698,4.951199002545084,13477700
-2024-08-16,4.980966091156006,5.0901108993511555,4.980966091156006,5.080188429001857,9050300
-2024-08-19,5.229022026062012,5.2587889631478,5.020654885849741,5.030577355921475,13727400
-2024-08-20,5.219099998474121,5.298477866064244,5.149644127768058,5.229021995358181,10225800
-2024-08-21,5.417544841766357,5.506845182243312,5.278633569013982,5.387777903897564,17479500
-2024-08-22,5.358011722564697,5.467156536350808,5.338167253978991,5.457234065493229,8680500
-2024-08-23,5.506845474243164,5.566378880008077,5.318322786089547,5.358011723266155,8148800
-2024-08-26,5.526689529418945,5.69536726323722,5.516767059302297,5.586222930730586,16861900
-2024-08-27,5.645756721496582,5.7350570661888485,5.5465343791326465,5.606067784551008,12477000
-2024-08-28,5.5167670249938965,5.63583382687671,5.42746668701708,5.625911829951182,16083900
-2024-08-29,5.606067657470703,5.615989654917457,5.496922846779783,5.496922846779783,12610000
-2024-08-30,5.635834217071533,5.7846679662942035,5.556456343653961,5.556456343653961,16393500
-2024-09-02,5.665600776672363,5.695367240645401,5.506845040471057,5.52668950749622,9141200
-2024-09-03,5.546534061431885,5.635833927879681,5.526689594095772,5.625911930776336,10663800
-2024-09-04,5.695367336273193,5.754901211477698,5.556456064764667,5.576300532123028,11746000
-2024-09-05,5.883890151977539,5.9136570902841905,5.576300664079499,5.635834067563368,16172600
-2024-09-06,6.131946086883545,6.161713024464423,5.844201073829216,5.9136569460983175,23120400
-2024-09-09,5.8640456199646,6.11210170166367,5.824356684743103,6.092257234052921,20393200
-2024-09-10,5.893812656402588,5.953346060229349,5.784667846155474,5.85412372051808,14603900
-2024-09-11,6.062490940093994,6.112101873954608,5.913657192253267,5.913657192253267,17737400
-2024-09-12,6.260935306549072,6.32046870806189,6.122024036352498,6.151790500544197,23195300
-2024-09-13,6.588369369506836,6.588369369506836,6.2510134215549895,6.270857889081569,20756300
-2024-09-16,7.044792652130127,7.044792652130127,6.48914708380941,6.598291892643842,14959700
-2024-09-17,6.846347808837891,7.213470688657619,6.766969940025994,6.945570144852761,20723000
-2024-09-18,6.280779838562012,6.747125531587708,6.280779838562012,6.687591656330852,16474400
-2024-09-19,6.3601579666137695,6.568525119094888,6.3403134984312555,6.370080437269747,17124300
-2024-09-20,6.2907023429870605,6.370080212921503,6.191479532439583,6.350235745437892,11495700
-2024-09-23,6.280779838562012,6.449458047821118,5.9632683605490335,6.201401969058767,11193600
-2024-09-24,6.538758754730225,6.677670034160813,6.469302878450207,6.528836283920458,15532200
-2024-09-25,6.697514057159424,6.796736393009976,6.588369251159107,6.588369251159107,14421700
-2024-09-26,7.144014835357666,7.144014835357666,6.826503359288965,6.866192293797552,24346000
-2024-09-27,6.856269836425781,7.2333151880917965,6.856269836425781,7.193626253508997,11620700
-2024-09-30,6.846347808837891,7.124170349679527,6.74712547282302,7.094403885439775,9993900
-2024-10-01,7.064637184143066,7.173781993971324,6.895958970716514,6.975337315310342,14758600
-2024-10-02,7.282926559448242,7.342459961049117,7.144014815916783,7.144014815916783,13376300
-2024-10-03,7.144014835357666,7.332537510838168,7.084481433594784,7.273004109075286,13497500
-2024-10-04,6.2907023429870605,6.538758423096905,6.260935405196933,6.538758423096905,11918900
-2024-10-07,6.2311692237854,6.350236034099463,6.1914798138846,6.320469094956223,8774900
-2024-10-08,6.002957344055176,6.05256827633292,5.96326840898121,6.002957344055176,11401000
-2024-10-09,5.854123592376709,5.963268400234743,5.844201122058058,5.953345929916092,9106300
-2024-10-10,5.8342790603637695,5.943423393885654,5.804512122866352,5.903734459308711,5534900
-2024-10-11,5.893812656402588,5.893812656402588,5.7648233782132206,5.814434784633573,5598700
-2024-10-14,5.933501720428467,5.933501720428467,5.814434910203548,5.893812783686827,5313300
-2024-10-15,5.9037346839904785,5.943423620077886,5.854123750445938,5.923579152034182,4341000
-2024-10-16,5.8640456199646,6.062490769201513,5.8640456199646,5.953345960777682,9568600
-2024-10-17,5.893812656402588,5.92357912175125,5.735056912864558,5.804512314097728,8813700
-2024-10-18,5.883890151977539,6.032723897251929,5.844201216321626,5.953346025940103,6843200
-2024-10-21,5.953346252441406,5.993035189607326,5.88389037583632,5.913657315275486,6040800
-2024-10-22,5.913657188415527,5.923579185929435,5.834279315786504,5.8838902496149235,4998900
-2024-10-23,5.8045125007629395,5.873968377359152,5.8045125007629395,5.834279440198302,4519500
-2024-10-24,5.794590473175049,5.834279410131361,5.73505706774058,5.804512470849402,4724200
-2024-10-25,5.9037346839904785,5.933501622620754,5.814434814358529,5.814434814358529,6927000
-2024-10-28,6.012879371643066,6.052568306917587,5.943423498347941,6.002957374389151,5755300
-2024-10-29,5.963268280029297,6.052568145449953,5.923578872684163,6.002957214245015,7276400
-2024-10-30,6.022801876068115,6.062490811566963,5.963268472819843,5.963268472819843,5903000
-2024-10-31,6.161713123321533,6.171635120588064,5.983112914359108,6.0029573820216,7697400
-2024-11-01,6.131946086883545,6.221246426496758,5.993034815474764,6.201401959152646,11157200
-2024-11-04,6.251013278961182,6.310546680182885,6.092257069240559,6.231168811887281,9173800
-2024-11-05,6.161713123321533,6.290702399692444,6.161713123321533,6.270857932029952,4359300
-2024-11-06,6.122024059295654,6.171634990844218,5.9136569166551975,6.022801723069108,11368600
-2024-11-07,6.141868591308594,6.251013398873465,6.102179656399445,6.1716350559257425,9985400
-2024-11-08,5.8045125007629395,6.022802128277063,5.794590503037453,6.002957659696639,13064900
-2024-11-11,5.725134372711182,5.764823308113073,5.655678499193158,5.764823308113073,9266100
-2024-11-12,5.506845474243164,5.744979097302817,5.496923003384286,5.735057099573391,10128300
-2024-11-13,5.189333438873291,5.546534342129903,5.169488970532893,5.40762259061767,15301900
-2024-11-14,5.2389445304870605,5.377855800496319,5.159566188780924,5.159566188780924,9467200
-2024-11-18,5.2389445304870605,5.328244396071161,5.189333126061903,5.308399928926981,8254600
-2024-11-19,5.189333438873291,5.278633782969806,5.179410968138369,5.268711312234884,6860400
-2024-11-21,5.0702667236328125,5.179411064981019,5.060344252712364,5.169489067190025,6186800
-2024-11-22,5.149644374847412,5.149644374847412,5.060344032959198,5.090110971298413,5502300
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diff --git a/factor-investing/dados_acoes/COCE3.csv b/factor-investing/dados_acoes/COCE3.csv
deleted file mode 100644
index a9f7327..0000000
--- a/factor-investing/dados_acoes/COCE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/COCE5.csv b/factor-investing/dados_acoes/COCE5.csv
deleted file mode 100644
index 53cb458..0000000
--- a/factor-investing/dados_acoes/COCE5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,COCE5.SA,COCE5.SA,COCE5.SA,COCE5.SA,COCE5.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/COCE6.csv b/factor-investing/dados_acoes/COCE6.csv
deleted file mode 100644
index c6a69cc..0000000
--- a/factor-investing/dados_acoes/COCE6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/COGN3.csv b/factor-investing/dados_acoes/COGN3.csv
deleted file mode 100644
index b29c36e..0000000
--- a/factor-investing/dados_acoes/COGN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,COGN3.SA,COGN3.SA,COGN3.SA,COGN3.SA,COGN3.SA
-Date,,,,,
-2024-04-11,2.2899999618530273,2.3399999141693115,2.259999990463257,2.319999933242798,25538800
-2024-04-12,2.190000057220459,2.2899999618530273,2.190000057220459,2.2799999713897705,37635000
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-2024-04-25,2.1500000953674316,2.2300000190734863,2.0299999713897705,2.069999933242798,69269600
-2024-04-26,2.1700000762939453,2.2200000286102295,2.140000104904175,2.200000047683716,25299400
-2024-04-29,2.25,2.259999990463257,2.1500000953674316,2.1600000858306885,27519700
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-2024-06-11,1.8200000524520874,1.8300000429153442,1.7799999713897705,1.7899999618530273,25902300
-2024-06-12,1.690000057220459,1.8600000143051147,1.690000057220459,1.840000033378601,67491400
-2024-06-13,1.659999966621399,1.7100000381469727,1.6399999856948853,1.7000000476837158,57829800
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-2024-06-21,1.7400000095367432,1.7400000095367432,1.5800000429153442,1.6100000143051147,55915600
-2024-06-24,1.7799999713897705,1.7899999618530273,1.7200000286102295,1.75,33457400
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-2024-06-28,1.7699999809265137,1.8899999856948853,1.7699999809265137,1.8600000143051147,45202000
-2024-07-01,1.7899999618530273,1.840000033378601,1.7599999904632568,1.7799999713897705,37318800
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-2024-07-04,1.840000033378601,1.8600000143051147,1.7899999618530273,1.7999999523162842,22788800
-2024-07-05,1.8700000047683716,1.8700000047683716,1.7999999523162842,1.8300000429153442,30106100
-2024-07-08,1.840000033378601,1.8799999952316284,1.8300000429153442,1.8600000143051147,15206900
-2024-07-09,1.8799999952316284,1.8799999952316284,1.8200000524520874,1.840000033378601,19943900
-2024-07-10,1.850000023841858,1.9700000286102295,1.850000023841858,1.899999976158142,24561000
-2024-07-11,1.899999976158142,1.9199999570846558,1.850000023841858,1.8700000047683716,22407300
-2024-07-12,1.8899999856948853,1.909999966621399,1.8700000047683716,1.899999976158142,16091400
-2024-07-15,1.9299999475479126,1.9299999475479126,1.8600000143051147,1.8799999952316284,20365400
-2024-07-16,1.850000023841858,1.940000057220459,1.850000023841858,1.9199999570846558,24945800
-2024-07-17,1.809999942779541,1.8600000143051147,1.7999999523162842,1.850000023841858,18647200
-2024-07-18,1.7200000286102295,1.809999942779541,1.7100000381469727,1.7999999523162842,33771900
-2024-07-19,1.6699999570846558,1.75,1.6699999570846558,1.7400000095367432,32802900
-2024-07-22,1.690000057220459,1.7100000381469727,1.6699999570846558,1.6799999475479126,18322000
-2024-07-23,1.6399999856948853,1.690000057220459,1.6299999952316284,1.6799999475479126,27755100
-2024-07-24,1.5800000429153442,1.6399999856948853,1.5499999523162842,1.6299999952316284,32887100
-2024-07-25,1.5700000524520874,1.600000023841858,1.5499999523162842,1.559999942779541,38626500
-2024-07-26,1.5800000429153442,1.6299999952316284,1.5499999523162842,1.5800000429153442,29351700
-2024-07-29,1.559999942779541,1.6100000143051147,1.5399999618530273,1.5800000429153442,17593300
-2024-07-30,1.5099999904632568,1.559999942779541,1.5,1.5399999618530273,24438900
-2024-07-31,1.5199999809265137,1.5499999523162842,1.5099999904632568,1.5199999809265137,42303900
-2024-08-01,1.4600000381469727,1.559999942779541,1.4600000381469727,1.5299999713897705,40741900
-2024-08-02,1.5,1.5099999904632568,1.4600000381469727,1.4600000381469727,33405900
-2024-08-05,1.5,1.5299999713897705,1.4199999570846558,1.440000057220459,29992500
-2024-08-06,1.4600000381469727,1.5399999618530273,1.4500000476837158,1.5,33478000
-2024-08-07,1.5399999618530273,1.5700000524520874,1.4800000190734863,1.4800000190734863,31807300
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-2024-08-12,1.4800000190734863,1.559999942779541,1.4800000190734863,1.5299999713897705,53372000
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-2024-08-16,1.3300000429153442,1.4199999570846558,1.3200000524520874,1.409999966621399,65379900
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diff --git a/factor-investing/dados_acoes/CORR3.csv b/factor-investing/dados_acoes/CORR3.csv
deleted file mode 100644
index 98f58bb..0000000
--- a/factor-investing/dados_acoes/CORR3.csv
+++ /dev/null
@@ -1,85 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CORR3.SA,CORR3.SA,CORR3.SA,CORR3.SA,CORR3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/CORR4.csv b/factor-investing/dados_acoes/CORR4.csv
deleted file mode 100644
index 9a01da0..0000000
--- a/factor-investing/dados_acoes/CORR4.csv
+++ /dev/null
@@ -1,85 +0,0 @@
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diff --git a/factor-investing/dados_acoes/CPFE3.csv b/factor-investing/dados_acoes/CPFE3.csv
deleted file mode 100644
index a27ff0a..0000000
--- a/factor-investing/dados_acoes/CPFE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/CPLE3.csv b/factor-investing/dados_acoes/CPLE3.csv
deleted file mode 100644
index c4586d1..0000000
--- a/factor-investing/dados_acoes/CPLE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CPLE3.SA,CPLE3.SA,CPLE3.SA,CPLE3.SA,CPLE3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/CPLE5.csv b/factor-investing/dados_acoes/CPLE5.csv
deleted file mode 100644
index d81e3c1..0000000
--- a/factor-investing/dados_acoes/CPLE5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CPLE5.SA,CPLE5.SA,CPLE5.SA,CPLE5.SA,CPLE5.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/CPLE6.csv b/factor-investing/dados_acoes/CPLE6.csv
deleted file mode 100644
index 4fa64a3..0000000
--- a/factor-investing/dados_acoes/CPLE6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/CRFB3.csv b/factor-investing/dados_acoes/CRFB3.csv
deleted file mode 100644
index d052612..0000000
--- a/factor-investing/dados_acoes/CRFB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CRFB3.SA,CRFB3.SA,CRFB3.SA,CRFB3.SA,CRFB3.SA
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diff --git a/factor-investing/dados_acoes/CRIV3.csv b/factor-investing/dados_acoes/CRIV3.csv
deleted file mode 100644
index e53ae6d..0000000
--- a/factor-investing/dados_acoes/CRIV3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CRIV3.SA,CRIV3.SA,CRIV3.SA,CRIV3.SA,CRIV3.SA
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diff --git a/factor-investing/dados_acoes/CRIV4.csv b/factor-investing/dados_acoes/CRIV4.csv
deleted file mode 100644
index 8ad1ef5..0000000
--- a/factor-investing/dados_acoes/CRIV4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CRIV4.SA,CRIV4.SA,CRIV4.SA,CRIV4.SA,CRIV4.SA
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diff --git a/factor-investing/dados_acoes/CRPG3.csv b/factor-investing/dados_acoes/CRPG3.csv
deleted file mode 100644
index c4cb312..0000000
--- a/factor-investing/dados_acoes/CRPG3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CRPG3.SA,CRPG3.SA,CRPG3.SA,CRPG3.SA,CRPG3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/CRPG5.csv b/factor-investing/dados_acoes/CRPG5.csv
deleted file mode 100644
index 806b749..0000000
--- a/factor-investing/dados_acoes/CRPG5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CRPG5.SA,CRPG5.SA,CRPG5.SA,CRPG5.SA,CRPG5.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/CRPG6.csv b/factor-investing/dados_acoes/CRPG6.csv
deleted file mode 100644
index 7ce67bf..0000000
--- a/factor-investing/dados_acoes/CRPG6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CRPG6.SA,CRPG6.SA,CRPG6.SA,CRPG6.SA,CRPG6.SA
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diff --git a/factor-investing/dados_acoes/CSAN3.csv b/factor-investing/dados_acoes/CSAN3.csv
deleted file mode 100644
index 2ce073d..0000000
--- a/factor-investing/dados_acoes/CSAN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CSAN3.SA,CSAN3.SA,CSAN3.SA,CSAN3.SA,CSAN3.SA
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diff --git a/factor-investing/dados_acoes/CSED3.csv b/factor-investing/dados_acoes/CSED3.csv
deleted file mode 100644
index 43fe30c..0000000
--- a/factor-investing/dados_acoes/CSED3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CSED3.SA,CSED3.SA,CSED3.SA,CSED3.SA,CSED3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/CSMG3.csv b/factor-investing/dados_acoes/CSMG3.csv
deleted file mode 100644
index 34eccdb..0000000
--- a/factor-investing/dados_acoes/CSMG3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CSMG3.SA,CSMG3.SA,CSMG3.SA,CSMG3.SA,CSMG3.SA
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diff --git a/factor-investing/dados_acoes/CSNA3.csv b/factor-investing/dados_acoes/CSNA3.csv
deleted file mode 100644
index 2e781fe..0000000
--- a/factor-investing/dados_acoes/CSNA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/CSUD3.csv b/factor-investing/dados_acoes/CSUD3.csv
deleted file mode 100644
index 595de7a..0000000
--- a/factor-investing/dados_acoes/CSUD3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CSUD3.SA,CSUD3.SA,CSUD3.SA,CSUD3.SA,CSUD3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/CTKA3.csv b/factor-investing/dados_acoes/CTKA3.csv
deleted file mode 100644
index 71bf76f..0000000
--- a/factor-investing/dados_acoes/CTKA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CTKA3.SA,CTKA3.SA,CTKA3.SA,CTKA3.SA,CTKA3.SA
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diff --git a/factor-investing/dados_acoes/CTKA4.csv b/factor-investing/dados_acoes/CTKA4.csv
deleted file mode 100644
index 1b7ae80..0000000
--- a/factor-investing/dados_acoes/CTKA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CTKA4.SA,CTKA4.SA,CTKA4.SA,CTKA4.SA,CTKA4.SA
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diff --git a/factor-investing/dados_acoes/CTNM3.csv b/factor-investing/dados_acoes/CTNM3.csv
deleted file mode 100644
index 30c2316..0000000
--- a/factor-investing/dados_acoes/CTNM3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/CTNM4.csv b/factor-investing/dados_acoes/CTNM4.csv
deleted file mode 100644
index 2741342..0000000
--- a/factor-investing/dados_acoes/CTNM4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CTNM4.SA,CTNM4.SA,CTNM4.SA,CTNM4.SA,CTNM4.SA
-Date,,,,,
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-2024-04-26,1.059999942779541,1.0800000429153442,1.0499999523162842,1.059999942779541,50000
-2024-04-29,1.0399999618530273,1.100000023841858,1.0399999618530273,1.0700000524520874,77400
-2024-04-30,1.0299999713897705,1.0700000524520874,1.0199999809265137,1.059999942779541,54600
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-2024-05-03,1.1100000143051147,1.1299999952316284,1.0800000429153442,1.1299999952316284,46100
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-2024-05-08,1.090000033378601,1.1299999952316284,1.090000033378601,1.1299999952316284,31700
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diff --git a/factor-investing/dados_acoes/CTSA3.csv b/factor-investing/dados_acoes/CTSA3.csv
deleted file mode 100644
index a54d44e..0000000
--- a/factor-investing/dados_acoes/CTSA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CTSA3.SA,CTSA3.SA,CTSA3.SA,CTSA3.SA,CTSA3.SA
-Date,,,,,
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-2024-07-11,2.5199999809265137,2.740000009536743,2.5,2.6700000762939453,8900
-2024-07-12,2.4700000286102295,2.5199999809265137,2.4000000953674316,2.5199999809265137,3600
-2024-07-15,2.4800000190734863,2.490000009536743,2.430000066757202,2.450000047683716,6200
-2024-07-16,2.440000057220459,2.440000057220459,2.440000057220459,2.440000057220459,300
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-2024-07-18,2.359999895095825,2.4200000762939453,2.359999895095825,2.4200000762939453,900
-2024-07-19,2.3499999046325684,2.359999895095825,2.3499999046325684,2.359999895095825,400
-2024-07-22,2.309999942779541,2.3499999046325684,2.309999942779541,2.3499999046325684,4400
-2024-07-23,2.319999933242798,2.3499999046325684,2.309999942779541,2.3299999237060547,1000
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-2024-07-25,2.4000000953674316,2.5299999713897705,2.380000114440918,2.380000114440918,4400
-2024-07-26,3.0899999141693115,3.369999885559082,2.4000000953674316,2.4000000953674316,108700
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-2024-07-30,3.049999952316284,3.059999942779541,2.799999952316284,2.799999952316284,43100
-2024-07-31,3.0399999618530273,3.119999885559082,2.9000000953674316,3.059999942779541,12500
-2024-08-01,3.049999952316284,3.5,2.940000057220459,3.0299999713897705,38800
-2024-08-02,3.0799999237060547,3.0999999046325684,2.8399999141693115,3.0,17000
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-2024-08-06,2.890000104904175,3.069999933242798,2.7799999713897705,2.9100000858306885,15200
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-2024-08-08,2.8399999141693115,2.9000000953674316,2.8399999141693115,2.859999895095825,1900
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-2024-08-12,2.940000057220459,2.940000057220459,2.8399999141693115,2.9000000953674316,2900
-2024-08-13,3.0,3.0,2.930000066757202,2.930000066757202,6100
-2024-08-14,2.8499999046325684,2.880000114440918,2.8499999046325684,2.8499999046325684,2300
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-2024-12-05,1.7300000190734863,1.7300000190734863,1.7300000190734863,1.7300000190734863,300
-2024-12-06,1.7200000286102295,1.7200000286102295,1.7200000286102295,1.7200000286102295,900
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-2024-12-11,1.649999976158142,1.649999976158142,1.649999976158142,1.649999976158142,100
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-2024-12-13,1.5499999523162842,1.5499999523162842,1.5499999523162842,1.5499999523162842,1700
-2024-12-16,1.5499999523162842,1.5499999523162842,1.5499999523162842,1.5499999523162842,300
-2024-12-17,1.5499999523162842,1.5499999523162842,1.5499999523162842,1.5499999523162842,500
-2024-12-18,1.5299999713897705,1.5299999713897705,1.5299999713897705,1.5299999713897705,100
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-2024-12-23,1.5099999904632568,1.5099999904632568,1.5099999904632568,1.5099999904632568,1000
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-2024-12-27,1.649999976158142,1.649999976158142,1.649999976158142,1.649999976158142,6000
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-2025-01-02,1.5099999904632568,1.5099999904632568,1.5099999904632568,1.5099999904632568,6200
-2025-01-03,1.5199999809265137,1.5199999809265137,1.5199999809265137,1.5199999809265137,200
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-2025-01-08,1.5800000429153442,1.5800000429153442,1.5800000429153442,1.5800000429153442,100
-2025-01-09,1.5700000524520874,1.5700000524520874,1.5700000524520874,1.5700000524520874,400
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-2025-02-11,1.3200000524520874,1.3200000524520874,1.3200000524520874,1.3200000524520874,1100
-2025-02-12,1.2899999618530273,1.2899999618530273,1.2899999618530273,1.2899999618530273,3100
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-2025-04-08,1.25,1.25,1.25,1.25,400
-2025-04-09,1.25,1.25,1.25,1.25,0
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diff --git a/factor-investing/dados_acoes/CTSA4.csv b/factor-investing/dados_acoes/CTSA4.csv
deleted file mode 100644
index 0e93fd2..0000000
--- a/factor-investing/dados_acoes/CTSA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CTSA4.SA,CTSA4.SA,CTSA4.SA,CTSA4.SA,CTSA4.SA
-Date,,,,,
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-2024-04-12,1.4600000381469727,1.5,1.4600000381469727,1.5,19000
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-2024-04-26,1.25,1.2699999809265137,1.2300000190734863,1.2400000095367432,21500
-2024-04-29,1.3700000047683716,1.4900000095367432,1.2300000190734863,1.2300000190734863,93400
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-2024-05-02,1.5499999523162842,1.7100000381469727,1.5,1.5800000429153442,95400
-2024-05-03,1.5499999523162842,1.6699999570846558,1.5099999904632568,1.5700000524520874,30600
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diff --git a/factor-investing/dados_acoes/CURY3.csv b/factor-investing/dados_acoes/CURY3.csv
deleted file mode 100644
index bfd3827..0000000
--- a/factor-investing/dados_acoes/CURY3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CURY3.SA,CURY3.SA,CURY3.SA,CURY3.SA,CURY3.SA
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diff --git a/factor-investing/dados_acoes/CVCB3.csv b/factor-investing/dados_acoes/CVCB3.csv
deleted file mode 100644
index 8563b37..0000000
--- a/factor-investing/dados_acoes/CVCB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/CXSE3.csv b/factor-investing/dados_acoes/CXSE3.csv
deleted file mode 100644
index 0a62b22..0000000
--- a/factor-investing/dados_acoes/CXSE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CXSE3.SA,CXSE3.SA,CXSE3.SA,CXSE3.SA,CXSE3.SA
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diff --git a/factor-investing/dados_acoes/CYRE3.csv b/factor-investing/dados_acoes/CYRE3.csv
deleted file mode 100644
index 3b1e942..0000000
--- a/factor-investing/dados_acoes/CYRE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,CYRE3.SA,CYRE3.SA,CYRE3.SA,CYRE3.SA,CYRE3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/DASA3.csv b/factor-investing/dados_acoes/DASA3.csv
deleted file mode 100644
index 2b803dd..0000000
--- a/factor-investing/dados_acoes/DASA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,DASA3.SA,DASA3.SA,DASA3.SA,DASA3.SA,DASA3.SA
-Date,,,,,
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-2024-07-05,3.180000066757202,3.200000047683716,2.890000104904175,2.990000009536743,1607200
-2024-07-08,3.369999885559082,3.5,3.1500000953674316,3.200000047683716,1618800
-2024-07-09,3.5,3.5299999713897705,3.299999952316284,3.359999895095825,1212900
-2024-07-10,3.450000047683716,3.690000057220459,3.450000047683716,3.5199999809265137,1644900
-2024-07-11,3.309999942779541,3.559999942779541,3.309999942779541,3.4800000190734863,1694100
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-2024-07-16,3.8499999046325684,4.050000190734863,3.640000104904175,3.640000104904175,2112800
-2024-07-17,3.700000047683716,3.950000047683716,3.700000047683716,3.8499999046325684,1385600
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diff --git a/factor-investing/dados_acoes/DESK3.csv b/factor-investing/dados_acoes/DESK3.csv
deleted file mode 100644
index 5d57a42..0000000
--- a/factor-investing/dados_acoes/DESK3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/DEXP3.csv b/factor-investing/dados_acoes/DEXP3.csv
deleted file mode 100644
index ccab96e..0000000
--- a/factor-investing/dados_acoes/DEXP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,DEXP3.SA,DEXP3.SA,DEXP3.SA,DEXP3.SA,DEXP3.SA
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diff --git a/factor-investing/dados_acoes/DEXP4.csv b/factor-investing/dados_acoes/DEXP4.csv
deleted file mode 100644
index 6fcdece..0000000
--- a/factor-investing/dados_acoes/DEXP4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,DEXP4.SA,DEXP4.SA,DEXP4.SA,DEXP4.SA,DEXP4.SA
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diff --git a/factor-investing/dados_acoes/DIRR3.csv b/factor-investing/dados_acoes/DIRR3.csv
deleted file mode 100644
index d505bcc..0000000
--- a/factor-investing/dados_acoes/DIRR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/DMFN3.csv b/factor-investing/dados_acoes/DMFN3.csv
deleted file mode 100644
index efdd4c2..0000000
--- a/factor-investing/dados_acoes/DMFN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,DMFN3.SA,DMFN3.SA,DMFN3.SA,DMFN3.SA,DMFN3.SA
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-2025-03-18,12.5,12.5,12.5,12.5,0
-2025-03-19,12.5,12.5,12.5,12.5,0
-2025-03-20,12.5,12.5,12.5,12.5,0
-2025-03-21,12.5,12.5,12.5,12.5,0
-2025-03-24,12.5,12.5,12.5,12.5,0
-2025-03-25,12.5,12.5,12.5,12.5,0
-2025-03-26,12.5,12.5,12.5,12.5,0
-2025-03-27,12.5,12.5,12.5,12.5,0
-2025-03-28,12.5,12.5,12.5,12.5,0
-2025-03-31,12.5,12.5,12.5,12.5,0
-2025-04-01,12.5,12.5,12.5,12.5,0
-2025-04-02,12.5,12.5,12.5,12.5,0
-2025-04-03,12.5,12.5,12.5,12.5,0
-2025-04-04,12.5,12.5,12.5,12.5,0
-2025-04-07,12.5,12.5,12.5,12.5,0
-2025-04-08,12.5,12.5,12.5,12.5,0
-2025-04-09,12.5,12.5,12.5,12.5,0
-2025-04-10,12.5,12.5,12.5,12.5,0
-2025-04-11,12.5,12.5,12.5,12.5,0
diff --git a/factor-investing/dados_acoes/DMVF3.csv b/factor-investing/dados_acoes/DMVF3.csv
deleted file mode 100644
index cc74d95..0000000
--- a/factor-investing/dados_acoes/DMVF3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,DMVF3.SA,DMVF3.SA,DMVF3.SA,DMVF3.SA,DMVF3.SA
-Date,,,,,
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-2024-04-22,7.829999923706055,8.329999923706055,7.71999979019165,8.1899995803833,237700
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-2024-04-24,7.75,8.09000015258789,7.75,8.069999694824219,150500
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-2024-04-26,7.070000171661377,7.400000095367432,6.949999809265137,6.960000038146973,133100
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-2024-12-10,5.980000019073486,5.980000019073486,5.78000020980835,5.840000152587891,164400
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diff --git a/factor-investing/dados_acoes/DOHL3.csv b/factor-investing/dados_acoes/DOHL3.csv
deleted file mode 100644
index 6bad8c4..0000000
--- a/factor-investing/dados_acoes/DOHL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,DOHL3.SA,DOHL3.SA,DOHL3.SA,DOHL3.SA,DOHL3.SA
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-2024-10-25,9.989999771118164,9.989999771118164,9.989999771118164,9.989999771118164,100
-2024-10-28,8.0,8.0,8.0,8.0,200
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-2025-01-23,7.5,7.5,7.5,7.5,100
-2025-01-24,7.019999980926514,7.5,7.019999980926514,7.5,200
-2025-01-27,6.400000095367432,6.699999809265137,6.400000095367432,6.699999809265137,500
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-2025-02-06,5.78000020980835,6.050000190734863,5.599999904632568,6.050000190734863,300
-2025-02-07,5.78000020980835,5.78000020980835,5.78000020980835,5.78000020980835,0
-2025-02-10,5.78000020980835,5.78000020980835,5.78000020980835,5.78000020980835,0
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-2025-02-18,6.0,6.0,6.0,6.0,100
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-2025-03-20,5.510000228881836,5.510000228881836,5.510000228881836,5.510000228881836,200
-2025-03-21,5.510000228881836,5.510000228881836,5.510000228881836,5.510000228881836,0
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diff --git a/factor-investing/dados_acoes/DOHL4.csv b/factor-investing/dados_acoes/DOHL4.csv
deleted file mode 100644
index 4451185..0000000
--- a/factor-investing/dados_acoes/DOHL4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,DOHL4.SA,DOHL4.SA,DOHL4.SA,DOHL4.SA,DOHL4.SA
-Date,,,,,
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-2024-04-25,4.539999961853027,4.539999961853027,4.269999980926514,4.409999847412109,2400
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-2024-04-29,4.539999961853027,4.539999961853027,4.539999961853027,4.539999961853027,0
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-2024-05-03,4.570000171661377,4.570000171661377,4.570000171661377,4.570000171661377,100
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-2024-05-07,4.570000171661377,4.570000171661377,4.570000171661377,4.570000171661377,0
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-2024-05-09,4.539999961853027,4.539999961853027,4.289999961853027,4.380000114440918,1600
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-2024-05-14,4.269999980926514,4.5,4.269999980926514,4.5,1000
-2024-05-15,4.510000228881836,4.510000228881836,4.380000114440918,4.380000114440918,200
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-2024-05-22,4.230000019073486,4.400000095367432,4.119999885559082,4.21999979019165,8800
-2024-05-23,4.360000133514404,4.489999771118164,4.360000133514404,4.489999771118164,600
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-2025-02-13,4.119999885559082,4.119999885559082,3.9100000858306885,4.119999885559082,400
-2025-02-14,4.119999885559082,4.119999885559082,4.119999885559082,4.119999885559082,100
-2025-02-17,4.119999885559082,4.119999885559082,4.119999885559082,4.119999885559082,0
-2025-02-18,4.119999885559082,4.119999885559082,4.0,4.0,1300
-2025-02-19,4.070000171661377,4.090000152587891,4.010000228881836,4.010000228881836,400
-2025-02-20,4.099999904632568,4.119999885559082,3.9100000858306885,4.119999885559082,300
-2025-02-21,4.099999904632568,4.099999904632568,4.099999904632568,4.099999904632568,0
-2025-02-24,4.099999904632568,4.099999904632568,4.099999904632568,4.099999904632568,0
-2025-02-25,4.099999904632568,4.099999904632568,4.099999904632568,4.099999904632568,0
-2025-02-26,4.099999904632568,4.099999904632568,4.03000020980835,4.039999961853027,1600
-2025-02-27,3.9100000858306885,3.9100000858306885,3.9100000858306885,3.9100000858306885,200
-2025-02-28,4.090000152587891,4.090000152587891,4.090000152587891,4.090000152587891,100
-2025-03-05,4.090000152587891,4.090000152587891,4.090000152587891,4.090000152587891,0
-2025-03-06,4.0,4.0,3.869999885559082,4.0,1700
-2025-03-07,4.0,4.0,3.990000009536743,3.990000009536743,500
-2025-03-10,4.0,4.0,3.859999895095825,4.0,1500
-2025-03-11,3.950000047683716,4.0,3.9000000953674316,3.9800000190734863,1100
-2025-03-12,3.990000009536743,3.990000009536743,3.740000009536743,3.940000057220459,500
-2025-03-13,3.990000009536743,3.990000009536743,3.990000009536743,3.990000009536743,0
-2025-03-14,3.990000009536743,3.990000009536743,3.990000009536743,3.990000009536743,0
-2025-03-17,3.990000009536743,3.990000009536743,3.990000009536743,3.990000009536743,300
-2025-03-18,3.990000009536743,3.990000009536743,3.990000009536743,3.990000009536743,0
-2025-03-19,3.990000009536743,3.990000009536743,3.9800000190734863,3.9800000190734863,300
-2025-03-20,4.090000152587891,4.090000152587891,3.950000047683716,3.950000047683716,1600
-2025-03-21,4.090000152587891,4.090000152587891,4.090000152587891,4.090000152587891,0
-2025-03-24,4.090000152587891,4.090000152587891,4.090000152587891,4.090000152587891,0
-2025-03-25,4.090000152587891,4.090000152587891,4.090000152587891,4.090000152587891,0
-2025-03-26,4.0,4.0,4.0,4.0,200
-2025-03-27,4.0,4.0,4.0,4.0,0
-2025-03-28,3.940000057220459,3.940000057220459,3.5,3.809999942779541,2300
-2025-03-31,3.940000057220459,3.940000057220459,3.940000057220459,3.940000057220459,0
-2025-04-01,3.940000057220459,3.940000057220459,3.940000057220459,3.940000057220459,0
-2025-04-02,3.940000057220459,3.940000057220459,3.940000057220459,3.940000057220459,0
-2025-04-03,3.940000057220459,3.940000057220459,3.940000057220459,3.940000057220459,0
-2025-04-04,3.940000057220459,3.940000057220459,3.940000057220459,3.940000057220459,0
-2025-04-07,3.930000066757202,3.940000057220459,3.6600000858306885,3.6600000858306885,600
-2025-04-08,3.869999885559082,3.880000114440918,3.609999895095825,3.609999895095825,400
-2025-04-09,3.869999885559082,3.869999885559082,3.869999885559082,3.869999885559082,0
-2025-04-10,3.869999885559082,3.869999885559082,3.869999885559082,3.869999885559082,0
-2025-04-11,3.9000000953674316,3.9000000953674316,3.8499999046325684,3.8499999046325684,1800
diff --git a/factor-investing/dados_acoes/DOTZ3.csv b/factor-investing/dados_acoes/DOTZ3.csv
deleted file mode 100644
index c560c60..0000000
--- a/factor-investing/dados_acoes/DOTZ3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,DOTZ3.SA,DOTZ3.SA,DOTZ3.SA,DOTZ3.SA,DOTZ3.SA
-Date,,,,,
-2024-04-11,5.880000114440918,6.019999980926514,5.230000019073486,5.53000020980835,22100
-2024-04-12,5.599999904632568,6.050000190734863,5.389999866485596,5.960000038146973,31600
-2024-04-15,5.21999979019165,5.650000095367432,5.21999979019165,5.650000095367432,10900
-2024-04-16,5.369999885559082,5.570000171661377,5.25,5.349999904632568,24300
-2024-04-17,5.260000228881836,5.760000228881836,5.25,5.46999979019165,20400
-2024-04-18,5.539999961853027,5.539999961853027,5.230000019073486,5.260000228881836,22400
-2024-04-19,5.449999809265137,5.679999828338623,5.449999809265137,5.46999979019165,17400
-2024-04-22,5.46999979019165,5.980000019073486,5.329999923706055,5.599999904632568,24500
-2024-04-23,5.519999980926514,5.739999771118164,5.510000228881836,5.510000228881836,16500
-2024-04-24,5.429999828338623,5.690000057220459,5.429999828338623,5.550000190734863,23400
-2024-04-25,6.340000152587891,6.389999866485596,5.369999885559082,5.369999885559082,53600
-2024-04-26,7.369999885559082,8.0,6.570000171661377,6.570000171661377,76700
-2024-04-29,7.599999904632568,7.650000095367432,6.800000190734863,7.28000020980835,23900
-2024-04-30,7.510000228881836,8.029999732971191,6.960000038146973,7.119999885559082,39500
-2024-05-02,8.75,8.75,7.199999809265137,7.53000020980835,54000
-2024-05-03,8.600000381469727,9.109999656677246,8.529999732971191,9.109999656677246,12200
-2024-05-06,8.800000190734863,9.09000015258789,8.390000343322754,8.489999771118164,16500
-2024-05-07,8.880000114440918,8.979999542236328,8.5600004196167,8.5600004196167,11200
-2024-05-08,8.789999961853027,8.899999618530273,8.380000114440918,8.899999618530273,10200
-2024-05-09,8.829999923706055,8.829999923706055,8.350000381469727,8.6899995803833,13800
-2024-05-10,8.100000381469727,8.789999961853027,8.020000457763672,8.600000381469727,19400
-2024-05-13,8.199999809265137,8.380000114440918,8.050000190734863,8.050000190734863,7700
-2024-05-14,8.65999984741211,8.869999885559082,8.100000381469727,8.210000038146973,15000
-2024-05-15,8.670000076293945,8.819999694824219,8.5,8.5,11100
-2024-05-16,8.279999732971191,8.84000015258789,8.220000267028809,8.699999809265137,11100
-2024-05-17,8.75,8.800000190734863,8.289999961853027,8.289999961853027,13200
-2024-05-20,8.770000457763672,8.8100004196167,8.399999618530273,8.8100004196167,12900
-2024-05-21,8.550000190734863,8.75,8.399999618530273,8.75,8900
-2024-05-22,8.449999809265137,8.699999809265137,8.449999809265137,8.449999809265137,7900
-2024-05-23,8.289999961853027,8.710000038146973,8.279999732971191,8.449999809265137,12800
-2024-05-24,8.369999885559082,8.680000305175781,8.319999694824219,8.449999809265137,11400
-2024-05-27,8.4399995803833,8.65999984741211,8.380000114440918,8.5,9000
-2024-05-28,8.359999656677246,8.6899995803833,8.350000381469727,8.350000381469727,7000
-2024-05-29,8.300000190734863,8.529999732971191,8.170000076293945,8.359999656677246,12600
-2024-05-31,8.170000076293945,8.649999618530273,8.170000076293945,8.380000114440918,20300
-2024-06-03,8.1899995803833,8.630000114440918,8.170000076293945,8.170000076293945,9200
-2024-06-04,7.880000114440918,8.479999542236328,7.880000114440918,8.15999984741211,13700
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-2024-06-07,8.0,8.180000305175781,7.929999828338623,7.929999828338623,7000
-2024-06-10,8.119999885559082,8.3100004196167,7.949999809265137,8.0,14300
-2024-06-11,8.050000190734863,8.260000228881836,8.050000190734863,8.109999656677246,9300
-2024-06-12,8.0,8.130000114440918,7.949999809265137,8.069999694824219,13500
-2024-06-13,7.75,8.199999809265137,7.550000190734863,8.0,43600
-2024-06-14,7.579999923706055,7.789999961853027,7.46999979019165,7.789999961853027,7400
-2024-06-17,6.849999904632568,7.579999923706055,6.710000038146973,7.579999923706055,12300
-2024-06-18,6.920000076293945,6.96999979019165,6.789999961853027,6.829999923706055,6300
-2024-06-19,6.670000076293945,7.079999923706055,6.559999942779541,6.920000076293945,7200
-2024-06-20,7.090000152587891,7.409999847412109,6.579999923706055,6.860000133514404,19300
-2024-06-21,6.920000076293945,7.190000057220459,6.849999904632568,7.190000057220459,9400
-2024-06-24,6.840000152587891,7.369999885559082,6.699999809265137,7.099999904632568,6400
-2024-06-25,6.840000152587891,7.25,6.840000152587891,6.840000152587891,9300
-2024-06-26,6.989999771118164,7.199999809265137,6.840000152587891,6.840000152587891,10200
-2024-06-27,6.800000190734863,7.380000114440918,6.730000019073486,6.900000095367432,15100
-2024-06-28,6.320000171661377,6.829999923706055,6.320000171661377,6.679999828338623,10600
-2024-07-01,6.599999904632568,6.639999866485596,6.309999942779541,6.309999942779541,5900
-2024-07-02,6.400000095367432,6.599999904632568,6.400000095367432,6.449999809265137,9300
-2024-07-03,6.340000152587891,6.820000171661377,6.260000228881836,6.360000133514404,31500
-2024-07-04,6.400000095367432,6.550000190734863,6.260000228881836,6.260000228881836,7500
-2024-07-05,6.550000190734863,6.550000190734863,6.309999942779541,6.369999885559082,5000
-2024-07-08,6.460000038146973,6.559999942779541,6.380000114440918,6.380000114440918,5400
-2024-07-09,6.389999866485596,6.590000152587891,6.309999942779541,6.440000057220459,8900
-2024-07-10,6.489999771118164,6.739999771118164,6.360000133514404,6.360000133514404,16500
-2024-07-11,6.630000114440918,6.820000171661377,6.429999828338623,6.429999828338623,9100
-2024-07-12,6.539999961853027,6.820000171661377,6.440000057220459,6.440000057220459,8400
-2024-07-15,6.679999828338623,6.769999980926514,6.369999885559082,6.539999961853027,13100
-2024-07-16,6.579999923706055,6.769999980926514,6.400000095367432,6.550000190734863,10400
-2024-07-17,6.519999980926514,6.769999980926514,6.460000038146973,6.579999923706055,6400
-2024-07-18,6.409999847412109,6.679999828338623,6.409999847412109,6.539999961853027,14500
-2024-07-19,6.650000095367432,6.659999847412109,6.369999885559082,6.369999885559082,8900
-2024-07-22,6.460000038146973,6.679999828338623,6.409999847412109,6.670000076293945,6800
-2024-07-23,6.579999923706055,6.650000095367432,6.409999847412109,6.409999847412109,8900
-2024-07-24,6.449999809265137,6.730000019073486,6.449999809265137,6.679999828338623,18400
-2024-07-25,6.46999979019165,6.710000038146973,6.46999979019165,6.46999979019165,6100
-2024-07-26,6.670000076293945,6.690000057220459,6.440000057220459,6.480000019073486,7700
-2024-07-29,6.539999961853027,6.710000038146973,6.440000057220459,6.710000038146973,7200
-2024-07-30,6.659999847412109,6.670000076293945,6.460000038146973,6.460000038146973,6300
-2024-07-31,6.670000076293945,6.739999771118164,6.46999979019165,6.739999771118164,5000
-2024-08-01,6.570000171661377,6.769999980926514,6.489999771118164,6.769999980926514,6100
-2024-08-02,6.579999923706055,6.769999980926514,6.53000020980835,6.53000020980835,6800
-2024-08-05,6.610000133514404,6.71999979019165,6.559999942779541,6.579999923706055,4600
-2024-08-06,6.409999847412109,6.789999961853027,6.409999847412109,6.480000019073486,15800
-2024-08-07,6.099999904632568,6.590000152587891,6.099999904632568,6.590000152587891,11800
-2024-08-08,6.300000190734863,6.550000190734863,6.110000133514404,6.110000133514404,7400
-2024-08-09,6.5,6.539999961853027,6.170000076293945,6.380000114440918,13900
-2024-08-12,6.0,6.519999980926514,6.0,6.309999942779541,27600
-2024-08-13,5.869999885559082,5.96999979019165,5.849999904632568,5.949999809265137,8300
-2024-08-14,5.510000228881836,5.869999885559082,5.300000190734863,5.869999885559082,13400
-2024-08-15,6.849999904632568,6.96999979019165,5.590000152587891,5.590000152587891,34200
-2024-08-16,7.610000133514404,8.460000038146973,6.239999771118164,6.579999923706055,72000
-2024-08-19,8.390000343322754,8.800000190734863,7.059999942779541,7.820000171661377,33300
-2024-08-20,8.329999923706055,8.739999771118164,8.300000190734863,8.300000190734863,13100
-2024-08-21,8.800000190734863,8.899999618530273,8.260000228881836,8.329999923706055,26400
-2024-08-22,8.520000457763672,8.9399995803833,8.449999809265137,8.800000190734863,22700
-2024-08-23,8.010000228881836,8.539999961853027,7.96999979019165,8.539999961853027,9300
-2024-08-26,7.590000152587891,8.300000190734863,7.590000152587891,8.180000305175781,10800
-2024-08-27,8.180000305175781,8.180000305175781,7.800000190734863,7.800000190734863,11100
-2024-08-28,8.699999809265137,9.069999694824219,8.25,8.329999923706055,393000
-2024-08-29,9.0,9.0,7.769999980926514,8.600000381469727,196800
-2024-08-30,8.8100004196167,9.449999809265137,8.600000381469727,8.899999618530273,91300
-2024-09-02,8.5,8.789999961853027,8.5,8.760000228881836,22700
-2024-09-03,7.900000095367432,8.739999771118164,7.889999866485596,8.739999771118164,41000
-2024-09-04,7.650000095367432,8.479999542236328,7.639999866485596,7.900000095367432,30100
-2024-09-05,7.639999866485596,8.180000305175781,7.400000095367432,7.800000190734863,28800
-2024-09-06,8.010000228881836,8.369999885559082,7.230000019073486,7.800000190734863,69600
-2024-09-09,7.550000190734863,8.1899995803833,7.369999885559082,7.619999885559082,76400
-2024-09-10,6.840000152587891,7.659999847412109,6.739999771118164,7.619999885559082,60600
-2024-09-11,6.610000133514404,7.0,6.460000038146973,6.800000190734863,37300
-2024-09-12,6.380000114440918,6.570000171661377,6.320000171661377,6.559999942779541,24800
-2024-09-13,6.300000190734863,6.53000020980835,6.099999904632568,6.53000020980835,34700
-2024-09-16,6.230000019073486,6.420000076293945,6.130000114440918,6.309999942779541,27600
-2024-09-17,6.579999923706055,6.730000019073486,6.130000114440918,6.150000095367432,31300
-2024-09-18,5.869999885559082,6.739999771118164,5.699999809265137,6.659999847412109,98600
-2024-09-19,5.610000133514404,5.889999866485596,5.599999904632568,5.71999979019165,36400
-2024-09-20,5.400000095367432,5.75,5.400000095367432,5.559999942779541,30300
-2024-09-23,5.260000228881836,5.590000152587891,5.199999809265137,5.400000095367432,281700
-2024-09-24,5.619999885559082,5.71999979019165,5.289999961853027,5.449999809265137,20600
-2024-09-25,5.449999809265137,5.699999809265137,5.409999847412109,5.460000038146973,13900
-2024-09-26,5.150000095367432,5.590000152587891,5.119999885559082,5.460000038146973,38500
-2024-09-27,5.03000020980835,5.380000114440918,4.909999847412109,5.199999809265137,35300
-2024-09-30,4.960000038146973,5.230000019073486,4.909999847412109,4.909999847412109,35600
-2024-10-01,4.800000190734863,5.050000190734863,4.789999961853027,4.900000095367432,16400
-2024-10-02,4.809999942779541,4.929999828338623,4.800000190734863,4.809999942779541,11000
-2024-10-03,4.889999866485596,4.980000019073486,4.550000190734863,4.949999809265137,56600
-2024-10-04,5.5,6.380000114440918,4.980000019073486,4.980000019073486,130100
-2024-10-07,5.550000190734863,6.119999885559082,5.449999809265137,5.739999771118164,39600
-2024-10-08,5.760000228881836,5.820000171661377,5.25,5.46999979019165,43500
-2024-10-09,6.380000114440918,6.96999979019165,5.769999980926514,5.800000190734863,117300
-2024-10-10,5.880000114440918,6.960000038146973,5.860000133514404,6.900000095367432,135200
-2024-10-11,5.679999828338623,6.210000038146973,5.610000133514404,5.880000114440918,46900
-2024-10-14,5.96999979019165,6.230000019073486,5.800000190734863,5.840000152587891,54200
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-2024-10-16,5.679999828338623,5.900000095367432,5.659999847412109,5.900000095367432,17900
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diff --git a/factor-investing/dados_acoes/DTCY3.csv b/factor-investing/dados_acoes/DTCY3.csv
deleted file mode 100644
index 00549d3..0000000
--- a/factor-investing/dados_acoes/DTCY3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,DTCY3.SA,DTCY3.SA,DTCY3.SA,DTCY3.SA,DTCY3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/DXCO3.csv b/factor-investing/dados_acoes/DXCO3.csv
deleted file mode 100644
index ec07ead..0000000
--- a/factor-investing/dados_acoes/DXCO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,DXCO3.SA,DXCO3.SA,DXCO3.SA,DXCO3.SA,DXCO3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/EALT3.csv b/factor-investing/dados_acoes/EALT3.csv
deleted file mode 100644
index 76dc63a..0000000
--- a/factor-investing/dados_acoes/EALT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/EALT4.csv b/factor-investing/dados_acoes/EALT4.csv
deleted file mode 100644
index afeb684..0000000
--- a/factor-investing/dados_acoes/EALT4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,EALT4.SA,EALT4.SA,EALT4.SA,EALT4.SA,EALT4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/ECOR3.csv b/factor-investing/dados_acoes/ECOR3.csv
deleted file mode 100644
index f808506..0000000
--- a/factor-investing/dados_acoes/ECOR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ECOR3.SA,ECOR3.SA,ECOR3.SA,ECOR3.SA,ECOR3.SA
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diff --git a/factor-investing/dados_acoes/ECPR3.csv b/factor-investing/dados_acoes/ECPR3.csv
deleted file mode 100644
index 17b9cfe..0000000
--- a/factor-investing/dados_acoes/ECPR3.csv
+++ /dev/null
@@ -1,85 +0,0 @@
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diff --git a/factor-investing/dados_acoes/ECPR4.csv b/factor-investing/dados_acoes/ECPR4.csv
deleted file mode 100644
index 364e2c5..0000000
--- a/factor-investing/dados_acoes/ECPR4.csv
+++ /dev/null
@@ -1,85 +0,0 @@
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diff --git a/factor-investing/dados_acoes/EGIE3.csv b/factor-investing/dados_acoes/EGIE3.csv
deleted file mode 100644
index 333712e..0000000
--- a/factor-investing/dados_acoes/EGIE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/EKTR3.csv b/factor-investing/dados_acoes/EKTR3.csv
deleted file mode 100644
index 0502f25..0000000
--- a/factor-investing/dados_acoes/EKTR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/EKTR4.csv b/factor-investing/dados_acoes/EKTR4.csv
deleted file mode 100644
index ccb8d13..0000000
--- a/factor-investing/dados_acoes/EKTR4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/ELET3.csv b/factor-investing/dados_acoes/ELET3.csv
deleted file mode 100644
index d93ef21..0000000
--- a/factor-investing/dados_acoes/ELET3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/ELET5.csv b/factor-investing/dados_acoes/ELET5.csv
deleted file mode 100644
index 72f4951..0000000
--- a/factor-investing/dados_acoes/ELET5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/ELET6.csv b/factor-investing/dados_acoes/ELET6.csv
deleted file mode 100644
index da5581e..0000000
--- a/factor-investing/dados_acoes/ELET6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/ELMD3.csv b/factor-investing/dados_acoes/ELMD3.csv
deleted file mode 100644
index 01a35fa..0000000
--- a/factor-investing/dados_acoes/ELMD3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/EMAE4.csv b/factor-investing/dados_acoes/EMAE4.csv
deleted file mode 100644
index b7cf211..0000000
--- a/factor-investing/dados_acoes/EMAE4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/EMBR3.csv b/factor-investing/dados_acoes/EMBR3.csv
deleted file mode 100644
index 4e2d44f..0000000
--- a/factor-investing/dados_acoes/EMBR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/ENEV3.csv b/factor-investing/dados_acoes/ENEV3.csv
deleted file mode 100644
index e66c41e..0000000
--- a/factor-investing/dados_acoes/ENEV3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/ENGI11.csv b/factor-investing/dados_acoes/ENGI11.csv
deleted file mode 100644
index f8a46e9..0000000
--- a/factor-investing/dados_acoes/ENGI11.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/ENGI3.csv b/factor-investing/dados_acoes/ENGI3.csv
deleted file mode 100644
index 601c219..0000000
--- a/factor-investing/dados_acoes/ENGI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/ENGI4.csv b/factor-investing/dados_acoes/ENGI4.csv
deleted file mode 100644
index e1f1410..0000000
--- a/factor-investing/dados_acoes/ENGI4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/ENJU3.csv b/factor-investing/dados_acoes/ENJU3.csv
deleted file mode 100644
index 3f4844f..0000000
--- a/factor-investing/dados_acoes/ENJU3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/ENMT3.csv b/factor-investing/dados_acoes/ENMT3.csv
deleted file mode 100644
index 986a9b0..0000000
--- a/factor-investing/dados_acoes/ENMT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ENMT3.SA,ENMT3.SA,ENMT3.SA,ENMT3.SA,ENMT3.SA
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diff --git a/factor-investing/dados_acoes/ENMT4.csv b/factor-investing/dados_acoes/ENMT4.csv
deleted file mode 100644
index 5c19d15..0000000
--- a/factor-investing/dados_acoes/ENMT4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/EPAR3.csv b/factor-investing/dados_acoes/EPAR3.csv
deleted file mode 100644
index 571e01d..0000000
--- a/factor-investing/dados_acoes/EPAR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/EQMA3B.csv b/factor-investing/dados_acoes/EQMA3B.csv
deleted file mode 100644
index 321d0c7..0000000
--- a/factor-investing/dados_acoes/EQMA3B.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,EQMA3B.SA,EQMA3B.SA,EQMA3B.SA,EQMA3B.SA,EQMA3B.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/EQPA3.csv b/factor-investing/dados_acoes/EQPA3.csv
deleted file mode 100644
index 0bc05d6..0000000
--- a/factor-investing/dados_acoes/EQPA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,EQPA3.SA,EQPA3.SA,EQPA3.SA,EQPA3.SA,EQPA3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/EQPA5.csv b/factor-investing/dados_acoes/EQPA5.csv
deleted file mode 100644
index e1b5c37..0000000
--- a/factor-investing/dados_acoes/EQPA5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,EQPA5.SA,EQPA5.SA,EQPA5.SA,EQPA5.SA,EQPA5.SA
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diff --git a/factor-investing/dados_acoes/EQPA6.csv b/factor-investing/dados_acoes/EQPA6.csv
deleted file mode 100644
index 4b1592d..0000000
--- a/factor-investing/dados_acoes/EQPA6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,EQPA6.SA,EQPA6.SA,EQPA6.SA,EQPA6.SA,EQPA6.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/EQPA7.csv b/factor-investing/dados_acoes/EQPA7.csv
deleted file mode 100644
index 55ab3b6..0000000
--- a/factor-investing/dados_acoes/EQPA7.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,EQPA7.SA,EQPA7.SA,EQPA7.SA,EQPA7.SA,EQPA7.SA
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diff --git a/factor-investing/dados_acoes/EQTL3.csv b/factor-investing/dados_acoes/EQTL3.csv
deleted file mode 100644
index a41185d..0000000
--- a/factor-investing/dados_acoes/EQTL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-02-20,31.100000381469727,31.270000457763672,30.56999969482422,31.049999237060547,6856100
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diff --git a/factor-investing/dados_acoes/ESPA3.csv b/factor-investing/dados_acoes/ESPA3.csv
deleted file mode 100644
index 5d50b52..0000000
--- a/factor-investing/dados_acoes/ESPA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ESPA3.SA,ESPA3.SA,ESPA3.SA,ESPA3.SA,ESPA3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/ESTR3.csv b/factor-investing/dados_acoes/ESTR3.csv
deleted file mode 100644
index 96fe494..0000000
--- a/factor-investing/dados_acoes/ESTR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ESTR3.SA,ESTR3.SA,ESTR3.SA,ESTR3.SA,ESTR3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/ESTR4.csv b/factor-investing/dados_acoes/ESTR4.csv
deleted file mode 100644
index 2ccc5a9..0000000
--- a/factor-investing/dados_acoes/ESTR4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ESTR4.SA,ESTR4.SA,ESTR4.SA,ESTR4.SA,ESTR4.SA
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diff --git a/factor-investing/dados_acoes/ETER3.csv b/factor-investing/dados_acoes/ETER3.csv
deleted file mode 100644
index bb98143..0000000
--- a/factor-investing/dados_acoes/ETER3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ETER3.SA,ETER3.SA,ETER3.SA,ETER3.SA,ETER3.SA
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diff --git a/factor-investing/dados_acoes/EUCA3.csv b/factor-investing/dados_acoes/EUCA3.csv
deleted file mode 100644
index 83a263d..0000000
--- a/factor-investing/dados_acoes/EUCA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/EUCA4.csv b/factor-investing/dados_acoes/EUCA4.csv
deleted file mode 100644
index ebb443b..0000000
--- a/factor-investing/dados_acoes/EUCA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/EVEN3.csv b/factor-investing/dados_acoes/EVEN3.csv
deleted file mode 100644
index d86e027..0000000
--- a/factor-investing/dados_acoes/EVEN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,EVEN3.SA,EVEN3.SA,EVEN3.SA,EVEN3.SA,EVEN3.SA
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diff --git a/factor-investing/dados_acoes/EZTC3.csv b/factor-investing/dados_acoes/EZTC3.csv
deleted file mode 100644
index e3e323d..0000000
--- a/factor-investing/dados_acoes/EZTC3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,EZTC3.SA,EZTC3.SA,EZTC3.SA,EZTC3.SA,EZTC3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/FESA3.csv b/factor-investing/dados_acoes/FESA3.csv
deleted file mode 100644
index 87a5b6d..0000000
--- a/factor-investing/dados_acoes/FESA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/FESA4.csv b/factor-investing/dados_acoes/FESA4.csv
deleted file mode 100644
index f25e633..0000000
--- a/factor-investing/dados_acoes/FESA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,FESA4.SA,FESA4.SA,FESA4.SA,FESA4.SA,FESA4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/FHER3.csv b/factor-investing/dados_acoes/FHER3.csv
deleted file mode 100644
index 62f7e4f..0000000
--- a/factor-investing/dados_acoes/FHER3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,FHER3.SA,FHER3.SA,FHER3.SA,FHER3.SA,FHER3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/FICT3.csv b/factor-investing/dados_acoes/FICT3.csv
deleted file mode 100644
index 746f4fc..0000000
--- a/factor-investing/dados_acoes/FICT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,FICT3.SA,FICT3.SA,FICT3.SA,FICT3.SA,FICT3.SA
-Date,,,,,
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-2025-01-14,3.1700000762939453,3.2200000286102295,2.940000057220459,2.940000057220459,40700
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-2025-01-16,3.0,3.069999933242798,2.9800000190734863,3.059999942779541,8900
-2025-01-17,3.2799999713897705,3.369999885559082,2.940000057220459,3.0399999618530273,83000
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-2025-01-23,3.5199999809265137,3.5999999046325684,3.2200000286102295,3.2300000190734863,55300
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-2025-02-06,3.3499999046325684,3.5899999141693115,3.25,3.4000000953674316,48900
-2025-02-07,3.200000047683716,3.3499999046325684,3.180000066757202,3.3499999046325684,24300
-2025-02-10,3.490000009536743,3.609999895095825,3.299999952316284,3.299999952316284,109300
-2025-02-11,4.099999904632568,4.099999904632568,3.4000000953674316,3.490000009536743,91300
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-2025-02-13,4.46999979019165,4.5,3.990000009536743,4.300000190734863,96500
-2025-02-14,4.5,4.650000095367432,4.199999809265137,4.5,85600
-2025-02-17,4.03000020980835,4.78000020980835,4.03000020980835,4.409999847412109,110600
-2025-02-18,4.0,4.21999979019165,3.9000000953674316,4.21999979019165,59500
-2025-02-19,3.700000047683716,4.039999961853027,3.700000047683716,4.0,40900
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-2025-02-21,4.050000190734863,4.050000190734863,3.930000066757202,3.940000057220459,10700
-2025-02-24,4.110000133514404,4.179999828338623,4.050000190734863,4.050000190734863,10900
-2025-02-25,4.269999980926514,4.46999979019165,4.070000171661377,4.110000133514404,62700
-2025-02-26,4.489999771118164,4.599999904632568,4.309999942779541,4.519999980926514,105500
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-2025-02-28,4.519999980926514,4.519999980926514,4.329999923706055,4.5,33200
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-2025-03-07,4.190000057220459,4.28000020980835,4.0,4.0,21600
-2025-03-10,4.059999942779541,4.320000171661377,4.059999942779541,4.150000095367432,13100
-2025-03-11,4.0,4.059999942779541,3.890000104904175,4.059999942779541,40100
-2025-03-12,4.079999923706055,4.199999809265137,3.990000009536743,4.0,29600
-2025-03-13,4.059999942779541,4.079999923706055,3.9600000381469727,4.079999923706055,13300
-2025-03-14,3.940000057220459,3.9600000381469727,3.759999990463257,3.880000114440918,162800
-2025-03-17,3.940000057220459,3.950000047683716,3.890000104904175,3.950000047683716,11200
-2025-03-18,3.869999885559082,3.930000066757202,3.7899999618530273,3.930000066757202,12100
-2025-03-19,3.9000000953674316,3.950000047683716,3.8299999237060547,3.950000047683716,20200
-2025-03-20,3.950000047683716,3.950000047683716,3.7699999809265137,3.799999952316284,32600
-2025-03-21,3.9000000953674316,3.940000057220459,3.759999990463257,3.819999933242798,4300
-2025-03-24,3.9800000190734863,4.050000190734863,3.7100000381469727,3.7100000381469727,13300
-2025-03-25,3.9000000953674316,4.010000228881836,3.8499999046325684,3.8499999046325684,29300
-2025-03-26,4.570000171661377,4.849999904632568,3.799999952316284,3.880000114440918,98100
-2025-03-27,4.489999771118164,4.760000228881836,4.110000133514404,4.489999771118164,30700
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-2025-03-31,3.950000047683716,4.190000057220459,3.950000047683716,4.190000057220459,7700
-2025-04-01,4.019999980926514,4.070000171661377,3.9000000953674316,4.050000190734863,31500
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-2025-04-03,4.050000190734863,4.289999961853027,4.050000190734863,4.070000171661377,13200
-2025-04-04,4.119999885559082,4.190000057220459,3.950000047683716,4.190000057220459,32600
-2025-04-07,3.9800000190734863,4.119999885559082,3.799999952316284,4.119999885559082,34700
-2025-04-08,3.890000104904175,4.010000228881836,3.809999942779541,4.010000228881836,34300
-2025-04-09,4.059999942779541,4.119999885559082,3.8299999237060547,3.8299999237060547,51600
-2025-04-10,4.070000171661377,4.090000152587891,4.0,4.059999942779541,6900
-2025-04-11,3.9700000286102295,4.039999961853027,3.950000047683716,4.0,15900
diff --git a/factor-investing/dados_acoes/FIEI3.csv b/factor-investing/dados_acoes/FIEI3.csv
deleted file mode 100644
index be8a9a9..0000000
--- a/factor-investing/dados_acoes/FIEI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,FIEI3.SA,FIEI3.SA,FIEI3.SA,FIEI3.SA,FIEI3.SA
-Date,,,,,
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-2024-05-06,10.0,10.0,9.949999809265137,9.949999809265137,6500
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-2024-05-28,9.300000190734863,9.300000190734863,9.279999732971191,9.279999732971191,1300
-2024-05-29,10.0,10.199999809265137,9.890000343322754,9.890000343322754,4000
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-2024-06-04,10.0,10.0,10.0,10.0,800
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-2024-08-07,11.850000381469727,11.850000381469727,11.850000381469727,11.850000381469727,200
-2024-08-08,11.850000381469727,11.850000381469727,11.850000381469727,11.850000381469727,0
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-2024-08-27,8.890000343322754,9.399999618530273,8.5,9.399999618530273,18000
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-2024-09-02,8.0600004196167,8.300000190734863,8.0,8.300000190734863,2300
-2024-09-03,8.5,8.5,8.5,8.5,400
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-2024-09-16,8.5,8.5,8.5,8.5,0
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-2024-09-18,8.0,8.010000228881836,8.0,8.010000228881836,10500
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diff --git a/factor-investing/dados_acoes/FIGE3.csv b/factor-investing/dados_acoes/FIGE3.csv
deleted file mode 100644
index 24c1bb8..0000000
--- a/factor-investing/dados_acoes/FIGE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/FIGE4.csv b/factor-investing/dados_acoes/FIGE4.csv
deleted file mode 100644
index 378d043..0000000
--- a/factor-investing/dados_acoes/FIGE4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,FIGE4.SA,FIGE4.SA,FIGE4.SA,FIGE4.SA,FIGE4.SA
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diff --git a/factor-investing/dados_acoes/FIQE3.csv b/factor-investing/dados_acoes/FIQE3.csv
deleted file mode 100644
index 89804af..0000000
--- a/factor-investing/dados_acoes/FIQE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,FIQE3.SA,FIQE3.SA,FIQE3.SA,FIQE3.SA,FIQE3.SA
-Date,,,,,
-2024-04-11,3.7224318981170654,3.7224318981170654,3.6852076146357717,3.7224318981170654,186300
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-2024-06-18,3.30314302444458,3.3420034924642428,3.2837127904347487,3.3225732584544114,267800
-2024-06-19,3.2934279441833496,3.3225732955232616,3.2739974783300787,3.2934279441833496,169500
-2024-06-20,3.2545671463012695,3.361433662962857,3.2545671463012695,3.3517185461414996,307600
-2024-06-21,3.2351369857788086,3.2934279196510947,3.215706751696933,3.2642823369016214,270000
-2024-06-24,3.244852066040039,3.2934278823207914,3.2351369491092203,3.2642822999016765,383500
-2024-06-25,3.30314302444458,3.3225732584544114,3.2254218567785946,3.2545672077933414,318000
-2024-06-26,3.342003345489502,3.4002940449554857,3.2739972978192045,3.31285799575651,250900
-2024-06-27,3.3517186641693115,3.4002942499866453,3.3517186641693115,3.3517186641693115,162900
-2024-06-28,3.3517186641693115,3.4002942499866453,3.3225733126789114,3.4002942499866453,246200
-2024-07-01,3.3517186641693115,3.4197244843135786,3.3322884298423783,3.3614337813327784,460800
-2024-07-02,3.400294065475464,3.4197242987480485,3.361433598930294,3.3905789488391713,366500
-2024-07-03,3.3322882652282715,3.4488696654307835,3.3322882652282715,3.4488696654307835,1372800
-2024-07-04,3.3322882652282715,3.371148731962442,3.3031429151776432,3.3517184985953565,1385000
-2024-07-05,3.30314302444458,3.37114884347899,3.30314302444458,3.3322883754593273,745400
-2024-07-08,3.2934279441833496,3.371148881089782,3.2934279441833496,3.34200352974987,663400
-2024-07-09,3.30314302444458,3.3517186094691587,3.2934279074396646,3.3322883754593273,413100
-2024-07-10,3.30314302444458,3.3517186094691587,3.2934279074396646,3.3420034924642428,565300
-2024-07-11,3.2934279441833496,3.34200352974987,3.2934279441833496,3.3031430612966535,1017800
-2024-07-12,3.2934279441833496,3.371148881089782,3.2934279441833496,3.3031430612966535,753300
-2024-07-15,3.2934279441833496,3.34200352974987,3.2934279441833496,3.3225732955232616,798500
-2024-07-16,3.2934279441833496,3.3225732955232616,3.2837128270700453,3.3225732955232616,577500
-2024-07-17,3.322573184967041,3.322573184967041,3.283712717806879,3.3128580681770003,627100
-2024-07-18,3.2642822265625,3.322573158464439,3.2059915262872143,3.322573158464439,1145000
-2024-07-19,3.283712863922119,3.3031430983667867,3.2448521634061187,3.3031430983667867,467600
-2024-07-22,3.30314302444458,3.30314302444458,3.2837127904347487,3.2934279074396646,840500
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diff --git a/factor-investing/dados_acoes/FLRY3.csv b/factor-investing/dados_acoes/FLRY3.csv
deleted file mode 100644
index 7e15516..0000000
--- a/factor-investing/dados_acoes/FLRY3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,FLRY3.SA,FLRY3.SA,FLRY3.SA,FLRY3.SA,FLRY3.SA
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diff --git a/factor-investing/dados_acoes/FRAS3.csv b/factor-investing/dados_acoes/FRAS3.csv
deleted file mode 100644
index 7e9aea6..0000000
--- a/factor-investing/dados_acoes/FRAS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-02-13,22.56999969482422,22.760000228881836,21.950000762939453,21.950000762939453,539400
-2025-02-14,23.290000915527344,23.290000915527344,22.510000228881836,22.56999969482422,356200
-2025-02-17,23.389999389648438,23.670000076293945,23.200000762939453,23.209999084472656,269000
-2025-02-18,23.450000762939453,23.56999969482422,23.1200008392334,23.56999969482422,254400
-2025-02-19,23.389999389648438,23.530000686645508,23.309999465942383,23.360000610351562,282200
-2025-02-20,23.75,23.75,23.389999389648438,23.389999389648438,299200
-2025-02-21,23.790000915527344,23.850000381469727,23.399999618530273,23.850000381469727,341100
-2025-02-24,23.5,23.81999969482422,23.489999771118164,23.68000030517578,156700
-2025-02-25,23.690000534057617,23.700000762939453,23.299999237060547,23.510000228881836,189000
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-2025-02-27,23.889999389648438,24.020000457763672,23.559999465942383,23.670000076293945,170400
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-2025-03-10,25.59000015258789,25.719999313354492,25.09000015258789,25.100000381469727,292500
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-2025-03-13,26.110000610351562,26.110000610351562,25.559999465942383,25.90999984741211,222400
-2025-03-14,26.3799991607666,26.420000076293945,26.0,26.0,333300
-2025-03-17,26.799999237060547,26.799999237060547,26.459999084472656,26.479999542236328,245700
-2025-03-18,26.75,26.979999542236328,26.56999969482422,26.75,455000
-2025-03-19,27.25,27.270000457763672,26.760000228881836,26.760000228881836,461500
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-2025-03-27,27.780000686645508,28.010000228881836,27.399999618530273,27.860000610351562,479400
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-2025-04-02,27.270000457763672,27.440000534057617,27.219999313354492,27.31999969482422,342200
-2025-04-03,27.649999618530273,27.829999923706055,27.329999923706055,27.6299991607666,287300
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-2025-04-08,26.829999923706055,27.3799991607666,26.760000228881836,27.149999618530273,189200
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diff --git a/factor-investing/dados_acoes/FRIO3.csv b/factor-investing/dados_acoes/FRIO3.csv
deleted file mode 100644
index ccf6fab..0000000
--- a/factor-investing/dados_acoes/FRIO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,FRIO3.SA,FRIO3.SA,FRIO3.SA,FRIO3.SA,FRIO3.SA
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diff --git a/factor-investing/dados_acoes/GEPA3.csv b/factor-investing/dados_acoes/GEPA3.csv
deleted file mode 100644
index e84d96f..0000000
--- a/factor-investing/dados_acoes/GEPA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/GEPA4.csv b/factor-investing/dados_acoes/GEPA4.csv
deleted file mode 100644
index 1f470d5..0000000
--- a/factor-investing/dados_acoes/GEPA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-03-13,30.799999237060547,30.799999237060547,30.1299991607666,30.1299991607666,400
-2025-03-14,31.0,31.0,31.0,31.0,100
-2025-03-17,30.799999237060547,30.799999237060547,30.799999237060547,30.799999237060547,200
-2025-03-18,30.799999237060547,30.799999237060547,30.799999237060547,30.799999237060547,0
-2025-03-19,31.0,31.989999771118164,31.0,31.0,500
-2025-03-20,30.799999237060547,31.049999237060547,30.190000534057617,31.049999237060547,2100
-2025-03-21,30.799999237060547,30.799999237060547,30.799999237060547,30.799999237060547,100
-2025-03-24,31.31999969482422,31.31999969482422,31.31999969482422,31.31999969482422,100
-2025-03-25,31.31999969482422,31.31999969482422,31.31999969482422,31.31999969482422,100
-2025-03-26,30.799999237060547,30.799999237060547,30.799999237060547,30.799999237060547,100
-2025-03-27,30.09000015258789,31.0,30.09000015258789,31.0,2000
-2025-03-28,32.5,32.5,30.329999923706055,30.329999923706055,600
-2025-03-31,32.5,32.5,31.5,32.5,300
-2025-04-01,32.5,32.5,32.5,32.5,0
-2025-04-02,31.719999313354492,31.719999313354492,31.719999313354492,31.719999313354492,100
-2025-04-03,31.799999237060547,32.0,31.799999237060547,32.0,200
-2025-04-04,31.799999237060547,31.799999237060547,31.799999237060547,31.799999237060547,0
-2025-04-07,31.799999237060547,31.799999237060547,31.799999237060547,31.799999237060547,0
-2025-04-08,32.5,32.5,32.5,32.5,100
-2025-04-09,32.5,32.5,32.5,32.5,500
-2025-04-10,32.5,32.5,32.5,32.5,0
-2025-04-11,33.0,33.0,32.9900016784668,32.9900016784668,400
diff --git a/factor-investing/dados_acoes/GFSA3.csv b/factor-investing/dados_acoes/GFSA3.csv
deleted file mode 100644
index 19eabca..0000000
--- a/factor-investing/dados_acoes/GFSA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,GFSA3.SA,GFSA3.SA,GFSA3.SA,GFSA3.SA,GFSA3.SA
-Date,,,,,
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-2024-04-29,5.460000038146973,5.599999904632568,5.449999809265137,5.599999904632568,1037800
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-2024-07-08,3.380000114440918,3.559999942779541,3.369999885559082,3.549999952316284,4065700
-2024-07-09,3.4100000858306885,3.490000009536743,3.3399999141693115,3.359999895095825,3255200
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-2024-07-11,3.9100000858306885,3.9800000190734863,3.5799999237060547,3.6700000762939453,6727900
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-2024-07-24,3.4000000953674316,3.440000057220459,3.3499999046325684,3.4000000953674316,2393300
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-2024-07-30,3.140000104904175,3.2799999713897705,3.140000104904175,3.2699999809265137,2855600
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-2024-08-01,3.069999933242798,3.2699999809265137,3.049999952316284,3.2200000286102295,2157300
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diff --git a/factor-investing/dados_acoes/GGBR3.csv b/factor-investing/dados_acoes/GGBR3.csv
deleted file mode 100644
index 3751f09..0000000
--- a/factor-investing/dados_acoes/GGBR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,GGBR3.SA,GGBR3.SA,GGBR3.SA,GGBR3.SA,GGBR3.SA
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diff --git a/factor-investing/dados_acoes/GGBR4.csv b/factor-investing/dados_acoes/GGBR4.csv
deleted file mode 100644
index 60dff25..0000000
--- a/factor-investing/dados_acoes/GGBR4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/GGPS3.csv b/factor-investing/dados_acoes/GGPS3.csv
deleted file mode 100644
index 788821a..0000000
--- a/factor-investing/dados_acoes/GGPS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/GMAT3.csv b/factor-investing/dados_acoes/GMAT3.csv
deleted file mode 100644
index e669978..0000000
--- a/factor-investing/dados_acoes/GMAT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/GOAU3.csv b/factor-investing/dados_acoes/GOAU3.csv
deleted file mode 100644
index a6b833e..0000000
--- a/factor-investing/dados_acoes/GOAU3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-Date,,,,,
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diff --git a/factor-investing/dados_acoes/GOAU4.csv b/factor-investing/dados_acoes/GOAU4.csv
deleted file mode 100644
index 52f5f07..0000000
--- a/factor-investing/dados_acoes/GOAU4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-03-24,9.520000457763672,9.59000015258789,9.4399995803833,9.460000038146973,6683000
-2025-03-25,9.59000015258789,9.65999984741211,9.489999771118164,9.539999961853027,8954500
-2025-03-26,9.65999984741211,9.699999809265137,9.600000381469727,9.600000381469727,7429900
-2025-03-27,9.649999618530273,9.739999771118164,9.600000381469727,9.699999809265137,11523700
-2025-03-28,9.34000015258789,9.649999618530273,9.270000457763672,9.649999618530273,6743300
-2025-03-31,8.949999809265137,9.329999923706055,8.920000076293945,9.3100004196167,17830600
-2025-04-01,9.239999771118164,9.270000457763672,8.920000076293945,8.960000038146973,13872200
-2025-04-02,9.069999694824219,9.210000038146973,8.9399995803833,9.210000038146973,8748400
-2025-04-03,8.8100004196167,9.029999732971191,8.789999961853027,9.0,12995500
-2025-04-04,8.350000381469727,8.600000381469727,8.3100004196167,8.600000381469727,18834200
-2025-04-07,8.010000228881836,8.369999885559082,7.849999904632568,8.239999771118164,30804800
-2025-04-08,7.820000171661377,8.180000305175781,7.71999979019165,8.119999885559082,25292200
-2025-04-09,8.260000228881836,8.289999961853027,7.670000076293945,7.730000019073486,32666500
-2025-04-10,8.050000190734863,8.3100004196167,7.909999847412109,8.210000038146973,22809100
-2025-04-11,8.15999984741211,8.220000267028809,7.980000019073486,8.100000381469727,16423600
diff --git a/factor-investing/dados_acoes/GOLL4.csv b/factor-investing/dados_acoes/GOLL4.csv
deleted file mode 100644
index 904fd37..0000000
--- a/factor-investing/dados_acoes/GOLL4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,GOLL4.SA,GOLL4.SA,GOLL4.SA,GOLL4.SA,GOLL4.SA
-Date,,,,,
-2024-04-11,1.4900000095367432,1.5399999618530273,1.4900000095367432,1.5,3714600
-2024-04-12,1.440000057220459,1.5,1.3799999952316284,1.5,7327000
-2024-04-15,1.3899999856948853,1.4500000476837158,1.350000023841858,1.440000057220459,7203200
-2024-04-16,1.3799999952316284,1.4199999570846558,1.309999942779541,1.3200000524520874,9193800
-2024-04-17,1.3700000047683716,1.4299999475479126,1.3300000429153442,1.3899999856948853,6661200
-2024-04-18,1.409999966621399,1.559999942779541,1.350000023841858,1.3600000143051147,25233200
-2024-04-19,1.3700000047683716,1.409999966621399,1.340000033378601,1.409999966621399,12909200
-2024-04-22,1.3700000047683716,1.399999976158142,1.350000023841858,1.3799999952316284,6886100
-2024-04-23,1.350000023841858,1.3799999952316284,1.340000033378601,1.3799999952316284,4339800
-2024-04-24,1.25,1.3600000143051147,1.2400000095367432,1.3600000143051147,8822400
-2024-04-25,1.1799999475479126,1.2400000095367432,1.159999966621399,1.2400000095367432,10709800
-2024-04-26,1.2200000286102295,1.2400000095367432,1.1799999475479126,1.190000057220459,8654300
-2024-04-29,1.309999942779541,1.4299999475479126,1.25,1.2699999809265137,23229400
-2024-04-30,1.3200000524520874,1.350000023841858,1.2599999904632568,1.3300000429153442,7585100
-2024-05-02,1.340000033378601,1.3799999952316284,1.340000033378601,1.3700000047683716,5410600
-2024-05-03,1.3700000047683716,1.399999976158142,1.340000033378601,1.3799999952316284,7802000
-2024-05-06,1.3300000429153442,1.3700000047683716,1.3300000429153442,1.3700000047683716,4327200
-2024-05-07,1.340000033378601,1.3600000143051147,1.309999942779541,1.340000033378601,5336400
-2024-05-08,1.2999999523162842,1.340000033378601,1.2999999523162842,1.340000033378601,3229800
-2024-05-09,1.2400000095367432,1.309999942779541,1.2200000286102295,1.2999999523162842,8012500
-2024-05-10,1.2699999809265137,1.2699999809265137,1.2200000286102295,1.2400000095367432,6323500
-2024-05-13,1.2400000095367432,1.2799999713897705,1.2400000095367432,1.2400000095367432,2966100
-2024-05-14,1.2300000190734863,1.2599999904632568,1.2200000286102295,1.2400000095367432,3549600
-2024-05-15,1.2400000095367432,1.25,1.2300000190734863,1.2300000190734863,2256800
-2024-05-16,1.2699999809265137,1.2799999713897705,1.2200000286102295,1.2599999904632568,5541600
-2024-05-17,1.2599999904632568,1.2599999904632568,1.2400000095367432,1.2599999904632568,2504100
-2024-05-20,1.2400000095367432,1.2599999904632568,1.2300000190734863,1.2599999904632568,6942900
-2024-05-21,1.2300000190734863,1.2400000095367432,1.190000057220459,1.2300000190734863,7752600
-2024-05-22,1.2999999523162842,1.4600000381469727,1.2100000381469727,1.2200000286102295,21858200
-2024-05-23,1.2599999904632568,1.3600000143051147,1.2599999904632568,1.2999999523162842,8177400
-2024-05-24,1.409999966621399,1.5,1.3700000047683716,1.3799999952316284,25657700
-2024-05-27,1.3600000143051147,1.4600000381469727,1.3200000524520874,1.440000057220459,11655400
-2024-05-28,1.2799999713897705,1.3600000143051147,1.2699999809265137,1.350000023841858,20491100
-2024-05-29,1.149999976158142,1.2899999618530273,1.149999976158142,1.2799999713897705,25921100
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-2024-06-03,1.1399999856948853,1.190000057220459,1.090000033378601,1.1100000143051147,11117600
-2024-06-04,1.1299999952316284,1.149999976158142,1.1100000143051147,1.149999976158142,4313400
-2024-06-05,1.1200000047683716,1.159999966621399,1.1100000143051147,1.1299999952316284,7135900
-2024-06-06,1.1200000047683716,1.1399999856948853,1.100000023841858,1.1100000143051147,7434400
-2024-06-07,1.100000023841858,1.1200000047683716,1.0800000429153442,1.1100000143051147,7064200
-2024-06-10,1.0800000429153442,1.1100000143051147,1.0700000524520874,1.100000023841858,4228800
-2024-06-11,1.090000033378601,1.100000023841858,1.0700000524520874,1.0800000429153442,2026700
-2024-06-12,1.0700000524520874,1.1100000143051147,1.0700000524520874,1.090000033378601,3992500
-2024-06-13,1.0800000429153442,1.090000033378601,1.0700000524520874,1.0700000524520874,2055600
-2024-06-14,1.0800000429153442,1.090000033378601,1.059999942779541,1.0700000524520874,2132100
-2024-06-17,1.0700000524520874,1.0800000429153442,1.059999942779541,1.0700000524520874,2122200
-2024-06-18,1.0399999618530273,1.0700000524520874,1.0299999713897705,1.059999942779541,4872900
-2024-06-19,1.0299999713897705,1.0399999618530273,1.0199999809265137,1.0399999618530273,3084200
-2024-06-20,1.0199999809265137,1.059999942779541,1.0,1.0299999713897705,6122700
-2024-06-21,1.0199999809265137,1.0299999713897705,1.0,1.0099999904632568,4041400
-2024-06-24,1.0399999618530273,1.0399999618530273,1.0099999904632568,1.0199999809265137,3877900
-2024-06-25,1.0199999809265137,1.0399999618530273,1.0199999809265137,1.0299999713897705,2555300
-2024-06-26,0.9800000190734863,1.0199999809265137,0.9599999785423279,1.0199999809265137,14027300
-2024-06-27,1.0,1.0,0.9599999785423279,0.9900000095367432,4616100
-2024-06-28,1.0299999713897705,1.1699999570846558,0.9700000286102295,1.0099999904632568,26587000
-2024-07-01,0.9900000095367432,1.0299999713897705,0.9800000190734863,1.0199999809265137,7376500
-2024-07-02,0.9900000095367432,1.0,0.9599999785423279,0.9900000095367432,4884600
-2024-07-03,1.0,1.0499999523162842,0.9900000095367432,1.0,7045200
-2024-07-04,1.059999942779541,1.0700000524520874,1.0099999904632568,1.0099999904632568,7566100
-2024-07-05,1.1799999475479126,1.2000000476837158,1.0700000524520874,1.0700000524520874,30468800
-2024-07-08,1.2300000190734863,1.3300000429153442,1.159999966621399,1.1799999475479126,31565900
-2024-07-09,1.2699999809265137,1.309999942779541,1.2400000095367432,1.2400000095367432,15401300
-2024-07-10,1.2200000286102295,1.309999942779541,1.2200000286102295,1.2899999618530273,10421000
-2024-07-11,1.2799999713897705,1.2799999713897705,1.2100000381469727,1.2100000381469727,7950200
-2024-07-12,1.25,1.2999999523162842,1.2400000095367432,1.2899999618530273,4588100
-2024-07-15,1.2400000095367432,1.2699999809265137,1.2100000381469727,1.25,6545400
-2024-07-16,1.2400000095367432,1.2699999809265137,1.2300000190734863,1.2400000095367432,4836300
-2024-07-17,1.2100000381469727,1.2599999904632568,1.2100000381469727,1.25,3804200
-2024-07-18,1.1699999570846558,1.2200000286102295,1.1299999952316284,1.2100000381469727,11330800
-2024-07-19,1.1799999475479126,1.2000000476837158,1.1399999856948853,1.1799999475479126,5023700
-2024-07-22,1.2000000476837158,1.2300000190734863,1.1799999475479126,1.1799999475479126,4472200
-2024-07-23,1.149999976158142,1.2100000381469727,1.149999976158142,1.190000057220459,3449600
-2024-07-24,1.1100000143051147,1.159999966621399,1.1100000143051147,1.149999976158142,3280700
-2024-07-25,1.1200000047683716,1.1299999952316284,1.1100000143051147,1.1200000047683716,2293800
-2024-07-26,1.159999966621399,1.159999966621399,1.1200000047683716,1.1299999952316284,2676100
-2024-07-29,1.1200000047683716,1.1699999570846558,1.1200000047683716,1.1699999570846558,2669800
-2024-07-30,1.149999976158142,1.159999966621399,1.1100000143051147,1.1200000047683716,3121500
-2024-07-31,1.1399999856948853,1.159999966621399,1.1299999952316284,1.149999976158142,2834400
-2024-08-01,1.100000023841858,1.149999976158142,1.100000023841858,1.1299999952316284,3426400
-2024-08-02,1.090000033378601,1.1200000047683716,1.0800000429153442,1.1100000143051147,2895800
-2024-08-05,1.0800000429153442,1.0800000429153442,1.0199999809265137,1.0499999523162842,6797100
-2024-08-06,1.059999942779541,1.090000033378601,1.059999942779541,1.0800000429153442,2885700
-2024-08-07,1.0800000429153442,1.100000023841858,1.0700000524520874,1.0800000429153442,2141800
-2024-08-08,1.0800000429153442,1.100000023841858,1.0700000524520874,1.0800000429153442,2009200
-2024-08-09,1.100000023841858,1.1200000047683716,1.059999942779541,1.090000033378601,5079200
-2024-08-12,1.1699999570846558,1.2000000476837158,1.0800000429153442,1.100000023841858,6620900
-2024-08-13,1.149999976158142,1.2000000476837158,1.1299999952316284,1.1699999570846558,5591700
-2024-08-14,1.149999976158142,1.1799999475479126,1.149999976158142,1.149999976158142,2551100
-2024-08-15,1.0700000524520874,1.1299999952316284,1.059999942779541,1.1200000047683716,5177400
-2024-08-16,1.0800000429153442,1.100000023841858,1.0700000524520874,1.100000023841858,1810200
-2024-08-19,1.100000023841858,1.1100000143051147,1.0800000429153442,1.090000033378601,2887800
-2024-08-20,1.0800000429153442,1.090000033378601,1.0700000524520874,1.090000033378601,2341500
-2024-08-21,1.090000033378601,1.1299999952316284,1.0800000429153442,1.090000033378601,5612100
-2024-08-22,1.090000033378601,1.100000023841858,1.0700000524520874,1.090000033378601,3763100
-2024-08-23,1.1100000143051147,1.1299999952316284,1.090000033378601,1.100000023841858,3368000
-2024-08-26,1.090000033378601,1.1200000047683716,1.090000033378601,1.1200000047683716,1253000
-2024-08-27,1.090000033378601,1.1100000143051147,1.090000033378601,1.090000033378601,2337900
-2024-08-28,1.090000033378601,1.100000023841858,1.0800000429153442,1.090000033378601,2114400
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-2024-09-02,1.059999942779541,1.0800000429153442,1.0499999523162842,1.059999942779541,3350600
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-2024-09-06,1.0499999523162842,1.0800000429153442,1.0499999523162842,1.0700000524520874,1473800
-2024-09-09,1.0299999713897705,1.0700000524520874,1.0299999713897705,1.0700000524520874,2204400
-2024-09-10,1.0499999523162842,1.0700000524520874,1.0299999713897705,1.0299999713897705,5861100
-2024-09-11,1.059999942779541,1.0700000524520874,1.0399999618530273,1.0399999618530273,4587000
-2024-09-12,1.059999942779541,1.0700000524520874,1.0399999618530273,1.059999942779541,1389400
-2024-09-13,1.090000033378601,1.1299999952316284,1.0499999523162842,1.0499999523162842,8497900
-2024-09-16,1.090000033378601,1.149999976158142,1.0700000524520874,1.090000033378601,5795900
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-2024-09-18,1.1399999856948853,1.2899999618530273,1.1200000047683716,1.1200000047683716,28590900
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-2024-09-20,1.090000033378601,1.1399999856948853,1.090000033378601,1.1299999952316284,9851400
-2024-09-23,1.0700000524520874,1.1100000143051147,1.0700000524520874,1.090000033378601,3918900
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-2024-09-26,1.090000033378601,1.1299999952316284,1.0700000524520874,1.0800000429153442,5207300
-2024-09-27,1.100000023841858,1.1100000143051147,1.090000033378601,1.090000033378601,1644400
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-2024-10-01,1.0499999523162842,1.0800000429153442,1.0399999618530273,1.0800000429153442,6743700
-2024-10-02,1.0199999809265137,1.0700000524520874,1.0199999809265137,1.059999942779541,7277400
-2024-10-03,1.0399999618530273,1.0499999523162842,1.0099999904632568,1.0199999809265137,3814000
-2024-10-04,1.0499999523162842,1.0800000429153442,1.0399999618530273,1.0399999618530273,3707200
-2024-10-07,1.0499999523162842,1.0700000524520874,1.0399999618530273,1.0499999523162842,1633800
-2024-10-08,1.059999942779541,1.100000023841858,1.059999942779541,1.0700000524520874,19197800
-2024-10-09,1.059999942779541,1.0800000429153442,1.0499999523162842,1.059999942779541,3099200
-2024-10-10,1.0800000429153442,1.100000023841858,1.059999942779541,1.0700000524520874,3963100
-2024-10-11,1.0800000429153442,1.1100000143051147,1.0700000524520874,1.100000023841858,3338500
-2024-10-14,1.0800000429153442,1.090000033378601,1.0700000524520874,1.0800000429153442,1459200
-2024-10-15,1.0800000429153442,1.100000023841858,1.0700000524520874,1.0700000524520874,1947200
-2024-10-16,1.1399999856948853,1.1399999856948853,1.0800000429153442,1.0800000429153442,6653600
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-2024-10-18,1.0800000429153442,1.1299999952316284,1.0700000524520874,1.1299999952316284,3480300
-2024-10-21,1.0800000429153442,1.090000033378601,1.0800000429153442,1.090000033378601,917900
-2024-10-22,1.100000023841858,1.1100000143051147,1.0800000429153442,1.0800000429153442,3373800
-2024-10-23,1.0700000524520874,1.100000023841858,1.0700000524520874,1.090000033378601,2693100
-2024-10-24,1.100000023841858,1.100000023841858,1.0700000524520874,1.0800000429153442,2543100
-2024-10-25,1.100000023841858,1.1100000143051147,1.090000033378601,1.100000023841858,1829900
-2024-10-28,1.149999976158142,1.2000000476837158,1.100000023841858,1.1100000143051147,14828300
-2024-10-29,1.149999976158142,1.2000000476837158,1.1399999856948853,1.159999966621399,7595000
-2024-10-30,1.149999976158142,1.159999966621399,1.1299999952316284,1.1399999856948853,3632600
-2024-10-31,1.1100000143051147,1.159999966621399,1.1100000143051147,1.149999976158142,2397700
-2024-11-01,1.1100000143051147,1.1200000047683716,1.100000023841858,1.1200000047683716,1200300
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diff --git a/factor-investing/dados_acoes/GPAR3.csv b/factor-investing/dados_acoes/GPAR3.csv
deleted file mode 100644
index 4e2456f..0000000
--- a/factor-investing/dados_acoes/GPAR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,GPAR3.SA,GPAR3.SA,GPAR3.SA,GPAR3.SA,GPAR3.SA
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diff --git a/factor-investing/dados_acoes/GPIV33.csv b/factor-investing/dados_acoes/GPIV33.csv
deleted file mode 100644
index b31bb6c..0000000
--- a/factor-investing/dados_acoes/GPIV33.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/GRND3.csv b/factor-investing/dados_acoes/GRND3.csv
deleted file mode 100644
index 2a2abfc..0000000
--- a/factor-investing/dados_acoes/GRND3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/GSHP3.csv b/factor-investing/dados_acoes/GSHP3.csv
deleted file mode 100644
index 3141d2b..0000000
--- a/factor-investing/dados_acoes/GSHP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2024-10-10,8.800000190734863,9.5,8.800000190734863,8.800000190734863,400
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-2024-11-01,8.5,8.5,8.5,8.5,0
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-2025-01-10,6.0,6.0,6.0,6.0,4000
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diff --git a/factor-investing/dados_acoes/GUAR3.csv b/factor-investing/dados_acoes/GUAR3.csv
deleted file mode 100644
index 939e7db..0000000
--- a/factor-investing/dados_acoes/GUAR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,GUAR3.SA,GUAR3.SA,GUAR3.SA,GUAR3.SA,GUAR3.SA
-Date,,,,,
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-2025-02-19,6.789999961853027,6.980000019073486,6.730000019073486,6.889999866485596,773500
-2025-02-20,6.630000114440918,6.909999847412109,6.570000171661377,6.840000152587891,932900
-2025-02-21,6.71999979019165,6.960000038146973,6.590000152587891,6.599999904632568,1225200
-2025-02-24,6.130000114440918,6.789999961853027,6.059999942779541,6.789999961853027,1165400
-2025-02-25,6.119999885559082,6.21999979019165,6.010000228881836,6.150000095367432,1213100
-2025-02-26,6.019999980926514,6.239999771118164,5.96999979019165,6.239999771118164,939300
-2025-02-27,6.099999904632568,6.21999979019165,5.909999847412109,5.909999847412109,2091100
-2025-02-28,6.139999866485596,6.449999809265137,6.099999904632568,6.110000133514404,1494300
-2025-03-05,6.139999866485596,6.170000076293945,6.019999980926514,6.019999980926514,595900
-2025-03-06,6.360000133514404,6.519999980926514,6.119999885559082,6.199999809265137,1752800
-2025-03-07,6.75,6.78000020980835,6.320000171661377,6.369999885559082,1822300
-2025-03-10,6.619999885559082,6.739999771118164,6.53000020980835,6.570000171661377,1092400
-2025-03-11,6.75,6.829999923706055,6.440000057220459,6.690000057220459,1006500
-2025-03-12,6.920000076293945,6.940000057220459,6.71999979019165,6.739999771118164,630000
-2025-03-13,6.929999828338623,6.96999979019165,6.710000038146973,6.909999847412109,791700
-2025-03-14,7.400000095367432,7.400000095367432,6.880000114440918,6.96999979019165,1089600
-2025-03-17,7.409999847412109,7.550000190734863,7.190000057220459,7.400000095367432,1157300
-2025-03-18,7.5,7.610000133514404,7.389999866485596,7.429999828338623,1066000
-2025-03-19,7.840000152587891,7.880000114440918,7.440000057220459,7.489999771118164,1203000
-2025-03-20,6.800000190734863,7.920000076293945,6.800000190734863,7.920000076293945,3959500
-2025-03-21,7.139999866485596,7.440000057220459,6.78000020980835,6.820000171661377,3002400
-2025-03-24,6.849999904632568,7.230000019073486,6.820000171661377,7.170000076293945,1446600
-2025-03-25,7.090000152587891,7.329999923706055,6.960000038146973,6.989999771118164,1558100
-2025-03-26,7.039999961853027,7.340000152587891,6.980000019073486,7.170000076293945,1150900
-2025-03-27,7.050000190734863,7.230000019073486,6.980000019073486,7.190000057220459,1285100
-2025-03-28,6.769999980926514,7.079999923706055,6.739999771118164,7.050000190734863,1273200
-2025-03-31,6.329999923706055,6.78000020980835,6.329999923706055,6.760000228881836,1402400
-2025-04-01,6.639999866485596,6.809999942779541,6.329999923706055,6.369999885559082,3135100
-2025-04-02,6.550000190734863,6.880000114440918,6.550000190734863,6.650000095367432,2422200
-2025-04-03,6.760000228881836,6.949999809265137,6.429999828338623,6.480000019073486,2362700
-2025-04-04,6.440000057220459,6.579999923706055,6.159999847412109,6.579999923706055,3071700
-2025-04-07,6.260000228881836,6.599999904632568,6.159999847412109,6.25,1669100
-2025-04-08,6.409999847412109,6.610000133514404,6.320000171661377,6.380000114440918,2616900
-2025-04-09,6.679999828338623,6.739999771118164,6.260000228881836,6.269999980926514,2198900
-2025-04-10,6.389999866485596,6.699999809265137,6.340000152587891,6.690000057220459,1440300
-2025-04-11,6.590000152587891,6.630000114440918,6.300000190734863,6.440000057220459,1491200
diff --git a/factor-investing/dados_acoes/HAGA3.csv b/factor-investing/dados_acoes/HAGA3.csv
deleted file mode 100644
index 5482d30..0000000
--- a/factor-investing/dados_acoes/HAGA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,HAGA3.SA,HAGA3.SA,HAGA3.SA,HAGA3.SA,HAGA3.SA
-Date,,,,,
-2024-04-11,2.609999895095825,2.609999895095825,2.609999895095825,2.609999895095825,100
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-2024-04-15,2.549999952316284,2.549999952316284,2.549999952316284,2.549999952316284,900
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-2024-04-17,2.619999885559082,2.619999885559082,2.619999885559082,2.619999885559082,100
-2024-04-18,2.5,2.619999885559082,2.4800000190734863,2.619999885559082,1100
-2024-04-19,2.5,2.5,2.5,2.5,100
-2024-04-22,2.569999933242798,2.569999933242798,2.569999933242798,2.569999933242798,100
-2024-04-23,2.4600000381469727,2.5899999141693115,2.4600000381469727,2.5899999141693115,16100
-2024-04-24,2.559999942779541,2.559999942779541,2.559999942779541,2.559999942779541,100
-2024-04-25,2.569999933242798,2.569999933242798,2.569999933242798,2.569999933242798,100
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-2024-04-29,2.5299999713897705,2.5299999713897705,2.5299999713897705,2.5299999713897705,200
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-2024-05-02,2.4100000858306885,2.549999952316284,2.4100000858306885,2.549999952316284,1100
-2024-05-03,2.690000057220459,2.8299999237060547,2.5,2.5,21600
-2024-05-06,2.640000104904175,2.6500000953674316,2.609999895095825,2.609999895095825,800
-2024-05-07,2.7100000381469727,2.7100000381469727,2.5799999237060547,2.609999895095825,1900
-2024-05-08,2.6600000858306885,2.700000047683716,2.5,2.700000047683716,2600
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-2024-05-22,2.5899999141693115,2.5899999141693115,2.490000009536743,2.5399999618530273,400
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-2024-06-11,2.5399999618530273,2.5999999046325684,2.5399999618530273,2.5999999046325684,6000
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-2024-06-13,2.680000066757202,2.700000047683716,2.450000047683716,2.450000047683716,20000
-2024-06-14,2.619999885559082,2.619999885559082,2.549999952316284,2.549999952316284,5300
-2024-06-17,2.759999990463257,2.759999990463257,2.559999942779541,2.6500000953674316,31200
-2024-06-18,2.8499999046325684,2.9200000762939453,2.549999952316284,2.549999952316284,40600
-2024-06-19,2.8499999046325684,2.940000057220459,2.759999990463257,2.759999990463257,15900
-2024-06-20,2.7899999618530273,2.9800000190734863,2.7100000381469727,2.759999990463257,28800
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-2024-06-25,2.6500000953674316,2.700000047683716,2.6500000953674316,2.6600000858306885,1200
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-2024-07-03,2.619999885559082,2.619999885559082,2.559999942779541,2.5899999141693115,1100
-2024-07-04,2.6700000762939453,2.7799999713897705,2.549999952316284,2.549999952316284,5400
-2024-07-05,2.569999933242798,2.6600000858306885,2.5399999618530273,2.6600000858306885,13600
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-2024-07-09,2.5999999046325684,2.640000104904175,2.5299999713897705,2.569999933242798,17900
-2024-07-10,2.6500000953674316,2.740000009536743,2.5799999237060547,2.5999999046325684,26300
-2024-07-11,2.809999942779541,2.809999942779541,2.569999933242798,2.6500000953674316,8800
-2024-07-12,2.930000066757202,2.950000047683716,2.609999895095825,2.809999942779541,24200
-2024-07-15,3.059999942779541,3.0999999046325684,2.700000047683716,2.759999990463257,18800
-2024-07-16,2.75,3.240000009536743,2.75,3.240000009536743,30500
-2024-07-17,2.759999990463257,2.8399999141693115,2.7100000381469727,2.75,9400
-2024-07-18,2.619999885559082,2.9000000953674316,2.619999885559082,2.759999990463257,29600
-2024-07-19,2.7200000286102295,2.7200000286102295,2.6700000762939453,2.6700000762939453,2100
-2024-07-22,2.740000009536743,2.759999990463257,2.609999895095825,2.75,28900
-2024-07-23,2.680000066757202,2.9200000762939453,2.640000104904175,2.7799999713897705,25000
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-2024-07-25,2.680000066757202,2.740000009536743,2.680000066757202,2.740000009536743,25900
-2024-07-26,2.619999885559082,2.819999933242798,2.619999885559082,2.7699999809265137,12100
-2024-07-29,2.6500000953674316,2.8399999141693115,2.5899999141693115,2.700000047683716,27300
-2024-07-30,2.6600000858306885,2.759999990463257,2.5799999237060547,2.619999885559082,15200
-2024-07-31,2.6600000858306885,2.740000009536743,2.6500000953674316,2.700000047683716,8000
-2024-08-01,2.700000047683716,2.7200000286102295,2.619999885559082,2.6500000953674316,11500
-2024-08-02,2.700000047683716,2.740000009536743,2.5999999046325684,2.6700000762939453,4900
-2024-08-05,2.5399999618530273,2.690000057220459,2.5,2.690000057220459,5700
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-2024-08-07,2.5399999618530273,2.609999895095825,2.5,2.5899999141693115,32600
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-2024-08-12,2.569999933242798,2.609999895095825,2.3299999237060547,2.3299999237060547,34300
-2024-08-13,2.369999885559082,2.5999999046325684,2.3499999046325684,2.5999999046325684,24100
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-2024-08-19,2.440000057220459,2.450000047683716,2.380000114440918,2.4000000953674316,1500
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-2024-08-27,2.4200000762939453,2.4200000762939453,2.369999885559082,2.390000104904175,8100
-2024-08-28,2.369999885559082,2.430000066757202,2.3399999141693115,2.380000114440918,12000
-2024-08-29,2.319999933242798,2.4000000953674316,2.319999933242798,2.390000104904175,6600
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-2024-09-18,2.619999885559082,2.630000114440918,2.440000057220459,2.440000057220459,68600
-2024-09-19,2.549999952316284,2.75,2.4600000381469727,2.6500000953674316,45700
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-2024-10-04,2.609999895095825,2.7100000381469727,2.5999999046325684,2.619999885559082,12100
-2024-10-07,2.440000057220459,2.640000104904175,2.4200000762939453,2.640000104904175,22400
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-2024-10-09,2.5199999809265137,2.5799999237060547,2.4200000762939453,2.4200000762939453,6400
-2024-10-10,2.5299999713897705,2.5999999046325684,2.5299999713897705,2.5399999618530273,4900
-2024-10-11,2.509999990463257,2.549999952316284,2.4700000286102295,2.549999952316284,5900
-2024-10-14,2.5299999713897705,2.559999942779541,2.440000057220459,2.509999990463257,40100
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-2024-10-16,2.4700000286102295,2.4800000190734863,2.4100000858306885,2.4100000858306885,1400
-2024-10-17,2.509999990463257,2.6600000858306885,2.4000000953674316,2.4700000286102295,30500
-2024-10-18,2.619999885559082,2.630000114440918,2.569999933242798,2.5799999237060547,12200
-2024-10-21,2.5299999713897705,2.680000066757202,2.5299999713897705,2.5799999237060547,11800
-2024-10-22,2.5899999141693115,2.5899999141693115,2.5899999141693115,2.5899999141693115,100
-2024-10-23,2.5799999237060547,2.5799999237060547,2.5,2.5,300
-2024-10-24,2.5899999141693115,2.5899999141693115,2.5899999141693115,2.5899999141693115,100
-2024-10-25,2.5199999809265137,2.6500000953674316,2.5,2.5799999237060547,71700
-2024-10-28,2.640000104904175,2.700000047683716,2.5199999809265137,2.5199999809265137,37900
-2024-10-29,2.5799999237060547,2.75,2.5399999618530273,2.549999952316284,25400
-2024-10-30,2.640000104904175,2.759999990463257,2.450000047683716,2.5299999713897705,20600
-2024-10-31,2.4800000190734863,2.740000009536743,2.4800000190734863,2.6700000762939453,13200
-2024-11-01,2.5,2.5799999237060547,2.5,2.5399999618530273,6600
-2024-11-04,2.5,2.609999895095825,2.440000057220459,2.549999952316284,6800
-2024-11-05,2.4600000381469727,2.490000009536743,2.430000066757202,2.4600000381469727,1300
-2024-11-06,2.4600000381469727,2.549999952316284,2.450000047683716,2.4700000286102295,900
-2024-11-07,2.490000009536743,2.509999990463257,2.440000057220459,2.509999990463257,17000
-2024-11-08,2.430000066757202,2.490000009536743,2.430000066757202,2.430000066757202,14900
-2024-11-11,2.440000057220459,2.440000057220459,2.4100000858306885,2.4200000762939453,3300
-2024-11-12,2.490000009536743,2.509999990463257,2.4100000858306885,2.440000057220459,18500
-2024-11-13,2.450000047683716,2.450000047683716,2.3399999141693115,2.4100000858306885,8500
-2024-11-14,2.440000057220459,2.450000047683716,2.4000000953674316,2.450000047683716,11900
-2024-11-18,2.380000114440918,2.5,2.359999895095825,2.359999895095825,9900
-2024-11-19,2.369999885559082,2.450000047683716,2.359999895095825,2.4100000858306885,11000
-2024-11-21,2.309999942779541,2.380000114440918,2.309999942779541,2.359999895095825,5700
-2024-11-22,2.2899999618530273,2.359999895095825,2.2899999618530273,2.3399999141693115,7200
-2024-11-25,2.4000000953674316,2.4000000953674316,2.200000047683716,2.2200000286102295,16100
-2024-11-26,2.490000009536743,2.5,2.380000114440918,2.450000047683716,18700
-2024-11-27,2.3399999141693115,2.4600000381469727,2.3399999141693115,2.440000057220459,11200
-2024-11-28,2.319999933242798,2.390000104904175,2.2799999713897705,2.369999885559082,2100
-2024-11-29,2.390000104904175,2.390000104904175,2.2100000381469727,2.3499999046325684,10100
-2024-12-02,2.359999895095825,2.359999895095825,2.2899999618530273,2.2899999618530273,800
-2024-12-03,2.3499999046325684,2.3499999046325684,2.2799999713897705,2.2799999713897705,600
-2024-12-04,2.450000047683716,2.700000047683716,2.3399999141693115,2.3499999046325684,34600
-2024-12-05,2.4000000953674316,2.5299999713897705,2.4000000953674316,2.5,2700
-2024-12-06,2.2799999713897705,2.4000000953674316,2.2799999713897705,2.4000000953674316,200
-2024-12-09,2.4000000953674316,2.5399999618530273,2.3299999237060547,2.5399999618530273,2400
-2024-12-10,2.4000000953674316,2.4000000953674316,2.4000000953674316,2.4000000953674316,0
-2024-12-11,2.3399999141693115,2.5399999618530273,2.2100000381469727,2.5399999618530273,30500
-2024-12-12,2.259999990463257,2.450000047683716,2.1600000858306885,2.1600000858306885,7400
-2024-12-13,2.25,2.4000000953674316,2.2100000381469727,2.259999990463257,4800
-2024-12-16,2.319999933242798,2.390000104904175,2.2100000381469727,2.2100000381469727,900
-2024-12-17,2.2200000286102295,2.5799999237060547,2.2100000381469727,2.359999895095825,7900
-2024-12-18,2.1600000858306885,2.299999952316284,2.1600000858306885,2.240000009536743,5600
-2024-12-19,2.059999942779541,2.2200000286102295,2.0,2.009999990463257,1600
-2024-12-20,1.9800000190734863,2.0299999713897705,1.8899999856948853,2.0299999713897705,800
-2024-12-23,1.909999966621399,1.9299999475479126,1.909999966621399,1.9299999475479126,200
-2024-12-26,1.8600000143051147,1.909999966621399,1.7999999523162842,1.909999966621399,800
-2024-12-27,1.8600000143051147,1.8600000143051147,1.8600000143051147,1.8600000143051147,0
-2024-12-30,1.909999966621399,1.909999966621399,1.8300000429153442,1.8300000429153442,1200
-2025-01-02,1.75,1.75,1.75,1.75,100
-2025-01-03,1.75,1.75,1.75,1.75,0
-2025-01-06,1.7999999523162842,1.7999999523162842,1.7999999523162842,1.7999999523162842,100
-2025-01-07,1.8700000047683716,2.0,1.850000023841858,1.850000023841858,1600
-2025-01-08,1.7899999618530273,1.8700000047683716,1.7799999713897705,1.8700000047683716,700
-2025-01-09,1.8899999856948853,1.8899999856948853,1.7999999523162842,1.7999999523162842,700
-2025-01-10,1.8899999856948853,1.8899999856948853,1.8899999856948853,1.8899999856948853,0
-2025-01-13,2.190000057220459,2.190000057220459,1.7699999809265137,1.7699999809265137,1600
-2025-01-14,2.200000047683716,2.2699999809265137,2.0,2.2300000190734863,1000
-2025-01-15,2.200000047683716,2.200000047683716,2.200000047683716,2.200000047683716,300
-2025-01-16,2.2200000286102295,2.2699999809265137,2.0999999046325684,2.2699999809265137,300
-2025-01-17,2.3499999046325684,2.3499999046325684,2.3499999046325684,2.3499999046325684,100
-2025-01-20,2.190000057220459,2.3499999046325684,2.119999885559082,2.3499999046325684,4000
-2025-01-21,2.190000057220459,2.190000057220459,2.190000057220459,2.190000057220459,0
-2025-01-22,2.240000009536743,2.240000009536743,2.240000009536743,2.240000009536743,100
-2025-01-23,2.240000009536743,2.240000009536743,2.240000009536743,2.240000009536743,0
-2025-01-24,2.200000047683716,2.240000009536743,2.009999990463257,2.190000057220459,3200
-2025-01-27,2.200000047683716,2.200000047683716,2.200000047683716,2.200000047683716,0
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-2025-01-29,2.109999895095825,2.2899999618530273,2.0899999141693115,2.0899999141693115,300
-2025-01-30,2.200000047683716,2.259999990463257,2.0899999141693115,2.0999999046325684,3500
-2025-01-31,2.2899999618530273,2.309999942779541,2.119999885559082,2.1600000858306885,6600
-2025-02-03,2.2899999618530273,2.2899999618530273,2.2899999618530273,2.2899999618530273,0
-2025-02-04,2.2699999809265137,2.4000000953674316,2.2699999809265137,2.299999952316284,2000
-2025-02-05,2.2100000381469727,2.5299999713897705,2.1700000762939453,2.309999942779541,1500
-2025-02-06,2.369999885559082,2.440000057220459,2.2899999618530273,2.440000057220459,500
-2025-02-07,2.369999885559082,2.369999885559082,2.369999885559082,2.369999885559082,0
-2025-02-10,2.2100000381469727,2.2300000190734863,2.2100000381469727,2.2300000190734863,1200
-2025-02-11,2.2200000286102295,2.359999895095825,2.1500000953674316,2.1500000953674316,1500
-2025-02-12,2.2200000286102295,2.2300000190734863,2.2200000286102295,2.2300000190734863,1100
-2025-02-13,2.2200000286102295,2.2200000286102295,2.2200000286102295,2.2200000286102295,400
-2025-02-14,2.299999952316284,2.299999952316284,2.2799999713897705,2.2799999713897705,400
-2025-02-17,2.2699999809265137,2.319999933242798,2.200000047683716,2.319999933242798,700
-2025-02-18,2.25,2.25,2.140000104904175,2.140000104904175,1100
-2025-02-19,2.259999990463257,2.3499999046325684,2.240000009536743,2.25,6400
-2025-02-20,2.240000009536743,2.240000009536743,2.200000047683716,2.2100000381469727,1800
-2025-02-21,2.200000047683716,2.2100000381469727,2.200000047683716,2.2100000381469727,400
-2025-02-24,2.200000047683716,2.200000047683716,2.200000047683716,2.200000047683716,0
-2025-02-25,2.190000057220459,2.2300000190734863,2.190000057220459,2.2100000381469727,500
-2025-02-26,2.200000047683716,2.3499999046325684,2.1700000762939453,2.2699999809265137,4900
-2025-02-27,2.190000057220459,2.3299999237060547,2.1600000858306885,2.3299999237060547,1700
-2025-02-28,2.140000104904175,2.200000047683716,1.899999976158142,2.200000047683716,10600
-2025-03-05,2.1500000953674316,2.190000057220459,2.1500000953674316,2.190000057220459,600
-2025-03-06,2.2100000381469727,2.2100000381469727,2.140000104904175,2.180000066757202,4900
-2025-03-07,2.2300000190734863,2.2300000190734863,2.2200000286102295,2.2200000286102295,700
-2025-03-10,2.200000047683716,2.2100000381469727,2.200000047683716,2.2100000381469727,1800
-2025-03-11,2.200000047683716,2.200000047683716,2.200000047683716,2.200000047683716,0
-2025-03-12,2.200000047683716,2.200000047683716,2.200000047683716,2.200000047683716,100
-2025-03-13,2.200000047683716,2.200000047683716,2.200000047683716,2.200000047683716,0
-2025-03-14,2.200000047683716,2.200000047683716,2.200000047683716,2.200000047683716,0
-2025-03-17,2.1700000762939453,2.259999990463257,2.1700000762939453,2.259999990463257,800
-2025-03-18,2.190000057220459,2.2899999618530273,2.190000057220459,2.240000009536743,16200
-2025-03-19,2.2200000286102295,2.299999952316284,2.2100000381469727,2.299999952316284,3400
-2025-03-20,2.2200000286102295,2.240000009536743,2.2200000286102295,2.240000009536743,900
-2025-03-21,2.190000057220459,2.390000104904175,2.190000057220459,2.390000104904175,400
-2025-03-24,2.2100000381469727,2.2100000381469727,2.0999999046325684,2.1700000762939453,4000
-2025-03-25,2.25,2.25,2.130000114440918,2.140000104904175,300
-2025-03-26,2.2100000381469727,2.2100000381469727,2.190000057220459,2.190000057220459,500
-2025-03-27,2.190000057220459,2.190000057220459,2.190000057220459,2.190000057220459,200
-2025-03-28,2.2699999809265137,2.2699999809265137,2.2699999809265137,2.2699999809265137,1000
-2025-03-31,2.200000047683716,2.200000047683716,2.0199999809265137,2.180000066757202,1200
-2025-04-01,2.1600000858306885,2.299999952316284,2.130000114440918,2.130000114440918,3400
-2025-04-02,2.180000066757202,2.200000047683716,2.1500000953674316,2.1700000762939453,3000
-2025-04-03,2.1700000762939453,2.359999895095825,2.1700000762939453,2.359999895095825,2500
-2025-04-04,2.259999990463257,2.2899999618530273,2.2200000286102295,2.2200000286102295,4200
-2025-04-07,2.200000047683716,2.299999952316284,2.119999885559082,2.299999952316284,3300
-2025-04-08,2.200000047683716,2.200000047683716,2.069999933242798,2.1700000762939453,2300
-2025-04-09,2.299999952316284,2.299999952316284,2.1500000953674316,2.1500000953674316,1100
-2025-04-10,2.200000047683716,2.200000047683716,2.200000047683716,2.200000047683716,100
-2025-04-11,2.200000047683716,2.200000047683716,2.200000047683716,2.200000047683716,100
diff --git a/factor-investing/dados_acoes/HAGA4.csv b/factor-investing/dados_acoes/HAGA4.csv
deleted file mode 100644
index a90cd90..0000000
--- a/factor-investing/dados_acoes/HAGA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,HAGA4.SA,HAGA4.SA,HAGA4.SA,HAGA4.SA,HAGA4.SA
-Date,,,,,
-2024-04-11,1.159999966621399,1.1699999570846558,1.159999966621399,1.1699999570846558,5600
-2024-04-12,1.1799999475479126,1.1799999475479126,1.1699999570846558,1.1699999570846558,5400
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-2024-04-17,1.149999976158142,1.149999976158142,1.149999976158142,1.149999976158142,200
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-2024-04-19,1.1799999475479126,1.2300000190734863,1.159999966621399,1.159999966621399,17000
-2024-04-22,1.1799999475479126,1.2100000381469727,1.1799999475479126,1.1799999475479126,900
-2024-04-23,1.190000057220459,1.2200000286102295,1.1799999475479126,1.2200000286102295,4000
-2024-04-24,1.190000057220459,1.2100000381469727,1.1699999570846558,1.2100000381469727,7300
-2024-04-25,1.149999976158142,1.2100000381469727,1.149999976158142,1.2000000476837158,6500
-2024-04-26,1.149999976158142,1.1799999475479126,1.149999976158142,1.1799999475479126,15700
-2024-04-29,1.149999976158142,1.1699999570846558,1.149999976158142,1.1699999570846558,300
-2024-04-30,1.2200000286102295,1.2300000190734863,1.1299999952316284,1.1699999570846558,27500
-2024-05-02,1.25,1.25,1.190000057220459,1.2000000476837158,19800
-2024-05-03,1.399999976158142,1.4500000476837158,1.2400000095367432,1.25,78800
-2024-05-06,1.3300000429153442,1.4199999570846558,1.3300000429153442,1.340000033378601,18800
-2024-05-07,1.309999942779541,1.350000023841858,1.2899999618530273,1.3300000429153442,5400
-2024-05-08,1.350000023841858,1.350000023841858,1.2999999523162842,1.340000033378601,3200
-2024-05-09,1.2999999523162842,1.2999999523162842,1.2799999713897705,1.2999999523162842,7500
-2024-05-10,1.2599999904632568,1.2999999523162842,1.25,1.2999999523162842,2700
-2024-05-13,1.2100000381469727,1.2599999904632568,1.2100000381469727,1.2599999904632568,17400
-2024-05-14,1.2100000381469727,1.2100000381469727,1.1799999475479126,1.2100000381469727,7200
-2024-05-15,1.2799999713897705,1.350000023841858,1.149999976158142,1.1799999475479126,27600
-2024-05-16,1.2000000476837158,1.2699999809265137,1.2000000476837158,1.2200000286102295,10500
-2024-05-17,1.2100000381469727,1.2100000381469727,1.190000057220459,1.2000000476837158,600
-2024-05-20,1.2100000381469727,1.2300000190734863,1.1799999475479126,1.2100000381469727,1900
-2024-05-21,1.340000033378601,1.399999976158142,1.1799999475479126,1.1799999475479126,28600
-2024-05-22,1.2899999618530273,1.340000033378601,1.2599999904632568,1.340000033378601,13300
-2024-05-23,1.2699999809265137,1.3200000524520874,1.25,1.25,18100
-2024-05-24,1.2699999809265137,1.2799999713897705,1.2699999809265137,1.2699999809265137,2000
-2024-05-27,1.2899999618530273,1.3300000429153442,1.2300000190734863,1.3200000524520874,6600
-2024-05-28,1.2599999904632568,1.3200000524520874,1.2300000190734863,1.2599999904632568,21900
-2024-05-29,1.2899999618530273,1.350000023841858,1.2300000190734863,1.25,18800
-2024-05-31,1.2000000476837158,1.4500000476837158,1.2000000476837158,1.3300000429153442,57000
-2024-06-03,1.190000057220459,1.2400000095367432,1.190000057220459,1.2200000286102295,15100
-2024-06-04,1.2100000381469727,1.2200000286102295,1.1799999475479126,1.190000057220459,12700
-2024-06-05,1.2200000286102295,1.2699999809265137,1.2000000476837158,1.2100000381469727,14600
-2024-06-06,1.2200000286102295,1.2200000286102295,1.2200000286102295,1.2200000286102295,600
-2024-06-07,1.2000000476837158,1.2200000286102295,1.190000057220459,1.2200000286102295,5700
-2024-06-10,1.190000057220459,1.309999942779541,1.190000057220459,1.190000057220459,18700
-2024-06-11,1.1799999475479126,1.190000057220459,1.1799999475479126,1.190000057220459,6100
-2024-06-12,1.190000057220459,1.2000000476837158,1.1799999475479126,1.2000000476837158,6000
-2024-06-13,1.1799999475479126,1.190000057220459,1.159999966621399,1.1799999475479126,6900
-2024-06-14,1.1699999570846558,1.1699999570846558,1.159999966621399,1.1699999570846558,9200
-2024-06-17,1.2000000476837158,1.2000000476837158,1.1699999570846558,1.1699999570846558,3800
-2024-06-18,1.2300000190734863,1.25,1.1799999475479126,1.1799999475479126,21500
-2024-06-19,1.2000000476837158,1.2300000190734863,1.159999966621399,1.2000000476837158,18300
-2024-06-20,1.1799999475479126,1.2699999809265137,1.1699999570846558,1.1699999570846558,12500
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-2025-02-21,1.149999976158142,1.1799999475479126,1.149999976158142,1.159999966621399,12100
-2025-02-24,1.1699999570846558,1.1699999570846558,1.149999976158142,1.1699999570846558,1300
-2025-02-25,1.1699999570846558,1.1799999475479126,1.1399999856948853,1.149999976158142,7900
-2025-02-26,1.1699999570846558,1.1799999475479126,1.149999976158142,1.1799999475479126,6800
-2025-02-27,1.190000057220459,1.190000057220459,1.159999966621399,1.1799999475479126,4500
-2025-02-28,1.1699999570846558,1.1799999475479126,1.1699999570846558,1.1799999475479126,1600
-2025-03-05,1.1699999570846558,1.1799999475479126,1.1699999570846558,1.1699999570846558,600
-2025-03-06,1.159999966621399,1.190000057220459,1.149999976158142,1.149999976158142,1500
-2025-03-07,1.1799999475479126,1.1799999475479126,1.149999976158142,1.1799999475479126,20700
-2025-03-10,1.1799999475479126,1.1799999475479126,1.159999966621399,1.1699999570846558,8300
-2025-03-11,1.1799999475479126,1.2799999713897705,1.1799999475479126,1.1799999475479126,25000
-2025-03-12,1.1699999570846558,1.1699999570846558,1.1699999570846558,1.1699999570846558,1000
-2025-03-13,1.159999966621399,1.159999966621399,1.159999966621399,1.159999966621399,1100
-2025-03-14,1.2000000476837158,1.2000000476837158,1.159999966621399,1.159999966621399,20500
-2025-03-17,1.190000057220459,1.2000000476837158,1.159999966621399,1.2000000476837158,6600
-2025-03-18,1.1799999475479126,1.190000057220459,1.1799999475479126,1.1799999475479126,17400
-2025-03-19,1.1799999475479126,1.190000057220459,1.1699999570846558,1.1699999570846558,12000
-2025-03-20,1.190000057220459,1.190000057220459,1.1699999570846558,1.1699999570846558,300
-2025-03-21,1.2300000190734863,1.25,1.1699999570846558,1.1699999570846558,33700
-2025-03-24,1.2300000190734863,1.25,1.2200000286102295,1.2400000095367432,44500
-2025-03-25,1.2200000286102295,1.2699999809265137,1.2000000476837158,1.2000000476837158,3100
-2025-03-26,1.2200000286102295,1.2799999713897705,1.2100000381469727,1.2699999809265137,1100
-2025-03-27,1.2400000095367432,1.2400000095367432,1.2000000476837158,1.2000000476837158,200
-2025-03-28,1.2699999809265137,1.2699999809265137,1.2400000095367432,1.2400000095367432,2200
-2025-03-31,1.2599999904632568,1.2799999713897705,1.2100000381469727,1.2100000381469727,9800
-2025-04-01,1.2200000286102295,1.2699999809265137,1.2100000381469727,1.2100000381469727,300
-2025-04-02,1.2400000095367432,1.2699999809265137,1.2400000095367432,1.2699999809265137,500
-2025-04-03,1.2300000190734863,1.2300000190734863,1.2000000476837158,1.2200000286102295,1000
-2025-04-04,1.2300000190734863,1.2300000190734863,1.1799999475479126,1.2300000190734863,9100
-2025-04-07,1.1799999475479126,1.2300000190734863,1.149999976158142,1.2200000286102295,9900
-2025-04-08,1.2200000286102295,1.2300000190734863,1.159999966621399,1.2200000286102295,800
-2025-04-09,1.2200000286102295,1.2200000286102295,1.2100000381469727,1.2100000381469727,4500
-2025-04-10,1.2000000476837158,1.2400000095367432,1.190000057220459,1.2200000286102295,2300
-2025-04-11,1.2300000190734863,1.2300000190734863,1.1699999570846558,1.1699999570846558,1300
diff --git a/factor-investing/dados_acoes/HAPV3.csv b/factor-investing/dados_acoes/HAPV3.csv
deleted file mode 100644
index 423b425..0000000
--- a/factor-investing/dados_acoes/HAPV3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,HAPV3.SA,HAPV3.SA,HAPV3.SA,HAPV3.SA,HAPV3.SA
-Date,,,,,
-2024-04-11,3.9600000381469727,4.039999961853027,3.859999895095825,3.940000057220459,74092200
-2024-04-12,3.880000114440918,3.9600000381469727,3.8299999237060547,3.9600000381469727,76037300
-2024-04-15,3.7300000190734863,3.930000066757202,3.7300000190734863,3.890000104904175,98571800
-2024-04-16,3.5999999046325684,3.6700000762939453,3.559999942779541,3.6600000858306885,129894300
-2024-04-17,3.5399999618530273,3.6500000953674316,3.5299999713897705,3.619999885559082,91232100
-2024-04-18,3.5,3.619999885559082,3.450000047683716,3.5399999618530273,98305700
-2024-04-19,3.5999999046325684,3.680000066757202,3.5,3.5,75426600
-2024-04-22,3.640000104904175,3.680000066757202,3.5799999237060547,3.619999885559082,47943300
-2024-04-23,3.609999895095825,3.6600000858306885,3.5399999618530273,3.609999895095825,50211900
-2024-04-24,3.5999999046325684,3.7100000381469727,3.5999999046325684,3.619999885559082,48592600
-2024-04-25,3.619999885559082,3.630000114440918,3.490000009536743,3.5999999046325684,71936000
-2024-04-26,3.7799999713897705,3.819999933242798,3.630000114440918,3.640000104904175,40151700
-2024-04-29,3.819999933242798,3.9100000858306885,3.759999990463257,3.759999990463257,36499800
-2024-04-30,3.690000057220459,3.819999933242798,3.680000066757202,3.7899999618530273,30470100
-2024-05-02,3.7200000286102295,3.8299999237060547,3.7200000286102295,3.7699999809265137,64881700
-2024-05-03,3.8499999046325684,3.890000104904175,3.799999952316284,3.819999933242798,49297200
-2024-05-06,3.880000114440918,3.9600000381469727,3.8499999046325684,3.859999895095825,45227800
-2024-05-07,4.039999961853027,4.139999866485596,3.950000047683716,3.950000047683716,106201200
-2024-05-08,4.130000114440918,4.139999866485596,4.019999980926514,4.059999942779541,96862200
-2024-05-09,4.099999904632568,4.150000095367432,4.0,4.039999961853027,98856700
-2024-05-10,4.050000190734863,4.139999866485596,3.9600000381469727,4.070000171661377,102814300
-2024-05-13,4.03000020980835,4.119999885559082,4.03000020980835,4.050000190734863,60160500
-2024-05-14,4.449999809265137,4.489999771118164,4.260000228881836,4.309999942779541,223036400
-2024-05-15,4.400000095367432,4.570000171661377,4.389999866485596,4.489999771118164,59651900
-2024-05-16,4.489999771118164,4.53000020980835,4.360000133514404,4.440000057220459,67072200
-2024-05-17,4.510000228881836,4.590000152587891,4.489999771118164,4.489999771118164,82455100
-2024-05-20,4.550000190734863,4.670000076293945,4.5,4.5,95742600
-2024-05-21,4.480000019073486,4.590000152587891,4.449999809265137,4.559999942779541,67141500
-2024-05-22,4.400000095367432,4.539999961853027,4.389999866485596,4.510000228881836,94362400
-2024-05-23,4.260000228881836,4.440000057220459,4.21999979019165,4.389999866485596,66302200
-2024-05-24,4.260000228881836,4.340000152587891,4.230000019073486,4.25,38004600
-2024-05-27,4.269999980926514,4.300000190734863,4.199999809265137,4.269999980926514,25370200
-2024-05-28,4.150000095367432,4.369999885559082,4.139999866485596,4.320000171661377,91218600
-2024-05-29,4.150000095367432,4.190000057220459,4.039999961853027,4.110000133514404,54959400
-2024-05-31,3.990000009536743,4.150000095367432,3.9600000381469727,4.150000095367432,81347800
-2024-06-03,4.070000171661377,4.099999904632568,3.9600000381469727,4.010000228881836,55771900
-2024-06-04,4.059999942779541,4.099999904632568,3.9800000190734863,4.050000190734863,74893500
-2024-06-05,3.950000047683716,4.050000190734863,3.9200000762939453,4.050000190734863,74202000
-2024-06-06,4.010000228881836,4.079999923706055,3.9100000858306885,3.950000047683716,71507900
-2024-06-07,3.890000104904175,3.9800000190734863,3.859999895095825,3.950000047683716,72633400
-2024-06-10,3.8499999046325684,3.930000066757202,3.8499999046325684,3.9100000858306885,27173500
-2024-06-11,3.9100000858306885,3.9800000190734863,3.859999895095825,3.869999885559082,36653400
-2024-06-12,3.7899999618530273,4.019999980926514,3.759999990463257,3.9600000381469727,56993200
-2024-06-13,3.740000009536743,3.799999952316284,3.680000066757202,3.7799999713897705,60158500
-2024-06-14,3.75,3.809999942779541,3.700000047683716,3.7300000190734863,41965700
-2024-06-17,3.6600000858306885,3.740000009536743,3.640000104904175,3.7200000286102295,50061400
-2024-06-18,3.6500000953674316,3.7799999713897705,3.619999885559082,3.6500000953674316,47820400
-2024-06-19,3.700000047683716,3.740000009536743,3.609999895095825,3.6500000953674316,28421200
-2024-06-20,3.6500000953674316,3.809999942779541,3.609999895095825,3.7300000190734863,48779100
-2024-06-21,3.6700000762939453,3.690000057220459,3.559999942779541,3.619999885559082,84180300
-2024-06-24,3.890000104904175,3.9000000953674316,3.690000057220459,3.700000047683716,67090600
-2024-06-25,3.8299999237060547,3.940000057220459,3.809999942779541,3.880000114440918,41970500
-2024-06-26,3.809999942779541,3.859999895095825,3.7200000286102295,3.819999933242798,37125400
-2024-06-27,3.9100000858306885,3.930000066757202,3.7799999713897705,3.819999933242798,31748700
-2024-06-28,3.8299999237060547,3.9200000762939453,3.799999952316284,3.9000000953674316,41261400
-2024-07-01,3.759999990463257,3.869999885559082,3.75,3.8299999237060547,50127300
-2024-07-02,3.7200000286102295,3.7899999618530273,3.680000066757202,3.7699999809265137,42325300
-2024-07-03,3.890000104904175,3.930000066757202,3.740000009536743,3.75,53710700
-2024-07-04,3.9700000286102295,4.03000020980835,3.9100000858306885,3.930000066757202,48420600
-2024-07-05,3.950000047683716,3.990000009536743,3.9000000953674316,3.950000047683716,37566100
-2024-07-08,3.930000066757202,4.0,3.9200000762939453,3.930000066757202,29688000
-2024-07-09,4.059999942779541,4.079999923706055,3.9200000762939453,3.9200000762939453,44820600
-2024-07-10,4.070000171661377,4.159999847412109,4.0,4.099999904632568,43592200
-2024-07-11,4.090000152587891,4.150000095367432,4.059999942779541,4.090000152587891,36357600
-2024-07-12,4.079999923706055,4.130000114440918,4.050000190734863,4.099999904632568,85563000
-2024-07-15,4.150000095367432,4.190000057220459,4.079999923706055,4.099999904632568,40352000
-2024-07-16,4.159999847412109,4.239999771118164,4.130000114440918,4.150000095367432,53880300
-2024-07-17,4.059999942779541,4.179999828338623,4.050000190734863,4.179999828338623,49318600
-2024-07-18,3.940000057220459,4.050000190734863,3.9100000858306885,4.019999980926514,53777000
-2024-07-19,3.890000104904175,4.019999980926514,3.890000104904175,3.9800000190734863,36629900
-2024-07-22,3.9200000762939453,3.950000047683716,3.869999885559082,3.9000000953674316,35465500
-2024-07-23,3.9200000762939453,3.9800000190734863,3.869999885559082,3.940000057220459,43416900
-2024-07-24,3.950000047683716,4.050000190734863,3.869999885559082,3.9200000762939453,50971200
-2024-07-25,4.03000020980835,4.059999942779541,3.9200000762939453,3.950000047683716,52015400
-2024-07-26,4.179999828338623,4.199999809265137,4.03000020980835,4.039999961853027,41805200
-2024-07-29,4.159999847412109,4.25,4.110000133514404,4.179999828338623,34669200
-2024-07-30,4.119999885559082,4.170000076293945,4.099999904632568,4.150000095367432,30216000
-2024-07-31,4.070000171661377,4.239999771118164,4.059999942779541,4.130000114440918,78726100
-2024-08-01,4.210000038146973,4.289999961853027,4.099999904632568,4.099999904632568,85452500
-2024-08-02,4.300000190734863,4.309999942779541,4.179999828338623,4.210000038146973,73809500
-2024-08-05,4.309999942779541,4.320000171661377,4.139999866485596,4.199999809265137,96505500
-2024-08-06,4.289999961853027,4.420000076293945,4.25,4.300000190734863,87975900
-2024-08-07,4.409999847412109,4.409999847412109,4.289999961853027,4.340000152587891,67012500
-2024-08-08,4.5,4.510000228881836,4.389999866485596,4.420000076293945,86048300
-2024-08-09,4.429999828338623,4.590000152587891,4.210000038146973,4.550000190734863,135892600
-2024-08-12,4.300000190734863,4.519999980926514,4.28000020980835,4.449999809265137,60976500
-2024-08-13,4.409999847412109,4.440000057220459,4.289999961853027,4.320000171661377,75880800
-2024-08-14,4.409999847412109,4.5,4.369999885559082,4.420000076293945,73019800
-2024-08-15,4.420000076293945,4.480000019073486,4.360000133514404,4.420000076293945,53696500
-2024-08-16,4.269999980926514,4.5,4.230000019073486,4.449999809265137,75779200
-2024-08-19,4.449999809265137,4.5,4.269999980926514,4.309999942779541,47983400
-2024-08-20,4.559999942779541,4.590000152587891,4.380000114440918,4.449999809265137,50852600
-2024-08-21,4.559999942779541,4.630000114440918,4.5,4.590000152587891,42539000
-2024-08-22,4.369999885559082,4.599999904632568,4.340000152587891,4.550000190734863,41145300
-2024-08-23,4.489999771118164,4.519999980926514,4.349999904632568,4.369999885559082,40812100
-2024-08-26,4.480000019073486,4.519999980926514,4.440000057220459,4.489999771118164,28400300
-2024-08-27,4.460000038146973,4.5,4.400000095367432,4.449999809265137,32423400
-2024-08-28,4.460000038146973,4.489999771118164,4.420000076293945,4.420000076293945,36824900
-2024-08-29,4.289999961853027,4.46999979019165,4.289999961853027,4.440000057220459,38643000
-2024-08-30,4.239999771118164,4.320000171661377,4.179999828338623,4.21999979019165,99681500
-2024-09-02,4.28000020980835,4.309999942779541,4.170000076293945,4.230000019073486,29747600
-2024-09-03,4.369999885559082,4.420000076293945,4.28000020980835,4.28000020980835,48524500
-2024-09-04,4.440000057220459,4.599999904632568,4.380000114440918,4.409999847412109,92477200
-2024-09-05,4.550000190734863,4.599999904632568,4.460000038146973,4.46999979019165,50639200
-2024-09-06,4.480000019073486,4.590000152587891,4.480000019073486,4.539999961853027,43404700
-2024-09-09,4.5,4.5,4.420000076293945,4.480000019073486,45257800
-2024-09-10,4.519999980926514,4.550000190734863,4.449999809265137,4.5,69915600
-2024-09-11,4.5,4.559999942779541,4.5,4.550000190734863,26840700
-2024-09-12,4.489999771118164,4.519999980926514,4.449999809265137,4.480000019073486,33078100
-2024-09-13,4.599999904632568,4.619999885559082,4.489999771118164,4.519999980926514,45764100
-2024-09-16,4.619999885559082,4.75,4.590000152587891,4.630000114440918,53337800
-2024-09-17,4.610000133514404,4.630000114440918,4.53000020980835,4.630000114440918,45999800
-2024-09-18,4.659999847412109,4.739999771118164,4.559999942779541,4.610000133514404,106491700
-2024-09-19,4.46999979019165,4.710000038146973,4.46999979019165,4.699999809265137,53423800
-2024-09-20,4.329999923706055,4.539999961853027,4.28000020980835,4.429999828338623,79170400
-2024-09-23,4.230000019073486,4.360000133514404,4.179999828338623,4.300000190734863,76987500
-2024-09-24,4.25,4.349999904632568,4.25,4.269999980926514,41507000
-2024-09-25,4.119999885559082,4.309999942779541,4.03000020980835,4.300000190734863,127931500
-2024-09-26,4.070000171661377,4.21999979019165,4.039999961853027,4.139999866485596,56971900
-2024-09-27,4.0,4.090000152587891,3.9600000381469727,4.070000171661377,66166800
-2024-09-30,4.0,4.150000095367432,3.9700000286102295,4.039999961853027,63767700
-2024-10-01,4.039999961853027,4.099999904632568,4.019999980926514,4.050000190734863,74920700
-2024-10-02,4.139999866485596,4.210000038146973,4.079999923706055,4.090000152587891,76631000
-2024-10-03,4.010000228881836,4.110000133514404,3.990000009536743,4.099999904632568,69288000
-2024-10-04,4.019999980926514,4.090000152587891,3.940000057220459,4.0,59919500
-2024-10-07,3.9700000286102295,4.059999942779541,3.9600000381469727,4.039999961853027,54209700
-2024-10-08,3.940000057220459,4.039999961853027,3.940000057220459,3.990000009536743,45168300
-2024-10-09,3.890000104904175,3.9600000381469727,3.859999895095825,3.9100000858306885,86147700
-2024-10-10,3.809999942779541,3.9100000858306885,3.799999952316284,3.9100000858306885,71544500
-2024-10-11,3.869999885559082,3.9000000953674316,3.75,3.7899999618530273,54546400
-2024-10-14,3.8499999046325684,3.9200000762939453,3.819999933242798,3.869999885559082,69614300
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-2024-11-04,3.4600000381469727,3.5199999809265137,3.369999885559082,3.390000104904175,66598200
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-2024-11-28,2.7100000381469727,2.880000114440918,2.700000047683716,2.8499999046325684,91321500
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-2024-12-02,2.6700000762939453,2.799999952316284,2.6600000858306885,2.680000066757202,64836200
-2024-12-03,2.7100000381469727,2.75,2.6600000858306885,2.690000057220459,66666500
-2024-12-04,2.619999885559082,2.7300000190734863,2.619999885559082,2.7200000286102295,51333900
-2024-12-05,2.5899999141693115,2.75,2.5899999141693115,2.6600000858306885,59355800
-2024-12-06,2.4700000286102295,2.630000114440918,2.4600000381469727,2.5799999237060547,76647200
-2024-12-09,2.4100000858306885,2.5299999713897705,2.4000000953674316,2.5,59186000
-2024-12-10,2.5199999809265137,2.549999952316284,2.430000066757202,2.450000047683716,86933100
-2024-12-11,2.6700000762939453,2.799999952316284,2.5299999713897705,2.5299999713897705,128488300
-2024-12-12,2.700000047683716,2.819999933242798,2.5799999237060547,2.640000104904175,167306700
-2024-12-13,2.609999895095825,2.7100000381469727,2.5899999141693115,2.690000057220459,130552100
-2024-12-16,2.569999933242798,2.7300000190734863,2.549999952316284,2.609999895095825,98527700
-2024-12-17,2.2799999713897705,2.440000057220459,2.1700000762939453,2.440000057220459,313556000
-2024-12-18,2.119999885559082,2.430000066757202,2.109999895095825,2.2799999713897705,367138700
-2024-12-19,2.2899999618530273,2.359999895095825,2.140000104904175,2.1500000953674316,114645300
-2024-12-20,2.380000114440918,2.4700000286102295,2.2300000190734863,2.309999942779541,145257300
-2024-12-23,2.25,2.369999885559082,2.25,2.359999895095825,70234200
-2024-12-26,2.2300000190734863,2.259999990463257,2.180000066757202,2.240000009536743,61370000
-2024-12-27,2.2100000381469727,2.2899999618530273,2.1700000762939453,2.259999990463257,60460200
-2024-12-30,2.2300000190734863,2.259999990463257,2.190000057220459,2.2200000286102295,54300000
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-2025-01-06,2.180000066757202,2.200000047683716,2.130000114440918,2.140000104904175,49024100
-2025-01-07,2.380000114440918,2.380000114440918,2.1700000762939453,2.200000047683716,114445400
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-2025-02-19,2.430000066757202,2.509999990463257,2.4000000953674316,2.440000057220459,73077800
-2025-02-20,2.440000057220459,2.4700000286102295,2.4000000953674316,2.440000057220459,97669500
-2025-02-21,2.359999895095825,2.490000009536743,2.3399999141693115,2.450000047683716,88654700
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-2025-03-17,2.2899999618530273,2.309999942779541,2.1500000953674316,2.180000066757202,87512900
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diff --git a/factor-investing/dados_acoes/HBOR3.csv b/factor-investing/dados_acoes/HBOR3.csv
deleted file mode 100644
index 469f30b..0000000
--- a/factor-investing/dados_acoes/HBOR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,HBOR3.SA,HBOR3.SA,HBOR3.SA,HBOR3.SA,HBOR3.SA
-Date,,,,,
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-2024-04-26,2.6876583099365234,2.6973261364633063,2.610315697722259,2.629651350775825,531400
-2024-04-29,2.755333185195923,2.765001012036993,2.6586549167852205,2.6586549167852205,432900
-2024-04-30,2.648987054824829,2.7843368593045668,2.648987054824829,2.7456653219538056,345900
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-2025-02-07,1.4700000286102295,1.5199999809265137,1.4600000381469727,1.4800000190734863,349900
-2025-02-10,1.5099999904632568,1.5199999809265137,1.4900000095367432,1.4900000095367432,156300
-2025-02-11,1.5199999809265137,1.5399999618530273,1.4800000190734863,1.4800000190734863,241100
-2025-02-12,1.5,1.5199999809265137,1.4800000190734863,1.5199999809265137,273900
-2025-02-13,1.5,1.5199999809265137,1.4800000190734863,1.5,277100
-2025-02-14,1.590000033378601,1.6299999952316284,1.5099999904632568,1.5099999904632568,1085600
-2025-02-17,1.6799999475479126,1.7300000190734863,1.590000033378601,1.590000033378601,1080000
-2025-02-18,1.6699999570846558,1.7400000095367432,1.649999976158142,1.6799999475479126,483300
-2025-02-19,1.649999976158142,1.7100000381469727,1.6399999856948853,1.6799999475479126,407100
-2025-02-20,1.6200000047683716,1.6799999475479126,1.6200000047683716,1.659999966621399,188200
-2025-02-21,1.6200000047683716,1.659999966621399,1.600000023841858,1.6399999856948853,266300
-2025-02-24,1.559999942779541,1.649999976158142,1.559999942779541,1.6299999952316284,419500
-2025-02-25,1.559999942779541,1.590000033378601,1.5499999523162842,1.5700000524520874,133000
-2025-02-26,1.5399999618530273,1.6100000143051147,1.5299999713897705,1.5700000524520874,630900
-2025-02-27,1.5199999809265137,1.5700000524520874,1.5099999904632568,1.559999942779541,322700
-2025-02-28,1.4600000381469727,1.5399999618530273,1.4600000381469727,1.5299999713897705,463900
-2025-03-05,1.440000057220459,1.4800000190734863,1.4199999570846558,1.4600000381469727,424600
-2025-03-06,1.4900000095367432,1.5099999904632568,1.440000057220459,1.440000057220459,226900
-2025-03-07,1.5199999809265137,1.5800000429153442,1.4800000190734863,1.4900000095367432,189000
-2025-03-10,1.4800000190734863,1.5800000429153442,1.4800000190734863,1.5099999904632568,337600
-2025-03-11,1.5299999713897705,1.5499999523162842,1.4900000095367432,1.5099999904632568,186500
-2025-03-12,1.6799999475479126,1.75,1.5399999618530273,1.5399999618530273,2787000
-2025-03-13,1.6100000143051147,1.7300000190734863,1.600000023841858,1.7300000190734863,272900
-2025-03-14,1.7100000381469727,1.7300000190734863,1.6200000047683716,1.6399999856948853,427600
-2025-03-17,1.7599999904632568,1.7699999809265137,1.6799999475479126,1.7300000190734863,594900
-2025-03-18,1.7000000476837158,1.7899999618530273,1.690000057220459,1.7699999809265137,343100
-2025-03-19,1.7300000190734863,1.75,1.6799999475479126,1.7200000286102295,297100
-2025-03-20,1.7200000286102295,1.75,1.6799999475479126,1.7100000381469727,389400
-2025-03-21,1.7000000476837158,1.7799999713897705,1.6799999475479126,1.7699999809265137,1384000
-2025-03-24,1.6799999475479126,1.75,1.6799999475479126,1.7400000095367432,368700
-2025-03-25,1.7400000095367432,1.7899999618530273,1.6799999475479126,1.6799999475479126,740600
-2025-03-26,1.7100000381469727,1.7699999809265137,1.6399999856948853,1.7300000190734863,851400
-2025-03-27,1.7300000190734863,1.7799999713897705,1.690000057220459,1.7100000381469727,572300
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-2025-04-01,1.8799999952316284,1.909999966621399,1.7999999523162842,1.7999999523162842,962000
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-2025-04-03,1.9299999475479126,1.9500000476837158,1.8600000143051147,1.8899999856948853,839900
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-2025-04-09,1.7000000476837158,1.75,1.6399999856948853,1.690000057220459,1667600
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-2025-04-11,1.7000000476837158,1.7300000190734863,1.6799999475479126,1.7200000286102295,684600
diff --git a/factor-investing/dados_acoes/HBRE3.csv b/factor-investing/dados_acoes/HBRE3.csv
deleted file mode 100644
index a803107..0000000
--- a/factor-investing/dados_acoes/HBRE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,HBRE3.SA,HBRE3.SA,HBRE3.SA,HBRE3.SA,HBRE3.SA
-Date,,,,,
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-2024-05-22,4.78000020980835,5.099999904632568,4.75,5.090000152587891,1104300
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-2024-07-08,5.429999828338623,5.630000114440918,5.429999828338623,5.579999923706055,275100
-2024-07-09,5.599999904632568,5.619999885559082,5.329999923706055,5.440000057220459,397200
-2024-07-10,5.730000019073486,5.78000020980835,5.570000171661377,5.570000171661377,230700
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-2024-07-12,6.0,6.110000133514404,5.739999771118164,5.760000228881836,970800
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-2024-07-23,5.690000057220459,5.789999961853027,5.670000076293945,5.71999979019165,302000
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-2024-07-29,5.420000076293945,5.590000152587891,5.380000114440918,5.590000152587891,253500
-2024-07-30,5.5,5.539999961853027,5.369999885559082,5.409999847412109,343800
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-2024-10-01,4.769999980926514,4.849999904632568,4.75,4.760000228881836,437000
-2024-10-02,4.710000038146973,4.889999866485596,4.710000038146973,4.769999980926514,755000
-2024-10-03,4.590000152587891,4.71999979019165,4.550000190734863,4.710000038146973,544200
-2024-10-04,4.610000133514404,4.630000114440918,4.53000020980835,4.610000133514404,393700
-2024-10-07,4.630000114440918,4.650000095367432,4.539999961853027,4.590000152587891,428600
-2024-10-08,4.619999885559082,4.659999847412109,4.599999904632568,4.650000095367432,285700
-2024-10-09,4.53000020980835,4.630000114440918,4.510000228881836,4.630000114440918,357500
-2024-10-10,4.539999961853027,4.590000152587891,4.489999771118164,4.539999961853027,311600
-2024-10-11,4.510000228881836,4.53000020980835,4.449999809265137,4.480000019073486,344800
-2024-10-14,4.590000152587891,4.590000152587891,4.460000038146973,4.510000228881836,333700
-2024-10-15,4.599999904632568,4.630000114440918,4.53000020980835,4.619999885559082,260200
-2024-10-16,4.639999866485596,4.710000038146973,4.550000190734863,4.639999866485596,265000
-2024-10-17,4.619999885559082,4.659999847412109,4.559999942779541,4.639999866485596,292100
-2024-10-18,4.519999980926514,4.670000076293945,4.5,4.610000133514404,526800
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-2024-10-22,4.400000095367432,4.420000076293945,4.309999942779541,4.389999866485596,680900
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-2024-10-25,4.599999904632568,4.769999980926514,4.599999904632568,4.730000019073486,431100
-2024-10-28,4.730000019073486,4.75,4.579999923706055,4.579999923706055,503800
-2024-10-29,4.570000171661377,4.760000228881836,4.550000190734863,4.730000019073486,478200
-2024-10-30,4.639999866485596,4.690000057220459,4.53000020980835,4.570000171661377,388800
-2024-10-31,4.519999980926514,4.670000076293945,4.429999828338623,4.659999847412109,1026100
-2024-11-01,4.380000114440918,4.599999904632568,4.360000133514404,4.539999961853027,521600
-2024-11-04,4.570000171661377,4.579999923706055,4.369999885559082,4.480000019073486,468000
-2024-11-05,4.599999904632568,4.610000133514404,4.519999980926514,4.590000152587891,292400
-2024-11-06,4.650000095367432,4.650000095367432,4.5,4.590000152587891,409200
-2024-11-07,4.449999809265137,4.650000095367432,4.340000152587891,4.630000114440918,1000400
-2024-11-08,4.409999847412109,4.449999809265137,4.210000038146973,4.429999828338623,1149200
-2024-11-11,4.380000114440918,4.460000038146973,4.329999923706055,4.409999847412109,664700
-2024-11-12,4.300000190734863,4.429999828338623,4.239999771118164,4.400000095367432,668600
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-2024-11-14,4.260000228881836,4.289999961853027,4.179999828338623,4.260000228881836,738000
-2024-11-18,4.179999828338623,4.349999904632568,4.130000114440918,4.349999904632568,674900
-2024-11-19,4.269999980926514,4.269999980926514,4.130000114440918,4.179999828338623,377400
-2024-11-21,4.139999866485596,4.210000038146973,4.090000152587891,4.190000057220459,775800
-2024-11-22,4.25,4.25,4.139999866485596,4.179999828338623,444300
-2024-11-25,4.380000114440918,4.440000057220459,4.239999771118164,4.25,600100
-2024-11-26,4.71999979019165,4.75,4.369999885559082,4.409999847412109,1326700
-2024-11-27,4.53000020980835,4.909999847412109,4.53000020980835,4.71999979019165,1559600
-2024-11-28,4.050000190734863,4.559999942779541,4.050000190734863,4.539999961853027,1040600
-2024-11-29,4.070000171661377,4.119999885559082,3.9000000953674316,4.079999923706055,869500
-2024-12-02,3.9700000286102295,4.099999904632568,3.950000047683716,4.099999904632568,603300
-2024-12-03,3.8399999141693115,4.059999942779541,3.8399999141693115,3.9800000190734863,633100
-2024-12-04,3.740000009536743,3.880000114440918,3.7200000286102295,3.8499999046325684,385300
-2024-12-05,3.990000009536743,4.050000190734863,3.880000114440918,3.890000104904175,780000
-2024-12-06,3.809999942779541,4.010000228881836,3.7699999809265137,4.010000228881836,577700
-2024-12-09,3.690000057220459,3.9200000762939453,3.690000057220459,3.809999942779541,460400
-2024-12-10,3.8399999141693115,3.8499999046325684,3.700000047683716,3.740000009536743,383400
-2024-12-11,3.9000000953674316,4.079999923706055,3.819999933242798,3.880000114440918,762500
-2024-12-12,3.5299999713897705,3.859999895095825,3.450000047683716,3.859999895095825,1233300
-2024-12-13,3.450000047683716,3.5999999046325684,3.450000047683716,3.5199999809265137,397700
-2024-12-16,3.299999952316284,3.4700000286102295,3.299999952316284,3.4700000286102295,594900
-2024-12-17,3.200000047683716,3.3299999237060547,3.1500000953674316,3.3299999237060547,1423200
-2024-12-18,2.880000114440918,3.200000047683716,2.880000114440918,3.200000047683716,944200
-2024-12-19,3.059999942779541,3.0899999141693115,2.869999885559082,2.9100000858306885,666900
-2024-12-20,3.190000057220459,3.200000047683716,3.0299999713897705,3.0299999713897705,585500
-2024-12-23,2.940000057220459,3.1600000858306885,2.930000066757202,3.1600000858306885,662000
-2024-12-26,2.930000066757202,3.0,2.880000114440918,3.0,743600
-2024-12-27,3.0,3.059999942779541,2.940000057220459,2.940000057220459,430300
-2024-12-30,2.9800000190734863,3.0399999618530273,2.869999885559082,3.0299999713897705,861000
-2025-01-02,3.109999895095825,3.200000047683716,2.869999885559082,2.9200000762939453,833000
-2025-01-03,2.9700000286102295,3.069999933242798,2.930000066757202,3.0399999618530273,770800
-2025-01-06,3.0399999618530273,3.0899999141693115,2.9800000190734863,3.0199999809265137,246200
-2025-01-07,3.049999952316284,3.119999885559082,3.0299999713897705,3.0799999237060547,148500
-2025-01-08,2.9200000762939453,3.049999952316284,2.9100000858306885,3.049999952316284,233600
-2025-01-09,2.930000066757202,2.9700000286102295,2.880000114440918,2.9000000953674316,151400
-2025-01-10,2.880000114440918,2.950000047683716,2.880000114440918,2.950000047683716,196600
-2025-01-13,2.8299999237060547,2.9000000953674316,2.7699999809265137,2.880000114440918,508000
-2025-01-14,2.9700000286102295,3.049999952316284,2.8399999141693115,2.8399999141693115,698700
-2025-01-15,3.0899999141693115,3.1700000762939453,2.990000009536743,2.990000009536743,612700
-2025-01-16,3.0799999237060547,3.130000114440918,3.059999942779541,3.0799999237060547,386200
-2025-01-17,3.0,3.119999885559082,2.990000009536743,3.0899999141693115,294500
-2025-01-20,3.0799999237060547,3.130000114440918,2.950000047683716,3.0,359600
-2025-01-21,3.0799999237060547,3.0999999046325684,3.0399999618530273,3.059999942779541,171300
-2025-01-22,3.109999895095825,3.1500000953674316,3.069999933242798,3.0899999141693115,169600
-2025-01-23,3.069999933242798,3.109999895095825,3.0299999713897705,3.109999895095825,168700
-2025-01-24,3.0199999809265137,3.0999999046325684,3.0199999809265137,3.0799999237060547,115700
-2025-01-27,3.0899999141693115,3.1600000858306885,3.0,3.009999990463257,536200
-2025-01-28,3.0399999618530273,3.140000104904175,3.009999990463257,3.0899999141693115,320600
-2025-01-29,3.0199999809265137,3.0899999141693115,3.009999990463257,3.0399999618530273,249300
-2025-01-30,3.2100000381469727,3.2200000286102295,3.0199999809265137,3.0299999713897705,371000
-2025-01-31,3.2200000286102295,3.299999952316284,3.190000057220459,3.2300000190734863,261600
-2025-02-03,3.1500000953674316,3.200000047683716,3.119999885559082,3.200000047683716,130500
-2025-02-04,3.25,3.25,3.119999885559082,3.1500000953674316,146500
-2025-02-05,3.0899999141693115,3.259999990463257,3.0899999141693115,3.259999990463257,259700
-2025-02-06,3.0899999141693115,3.130000114440918,2.990000009536743,3.109999895095825,576000
-2025-02-07,2.9600000381469727,3.119999885559082,2.9200000762939453,3.0899999141693115,695700
-2025-02-10,2.940000057220459,3.0299999713897705,2.930000066757202,2.9800000190734863,387100
-2025-02-11,3.0299999713897705,3.0399999618530273,2.940000057220459,2.9600000381469727,218400
-2025-02-12,2.940000057220459,3.009999990463257,2.9000000953674316,2.990000009536743,217300
-2025-02-13,2.9100000858306885,2.950000047683716,2.9000000953674316,2.950000047683716,262600
-2025-02-14,3.0899999141693115,3.0999999046325684,2.930000066757202,2.940000057220459,517100
-2025-02-17,3.25,3.3299999237060547,3.0899999141693115,3.0999999046325684,794000
-2025-02-18,3.2300000190734863,3.299999952316284,3.2100000381469727,3.259999990463257,372400
-2025-02-19,3.0399999618530273,3.240000009536743,3.009999990463257,3.2100000381469727,584400
-2025-02-20,2.9600000381469727,3.069999933242798,2.9600000381469727,3.069999933242798,428100
-2025-02-21,2.9600000381469727,3.009999990463257,2.930000066757202,2.9800000190734863,247100
-2025-02-24,2.869999885559082,2.9700000286102295,2.869999885559082,2.9600000381469727,183300
-2025-02-25,2.8499999046325684,2.9100000858306885,2.7699999809265137,2.890000104904175,399900
-2025-02-26,2.799999952316284,2.9000000953674316,2.799999952316284,2.9000000953674316,229800
-2025-02-27,2.7899999618530273,2.859999895095825,2.7899999618530273,2.809999942779541,346200
-2025-02-28,2.740000009536743,2.8299999237060547,2.7300000190734863,2.7799999713897705,617600
-2025-03-05,2.6700000762939453,2.8399999141693115,2.6700000762939453,2.740000009536743,287700
-2025-03-06,2.609999895095825,2.7300000190734863,2.5999999046325684,2.7300000190734863,673600
-2025-03-07,2.690000057220459,2.75,2.549999952316284,2.5999999046325684,312900
-2025-03-10,2.6600000858306885,2.7300000190734863,2.6600000858306885,2.690000057220459,207300
-2025-03-11,2.809999942779541,2.8499999046325684,2.6700000762939453,2.7100000381469727,469700
-2025-03-12,2.9700000286102295,3.009999990463257,2.7100000381469727,2.759999990463257,529000
-2025-03-13,2.819999933242798,3.0,2.819999933242798,3.0,357100
-2025-03-14,3.0,3.049999952316284,2.8299999237060547,2.8499999046325684,542900
-2025-03-17,3.25,3.299999952316284,3.0,3.0,1000500
-2025-03-18,3.1600000858306885,3.2899999618530273,3.119999885559082,3.2799999713897705,348700
-2025-03-19,3.240000009536743,3.2699999809265137,3.1500000953674316,3.1500000953674316,147600
-2025-03-20,3.2799999713897705,3.319999933242798,3.1700000762939453,3.240000009536743,207200
-2025-03-21,3.259999990463257,3.3299999237060547,3.0999999046325684,3.2100000381469727,376000
-2025-03-24,3.200000047683716,3.309999942779541,3.200000047683716,3.259999990463257,115700
-2025-03-25,3.3299999237060547,3.3499999046325684,3.2300000190734863,3.2300000190734863,218700
-2025-03-26,3.2699999809265137,3.359999895095825,3.25,3.319999933242798,148100
-2025-03-27,3.4000000953674316,3.509999990463257,3.2799999713897705,3.309999942779541,569400
-2025-03-28,3.4700000286102295,3.509999990463257,3.3299999237060547,3.4000000953674316,340600
-2025-03-31,3.309999942779541,3.4600000381469727,3.299999952316284,3.440000057220459,195100
-2025-04-01,3.4200000762939453,3.4800000190734863,3.299999952316284,3.3299999237060547,134900
-2025-04-02,3.509999990463257,3.549999952316284,3.369999885559082,3.430000066757202,211100
-2025-04-03,3.5899999141693115,3.6500000953674316,3.450000047683716,3.4800000190734863,385600
-2025-04-04,3.4200000762939453,3.569999933242798,3.3299999237060547,3.509999990463257,372400
-2025-04-07,3.380000114440918,3.4700000286102295,3.2100000381469727,3.319999933242798,481100
-2025-04-08,3.490000009536743,3.6500000953674316,3.4200000762939453,3.4700000286102295,1037900
-2025-04-09,3.6500000953674316,3.6700000762939453,3.430000066757202,3.430000066757202,753800
-2025-04-10,3.4100000858306885,3.690000057220459,3.390000104904175,3.690000057220459,511300
-2025-04-11,3.6700000762939453,3.690000057220459,3.430000066757202,3.4600000381469727,512200
diff --git a/factor-investing/dados_acoes/HBSA3.csv b/factor-investing/dados_acoes/HBSA3.csv
deleted file mode 100644
index b0eabf3..0000000
--- a/factor-investing/dados_acoes/HBSA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,HBSA3.SA,HBSA3.SA,HBSA3.SA,HBSA3.SA,HBSA3.SA
-Date,,,,,
-2024-04-11,4.210000038146973,4.239999771118164,4.130000114440918,4.150000095367432,12695000
-2024-04-12,4.090000152587891,4.210000038146973,4.079999923706055,4.210000038146973,7220400
-2024-04-15,4.0,4.099999904632568,3.9700000286102295,4.099999904632568,11738400
-2024-04-16,4.050000190734863,4.079999923706055,3.9100000858306885,3.990000009536743,13793600
-2024-04-17,4.0,4.139999866485596,4.0,4.079999923706055,7312400
-2024-04-18,4.099999904632568,4.110000133514404,3.9600000381469727,4.0,7158800
-2024-04-19,4.139999866485596,4.21999979019165,4.079999923706055,4.079999923706055,6343100
-2024-04-22,4.110000133514404,4.170000076293945,3.950000047683716,4.170000076293945,12081200
-2024-04-23,4.199999809265137,4.199999809265137,4.010000228881836,4.099999904632568,8463800
-2024-04-24,4.210000038146973,4.25,4.119999885559082,4.210000038146973,5185300
-2024-04-25,4.190000057220459,4.25,4.099999904632568,4.210000038146973,4749200
-2024-04-26,4.320000171661377,4.369999885559082,4.199999809265137,4.210000038146973,3919100
-2024-04-29,4.369999885559082,4.400000095367432,4.309999942779541,4.329999923706055,2485700
-2024-04-30,4.389999866485596,4.400000095367432,4.309999942779541,4.340000152587891,11469700
-2024-05-02,4.539999961853027,4.639999866485596,4.380000114440918,4.429999828338623,59666400
-2024-05-03,4.449999809265137,4.650000095367432,4.449999809265137,4.619999885559082,13398200
-2024-05-06,4.380000114440918,4.489999771118164,4.369999885559082,4.400000095367432,5171200
-2024-05-07,4.409999847412109,4.449999809265137,4.360000133514404,4.380000114440918,3160700
-2024-05-08,4.409999847412109,4.420000076293945,4.320000171661377,4.400000095367432,7670900
-2024-05-09,4.199999809265137,4.400000095367432,4.190000057220459,4.400000095367432,4214200
-2024-05-10,4.239999771118164,4.329999923706055,4.090000152587891,4.179999828338623,10285400
-2024-05-13,4.130000114440918,4.28000020980835,4.099999904632568,4.239999771118164,3027300
-2024-05-14,4.159999847412109,4.199999809265137,4.130000114440918,4.130000114440918,3057800
-2024-05-15,4.230000019073486,4.25,4.130000114440918,4.139999866485596,5188900
-2024-05-16,4.230000019073486,4.289999961853027,4.179999828338623,4.289999961853027,2225100
-2024-05-17,4.170000076293945,4.25,4.150000095367432,4.199999809265137,1910600
-2024-05-20,4.090000152587891,4.170000076293945,4.039999961853027,4.170000076293945,3447200
-2024-05-21,4.010000228881836,4.099999904632568,3.990000009536743,4.059999942779541,3415400
-2024-05-22,3.9600000381469727,4.010000228881836,3.9100000858306885,4.010000228881836,5203300
-2024-05-23,3.940000057220459,3.990000009536743,3.890000104904175,3.9600000381469727,6199600
-2024-05-24,4.019999980926514,4.050000190734863,3.930000066757202,3.9600000381469727,8570200
-2024-05-27,4.019999980926514,4.039999961853027,3.9700000286102295,4.010000228881836,2938400
-2024-05-28,4.099999904632568,4.199999809265137,4.039999961853027,4.059999942779541,8916500
-2024-05-29,4.099999904632568,4.130000114440918,3.990000009536743,4.070000171661377,5639200
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-2025-02-04,2.640000104904175,2.690000057220459,2.609999895095825,2.640000104904175,834300
-2025-02-05,2.450000047683716,2.640000104904175,2.430000066757202,2.619999885559082,2047500
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-2025-02-10,2.4600000381469727,2.559999942779541,2.440000057220459,2.4700000286102295,616800
-2025-02-11,2.490000009536743,2.549999952316284,2.4600000381469727,2.4800000190734863,700500
-2025-02-12,2.4200000762939453,2.509999990463257,2.380000114440918,2.509999990463257,3592300
-2025-02-13,2.4200000762939453,2.5,2.319999933242798,2.390000104904175,2508800
-2025-02-14,2.490000009536743,2.490000009536743,2.390000104904175,2.4200000762939453,2431100
-2025-02-17,2.549999952316284,2.5999999046325684,2.5199999809265137,2.5299999713897705,1499400
-2025-02-18,2.490000009536743,2.549999952316284,2.4800000190734863,2.549999952316284,1713500
-2025-02-19,2.3399999141693115,2.490000009536743,2.25,2.490000009536743,5657700
-2025-02-20,2.2699999809265137,2.380000114440918,2.2300000190734863,2.3399999141693115,3648000
-2025-02-21,2.180000066757202,2.2899999618530273,2.1600000858306885,2.2699999809265137,1705100
-2025-02-24,2.0299999713897705,2.200000047683716,2.0199999809265137,2.190000057220459,1987100
-2025-02-25,1.899999976158142,2.109999895095825,1.7699999809265137,2.0,7068500
-2025-02-26,1.7699999809265137,1.9199999570846558,1.5700000524520874,1.909999966621399,7086600
-2025-02-27,1.9299999475479126,2.0899999141693115,1.7000000476837158,1.7200000286102295,7127500
-2025-02-28,1.9800000190734863,2.119999885559082,1.9500000476837158,1.9500000476837158,22936800
-2025-03-05,2.009813070297241,2.019205093383789,1.850154995918274,1.9252879619598389,8889703
-2025-03-06,2.0755550861358643,2.0943379402160645,1.9722460508346558,2.019205093383789,5091756
-2025-03-07,2.178863048553467,2.225821018218994,2.019205093383789,2.0661630630493164,7821094
-2025-03-10,2.119999885559082,2.2899999618530273,2.0799999237060547,2.200000047683716,7254200
-2025-03-11,2.119999885559082,2.180000066757202,2.049999952316284,2.119999885559082,2686300
-2025-03-12,2.1600000858306885,2.2100000381469727,2.0999999046325684,2.109999895095825,1437000
-2025-03-13,2.2200000286102295,2.2200000286102295,2.109999895095825,2.1700000762939453,3218800
-2025-03-14,2.2300000190734863,2.259999990463257,2.1700000762939453,2.190000057220459,1944900
-2025-03-17,2.2100000381469727,2.2699999809265137,2.1600000858306885,2.180000066757202,3773900
-2025-03-18,2.2300000190734863,2.2699999809265137,2.200000047683716,2.200000047683716,6714600
-2025-03-19,2.299999952316284,2.319999933242798,2.200000047683716,2.259999990463257,20710400
-2025-03-20,2.319999933242798,2.359999895095825,2.259999990463257,2.299999952316284,2135700
-2025-03-21,2.2699999809265137,2.319999933242798,2.2300000190734863,2.2899999618530273,2303700
-2025-03-24,2.2100000381469727,2.299999952316284,2.1700000762939453,2.240000009536743,2426900
-2025-03-25,2.2300000190734863,2.2699999809265137,2.200000047683716,2.2300000190734863,778200
-2025-03-26,2.25,2.2899999618530273,2.180000066757202,2.25,2351200
-2025-03-27,2.2699999809265137,2.2799999713897705,2.200000047683716,2.240000009536743,2499500
-2025-03-28,2.2799999713897705,2.299999952316284,2.2200000286102295,2.240000009536743,2288800
-2025-03-31,2.2300000190734863,2.259999990463257,2.2200000286102295,2.25,2265800
-2025-04-01,2.2899999618530273,2.2899999618530273,2.2300000190734863,2.25,3224500
-2025-04-02,2.259999990463257,2.3399999141693115,2.25,2.299999952316284,2711600
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-2025-04-04,2.2100000381469727,2.299999952316284,2.180000066757202,2.299999952316284,1774100
-2025-04-07,2.25,2.2699999809265137,2.059999942779541,2.1500000953674316,3284500
-2025-04-08,2.2699999809265137,2.319999933242798,2.200000047683716,2.240000009536743,4551100
-2025-04-09,2.190000057220459,2.2799999713897705,2.190000057220459,2.2200000286102295,9198200
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-2025-04-11,2.259999990463257,2.2799999713897705,2.190000057220459,2.25,1213300
diff --git a/factor-investing/dados_acoes/HBTS5.csv b/factor-investing/dados_acoes/HBTS5.csv
deleted file mode 100644
index a4f4cc5..0000000
--- a/factor-investing/dados_acoes/HBTS5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,HBTS5.SA,HBTS5.SA,HBTS5.SA,HBTS5.SA,HBTS5.SA
-Date,,,,,
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-2024-04-19,42.0,42.0,42.0,42.0,300
-2024-04-22,45.88999938964844,45.88999938964844,42.0099983215332,42.0099983215332,200
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-2024-04-24,43.97999954223633,43.97999954223633,43.97999954223633,43.97999954223633,0
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-2024-04-30,42.849998474121094,42.849998474121094,42.849998474121094,42.849998474121094,100
-2024-05-02,42.849998474121094,42.849998474121094,42.849998474121094,42.849998474121094,0
-2024-05-03,42.849998474121094,42.849998474121094,42.849998474121094,42.849998474121094,0
-2024-05-06,40.060001373291016,42.849998474121094,40.060001373291016,42.849998474121094,600
-2024-05-07,40.0099983215332,40.0099983215332,40.0099983215332,40.0099983215332,400
-2024-05-08,40.0099983215332,40.0099983215332,40.0099983215332,40.0099983215332,100
-2024-05-09,40.0099983215332,40.0099983215332,40.0099983215332,40.0099983215332,0
-2024-05-10,42.0,42.0,42.0,42.0,100
-2024-05-13,42.0,42.0,42.0,42.0,0
-2024-05-14,42.0,42.0,42.0,42.0,0
-2024-05-15,45.0,45.0,45.0,45.0,100
-2024-05-16,45.0,45.0,45.0,45.0,0
-2024-05-17,45.0,45.0,45.0,45.0,0
-2024-05-20,45.0,45.0,45.0,45.0,0
-2024-05-21,45.0,45.0,45.0,45.0,0
-2024-05-22,45.0,45.0,45.0,45.0,0
-2024-05-23,45.0,45.0,45.0,45.0,0
-2024-05-24,45.0,45.0,45.0,45.0,0
-2024-05-27,40.5099983215332,40.5099983215332,40.5099983215332,40.5099983215332,100
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-2024-05-29,37.599998474121094,37.61000061035156,37.599998474121094,37.61000061035156,300
-2024-05-31,37.70000076293945,37.70000076293945,37.70000076293945,37.70000076293945,100
-2024-06-03,37.70000076293945,37.70000076293945,37.70000076293945,37.70000076293945,0
-2024-06-04,37.70000076293945,37.70000076293945,37.70000076293945,37.70000076293945,0
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-2024-06-06,37.86000061035156,37.86000061035156,37.86000061035156,37.86000061035156,0
-2024-06-07,37.86000061035156,37.86000061035156,37.86000061035156,37.86000061035156,0
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-2024-06-11,37.79999923706055,37.79999923706055,37.79999923706055,37.79999923706055,0
-2024-06-12,37.79999923706055,37.79999923706055,37.79999923706055,37.79999923706055,0
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-2024-06-19,36.20000076293945,36.20000076293945,36.20000076293945,36.20000076293945,0
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-2024-07-03,36.369998931884766,36.369998931884766,36.209999084472656,36.209999084472656,200
-2024-07-04,39.9900016784668,39.9900016784668,39.9900016784668,39.9900016784668,100
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-2024-07-09,38.08000183105469,38.08000183105469,38.08000183105469,38.08000183105469,100
-2024-07-10,38.08000183105469,38.08000183105469,38.08000183105469,38.08000183105469,0
-2024-07-11,38.099998474121094,38.099998474121094,38.09000015258789,38.09000015258789,200
-2024-07-12,40.959999084472656,40.959999084472656,40.959999084472656,40.959999084472656,100
-2024-07-15,40.959999084472656,40.959999084472656,40.959999084472656,40.959999084472656,0
-2024-07-16,40.959999084472656,40.959999084472656,40.959999084472656,40.959999084472656,0
-2024-07-17,40.959999084472656,40.959999084472656,40.959999084472656,40.959999084472656,0
-2024-07-18,40.959999084472656,40.959999084472656,40.959999084472656,40.959999084472656,100
-2024-07-19,40.959999084472656,40.959999084472656,40.959999084472656,40.959999084472656,0
-2024-07-22,40.0,40.959999084472656,40.0,40.959999084472656,300
-2024-07-23,40.0,40.0,40.0,40.0,0
-2024-07-24,40.0,40.0,40.0,40.0,0
-2024-07-25,43.150001525878906,43.150001525878906,41.0,42.90999984741211,400
-2024-07-26,43.150001525878906,43.150001525878906,43.150001525878906,43.150001525878906,0
-2024-07-29,39.9900016784668,39.9900016784668,39.9900016784668,39.9900016784668,100
-2024-07-30,39.9900016784668,39.9900016784668,39.9900016784668,39.9900016784668,0
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-2024-08-05,43.58000183105469,43.58000183105469,43.150001525878906,43.150001525878906,600
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-2024-08-07,43.58000183105469,43.58000183105469,43.58000183105469,43.58000183105469,0
-2024-08-08,40.0,40.0,40.0,40.0,100
-2024-08-09,40.0,40.0,40.0,40.0,0
-2024-08-12,40.0,40.0,40.0,40.0,0
-2024-08-13,40.0,40.0,40.0,40.0,0
-2024-08-14,40.20000076293945,40.20000076293945,40.20000076293945,40.20000076293945,100
-2024-08-15,40.20000076293945,40.20000076293945,40.20000076293945,40.20000076293945,0
-2024-08-16,40.20000076293945,40.20000076293945,40.20000076293945,40.20000076293945,0
-2024-08-19,38.95000076293945,38.95000076293945,38.95000076293945,38.95000076293945,100
-2024-08-20,38.95000076293945,38.95000076293945,38.95000076293945,38.95000076293945,0
-2024-08-21,38.95000076293945,38.95000076293945,38.95000076293945,38.95000076293945,0
-2024-08-22,38.95000076293945,38.95000076293945,38.95000076293945,38.95000076293945,0
-2024-08-23,38.95000076293945,38.95000076293945,38.95000076293945,38.95000076293945,0
-2024-08-26,38.95000076293945,38.95000076293945,38.95000076293945,38.95000076293945,0
-2024-08-27,40.0,40.0,40.0,40.0,100
-2024-08-28,40.0,40.0,40.0,40.0,0
-2024-08-29,38.900001525878906,38.95000076293945,38.900001525878906,38.95000076293945,200
-2024-08-30,38.900001525878906,38.900001525878906,38.900001525878906,38.900001525878906,100
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-2024-09-03,38.900001525878906,38.900001525878906,38.900001525878906,38.900001525878906,0
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-2024-09-05,39.369998931884766,39.369998931884766,39.369998931884766,39.369998931884766,100
-2024-09-06,41.40999984741211,41.40999984741211,41.0,41.0,500
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-2024-09-10,41.40999984741211,41.40999984741211,41.40999984741211,41.40999984741211,0
-2024-09-11,41.38999938964844,41.38999938964844,41.38999938964844,41.38999938964844,100
-2024-09-12,41.38999938964844,41.38999938964844,41.38999938964844,41.38999938964844,0
-2024-09-13,38.150001525878906,38.150001525878906,38.150001525878906,38.150001525878906,100
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-2024-09-27,35.5,37.650001525878906,35.0,37.650001525878906,4400
-2024-09-30,35.5,35.5,35.5,35.5,0
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-2024-10-02,30.0,33.5,30.0,33.5,5600
-2024-10-03,32.79999923706055,32.79999923706055,29.989999771118164,29.989999771118164,300
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-2024-10-08,31.0,31.0,31.0,31.0,100
-2024-10-09,31.0,31.0,31.0,31.0,0
-2024-10-10,30.5,30.5,30.5,30.5,600
-2024-10-11,30.5,30.5,30.5,30.5,0
-2024-10-14,30.5,30.5,30.5,30.5,0
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diff --git a/factor-investing/dados_acoes/HETA3.csv b/factor-investing/dados_acoes/HETA3.csv
deleted file mode 100644
index 98deaa0..0000000
--- a/factor-investing/dados_acoes/HETA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/HETA4.csv b/factor-investing/dados_acoes/HETA4.csv
deleted file mode 100644
index 31c01c1..0000000
--- a/factor-investing/dados_acoes/HETA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,HETA4.SA,HETA4.SA,HETA4.SA,HETA4.SA,HETA4.SA
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diff --git a/factor-investing/dados_acoes/HOOT4.csv b/factor-investing/dados_acoes/HOOT4.csv
deleted file mode 100644
index 9a01b40..0000000
--- a/factor-investing/dados_acoes/HOOT4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,HOOT4.SA,HOOT4.SA,HOOT4.SA,HOOT4.SA,HOOT4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/HYPE3.csv b/factor-investing/dados_acoes/HYPE3.csv
deleted file mode 100644
index 621607b..0000000
--- a/factor-investing/dados_acoes/HYPE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,HYPE3.SA,HYPE3.SA,HYPE3.SA,HYPE3.SA,HYPE3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/IFCM3.csv b/factor-investing/dados_acoes/IFCM3.csv
deleted file mode 100644
index 986b7ff..0000000
--- a/factor-investing/dados_acoes/IFCM3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/IGTI11.csv b/factor-investing/dados_acoes/IGTI11.csv
deleted file mode 100644
index c97a90b..0000000
--- a/factor-investing/dados_acoes/IGTI11.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-04-11,19.0,19.059999465942383,18.530000686645508,18.780000686645508,2297200
diff --git a/factor-investing/dados_acoes/IGTI3.csv b/factor-investing/dados_acoes/IGTI3.csv
deleted file mode 100644
index 8903200..0000000
--- a/factor-investing/dados_acoes/IGTI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,IGTI3.SA,IGTI3.SA,IGTI3.SA,IGTI3.SA,IGTI3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/INEP3.csv b/factor-investing/dados_acoes/INEP3.csv
deleted file mode 100644
index 30679c6..0000000
--- a/factor-investing/dados_acoes/INEP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,INEP3.SA,INEP3.SA,INEP3.SA,INEP3.SA,INEP3.SA
-Date,,,,,
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-2025-03-19,1.4800000190734863,1.5099999904632568,1.4600000381469727,1.5,9100
-2025-03-20,1.4800000190734863,1.4800000190734863,1.440000057220459,1.4800000190734863,17700
-2025-03-21,1.4500000476837158,1.4700000286102295,1.440000057220459,1.4500000476837158,5700
-2025-03-24,1.4500000476837158,1.4700000286102295,1.4299999475479126,1.4299999475479126,12400
-2025-03-25,1.4600000381469727,1.4700000286102295,1.4299999475479126,1.4700000286102295,5100
-2025-03-26,1.4600000381469727,1.4600000381469727,1.4199999570846558,1.4299999475479126,2100
-2025-03-27,1.4600000381469727,1.4600000381469727,1.4199999570846558,1.4600000381469727,41700
-2025-03-28,1.5,1.5099999904632568,1.4299999475479126,1.4600000381469727,146100
-2025-03-31,1.4700000286102295,1.5499999523162842,1.4299999475479126,1.5299999713897705,26700
-2025-04-01,1.4500000476837158,1.4700000286102295,1.4299999475479126,1.4600000381469727,9600
-2025-04-02,1.4800000190734863,1.5199999809265137,1.440000057220459,1.440000057220459,40800
-2025-04-03,1.4900000095367432,1.4900000095367432,1.440000057220459,1.4500000476837158,38600
-2025-04-04,1.4500000476837158,1.4600000381469727,1.4199999570846558,1.4600000381469727,15900
-2025-04-07,1.3899999856948853,1.4700000286102295,1.3899999856948853,1.399999976158142,40700
-2025-04-08,1.3899999856948853,1.4299999475479126,1.3799999952316284,1.4299999475479126,33200
-2025-04-09,1.3799999952316284,1.4800000190734863,1.350000023841858,1.3899999856948853,57800
-2025-04-10,1.5099999904632568,1.600000023841858,1.409999966621399,1.440000057220459,164300
-2025-04-11,1.4199999570846558,1.5700000524520874,1.4199999570846558,1.5700000524520874,34900
diff --git a/factor-investing/dados_acoes/INEP4.csv b/factor-investing/dados_acoes/INEP4.csv
deleted file mode 100644
index dc19b60..0000000
--- a/factor-investing/dados_acoes/INEP4.csv
+++ /dev/null
@@ -1,254 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,INEP4.SA,INEP4.SA,INEP4.SA,INEP4.SA,INEP4.SA
-Date,,,,,
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-2024-04-12,3.0399999618530273,3.2699999809265137,3.009999990463257,3.2200000286102295,55100
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-2024-04-19,2.9700000286102295,3.2200000286102295,2.950000047683716,3.049999952316284,65000
-2024-04-22,2.9000000953674316,3.0,2.819999933242798,3.0,49600
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-2024-04-29,3.049999952316284,3.0799999237060547,2.9000000953674316,2.9700000286102295,30300
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-2024-05-03,3.0299999713897705,3.049999952316284,2.9200000762939453,3.0399999618530273,26300
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-2024-07-10,1.8899999856948853,1.9299999475479126,1.850000023841858,1.909999966621399,40300
-2024-07-11,1.899999976158142,1.9700000286102295,1.8600000143051147,1.8899999856948853,49000
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-2024-08-01,1.850000023841858,1.9600000381469727,1.840000033378601,1.9600000381469727,72200
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diff --git a/factor-investing/dados_acoes/INTB3.csv b/factor-investing/dados_acoes/INTB3.csv
deleted file mode 100644
index cad41c9..0000000
--- a/factor-investing/dados_acoes/INTB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,INTB3.SA,INTB3.SA,INTB3.SA,INTB3.SA,INTB3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/IRBR3.csv b/factor-investing/dados_acoes/IRBR3.csv
deleted file mode 100644
index 68e2af7..0000000
--- a/factor-investing/dados_acoes/IRBR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,IRBR3.SA,IRBR3.SA,IRBR3.SA,IRBR3.SA,IRBR3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/ISAE3.csv b/factor-investing/dados_acoes/ISAE3.csv
deleted file mode 100644
index 26904fe..0000000
--- a/factor-investing/dados_acoes/ISAE3.csv
+++ /dev/null
@@ -1,254 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/ISAE4.csv b/factor-investing/dados_acoes/ISAE4.csv
deleted file mode 100644
index 03bf141..0000000
--- a/factor-investing/dados_acoes/ISAE4.csv
+++ /dev/null
@@ -1,254 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/ITSA3.csv b/factor-investing/dados_acoes/ITSA3.csv
deleted file mode 100644
index d5af0eb..0000000
--- a/factor-investing/dados_acoes/ITSA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/ITSA4.csv b/factor-investing/dados_acoes/ITSA4.csv
deleted file mode 100644
index d7451e1..0000000
--- a/factor-investing/dados_acoes/ITSA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/ITUB3.csv b/factor-investing/dados_acoes/ITUB3.csv
deleted file mode 100644
index b74fcc1..0000000
--- a/factor-investing/dados_acoes/ITUB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ITUB3.SA,ITUB3.SA,ITUB3.SA,ITUB3.SA,ITUB3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/ITUB4.csv b/factor-investing/dados_acoes/ITUB4.csv
deleted file mode 100644
index 0f2b476..0000000
--- a/factor-investing/dados_acoes/ITUB4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/JALL3.csv b/factor-investing/dados_acoes/JALL3.csv
deleted file mode 100644
index ef2d283..0000000
--- a/factor-investing/dados_acoes/JALL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,JALL3.SA,JALL3.SA,JALL3.SA,JALL3.SA,JALL3.SA
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diff --git a/factor-investing/dados_acoes/JBSS3.csv b/factor-investing/dados_acoes/JBSS3.csv
deleted file mode 100644
index db2a40e..0000000
--- a/factor-investing/dados_acoes/JBSS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,JBSS3.SA,JBSS3.SA,JBSS3.SA,JBSS3.SA,JBSS3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/JFEN3.csv b/factor-investing/dados_acoes/JFEN3.csv
deleted file mode 100644
index 734b121..0000000
--- a/factor-investing/dados_acoes/JFEN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2024-12-16,2.930000066757202,3.059999942779541,2.869999885559082,3.059999942779541,37000
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-2024-12-30,2.2799999713897705,2.390000104904175,2.259999990463257,2.359999895095825,17400
-2025-01-02,2.2899999618530273,2.4200000762939453,2.2699999809265137,2.390000104904175,17700
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diff --git a/factor-investing/dados_acoes/JHSF3.csv b/factor-investing/dados_acoes/JHSF3.csv
deleted file mode 100644
index 03858bd..0000000
--- a/factor-investing/dados_acoes/JHSF3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,JHSF3.SA,JHSF3.SA,JHSF3.SA,JHSF3.SA,JHSF3.SA
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diff --git a/factor-investing/dados_acoes/JOPA3.csv b/factor-investing/dados_acoes/JOPA3.csv
deleted file mode 100644
index 202f275..0000000
--- a/factor-investing/dados_acoes/JOPA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,JOPA3.SA,JOPA3.SA,JOPA3.SA,JOPA3.SA,JOPA3.SA
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diff --git a/factor-investing/dados_acoes/JOPA4.csv b/factor-investing/dados_acoes/JOPA4.csv
deleted file mode 100644
index da29780..0000000
--- a/factor-investing/dados_acoes/JOPA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/JSLG3.csv b/factor-investing/dados_acoes/JSLG3.csv
deleted file mode 100644
index f9646e1..0000000
--- a/factor-investing/dados_acoes/JSLG3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,JSLG3.SA,JSLG3.SA,JSLG3.SA,JSLG3.SA,JSLG3.SA
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diff --git a/factor-investing/dados_acoes/KEPL3.csv b/factor-investing/dados_acoes/KEPL3.csv
deleted file mode 100644
index b2368cc..0000000
--- a/factor-investing/dados_acoes/KEPL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,KEPL3.SA,KEPL3.SA,KEPL3.SA,KEPL3.SA,KEPL3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/KLBN11.csv b/factor-investing/dados_acoes/KLBN11.csv
deleted file mode 100644
index 7fa796f..0000000
--- a/factor-investing/dados_acoes/KLBN11.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/KLBN3.csv b/factor-investing/dados_acoes/KLBN3.csv
deleted file mode 100644
index 2f27e17..0000000
--- a/factor-investing/dados_acoes/KLBN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,KLBN3.SA,KLBN3.SA,KLBN3.SA,KLBN3.SA,KLBN3.SA
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diff --git a/factor-investing/dados_acoes/KLBN4.csv b/factor-investing/dados_acoes/KLBN4.csv
deleted file mode 100644
index e17dcbb..0000000
--- a/factor-investing/dados_acoes/KLBN4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-02-19,4.170646667480469,4.2005797488678525,4.150691438478943,4.170646667480469,895400
-2025-02-20,4.140714168548584,4.190602004452663,4.1008037095172405,4.190602004452663,1653500
-2025-02-21,4.130736351013184,4.160669433426196,4.090825891642638,4.150691580698457,995000
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diff --git a/factor-investing/dados_acoes/KRSA3.csv b/factor-investing/dados_acoes/KRSA3.csv
deleted file mode 100644
index ad86d84..0000000
--- a/factor-investing/dados_acoes/KRSA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,KRSA3.SA,KRSA3.SA,KRSA3.SA,KRSA3.SA,KRSA3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/LAND3.csv b/factor-investing/dados_acoes/LAND3.csv
deleted file mode 100644
index f8eb906..0000000
--- a/factor-investing/dados_acoes/LAND3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,LAND3.SA,LAND3.SA,LAND3.SA,LAND3.SA,LAND3.SA
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diff --git a/factor-investing/dados_acoes/LAVV3.csv b/factor-investing/dados_acoes/LAVV3.csv
deleted file mode 100644
index 0969598..0000000
--- a/factor-investing/dados_acoes/LAVV3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,LAVV3.SA,LAVV3.SA,LAVV3.SA,LAVV3.SA,LAVV3.SA
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diff --git a/factor-investing/dados_acoes/LEVE3.csv b/factor-investing/dados_acoes/LEVE3.csv
deleted file mode 100644
index 26e3162..0000000
--- a/factor-investing/dados_acoes/LEVE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-02-20,28.139999389648438,28.290000915527344,27.889999389648438,28.09000015258789,205700
-2025-02-21,28.18000030517578,28.299999237060547,27.8799991607666,28.0,146600
-2025-02-24,27.700000762939453,28.260000228881836,27.6299991607666,28.200000762939453,157000
-2025-02-25,27.899999618530273,28.0,27.600000381469727,27.700000762939453,163500
-2025-02-26,27.690000534057617,28.030000686645508,27.690000534057617,27.899999618530273,155400
-2025-02-27,27.739999771118164,27.979999542236328,27.600000381469727,27.649999618530273,230900
-2025-02-28,27.610000610351562,27.979999542236328,27.489999771118164,27.75,218900
-2025-03-05,27.799999237060547,27.899999618530273,27.40999984741211,27.510000228881836,168900
-2025-03-06,28.690000534057617,28.739999771118164,27.780000686645508,27.829999923706055,351300
-2025-03-07,29.420000076293945,29.530000686645508,28.329999923706055,28.6200008392334,532000
-2025-03-10,29.280000686645508,29.600000381469727,29.06999969482422,29.420000076293945,217000
-2025-03-11,29.1200008392334,29.489999771118164,28.90999984741211,29.489999771118164,181700
-2025-03-12,28.84000015258789,29.260000228881836,28.81999969482422,29.1200008392334,238900
-2025-03-13,29.399999618530273,29.450000762939453,28.700000762939453,29.0,190000
-2025-03-14,30.15999984741211,30.15999984741211,29.31999969482422,29.40999984741211,285600
-2025-03-17,30.399999618530273,30.43000030517578,29.969999313354492,30.170000076293945,264700
-2025-03-18,29.3799991607666,30.200000762939453,28.5,29.799999237060547,524800
-2025-03-19,29.399999618530273,30.0,29.030000686645508,29.25,590000
-2025-03-20,29.209999084472656,29.489999771118164,28.940000534057617,29.389999389648438,378400
-2025-03-21,29.079999923706055,29.3700008392334,28.56999969482422,29.34000015258789,544300
-2025-03-24,28.3799991607666,29.079999923706055,28.170000076293945,29.0,384500
-2025-03-25,29.030000686645508,29.100000381469727,28.219999313354492,28.280000686645508,254900
-2025-03-26,28.649999618530273,29.18000030517578,28.559999465942383,29.030000686645508,247700
-2025-03-27,28.43000030517578,28.899999618530273,28.3700008392334,28.860000610351562,415300
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-2025-03-31,28.3799991607666,29.0,28.190000534057617,28.350000381469727,490900
-2025-04-01,28.65999984741211,28.959999084472656,28.260000228881836,28.350000381469727,520900
-2025-04-02,28.790000915527344,28.899999618530273,28.610000610351562,28.670000076293945,338600
-2025-04-03,29.110000610351562,29.200000762939453,28.549999237060547,28.600000381469727,348200
-2025-04-04,28.549999237060547,28.8799991607666,28.149999618530273,28.75,447300
-2025-04-07,28.309999465942383,28.690000534057617,27.920000076293945,28.010000228881836,518400
-2025-04-08,29.010000228881836,30.559999465942383,28.860000610351562,28.8700008392334,994500
-2025-04-09,29.59000015258789,29.59000015258789,28.649999618530273,29.010000228881836,474800
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-2025-04-11,29.559999465942383,29.739999771118164,28.950000762939453,29.209999084472656,217000
diff --git a/factor-investing/dados_acoes/LIGT3.csv b/factor-investing/dados_acoes/LIGT3.csv
deleted file mode 100644
index c9aa8dd..0000000
--- a/factor-investing/dados_acoes/LIGT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,LIGT3.SA,LIGT3.SA,LIGT3.SA,LIGT3.SA,LIGT3.SA
-Date,,,,,
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-2024-05-02,4.929999828338623,5.03000020980835,4.920000076293945,4.980000019073486,512700
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-2024-05-06,4.900000095367432,5.0,4.869999885559082,4.949999809265137,838000
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-2024-05-17,4.920000076293945,4.929999828338623,4.659999847412109,4.880000114440918,798200
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-2024-07-09,5.050000190734863,5.159999847412109,4.980000019073486,4.980000019073486,509800
-2024-07-10,5.110000133514404,5.119999885559082,5.019999980926514,5.019999980926514,528000
-2024-07-11,5.059999942779541,5.119999885559082,5.019999980926514,5.079999923706055,232700
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-2024-07-16,4.960000038146973,5.03000020980835,4.929999828338623,5.03000020980835,1171600
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-2024-07-23,4.179999828338623,4.329999923706055,4.130000114440918,4.309999942779541,818500
-2024-07-24,4.25,4.25,4.059999942779541,4.230000019073486,558200
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-2024-07-30,3.990000009536743,4.170000076293945,3.940000057220459,4.119999885559082,1837700
-2024-07-31,4.139999866485596,4.150000095367432,3.9000000953674316,4.079999923706055,783000
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diff --git a/factor-investing/dados_acoes/LIPR3.csv b/factor-investing/dados_acoes/LIPR3.csv
deleted file mode 100644
index 896661f..0000000
--- a/factor-investing/dados_acoes/LIPR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,LIPR3.SA,LIPR3.SA,LIPR3.SA,LIPR3.SA,LIPR3.SA
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-2025-03-06,41.25,41.25,41.25,41.25,0
-2025-03-07,41.25,41.25,40.650001525878906,40.650001525878906,300
-2025-03-10,41.25,41.25,41.25,41.25,0
-2025-03-11,41.25,41.25,41.25,41.25,0
-2025-03-12,41.25,41.25,41.25,41.25,0
-2025-03-13,41.25,41.25,41.25,41.25,100
-2025-03-14,41.25,41.25,41.25,41.25,0
-2025-03-17,41.25,41.25,41.25,41.25,0
-2025-03-18,41.25,41.25,41.25,41.25,0
-2025-03-19,41.25,41.25,41.25,41.25,0
-2025-03-20,41.25,41.25,41.25,41.25,200
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-2025-03-24,41.25,41.25,41.25,41.25,0
-2025-03-25,41.25,41.25,41.25,41.25,0
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-2025-03-28,41.25,41.25,41.25,41.25,0
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-2025-04-02,41.25,41.25,41.25,41.25,0
-2025-04-03,41.25,41.25,41.25,41.25,0
-2025-04-04,41.25,41.25,41.25,41.25,0
-2025-04-07,41.25,41.25,41.25,41.25,0
-2025-04-08,41.25,41.25,41.25,41.25,0
-2025-04-09,41.25,41.25,41.25,41.25,0
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diff --git a/factor-investing/dados_acoes/LJQQ3.csv b/factor-investing/dados_acoes/LJQQ3.csv
deleted file mode 100644
index b85ec2d..0000000
--- a/factor-investing/dados_acoes/LJQQ3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,LJQQ3.SA,LJQQ3.SA,LJQQ3.SA,LJQQ3.SA,LJQQ3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/LOGG3.csv b/factor-investing/dados_acoes/LOGG3.csv
deleted file mode 100644
index e3d7d69..0000000
--- a/factor-investing/dados_acoes/LOGG3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/LOGN3.csv b/factor-investing/dados_acoes/LOGN3.csv
deleted file mode 100644
index 10bc869..0000000
--- a/factor-investing/dados_acoes/LOGN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2024-12-18,19.600000381469727,20.1200008392334,19.549999237060547,19.899999618530273,163100
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diff --git a/factor-investing/dados_acoes/LPSB3.csv b/factor-investing/dados_acoes/LPSB3.csv
deleted file mode 100644
index 6acd5a2..0000000
--- a/factor-investing/dados_acoes/LPSB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,LPSB3.SA,LPSB3.SA,LPSB3.SA,LPSB3.SA,LPSB3.SA
-Date,,,,,
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-2024-04-24,2.2093639373779297,2.346835574268779,2.1602670078142787,2.189725165552469,195400
-2024-04-25,2.2093639373779297,2.23882209511612,2.189725165552469,2.1995445514651997,103000
-2024-04-26,2.1504476070404053,2.287919008868601,2.1504476070404053,2.1602669928852767,82800
-2024-04-29,2.2191834449768066,2.287919150134954,2.1406283533674952,2.2093640585256424,87000
-2024-04-30,2.2093639373779297,2.23882209511612,2.1406282359888187,2.189725165552469,90800
-2024-05-02,2.2300000190734863,2.2899999618530273,2.190000057220459,2.190000057220459,66200
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-2024-06-05,1.9900000095367432,2.130000114440918,1.9900000095367432,2.130000114440918,248000
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-2024-06-24,1.75,1.8200000524520874,1.7400000095367432,1.7799999713897705,56700
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diff --git a/factor-investing/dados_acoes/LREN3.csv b/factor-investing/dados_acoes/LREN3.csv
deleted file mode 100644
index 80d19a6..0000000
--- a/factor-investing/dados_acoes/LREN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/LUPA3.csv b/factor-investing/dados_acoes/LUPA3.csv
deleted file mode 100644
index e94197c..0000000
--- a/factor-investing/dados_acoes/LUPA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,LUPA3.SA,LUPA3.SA,LUPA3.SA,LUPA3.SA,LUPA3.SA
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-2025-01-28,1.2599999904632568,1.2699999809265137,1.2400000095367432,1.2599999904632568,55300
-2025-01-29,1.2599999904632568,1.2799999713897705,1.2400000095367432,1.2599999904632568,113100
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-2025-02-03,1.2899999618530273,1.2999999523162842,1.2599999904632568,1.2999999523162842,83700
-2025-02-04,1.309999942779541,1.340000033378601,1.2599999904632568,1.2699999809265137,195200
-2025-02-05,1.3300000429153442,1.3799999952316284,1.2799999713897705,1.2899999618530273,236100
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-2025-02-07,1.2799999713897705,1.309999942779541,1.2599999904632568,1.2899999618530273,67400
-2025-02-10,1.2799999713897705,1.2999999523162842,1.2400000095367432,1.2799999713897705,80400
-2025-02-11,1.2799999713897705,1.2899999618530273,1.2599999904632568,1.2799999713897705,96700
-2025-02-12,1.2400000095367432,1.2899999618530273,1.2300000190734863,1.2799999713897705,140200
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-2025-02-14,1.2799999713897705,1.2899999618530273,1.25,1.2799999713897705,40600
-2025-02-17,1.2599999904632568,1.2899999618530273,1.2400000095367432,1.2599999904632568,171000
-2025-02-18,1.2599999904632568,1.2799999713897705,1.25,1.2699999809265137,90500
-2025-02-19,1.2799999713897705,1.2799999713897705,1.25,1.2799999713897705,69600
-2025-02-20,1.2599999904632568,1.2699999809265137,1.2599999904632568,1.2599999904632568,55300
-2025-02-21,1.2599999904632568,1.2699999809265137,1.25,1.2699999809265137,47600
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-2025-02-25,1.2699999809265137,1.3300000429153442,1.2699999809265137,1.2999999523162842,97600
-2025-02-26,1.2799999713897705,1.2999999523162842,1.2599999904632568,1.2699999809265137,181800
-2025-02-27,1.2400000095367432,1.2899999618530273,1.2200000286102295,1.2899999618530273,63900
-2025-02-28,1.2400000095367432,1.2699999809265137,1.2300000190734863,1.25,149700
-2025-03-05,1.1299999952316284,1.2400000095367432,1.1299999952316284,1.2400000095367432,158000
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-2025-03-07,1.190000057220459,1.2400000095367432,1.1699999570846558,1.2000000476837158,186800
-2025-03-10,1.1799999475479126,1.2200000286102295,1.1799999475479126,1.2000000476837158,98300
-2025-03-11,1.1799999475479126,1.2000000476837158,1.1699999570846558,1.1799999475479126,75000
-2025-03-12,1.1799999475479126,1.190000057220459,1.1699999570846558,1.1799999475479126,75400
-2025-03-13,1.190000057220459,1.2100000381469727,1.1699999570846558,1.1699999570846558,175300
-2025-03-14,1.2100000381469727,1.2100000381469727,1.1799999475479126,1.1799999475479126,71400
-2025-03-17,1.2200000286102295,1.2400000095367432,1.159999966621399,1.2000000476837158,319700
-2025-03-18,1.2300000190734863,1.25,1.2000000476837158,1.2200000286102295,135000
-2025-03-19,1.3200000524520874,1.3600000143051147,1.2300000190734863,1.2300000190734863,680600
-2025-03-20,1.3200000524520874,1.350000023841858,1.2899999618530273,1.2899999618530273,154700
-2025-03-21,1.440000057220459,1.4600000381469727,1.3200000524520874,1.3200000524520874,668600
-2025-03-24,1.340000033378601,1.440000057220459,1.309999942779541,1.440000057220459,529500
-2025-03-25,1.3300000429153442,1.3700000047683716,1.309999942779541,1.350000023841858,173400
-2025-03-26,1.3300000429153442,1.350000023841858,1.2899999618530273,1.3300000429153442,170000
-2025-03-27,1.2999999523162842,1.3300000429153442,1.2999999523162842,1.3300000429153442,91500
-2025-03-28,1.309999942779541,1.340000033378601,1.2899999618530273,1.309999942779541,159500
-2025-03-31,1.3600000143051147,1.3700000047683716,1.2999999523162842,1.2999999523162842,398700
-2025-04-01,1.3799999952316284,1.399999976158142,1.3600000143051147,1.3899999856948853,195400
-2025-04-02,1.3799999952316284,1.399999976158142,1.350000023841858,1.3799999952316284,143600
-2025-04-03,1.309999942779541,1.3700000047683716,1.309999942779541,1.350000023841858,123200
-2025-04-04,1.2799999713897705,1.3200000524520874,1.25,1.3200000524520874,114800
-2025-04-07,1.2799999713897705,1.2999999523162842,1.2400000095367432,1.2799999713897705,112300
-2025-04-08,1.2400000095367432,1.2999999523162842,1.2100000381469727,1.2599999904632568,56800
-2025-04-09,1.2599999904632568,1.3200000524520874,1.2000000476837158,1.2300000190734863,249400
-2025-04-10,1.2599999904632568,1.2899999618530273,1.2400000095367432,1.2699999809265137,112800
-2025-04-11,1.2599999904632568,1.2799999713897705,1.2400000095367432,1.25,28700
diff --git a/factor-investing/dados_acoes/LUXM3.csv b/factor-investing/dados_acoes/LUXM3.csv
deleted file mode 100644
index 55ca90c..0000000
--- a/factor-investing/dados_acoes/LUXM3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,LUXM3.SA,LUXM3.SA,LUXM3.SA,LUXM3.SA,LUXM3.SA
-Date,,,,,
-2024-04-11,1.464460015296936,1.464460015296936,1.464460015296936,1.464460015296936,0
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-2024-07-05,1.6666699647903442,1.6666699647903442,1.6666699647903442,1.6666699647903442,0
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-2024-07-24,1.6666699647903442,1.6666699647903442,1.6666699647903442,1.6666699647903442,0
-2024-07-25,1.6666699647903442,1.6666699647903442,1.6666699647903442,1.6666699647903442,0
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-2024-07-31,1.6666699647903442,1.6666699647903442,1.6666699647903442,1.6666699647903442,0
-2024-08-01,1.6666699647903442,1.6666699647903442,1.6666699647903442,1.6666699647903442,0
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-2024-08-08,1.6666699647903442,1.6666699647903442,1.6666699647903442,1.6666699647903442,0
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-2024-08-12,1.6666699647903442,1.6666699647903442,1.6666699647903442,1.6666699647903442,0
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-2024-08-16,1.6666699647903442,1.6666699647903442,1.6666699647903442,1.6666699647903442,0
-2024-08-19,1.6666699647903442,1.6666699647903442,1.6666699647903442,1.6666699647903442,0
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diff --git a/factor-investing/dados_acoes/LUXM4.csv b/factor-investing/dados_acoes/LUXM4.csv
deleted file mode 100644
index 0ef77eb..0000000
--- a/factor-investing/dados_acoes/LUXM4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,LUXM4.SA,LUXM4.SA,LUXM4.SA,LUXM4.SA,LUXM4.SA
-Date,,,,,
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-2025-01-31,11.989999771118164,12.0,11.989999771118164,11.989999771118164,1100
-2025-02-03,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-04,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-05,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-06,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-07,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-10,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-11,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-12,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-13,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-14,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-17,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-18,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-19,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-20,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-21,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-24,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-25,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-26,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-27,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-02-28,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-03-05,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-03-06,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-03-07,11.989999771118164,11.989999771118164,11.989999771118164,11.989999771118164,0
-2025-03-10,11.5,11.789999961853027,11.0,11.010000228881836,700
-2025-03-11,11.350000381469727,11.890000343322754,11.0,11.0,5200
-2025-03-12,11.970000267028809,11.970000267028809,11.350000381469727,11.350000381469727,700
-2025-03-13,11.979999542236328,11.979999542236328,11.970000267028809,11.970000267028809,4600
-2025-03-14,11.979999542236328,11.979999542236328,11.979999542236328,11.979999542236328,0
-2025-03-17,11.979999542236328,11.979999542236328,11.979999542236328,11.979999542236328,100
-2025-03-18,12.0,12.5,11.979999542236328,11.979999542236328,18400
-2025-03-19,12.5,12.5,12.5,12.5,100
-2025-03-20,12.5,12.5,12.5,12.5,200
-2025-03-21,12.5,12.5,12.5,12.5,0
-2025-03-24,11.399999618530273,11.550000190734863,11.399999618530273,11.550000190734863,3300
-2025-03-25,11.9399995803833,11.9399995803833,11.9399995803833,11.9399995803833,100
-2025-03-26,11.9399995803833,11.9399995803833,11.9399995803833,11.9399995803833,0
-2025-03-27,11.9399995803833,11.9399995803833,11.9399995803833,11.9399995803833,0
-2025-03-28,11.9399995803833,11.9399995803833,11.9399995803833,11.9399995803833,0
-2025-03-31,11.9399995803833,11.9399995803833,11.9399995803833,11.9399995803833,0
-2025-04-01,11.9399995803833,11.9399995803833,11.9399995803833,11.9399995803833,0
-2025-04-02,11.9399995803833,11.9399995803833,11.9399995803833,11.9399995803833,0
-2025-04-03,11.949999809265137,11.949999809265137,11.949999809265137,11.949999809265137,100
-2025-04-04,11.949999809265137,11.949999809265137,11.949999809265137,11.949999809265137,0
-2025-04-07,11.949999809265137,11.949999809265137,11.949999809265137,11.949999809265137,0
-2025-04-08,11.949999809265137,11.949999809265137,11.949999809265137,11.949999809265137,0
-2025-04-09,11.949999809265137,11.949999809265137,11.949999809265137,11.949999809265137,0
-2025-04-10,11.949999809265137,11.949999809265137,11.949999809265137,11.949999809265137,200
-2025-04-11,11.949999809265137,11.949999809265137,11.949999809265137,11.949999809265137,0
diff --git a/factor-investing/dados_acoes/LVTC3.csv b/factor-investing/dados_acoes/LVTC3.csv
deleted file mode 100644
index 5d99200..0000000
--- a/factor-investing/dados_acoes/LVTC3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,LVTC3.SA,LVTC3.SA,LVTC3.SA,LVTC3.SA,LVTC3.SA
-Date,,,,,
-2024-04-11,3.8399999141693115,3.8499999046325684,3.8299999237060547,3.8299999237060547,4800
-2024-04-12,3.7899999618530273,3.8499999046325684,3.7799999713897705,3.8499999046325684,3600
-2024-04-15,3.8299999237060547,3.8499999046325684,3.7799999713897705,3.8499999046325684,8800
-2024-04-16,3.809999942779541,3.8299999237060547,3.75,3.8299999237060547,8800
-2024-04-17,3.7699999809265137,3.8399999141693115,3.75,3.8399999141693115,5200
-2024-04-18,3.7200000286102295,3.8299999237060547,3.7200000286102295,3.759999990463257,16500
-2024-04-19,3.869999885559082,3.869999885559082,3.7100000381469727,3.7100000381469727,54000
-2024-04-22,3.7799999713897705,3.869999885559082,3.75,3.8499999046325684,34300
-2024-04-23,3.799999952316284,3.8299999237060547,3.7699999809265137,3.7899999618530273,4200
-2024-04-24,3.859999895095825,3.869999885559082,3.7699999809265137,3.799999952316284,10600
-2024-04-25,3.759999990463257,3.8399999141693115,3.759999990463257,3.8299999237060547,22800
-2024-04-26,3.7699999809265137,3.7799999713897705,3.75,3.7799999713897705,8300
-2024-04-29,3.7699999809265137,3.7899999618530273,3.75,3.7899999618530273,7200
-2024-04-30,3.880000114440918,3.9700000286102295,3.75,3.759999990463257,28100
-2024-05-02,3.890000104904175,3.940000057220459,3.8299999237060547,3.880000114440918,9400
-2024-05-03,3.890000104904175,3.940000057220459,3.859999895095825,3.859999895095825,3400
-2024-05-06,3.9200000762939453,3.950000047683716,3.8399999141693115,3.890000104904175,8700
-2024-05-07,3.859999895095825,3.950000047683716,3.859999895095825,3.950000047683716,4300
-2024-05-08,3.8399999141693115,3.940000057220459,3.819999933242798,3.819999933242798,4200
-2024-05-09,4.0,4.0,3.859999895095825,3.9600000381469727,41800
-2024-05-10,4.170000076293945,4.170000076293945,3.9000000953674316,3.930000066757202,40400
-2024-05-13,4.179999828338623,4.179999828338623,4.079999923706055,4.170000076293945,6800
-2024-05-14,4.0,4.210000038146973,4.0,4.130000114440918,47300
-2024-05-15,4.300000190734863,4.300000190734863,4.010000228881836,4.010000228881836,44300
-2024-05-16,4.400000095367432,4.400000095367432,4.119999885559082,4.309999942779541,35800
-2024-05-17,4.260000228881836,4.349999904632568,4.199999809265137,4.349999904632568,22900
-2024-05-20,4.28000020980835,4.449999809265137,4.170000076293945,4.449999809265137,35900
-2024-05-21,4.269999980926514,4.28000020980835,4.039999961853027,4.28000020980835,48200
-2024-05-22,4.119999885559082,4.260000228881836,4.079999923706055,4.260000228881836,17900
-2024-05-23,4.079999923706055,4.099999904632568,4.0,4.099999904632568,19600
-2024-05-24,3.950000047683716,4.050000190734863,3.9100000858306885,4.050000190734863,28300
-2024-05-27,3.8499999046325684,3.9600000381469727,3.7699999809265137,3.9100000858306885,42600
-2024-05-28,3.7899999618530273,3.9200000762939453,3.7799999713897705,3.809999942779541,20000
-2024-05-29,3.8399999141693115,3.8499999046325684,3.7799999713897705,3.7799999713897705,9000
-2024-05-31,3.809999942779541,3.880000114440918,3.7799999713897705,3.7899999618530273,12200
-2024-06-03,3.819999933242798,3.890000104904175,3.7799999713897705,3.809999942779541,8300
-2024-06-04,3.7699999809265137,3.8399999141693115,3.7699999809265137,3.799999952316284,19300
-2024-06-05,3.75,3.809999942779541,3.75,3.7799999713897705,10100
-2024-06-06,3.819999933242798,3.8399999141693115,3.759999990463257,3.759999990463257,14700
-2024-06-07,3.759999990463257,3.8499999046325684,3.759999990463257,3.8499999046325684,6500
-2024-06-10,3.690000057220459,3.799999952316284,3.680000066757202,3.759999990463257,68100
-2024-06-11,3.5199999809265137,3.680000066757202,3.490000009536743,3.6700000762939453,67900
-2024-06-12,3.490000009536743,3.5799999237060547,3.490000009536743,3.5299999713897705,36700
-2024-06-13,3.390000104904175,3.509999990463257,3.390000104904175,3.4800000190734863,19700
-2024-06-14,3.359999895095825,3.4600000381469727,3.3399999141693115,3.390000104904175,6000
-2024-06-17,3.319999933242798,3.450000047683716,3.25,3.359999895095825,27700
-2024-06-18,3.4000000953674316,3.4000000953674316,3.2899999618530273,3.3299999237060547,30500
-2024-06-19,3.569999933242798,3.569999933242798,3.319999933242798,3.319999933242798,9700
-2024-06-20,3.490000009536743,3.5799999237060547,3.4100000858306885,3.5799999237060547,14300
-2024-06-21,3.4200000762939453,3.5299999713897705,3.390000104904175,3.390000104904175,16200
-2024-06-24,3.4000000953674316,3.450000047683716,3.4000000953674316,3.4100000858306885,18900
-2024-06-25,3.5,3.5299999713897705,3.4000000953674316,3.4000000953674316,19400
-2024-06-26,3.490000009536743,3.5,3.440000057220459,3.5,6900
-2024-06-27,3.490000009536743,3.549999952316284,3.430000066757202,3.430000066757202,2300
-2024-06-28,3.569999933242798,3.569999933242798,3.430000066757202,3.4600000381469727,17200
-2024-07-01,3.440000057220459,3.569999933242798,3.4200000762939453,3.4200000762939453,11100
-2024-07-02,3.440000057220459,3.509999990463257,3.4000000953674316,3.4000000953674316,13100
-2024-07-03,3.5,3.5799999237060547,3.430000066757202,3.440000057220459,13000
-2024-07-04,3.5299999713897705,3.640000104904175,3.5199999809265137,3.559999942779541,9600
-2024-07-05,3.5199999809265137,3.640000104904175,3.450000047683716,3.5299999713897705,18200
-2024-07-08,3.7899999618530273,3.799999952316284,3.490000009536743,3.490000009536743,20900
-2024-07-09,3.7899999618530273,3.7899999618530273,3.630000114440918,3.7899999618530273,5700
-2024-07-10,3.6600000858306885,3.799999952316284,3.6600000858306885,3.799999952316284,10500
-2024-07-11,3.799999952316284,3.799999952316284,3.6600000858306885,3.6600000858306885,15200
-2024-07-12,3.7100000381469727,3.7899999618530273,3.6700000762939453,3.6700000762939453,2500
-2024-07-15,3.6700000762939453,3.7899999618530273,3.6600000858306885,3.700000047683716,6800
-2024-07-16,3.75,3.799999952316284,3.6700000762939453,3.6700000762939453,5800
-2024-07-17,3.7200000286102295,3.8299999237060547,3.7100000381469727,3.75,4500
-2024-07-18,3.680000066757202,3.7799999713897705,3.680000066757202,3.7200000286102295,4900
-2024-07-19,3.5399999618530273,3.6600000858306885,3.4700000286102295,3.6600000858306885,37100
-2024-07-22,3.5299999713897705,3.549999952316284,3.509999990463257,3.509999990463257,3500
-2024-07-23,3.450000047683716,3.549999952316284,3.450000047683716,3.5299999713897705,43400
-2024-07-24,3.450000047683716,3.5,3.450000047683716,3.4600000381469727,5500
-2024-07-25,3.450000047683716,3.5899999141693115,3.450000047683716,3.4600000381469727,27400
-2024-07-26,3.440000057220459,3.559999942779541,3.440000057220459,3.450000047683716,9900
-2024-07-29,3.6500000953674316,3.700000047683716,3.430000066757202,3.430000066757202,19100
-2024-07-30,3.5799999237060547,3.6700000762939453,3.5299999713897705,3.6700000762939453,12400
-2024-07-31,3.700000047683716,3.700000047683716,3.5799999237060547,3.5799999237060547,13800
-2024-08-01,3.5799999237060547,3.759999990463257,3.5299999713897705,3.759999990463257,18200
-2024-08-02,3.440000057220459,3.640000104904175,3.390000104904175,3.509999990463257,21100
-2024-08-05,3.4000000953674316,3.4800000190734863,3.390000104904175,3.4100000858306885,17300
-2024-08-06,3.4000000953674316,3.4800000190734863,3.4000000953674316,3.4100000858306885,9800
-2024-08-07,3.569999933242798,3.569999933242798,3.4100000858306885,3.5,15100
-2024-08-08,3.680000066757202,3.700000047683716,3.5899999141693115,3.640000104904175,16800
-2024-08-09,4.050000190734863,4.119999885559082,3.569999933242798,3.569999933242798,51100
-2024-08-12,3.890000104904175,4.119999885559082,3.890000104904175,4.119999885559082,25800
-2024-08-13,3.9000000953674316,4.019999980926514,3.859999895095825,3.9000000953674316,32100
-2024-08-14,3.8499999046325684,4.039999961853027,3.8499999046325684,3.9000000953674316,22900
-2024-08-15,3.990000009536743,4.099999904632568,3.8299999237060547,3.8399999141693115,26400
-2024-08-16,3.859999895095825,4.159999847412109,3.859999895095825,3.950000047683716,24700
-2024-08-19,3.990000009536743,3.990000009536743,3.700000047683716,3.859999895095825,22200
-2024-08-20,4.019999980926514,4.079999923706055,3.9200000762939453,4.050000190734863,10600
-2024-08-21,3.890000104904175,4.079999923706055,3.869999885559082,4.079999923706055,11000
-2024-08-22,3.799999952316284,3.990000009536743,3.799999952316284,3.950000047683716,10500
-2024-08-23,3.890000104904175,3.9700000286102295,3.7300000190734863,3.809999942779541,15600
-2024-08-26,3.759999990463257,3.930000066757202,3.759999990463257,3.809999942779541,12900
-2024-08-27,3.819999933242798,3.880000114440918,3.7699999809265137,3.7699999809265137,3700
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-2024-08-29,3.819999933242798,3.9000000953674316,3.5999999046325684,3.690000057220459,20900
-2024-08-30,3.690000057220459,3.890000104904175,3.690000057220459,3.8299999237060547,14100
-2024-09-02,3.690000057220459,3.7300000190734863,3.619999885559082,3.680000066757202,13100
-2024-09-03,3.5999999046325684,3.7799999713897705,3.559999942779541,3.609999895095825,20700
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-2024-09-06,3.819999933242798,3.990000009536743,3.7300000190734863,3.7300000190734863,45500
-2024-09-09,3.700000047683716,3.859999895095825,3.700000047683716,3.8399999141693115,27100
-2024-09-10,3.799999952316284,3.799999952316284,3.700000047683716,3.7100000381469727,34600
-2024-09-11,4.090000152587891,4.099999904632568,3.799999952316284,3.809999942779541,29700
-2024-09-12,3.9000000953674316,4.070000171661377,3.890000104904175,3.930000066757202,39500
-2024-09-13,4.070000171661377,4.079999923706055,3.880000114440918,3.890000104904175,35200
-2024-09-16,4.130000114440918,4.130000114440918,3.990000009536743,4.019999980926514,10600
-2024-09-17,4.199999809265137,4.199999809265137,4.079999923706055,4.119999885559082,19100
-2024-09-18,4.099999904632568,4.300000190734863,4.03000020980835,4.199999809265137,36000
-2024-09-19,3.930000066757202,4.159999847412109,3.930000066757202,4.119999885559082,23600
-2024-09-20,3.9000000953674316,3.9100000858306885,3.7300000190734863,3.9100000858306885,41100
-2024-09-23,3.809999942779541,4.010000228881836,3.809999942779541,4.010000228881836,19400
-2024-09-24,4.150000095367432,4.150000095367432,3.7300000190734863,3.7300000190734863,15700
-2024-09-25,4.0,4.150000095367432,3.9200000762939453,4.150000095367432,9500
-2024-09-26,3.930000066757202,4.0,3.9200000762939453,4.0,3800
-2024-09-27,4.039999961853027,4.159999847412109,3.9000000953674316,3.9000000953674316,14400
-2024-09-30,3.940000057220459,4.130000114440918,3.9200000762939453,4.03000020980835,16700
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-2024-10-08,3.8299999237060547,3.8399999141693115,3.75,3.75,4200
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-2024-11-27,3.1700000762939453,3.2300000190734863,3.1700000762939453,3.2300000190734863,6100
-2024-11-28,3.0199999809265137,3.200000047683716,3.0199999809265137,3.200000047683716,36000
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-2024-12-02,2.930000066757202,3.0199999809265137,2.930000066757202,2.990000009536743,36300
-2024-12-03,2.890000104904175,2.9700000286102295,2.890000104904175,2.930000066757202,27300
-2024-12-04,2.799999952316284,2.9000000953674316,2.799999952316284,2.890000104904175,25700
-2024-12-05,2.819999933242798,2.8499999046325684,2.809999942779541,2.8499999046325684,12400
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-2024-12-09,2.740000009536743,2.809999942779541,2.740000009536743,2.7799999713897705,8900
-2024-12-10,2.6700000762939453,2.7699999809265137,2.6600000858306885,2.740000009536743,35300
-2024-12-11,2.630000114440918,2.700000047683716,2.609999895095825,2.6700000762939453,44100
-2024-12-12,2.569999933242798,2.7300000190734863,2.559999942779541,2.7300000190734863,58600
-2024-12-13,2.4800000190734863,2.5899999141693115,2.359999895095825,2.569999933242798,57300
-2024-12-16,2.4800000190734863,2.5299999713897705,2.440000057220459,2.4800000190734863,43000
-2024-12-17,2.549999952316284,2.549999952316284,2.440000057220459,2.4800000190734863,26300
-2024-12-18,2.4800000190734863,2.640000104904175,2.4700000286102295,2.4800000190734863,51400
-2024-12-19,2.5,2.640000104904175,2.450000047683716,2.5,50200
-2024-12-20,2.5899999141693115,2.609999895095825,2.5,2.5,16700
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-2024-12-27,2.299999952316284,2.4200000762939453,2.299999952316284,2.4200000762939453,28100
-2024-12-30,2.240000009536743,2.359999895095825,2.190000057220459,2.309999942779541,53600
-2025-01-02,2.299999952316284,2.4000000953674316,2.2100000381469727,2.319999933242798,56500
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-2025-02-17,2.3499999046325684,2.4000000953674316,2.180000066757202,2.2699999809265137,78100
-2025-02-18,2.2899999618530273,2.3499999046325684,2.2699999809265137,2.3499999046325684,11700
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diff --git a/factor-investing/dados_acoes/LWSA3.csv b/factor-investing/dados_acoes/LWSA3.csv
deleted file mode 100644
index e70e2fc..0000000
--- a/factor-investing/dados_acoes/LWSA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,LWSA3.SA,LWSA3.SA,LWSA3.SA,LWSA3.SA,LWSA3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/MAPT3.csv b/factor-investing/dados_acoes/MAPT3.csv
deleted file mode 100644
index 8655416..0000000
--- a/factor-investing/dados_acoes/MAPT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MAPT3.SA,MAPT3.SA,MAPT3.SA,MAPT3.SA,MAPT3.SA
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-2024-12-11,3.799999952316284,4.070000171661377,3.799999952316284,3.799999952316284,500
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diff --git a/factor-investing/dados_acoes/MAPT4.csv b/factor-investing/dados_acoes/MAPT4.csv
deleted file mode 100644
index 926ec92..0000000
--- a/factor-investing/dados_acoes/MAPT4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MAPT4.SA,MAPT4.SA,MAPT4.SA,MAPT4.SA,MAPT4.SA
-Date,,,,,
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-2024-05-10,6.25,6.25,6.25,6.25,0
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-2025-04-03,4.0,4.0,4.0,4.0,0
-2025-04-04,4.0,4.0,4.0,4.0,0
-2025-04-07,4.0,4.0,4.0,4.0,0
-2025-04-08,4.0,4.0,4.0,4.0,0
-2025-04-09,4.0,4.0,4.0,4.0,0
-2025-04-10,4.0,4.0,4.0,4.0,0
-2025-04-11,4.0,4.0,4.0,4.0,0
diff --git a/factor-investing/dados_acoes/MATD3.csv b/factor-investing/dados_acoes/MATD3.csv
deleted file mode 100644
index a1e9bc5..0000000
--- a/factor-investing/dados_acoes/MATD3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MATD3.SA,MATD3.SA,MATD3.SA,MATD3.SA,MATD3.SA
-Date,,,,,
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-2024-12-02,4.050000190734863,4.139999866485596,4.03000020980835,4.099999904632568,830900
-2024-12-03,4.050000190734863,4.130000114440918,4.0,4.099999904632568,1149900
-2024-12-04,4.039999961853027,4.139999866485596,3.9600000381469727,3.990000009536743,687900
-2024-12-05,4.039999961853027,4.139999866485596,4.039999961853027,4.079999923706055,451200
-2024-12-06,3.930000066757202,4.119999885559082,3.930000066757202,4.050000190734863,488700
-2024-12-09,3.9700000286102295,4.059999942779541,3.9000000953674316,4.0,1601900
-2024-12-10,4.059999942779541,4.090000152587891,3.990000009536743,4.0,519100
-2024-12-11,4.139999866485596,4.150000095367432,4.03000020980835,4.090000152587891,1908500
-2024-12-12,3.9700000286102295,4.099999904632568,3.9700000286102295,4.079999923706055,751900
-2024-12-13,3.950000047683716,4.0,3.9000000953674316,3.930000066757202,3322500
-2024-12-16,3.950000047683716,3.990000009536743,3.809999942779541,3.9800000190734863,937800
-2024-12-17,3.9000000953674316,3.9200000762939453,3.7799999713897705,3.9200000762939453,734500
-2024-12-18,3.7100000381469727,3.9000000953674316,3.630000114440918,3.9000000953674316,1247100
-2024-12-19,3.680000066757202,3.7699999809265137,3.609999895095825,3.680000066757202,717200
-2024-12-20,3.75,3.799999952316284,3.6600000858306885,3.690000057220459,590600
-2024-12-23,3.609999895095825,3.799999952316284,3.609999895095825,3.7799999713897705,622800
-2024-12-26,3.6700000762939453,3.6700000762939453,3.549999952316284,3.549999952316284,522500
-2024-12-27,3.559999942779541,3.700000047683716,3.559999942779541,3.690000057220459,430400
-2024-12-30,3.640000104904175,3.640000104904175,3.5199999809265137,3.5799999237060547,463200
-2025-01-02,3.4800000190734863,3.609999895095825,3.4800000190734863,3.609999895095825,589000
-2025-01-03,3.609999895095825,3.609999895095825,3.3499999046325684,3.490000009536743,1584500
-2025-01-06,3.799999952316284,3.799999952316284,3.549999952316284,3.5999999046325684,944000
-2025-01-07,3.8399999141693115,3.869999885559082,3.690000057220459,3.819999933242798,451300
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-2025-01-09,3.700000047683716,3.799999952316284,3.640000104904175,3.690000057220459,340300
-2025-01-10,3.6500000953674316,3.759999990463257,3.609999895095825,3.759999990463257,356900
-2025-01-13,3.630000114440918,3.6600000858306885,3.559999942779541,3.6500000953674316,614700
-2025-01-14,3.5199999809265137,3.6500000953674316,3.5199999809265137,3.630000114440918,1073900
-2025-01-15,3.700000047683716,3.7799999713897705,3.559999942779541,3.559999942779541,1020400
-2025-01-16,3.549999952316284,3.740000009536743,3.4700000286102295,3.740000009536743,884400
-2025-01-17,3.509999990463257,3.559999942779541,3.4100000858306885,3.549999952316284,779600
-2025-01-20,3.559999942779541,3.619999885559082,3.4800000190734863,3.549999952316284,350500
-2025-01-21,3.6700000762939453,3.6700000762939453,3.5199999809265137,3.559999942779541,485000
-2025-01-22,3.700000047683716,3.740000009536743,3.5999999046325684,3.630000114440918,298700
-2025-01-23,3.569999933242798,3.75,3.569999933242798,3.680000066757202,443800
-2025-01-24,3.5999999046325684,3.640000104904175,3.569999933242798,3.5999999046325684,561200
-2025-01-27,3.7300000190734863,3.75,3.5399999618530273,3.569999933242798,675300
-2025-01-28,3.7100000381469727,3.759999990463257,3.6700000762939453,3.7300000190734863,450600
-2025-01-29,3.75,3.819999933242798,3.700000047683716,3.75,646000
-2025-01-30,3.9800000190734863,4.039999961853027,3.759999990463257,3.7899999618530273,917400
-2025-01-31,3.859999895095825,4.059999942779541,3.8499999046325684,4.010000228881836,800700
-2025-02-03,4.039999961853027,4.079999923706055,3.75,3.880000114440918,812400
-2025-02-04,4.079999923706055,4.079999923706055,3.9800000190734863,4.050000190734863,422100
-2025-02-05,3.9600000381469727,4.090000152587891,3.890000104904175,4.090000152587891,549100
-2025-02-06,3.990000009536743,4.039999961853027,3.9600000381469727,3.9700000286102295,289100
-2025-02-07,4.0,4.070000171661377,3.9600000381469727,3.990000009536743,456700
-2025-02-10,3.890000104904175,4.059999942779541,3.8399999141693115,4.03000020980835,587100
-2025-02-11,3.9800000190734863,4.019999980926514,3.8299999237060547,3.859999895095825,392200
-2025-02-12,3.740000009536743,3.9800000190734863,3.740000009536743,3.940000057220459,775700
-2025-02-13,3.8299999237060547,3.8299999237060547,3.609999895095825,3.700000047683716,1048700
-2025-02-14,3.9200000762939453,3.9200000762939453,3.759999990463257,3.8299999237060547,1612700
-2025-02-17,4.019999980926514,4.110000133514404,3.890000104904175,3.930000066757202,1190700
-2025-02-18,3.809999942779541,4.010000228881836,3.809999942779541,4.010000228881836,641500
-2025-02-19,3.7699999809265137,3.9000000953674316,3.7200000286102295,3.759999990463257,431200
-2025-02-20,3.859999895095825,3.859999895095825,3.740000009536743,3.799999952316284,449600
-2025-02-21,3.8399999141693115,3.9100000858306885,3.809999942779541,3.869999885559082,296900
-2025-02-24,3.740000009536743,3.869999885559082,3.6600000858306885,3.819999933242798,644600
-2025-02-25,3.7100000381469727,3.7799999713897705,3.6700000762939453,3.6700000762939453,232700
-2025-02-26,3.630000114440918,3.7699999809265137,3.609999895095825,3.75,349000
-2025-02-27,3.7100000381469727,3.7899999618530273,3.630000114440918,3.6500000953674316,386000
-2025-02-28,3.700000047683716,3.819999933242798,3.690000057220459,3.75,913500
-2025-03-05,3.549999952316284,3.740000009536743,3.549999952316284,3.740000009536743,232900
-2025-03-06,3.7100000381469727,3.7100000381469727,3.559999942779541,3.5899999141693115,437100
-2025-03-07,3.799999952316284,3.809999942779541,3.619999885559082,3.6500000953674316,147700
-2025-03-10,3.630000114440918,3.7799999713897705,3.609999895095825,3.7200000286102295,577500
-2025-03-11,3.619999885559082,3.6600000858306885,3.5999999046325684,3.640000104904175,344300
-2025-03-12,3.7699999809265137,3.799999952316284,3.630000114440918,3.6500000953674316,237000
-2025-03-13,3.6500000953674316,3.809999942779541,3.5999999046325684,3.7899999618530273,539700
-2025-03-14,4.050000190734863,4.050000190734863,3.6600000858306885,3.6600000858306885,487300
-2025-03-17,3.9000000953674316,4.050000190734863,3.9000000953674316,4.050000190734863,354300
-2025-03-18,3.9100000858306885,3.9800000190734863,3.890000104904175,3.890000104904175,178400
-2025-03-19,4.0,4.039999961853027,3.9100000858306885,3.9100000858306885,284800
-2025-03-20,3.559999942779541,3.930000066757202,3.5299999713897705,3.9000000953674316,2392600
-2025-03-21,3.619999885559082,3.6700000762939453,3.4800000190734863,3.5399999618530273,1514200
-2025-03-24,3.5999999046325684,3.6600000858306885,3.5799999237060547,3.619999885559082,217300
-2025-03-25,3.7799999713897705,3.7899999618530273,3.559999942779541,3.5999999046325684,362700
-2025-03-26,3.8499999046325684,3.9200000762939453,3.700000047683716,3.700000047683716,534000
-2025-03-27,3.859999895095825,3.930000066757202,3.809999942779541,3.8399999141693115,331000
-2025-03-28,4.079999923706055,4.079999923706055,3.7100000381469727,3.9100000858306885,608300
-2025-03-31,3.8499999046325684,4.019999980926514,3.819999933242798,4.019999980926514,485700
-2025-04-01,3.799999952316284,3.859999895095825,3.7799999713897705,3.8499999046325684,138500
-2025-04-02,3.8399999141693115,3.9100000858306885,3.7699999809265137,3.7699999809265137,148200
-2025-04-03,3.990000009536743,4.050000190734863,3.880000114440918,3.880000114440918,385900
-2025-04-04,3.950000047683716,3.9700000286102295,3.8499999046325684,3.9600000381469727,141700
-2025-04-07,3.740000009536743,3.940000057220459,3.740000009536743,3.8399999141693115,577700
-2025-04-08,3.7300000190734863,3.8499999046325684,3.630000114440918,3.8499999046325684,568800
-2025-04-09,3.7799999713897705,3.8499999046325684,3.6500000953674316,3.690000057220459,262700
-2025-04-10,3.8399999141693115,3.9100000858306885,3.7699999809265137,3.7799999713897705,343000
-2025-04-11,3.8399999141693115,3.890000104904175,3.75,3.890000104904175,195300
diff --git a/factor-investing/dados_acoes/MBLY3.csv b/factor-investing/dados_acoes/MBLY3.csv
deleted file mode 100644
index 0eb7f79..0000000
--- a/factor-investing/dados_acoes/MBLY3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MBLY3.SA,MBLY3.SA,MBLY3.SA,MBLY3.SA,MBLY3.SA
-Date,,,,,
-2024-04-11,2.299999952316284,2.5199999809265137,2.2799999713897705,2.390000104904175,1135600
-2024-04-12,2.1600000858306885,2.319999933242798,2.119999885559082,2.319999933242798,562300
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-2024-04-24,2.319999933242798,2.4200000762939453,2.25,2.4000000953674316,715900
-2024-04-25,2.2699999809265137,2.2899999618530273,2.1500000953674316,2.2899999618530273,525400
-2024-04-26,2.3499999046325684,2.359999895095825,2.2899999618530273,2.2899999618530273,376700
-2024-04-29,2.380000114440918,2.380000114440918,2.319999933242798,2.3399999141693115,218700
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-2024-05-02,2.299999952316284,2.3299999237060547,2.240000009536743,2.299999952316284,405000
-2024-05-03,2.299999952316284,2.4100000858306885,2.2899999618530273,2.3299999237060547,451600
-2024-05-06,2.3399999141693115,2.4000000953674316,2.299999952316284,2.299999952316284,1022300
-2024-05-07,2.25,2.4000000953674316,2.25,2.369999885559082,391300
-2024-05-08,2.2899999618530273,2.369999885559082,2.2300000190734863,2.259999990463257,619500
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-2024-05-13,2.0399999618530273,2.069999933242798,2.0199999809265137,2.059999942779541,124000
-2024-05-14,2.069999933242798,2.0999999046325684,2.059999942779541,2.069999933242798,101800
-2024-05-15,2.130000114440918,2.190000057220459,2.0399999618530273,2.0999999046325684,777200
-2024-05-16,2.2699999809265137,2.2699999809265137,2.0999999046325684,2.130000114440918,681500
-2024-05-17,2.240000009536743,2.3399999141693115,2.2200000286102295,2.2699999809265137,334200
-2024-05-20,2.180000066757202,2.259999990463257,2.180000066757202,2.180000066757202,111100
-2024-05-21,2.1700000762939453,2.25,2.1700000762939453,2.180000066757202,249400
-2024-05-22,2.119999885559082,2.190000057220459,2.0999999046325684,2.1700000762939453,234200
-2024-05-23,2.119999885559082,2.130000114440918,2.0799999237060547,2.130000114440918,204200
-2024-05-24,2.059999942779541,2.140000104904175,2.0199999809265137,2.0899999141693115,544600
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-2024-05-28,2.0999999046325684,2.140000104904175,2.0399999618530273,2.0399999618530273,137700
-2024-05-29,2.0999999046325684,2.130000114440918,2.0999999046325684,2.0999999046325684,48200
-2024-05-31,2.0999999046325684,2.190000057220459,2.0999999046325684,2.0999999046325684,108800
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-2024-06-05,2.0899999141693115,2.2100000381469727,2.0899999141693115,2.1500000953674316,635900
-2024-06-06,2.180000066757202,2.2100000381469727,2.109999895095825,2.109999895095825,165600
-2024-06-07,2.1600000858306885,2.25,2.130000114440918,2.190000057220459,550100
-2024-06-10,2.0999999046325684,2.1700000762939453,2.0199999809265137,2.1600000858306885,175300
-2024-06-11,2.140000104904175,2.140000104904175,2.059999942779541,2.059999942779541,77400
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-2024-06-13,2.0899999141693115,2.119999885559082,2.0799999237060547,2.119999885559082,47600
-2024-06-14,2.0899999141693115,2.1500000953674316,2.059999942779541,2.0899999141693115,245500
-2024-06-17,2.109999895095825,2.1500000953674316,2.0899999141693115,2.0899999141693115,290900
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-2024-06-21,2.119999885559082,2.1600000858306885,2.0999999046325684,2.119999885559082,228300
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-2024-06-27,2.140000104904175,2.1700000762939453,2.0999999046325684,2.109999895095825,351100
-2024-06-28,2.1700000762939453,2.1700000762939453,2.0999999046325684,2.1600000858306885,80800
-2024-07-01,2.0999999046325684,2.180000066757202,2.0399999618530273,2.1700000762939453,459200
-2024-07-02,2.0899999141693115,2.109999895095825,2.059999942779541,2.0999999046325684,234900
-2024-07-03,2.130000114440918,2.1500000953674316,2.069999933242798,2.069999933242798,368300
-2024-07-04,2.1600000858306885,2.1600000858306885,2.130000114440918,2.130000114440918,1400800
-2024-07-05,2.140000104904175,2.200000047683716,2.109999895095825,2.140000104904175,490500
-2024-07-08,2.2200000286102295,2.299999952316284,2.1500000953674316,2.180000066757202,882800
-2024-07-09,2.450000047683716,2.450000047683716,2.200000047683716,2.200000047683716,1358000
-2024-07-10,2.569999933242798,2.619999885559082,2.450000047683716,2.490000009536743,849600
-2024-07-11,2.509999990463257,2.619999885559082,2.509999990463257,2.609999895095825,422300
-2024-07-12,2.619999885559082,2.619999885559082,2.369999885559082,2.440000057220459,393600
-2024-07-15,2.640000104904175,2.700000047683716,2.5399999618530273,2.619999885559082,713200
-2024-07-16,2.640000104904175,2.640000104904175,2.509999990463257,2.5799999237060547,202700
-2024-07-17,2.619999885559082,2.6700000762939453,2.549999952316284,2.569999933242798,215800
-2024-07-18,2.619999885559082,2.690000057220459,2.5399999618530273,2.630000114440918,459900
-2024-07-19,2.619999885559082,2.619999885559082,2.509999990463257,2.5899999141693115,478000
-2024-07-22,2.549999952316284,2.630000114440918,2.5199999809265137,2.5899999141693115,672100
-2024-07-23,2.5899999141693115,2.5999999046325684,2.549999952316284,2.559999942779541,277800
-2024-07-24,2.640000104904175,2.640000104904175,2.5199999809265137,2.5899999141693115,425600
-2024-07-25,2.640000104904175,2.700000047683716,2.5899999141693115,2.5999999046325684,664500
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diff --git a/factor-investing/dados_acoes/MDIA3.csv b/factor-investing/dados_acoes/MDIA3.csv
deleted file mode 100644
index 6c3a24d..0000000
--- a/factor-investing/dados_acoes/MDIA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/MDNE3.csv b/factor-investing/dados_acoes/MDNE3.csv
deleted file mode 100644
index 68a5413..0000000
--- a/factor-investing/dados_acoes/MDNE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-03-11,12.630000114440918,12.84000015258789,12.5,12.699999809265137,340000
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-2025-03-13,12.75,12.8100004196167,12.390000343322754,12.720000267028809,372900
-2025-03-14,13.140000343322754,13.300000190734863,12.770000457763672,12.770000457763672,556400
-2025-03-17,13.699999809265137,14.020000457763672,13.050000190734863,13.050000190734863,486200
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-2025-03-19,13.75,14.020000457763672,13.729999542236328,13.75,412900
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diff --git a/factor-investing/dados_acoes/MEAL3.csv b/factor-investing/dados_acoes/MEAL3.csv
deleted file mode 100644
index 71387be..0000000
--- a/factor-investing/dados_acoes/MEAL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MEAL3.SA,MEAL3.SA,MEAL3.SA,MEAL3.SA,MEAL3.SA
-Date,,,,,
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-2024-11-28,1.2300000190734863,1.2799999713897705,1.2200000286102295,1.2799999713897705,1067300
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-2024-12-03,1.2300000190734863,1.25,1.2100000381469727,1.2300000190734863,460700
-2024-12-04,1.2100000381469727,1.2400000095367432,1.2100000381469727,1.2300000190734863,300200
-2024-12-05,1.2200000286102295,1.2400000095367432,1.2200000286102295,1.2200000286102295,237700
-2024-12-06,1.2000000476837158,1.2400000095367432,1.1799999475479126,1.2200000286102295,438900
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-2024-12-10,1.1699999570846558,1.190000057220459,1.1299999952316284,1.190000057220459,643800
-2024-12-11,1.190000057220459,1.190000057220459,1.1399999856948853,1.1699999570846558,481600
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-2024-12-13,1.0700000524520874,1.1299999952316284,1.0700000524520874,1.1100000143051147,467000
-2024-12-16,1.0,1.1100000143051147,1.0,1.0800000429153442,732800
-2024-12-17,1.0299999713897705,1.0399999618530273,0.9900000095367432,1.0099999904632568,476200
-2024-12-18,0.9599999785423279,1.0399999618530273,0.9599999785423279,1.0199999809265137,769000
-2024-12-19,0.9900000095367432,1.0099999904632568,0.9200000166893005,0.9800000190734863,664100
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-2024-12-27,0.9700000286102295,0.9900000095367432,0.9599999785423279,0.9900000095367432,176500
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diff --git a/factor-investing/dados_acoes/MELK3.csv b/factor-investing/dados_acoes/MELK3.csv
deleted file mode 100644
index 848c347..0000000
--- a/factor-investing/dados_acoes/MELK3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MELK3.SA,MELK3.SA,MELK3.SA,MELK3.SA,MELK3.SA
-Date,,,,,
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-2025-02-11,3.880000114440918,3.890000104904175,3.799999952316284,3.799999952316284,135600
-2025-02-12,3.869999885559082,3.869999885559082,3.7899999618530273,3.8499999046325684,227300
-2025-02-13,3.740000009536743,3.8399999141693115,3.740000009536743,3.799999952316284,402700
-2025-02-14,3.869999885559082,3.890000104904175,3.740000009536743,3.740000009536743,494600
-2025-02-17,3.9200000762939453,4.0,3.8399999141693115,3.9100000858306885,519000
-2025-02-18,3.880000114440918,3.930000066757202,3.859999895095825,3.9100000858306885,232800
-2025-02-19,3.809999942779541,3.9000000953674316,3.809999942779541,3.869999885559082,198000
-2025-02-20,3.7699999809265137,3.819999933242798,3.75,3.809999942779541,263800
-2025-02-21,3.740000009536743,3.799999952316284,3.740000009536743,3.799999952316284,191600
-2025-02-24,3.7200000286102295,3.7899999618530273,3.7100000381469727,3.759999990463257,1124600
-2025-02-25,3.690000057220459,3.7699999809265137,3.6700000762939453,3.75,243000
-2025-02-26,3.7100000381469727,3.75,3.6700000762939453,3.7100000381469727,265100
-2025-02-27,3.700000047683716,3.7699999809265137,3.700000047683716,3.7100000381469727,307900
-2025-02-28,3.740000009536743,3.7699999809265137,3.690000057220459,3.700000047683716,480900
-2025-03-05,3.7200000286102295,3.869999885559082,3.700000047683716,3.869999885559082,205400
-2025-03-06,3.75,3.7899999618530273,3.700000047683716,3.7200000286102295,236100
-2025-03-07,3.7799999713897705,3.809999942779541,3.700000047683716,3.700000047683716,262600
-2025-03-10,3.799999952316284,3.8299999237060547,3.7799999713897705,3.7899999618530273,160500
-2025-03-11,3.7699999809265137,3.819999933242798,3.759999990463257,3.799999952316284,204300
-2025-03-12,3.8499999046325684,3.8499999046325684,3.75,3.7699999809265137,244400
-2025-03-13,3.869999885559082,3.869999885559082,3.809999942779541,3.809999942779541,221500
-2025-03-14,3.990000009536743,3.990000009536743,3.859999895095825,3.880000114440918,508600
-2025-03-17,4.090000152587891,4.099999904632568,3.9800000190734863,3.9800000190734863,458100
-2025-03-18,4.050000190734863,4.099999904632568,4.039999961853027,4.050000190734863,325900
-2025-03-19,3.440000057220459,3.490000009536743,3.369999885559082,3.390000104904175,1016200
-2025-03-20,3.240000009536743,3.450000047683716,3.190000057220459,3.380000114440918,727100
-2025-03-21,3.25,3.359999895095825,3.190000057220459,3.299999952316284,1214900
-2025-03-24,3.2300000190734863,3.2799999713897705,3.1600000858306885,3.2799999713897705,421400
-2025-03-25,3.180000066757202,3.2300000190734863,3.1600000858306885,3.1600000858306885,624900
-2025-03-26,3.2100000381469727,3.240000009536743,3.1600000858306885,3.2100000381469727,833900
-2025-03-27,3.2200000286102295,3.2799999713897705,3.1600000858306885,3.2100000381469727,1032800
-2025-03-28,3.259999990463257,3.299999952316284,3.180000066757202,3.2300000190734863,1213700
-2025-03-31,3.200000047683716,3.2899999618530273,3.180000066757202,3.2899999618530273,490300
-2025-04-01,3.25,3.2699999809265137,3.190000057220459,3.200000047683716,512300
-2025-04-02,3.2699999809265137,3.2799999713897705,3.2100000381469727,3.25,412600
-2025-04-03,3.3499999046325684,3.359999895095825,3.240000009536743,3.25,1032400
-2025-04-04,3.2300000190734863,3.319999933242798,3.2100000381469727,3.319999933242798,668600
-2025-04-07,3.2100000381469727,3.240000009536743,3.130000114440918,3.2200000286102295,518100
-2025-04-08,3.2200000286102295,3.2799999713897705,3.2100000381469727,3.2300000190734863,889100
-2025-04-09,3.2799999713897705,3.2899999618530273,3.1700000762939453,3.200000047683716,590800
-2025-04-10,3.259999990463257,3.2799999713897705,3.240000009536743,3.259999990463257,479600
-2025-04-11,3.2699999809265137,3.319999933242798,3.240000009536743,3.259999990463257,465700
diff --git a/factor-investing/dados_acoes/MERC3.csv b/factor-investing/dados_acoes/MERC3.csv
deleted file mode 100644
index e76a8fb..0000000
--- a/factor-investing/dados_acoes/MERC3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MERC3.SA,MERC3.SA,MERC3.SA,MERC3.SA,MERC3.SA
-Date,,,,,
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-2024-04-24,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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-2024-05-03,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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-2024-07-01,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-07-02,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-07-03,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-07-04,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-07-05,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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-2024-07-16,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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-2024-07-19,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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-2024-07-23,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-07-24,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-07-25,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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-2024-07-30,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-07-31,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-08-01,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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-2024-08-08,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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-2024-08-12,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-08-13,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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-2024-09-03,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-09-04,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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-2024-09-12,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-09-13,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-09-16,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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-2024-09-19,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
-2024-09-20,15.126799583435059,15.126799583435059,15.126799583435059,15.126799583435059,0
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diff --git a/factor-investing/dados_acoes/MERC4.csv b/factor-investing/dados_acoes/MERC4.csv
deleted file mode 100644
index b2059a4..0000000
--- a/factor-investing/dados_acoes/MERC4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MERC4.SA,MERC4.SA,MERC4.SA,MERC4.SA,MERC4.SA
-Date,,,,,
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-2024-05-09,7.301823139190674,7.301823139190674,7.301823139190674,7.301823139190674,0
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diff --git a/factor-investing/dados_acoes/MGEL3.csv b/factor-investing/dados_acoes/MGEL3.csv
deleted file mode 100644
index fb4fcd5..0000000
--- a/factor-investing/dados_acoes/MGEL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MGEL3.SA,MGEL3.SA,MGEL3.SA,MGEL3.SA,MGEL3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/MGEL4.csv b/factor-investing/dados_acoes/MGEL4.csv
deleted file mode 100644
index c22d652..0000000
--- a/factor-investing/dados_acoes/MGEL4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MGEL4.SA,MGEL4.SA,MGEL4.SA,MGEL4.SA,MGEL4.SA
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diff --git a/factor-investing/dados_acoes/MGLU3.csv b/factor-investing/dados_acoes/MGLU3.csv
deleted file mode 100644
index f2e8532..0000000
--- a/factor-investing/dados_acoes/MGLU3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MGLU3.SA,MGLU3.SA,MGLU3.SA,MGLU3.SA,MGLU3.SA
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diff --git a/factor-investing/dados_acoes/MILS3.csv b/factor-investing/dados_acoes/MILS3.csv
deleted file mode 100644
index 120eb26..0000000
--- a/factor-investing/dados_acoes/MILS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MILS3.SA,MILS3.SA,MILS3.SA,MILS3.SA,MILS3.SA
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diff --git a/factor-investing/dados_acoes/MLAS3.csv b/factor-investing/dados_acoes/MLAS3.csv
deleted file mode 100644
index 3ec1c1a..0000000
--- a/factor-investing/dados_acoes/MLAS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MLAS3.SA,MLAS3.SA,MLAS3.SA,MLAS3.SA,MLAS3.SA
-Date,,,,,
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-2025-03-13,1.159999966621399,1.1799999475479126,1.1399999856948853,1.1699999570846558,1184800
-2025-03-14,1.2100000381469727,1.2300000190734863,1.159999966621399,1.159999966621399,1193700
-2025-03-17,1.2899999618530273,1.340000033378601,1.2000000476837158,1.2100000381469727,1615600
-2025-03-18,1.2999999523162842,1.340000033378601,1.2699999809265137,1.2799999713897705,1275100
-2025-03-19,1.2899999618530273,1.309999942779541,1.2599999904632568,1.2999999523162842,1074900
-2025-03-20,1.2300000190734863,1.2999999523162842,1.2300000190734863,1.2999999523162842,1208700
-2025-03-21,1.1799999475479126,1.2300000190734863,1.1799999475479126,1.2300000190734863,1570000
-2025-03-24,1.159999966621399,1.2100000381469727,1.159999966621399,1.190000057220459,784100
-2025-03-25,1.2100000381469727,1.2400000095367432,1.1799999475479126,1.1799999475479126,1083000
-2025-03-26,1.2699999809265137,1.2999999523162842,1.2200000286102295,1.2200000286102295,1930500
-2025-03-27,1.2899999618530273,1.2999999523162842,1.190000057220459,1.25,3508800
-2025-03-28,1.2599999904632568,1.2799999713897705,1.2100000381469727,1.2799999713897705,1151400
-2025-03-31,1.2200000286102295,1.25,1.2000000476837158,1.2400000095367432,1131200
-2025-04-01,1.25,1.2799999713897705,1.2200000286102295,1.2200000286102295,1411100
-2025-04-02,1.2599999904632568,1.2999999523162842,1.2300000190734863,1.2300000190734863,948200
-2025-04-03,1.2799999713897705,1.3300000429153442,1.25,1.2699999809265137,1568700
-2025-04-04,1.2200000286102295,1.2599999904632568,1.190000057220459,1.2599999904632568,1663600
-2025-04-07,1.2000000476837158,1.2400000095367432,1.1299999952316284,1.190000057220459,2097700
-2025-04-08,1.149999976158142,1.2200000286102295,1.1299999952316284,1.190000057220459,1960700
-2025-04-09,1.2000000476837158,1.2300000190734863,1.1100000143051147,1.1399999856948853,1886600
-2025-04-10,1.190000057220459,1.2200000286102295,1.1699999570846558,1.2000000476837158,599900
-2025-04-11,1.1799999475479126,1.2100000381469727,1.159999966621399,1.2000000476837158,718300
diff --git a/factor-investing/dados_acoes/MMAQ3.csv b/factor-investing/dados_acoes/MMAQ3.csv
deleted file mode 100644
index 5f0f3e3..0000000
--- a/factor-investing/dados_acoes/MMAQ3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MMAQ3.SA,MMAQ3.SA,MMAQ3.SA,MMAQ3.SA,MMAQ3.SA
-Date,,,,,
-2024-04-11,-154.87391662597656,-154.87391662597656,-154.87391662597656,-154.87391662597656,0
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-2024-04-22,-154.87391662597656,-154.87391662597656,-154.87391662597656,-154.87391662597656,0
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-2024-04-24,-154.87391662597656,-154.87391662597656,-154.87391662597656,-154.87391662597656,0
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-2024-11-11,3.0,3.0,3.0,3.0,0
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diff --git a/factor-investing/dados_acoes/MMAQ4.csv b/factor-investing/dados_acoes/MMAQ4.csv
deleted file mode 100644
index 8681840..0000000
--- a/factor-investing/dados_acoes/MMAQ4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MMAQ4.SA,MMAQ4.SA,MMAQ4.SA,MMAQ4.SA,MMAQ4.SA
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diff --git a/factor-investing/dados_acoes/MNDL3.csv b/factor-investing/dados_acoes/MNDL3.csv
deleted file mode 100644
index f46c220..0000000
--- a/factor-investing/dados_acoes/MNDL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MNDL3.SA,MNDL3.SA,MNDL3.SA,MNDL3.SA,MNDL3.SA
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diff --git a/factor-investing/dados_acoes/MNPR3.csv b/factor-investing/dados_acoes/MNPR3.csv
deleted file mode 100644
index 5376092..0000000
--- a/factor-investing/dados_acoes/MNPR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MNPR3.SA,MNPR3.SA,MNPR3.SA,MNPR3.SA,MNPR3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/MOAR3.csv b/factor-investing/dados_acoes/MOAR3.csv
deleted file mode 100644
index 8aaa597..0000000
--- a/factor-investing/dados_acoes/MOAR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MOAR3.SA,MOAR3.SA,MOAR3.SA,MOAR3.SA,MOAR3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/MOVI3.csv b/factor-investing/dados_acoes/MOVI3.csv
deleted file mode 100644
index acd7d16..0000000
--- a/factor-investing/dados_acoes/MOVI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/MRFG3.csv b/factor-investing/dados_acoes/MRFG3.csv
deleted file mode 100644
index fbef189..0000000
--- a/factor-investing/dados_acoes/MRFG3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MRFG3.SA,MRFG3.SA,MRFG3.SA,MRFG3.SA,MRFG3.SA
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diff --git a/factor-investing/dados_acoes/MRSA3B.csv b/factor-investing/dados_acoes/MRSA3B.csv
deleted file mode 100644
index dd4fa92..0000000
--- a/factor-investing/dados_acoes/MRSA3B.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/MRSA5B.csv b/factor-investing/dados_acoes/MRSA5B.csv
deleted file mode 100644
index 3db4edf..0000000
--- a/factor-investing/dados_acoes/MRSA5B.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-03-24,29.5,29.5,29.5,29.5,0
-2025-03-25,29.5,29.5,29.5,29.5,0
-2025-03-26,29.5,29.5,29.5,29.5,0
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-2025-03-28,29.5,29.5,29.5,29.5,0
-2025-03-31,27.059999465942383,27.059999465942383,27.059999465942383,27.059999465942383,300
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diff --git a/factor-investing/dados_acoes/MRSA6B.csv b/factor-investing/dados_acoes/MRSA6B.csv
deleted file mode 100644
index 23cb86c..0000000
--- a/factor-investing/dados_acoes/MRSA6B.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MRSA6B.SA,MRSA6B.SA,MRSA6B.SA,MRSA6B.SA,MRSA6B.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/MRVE3.csv b/factor-investing/dados_acoes/MRVE3.csv
deleted file mode 100644
index 880ef91..0000000
--- a/factor-investing/dados_acoes/MRVE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MRVE3.SA,MRVE3.SA,MRVE3.SA,MRVE3.SA,MRVE3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/MSPA3.csv b/factor-investing/dados_acoes/MSPA3.csv
deleted file mode 100644
index 9b4e21f..0000000
--- a/factor-investing/dados_acoes/MSPA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MSPA3.SA,MSPA3.SA,MSPA3.SA,MSPA3.SA,MSPA3.SA
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diff --git a/factor-investing/dados_acoes/MSPA4.csv b/factor-investing/dados_acoes/MSPA4.csv
deleted file mode 100644
index e238181..0000000
--- a/factor-investing/dados_acoes/MSPA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-04-02,36.29999923706055,36.29999923706055,36.29999923706055,36.29999923706055,0
-2025-04-03,36.29999923706055,36.29999923706055,36.29999923706055,36.29999923706055,0
-2025-04-04,36.29999923706055,36.29999923706055,36.29999923706055,36.29999923706055,0
-2025-04-07,36.29999923706055,36.29999923706055,36.29999923706055,36.29999923706055,0
-2025-04-08,36.29999923706055,36.29999923706055,36.29999923706055,36.29999923706055,0
-2025-04-09,36.29999923706055,36.29999923706055,36.29999923706055,36.29999923706055,0
-2025-04-10,36.29999923706055,36.29999923706055,36.29999923706055,36.29999923706055,0
-2025-04-11,36.29999923706055,36.29999923706055,36.29999923706055,36.29999923706055,0
diff --git a/factor-investing/dados_acoes/MTRE3.csv b/factor-investing/dados_acoes/MTRE3.csv
deleted file mode 100644
index ba1b677..0000000
--- a/factor-investing/dados_acoes/MTRE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MTRE3.SA,MTRE3.SA,MTRE3.SA,MTRE3.SA,MTRE3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/MTSA4.csv b/factor-investing/dados_acoes/MTSA4.csv
deleted file mode 100644
index 9ef244a..0000000
--- a/factor-investing/dados_acoes/MTSA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MTSA4.SA,MTSA4.SA,MTSA4.SA,MTSA4.SA,MTSA4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/MULT3.csv b/factor-investing/dados_acoes/MULT3.csv
deleted file mode 100644
index 3cceb64..0000000
--- a/factor-investing/dados_acoes/MULT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MULT3.SA,MULT3.SA,MULT3.SA,MULT3.SA,MULT3.SA
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diff --git a/factor-investing/dados_acoes/MWET3.csv b/factor-investing/dados_acoes/MWET3.csv
deleted file mode 100644
index 85c2805..0000000
--- a/factor-investing/dados_acoes/MWET3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-04-10,12.5,12.5,12.5,12.5,0
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diff --git a/factor-investing/dados_acoes/MWET4.csv b/factor-investing/dados_acoes/MWET4.csv
deleted file mode 100644
index b91c68f..0000000
--- a/factor-investing/dados_acoes/MWET4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MWET4.SA,MWET4.SA,MWET4.SA,MWET4.SA,MWET4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/MYPK3.csv b/factor-investing/dados_acoes/MYPK3.csv
deleted file mode 100644
index 9048de3..0000000
--- a/factor-investing/dados_acoes/MYPK3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,MYPK3.SA,MYPK3.SA,MYPK3.SA,MYPK3.SA,MYPK3.SA
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diff --git a/factor-investing/dados_acoes/NEOE3.csv b/factor-investing/dados_acoes/NEOE3.csv
deleted file mode 100644
index 2eeca0f..0000000
--- a/factor-investing/dados_acoes/NEOE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,NEOE3.SA,NEOE3.SA,NEOE3.SA,NEOE3.SA,NEOE3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/NEXP3.csv b/factor-investing/dados_acoes/NEXP3.csv
deleted file mode 100644
index 436e45b..0000000
--- a/factor-investing/dados_acoes/NEXP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/NGRD3.csv b/factor-investing/dados_acoes/NGRD3.csv
deleted file mode 100644
index 7935075..0000000
--- a/factor-investing/dados_acoes/NGRD3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,NGRD3.SA,NGRD3.SA,NGRD3.SA,NGRD3.SA,NGRD3.SA
-Date,,,,,
-2024-04-11,26.5,26.5,26.0,26.25,31256
-2024-04-12,26.0,26.75,25.75,26.75,13872
-2024-04-15,25.0,26.0,25.0,25.75,27708
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-2025-03-11,22.440000534057617,22.559999465942383,21.280000686645508,22.31999969482422,26800
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-2025-03-13,22.68000030517578,22.75,21.700000762939453,22.5,20800
-2025-03-14,22.25,22.989999771118164,22.15999984741211,22.989999771118164,12200
-2025-03-17,22.3799991607666,22.989999771118164,21.6200008392334,21.700000762939453,41400
-2025-03-18,23.25,23.989999771118164,22.0,22.399999618530273,24400
-2025-03-19,23.920000076293945,23.979999542236328,23.139999389648438,23.139999389648438,26100
-2025-03-20,23.18000030517578,24.969999313354492,23.110000610351562,23.65999984741211,54900
-2025-03-21,22.700000762939453,23.399999618530273,22.579999923706055,23.399999618530273,18500
-2025-03-24,23.139999389648438,24.440000534057617,22.010000228881836,22.530000686645508,34600
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-2025-03-26,22.850000381469727,23.540000915527344,22.440000534057617,23.350000381469727,27400
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-2025-03-31,21.030000686645508,21.950000762939453,20.8700008392334,21.780000686645508,18000
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-2025-04-02,20.0,21.260000228881836,20.0,20.979999542236328,50800
-2025-04-03,19.799999237060547,20.1200008392334,19.3799991607666,20.1200008392334,23200
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diff --git a/factor-investing/dados_acoes/NORD3.csv b/factor-investing/dados_acoes/NORD3.csv
deleted file mode 100644
index 222ab93..0000000
--- a/factor-investing/dados_acoes/NORD3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,NORD3.SA,NORD3.SA,NORD3.SA,NORD3.SA,NORD3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/NTCO3.csv b/factor-investing/dados_acoes/NTCO3.csv
deleted file mode 100644
index 09ee5f3..0000000
--- a/factor-investing/dados_acoes/NTCO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,NTCO3.SA,NTCO3.SA,NTCO3.SA,NTCO3.SA,NTCO3.SA
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-2025-04-10,9.479999542236328,9.800000190734863,9.300000190734863,9.789999961853027,10403000
-2025-04-11,9.369999885559082,9.550000190734863,9.359999656677246,9.550000190734863,7983400
diff --git a/factor-investing/dados_acoes/NUTR3.csv b/factor-investing/dados_acoes/NUTR3.csv
deleted file mode 100644
index 2525778..0000000
--- a/factor-investing/dados_acoes/NUTR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,NUTR3.SA,NUTR3.SA,NUTR3.SA,NUTR3.SA,NUTR3.SA
-Date,,,,,
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-2024-04-12,5.079999923706055,5.170000076293945,5.059999942779541,5.170000076293945,1400
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-2024-04-19,5.230000019073486,5.289999961853027,4.699999809265137,5.210000038146973,20700
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-2024-04-23,4.949999809265137,5.289999961853027,4.619999885559082,5.079999923706055,23500
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-2024-04-29,4.980000019073486,5.269999980926514,4.710000038146973,5.0,20900
-2024-04-30,5.039999961853027,5.079999923706055,4.710000038146973,5.079999923706055,11300
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-2024-05-07,4.610000133514404,4.820000171661377,4.539999961853027,4.630000114440918,6300
-2024-05-08,4.800000190734863,4.860000133514404,4.539999961853027,4.539999961853027,11500
-2024-05-09,4.550000190734863,4.880000114440918,4.550000190734863,4.880000114440918,9900
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-2024-05-15,4.590000152587891,5.019999980926514,4.5,5.019999980926514,7600
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-2024-05-23,4.949999809265137,5.0,4.659999847412109,4.860000133514404,10100
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-2024-05-27,5.170000076293945,5.239999771118164,4.860000133514404,4.929999828338623,10200
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-2024-07-10,4.889999866485596,5.0,4.869999885559082,4.960000038146973,2300
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-2024-07-12,4.820000171661377,4.840000152587891,4.71999979019165,4.800000190734863,9800
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-2024-07-16,4.650000095367432,4.690000057220459,4.300000190734863,4.690000057220459,6000
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-2024-07-18,4.429999828338623,4.769999980926514,4.429999828338623,4.670000076293945,9000
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diff --git a/factor-investing/dados_acoes/ODER4.csv b/factor-investing/dados_acoes/ODER4.csv
deleted file mode 100644
index 029d8e8..0000000
--- a/factor-investing/dados_acoes/ODER4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/ODPV3.csv b/factor-investing/dados_acoes/ODPV3.csv
deleted file mode 100644
index 9bc521f..0000000
--- a/factor-investing/dados_acoes/ODPV3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/OFSA3.csv b/factor-investing/dados_acoes/OFSA3.csv
deleted file mode 100644
index df3a13f..0000000
--- a/factor-investing/dados_acoes/OFSA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/OIBR3.csv b/factor-investing/dados_acoes/OIBR3.csv
deleted file mode 100644
index c29f6e7..0000000
--- a/factor-investing/dados_acoes/OIBR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,OIBR3.SA,OIBR3.SA,OIBR3.SA,OIBR3.SA,OIBR3.SA
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-2025-03-06,1.149999976158142,1.1699999570846558,1.1399999856948853,1.159999966621399,1096800
-2025-03-07,1.159999966621399,1.1799999475479126,1.1399999856948853,1.149999976158142,2671800
-2025-03-10,1.1799999475479126,1.2400000095367432,1.149999976158142,1.1699999570846558,2516200
-2025-03-11,1.190000057220459,1.2000000476837158,1.159999966621399,1.190000057220459,1498300
-2025-03-12,1.190000057220459,1.2000000476837158,1.1699999570846558,1.1799999475479126,810400
-2025-03-13,1.1799999475479126,1.2300000190734863,1.1799999475479126,1.2000000476837158,1414200
-2025-03-14,1.190000057220459,1.2200000286102295,1.190000057220459,1.190000057220459,1848700
-2025-03-17,1.2000000476837158,1.2100000381469727,1.1799999475479126,1.2000000476837158,1240700
-2025-03-18,1.2100000381469727,1.2100000381469727,1.190000057220459,1.2000000476837158,1095200
-2025-03-19,1.2400000095367432,1.2400000095367432,1.2000000476837158,1.2000000476837158,2932700
-2025-03-20,1.2599999904632568,1.2599999904632568,1.2300000190734863,1.2400000095367432,1777000
-2025-03-21,1.2699999809265137,1.2999999523162842,1.25,1.2699999809265137,2432100
-2025-03-24,1.2400000095367432,1.3200000524520874,1.2400000095367432,1.3200000524520874,2895100
-2025-03-25,1.2599999904632568,1.2899999618530273,1.2300000190734863,1.2899999618530273,3084300
-2025-03-26,1.2400000095367432,1.2799999713897705,1.2300000190734863,1.2799999713897705,2150500
-2025-03-27,1.100000023841858,1.190000057220459,1.100000023841858,1.190000057220459,7017400
-2025-03-28,1.059999942779541,1.100000023841858,1.0099999904632568,1.100000023841858,5698500
-2025-03-31,1.0,1.0499999523162842,1.0,1.0299999713897705,4595000
-2025-04-01,0.9900000095367432,1.0299999713897705,0.9800000190734863,1.0,3836000
-2025-04-02,0.9599999785423279,1.0,0.949999988079071,1.0,3371500
-2025-04-03,0.949999988079071,0.949999988079071,0.9300000071525574,0.949999988079071,2300400
-2025-04-04,0.9100000262260437,0.9399999976158142,0.8999999761581421,0.9399999976158142,2889500
-2025-04-07,0.800000011920929,0.8899999856948853,0.7799999713897705,0.8899999856948853,12639700
-2025-04-08,0.7200000286102295,0.8399999737739563,0.7099999785423279,0.8199999928474426,9700000
-2025-04-09,0.699999988079071,0.7300000190734863,0.6800000071525574,0.7200000286102295,9635400
-2025-04-10,0.5899999737739563,0.75,0.5799999833106995,0.699999988079071,26377900
-2025-04-11,0.47999998927116394,0.6000000238418579,0.46000000834465027,0.5899999737739563,40969000
diff --git a/factor-investing/dados_acoes/OIBR4.csv b/factor-investing/dados_acoes/OIBR4.csv
deleted file mode 100644
index 5e22721..0000000
--- a/factor-investing/dados_acoes/OIBR4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,OIBR4.SA,OIBR4.SA,OIBR4.SA,OIBR4.SA,OIBR4.SA
-Date,,,,,
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-2024-04-22,18.200000762939453,18.799999237060547,18.0,18.799999237060547,15300
-2024-04-23,18.100000381469727,18.700000762939453,17.899999618530273,18.5,6820
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-2024-04-26,18.0,18.299999237060547,17.899999618530273,17.899999618530273,1770
-2024-04-29,18.5,18.5,17.700000762939453,17.700000762939453,6960
-2024-04-30,19.100000381469727,20.100000381469727,18.299999237060547,18.299999237060547,33790
-2024-05-02,18.899999618530273,19.600000381469727,18.899999618530273,19.0,5790
-2024-05-03,18.799999237060547,19.5,18.799999237060547,18.899999618530273,10420
-2024-05-06,18.600000381469727,19.299999237060547,18.600000381469727,18.700000762939453,4240
-2024-05-07,18.700000762939453,19.0,18.600000381469727,18.700000762939453,5380
-2024-05-08,18.799999237060547,19.0,18.200000762939453,18.700000762939453,8470
-2024-05-09,18.899999618530273,19.0,18.100000381469727,18.5,6920
-2024-05-10,18.100000381469727,19.0,18.100000381469727,18.799999237060547,6450
-2024-05-13,18.299999237060547,18.299999237060547,18.0,18.200000762939453,2940
-2024-05-14,18.100000381469727,18.399999618530273,18.100000381469727,18.100000381469727,1580
-2024-05-15,18.0,19.100000381469727,17.899999618530273,18.100000381469727,7070
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-2024-05-17,18.0,18.299999237060547,17.899999618530273,18.0,2300
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-2024-05-21,17.899999618530273,18.100000381469727,17.799999237060547,17.799999237060547,1650
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-2024-05-23,17.399999618530273,18.299999237060547,17.399999618530273,17.700000762939453,3510
-2024-05-24,17.799999237060547,17.799999237060547,17.399999618530273,17.399999618530273,1600
-2024-05-27,17.399999618530273,18.0,17.299999237060547,17.299999237060547,1710
-2024-05-28,17.299999237060547,17.700000762939453,17.299999237060547,17.399999618530273,1730
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-2024-06-11,16.600000381469727,16.600000381469727,16.200000762939453,16.5,2740
-2024-06-12,16.399999618530273,16.600000381469727,16.0,16.600000381469727,2440
-2024-06-13,16.5,16.5,16.200000762939453,16.299999237060547,1720
-2024-06-14,15.600000381469727,16.399999618530273,15.600000381469727,16.200000762939453,4050
-2024-06-17,13.40999984741211,15.600000381469727,13.399999618530273,15.600000381469727,13600
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-2024-06-19,12.3100004196167,12.640000343322754,12.3100004196167,12.630000114440918,9800
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-2024-07-05,15.380000114440918,15.609999656677246,15.3100004196167,15.3100004196167,15100
-2024-07-08,15.229999542236328,15.319999694824219,15.1899995803833,15.210000038146973,3900
-2024-07-09,14.600000381469727,15.609999656677246,14.350000381469727,15.609999656677246,21500
-2024-07-10,15.199999809265137,15.199999809265137,14.619999885559082,14.619999885559082,17000
-2024-07-11,15.220000267028809,15.800000190734863,15.220000267028809,15.279999732971191,15400
-2024-07-12,15.050000190734863,15.59000015258789,14.989999771118164,15.5,23900
-2024-07-15,15.729999542236328,15.739999771118164,15.149999618530273,15.149999618530273,13000
-2024-07-16,15.600000381469727,15.960000038146973,14.989999771118164,15.720000267028809,14300
-2024-07-17,13.920000076293945,15.75,13.920000076293945,15.600000381469727,54200
-2024-07-18,13.399999618530273,14.149999618530273,13.039999961853027,14.010000228881836,40200
-2024-07-19,12.40999984741211,13.399999618530273,12.40999984741211,13.399999618530273,28500
-2024-07-22,12.6899995803833,12.699999809265137,12.399999618530273,12.6899995803833,9900
-2024-07-23,12.899999618530273,12.970000267028809,12.470000267028809,12.470000267028809,3000
-2024-07-24,12.880000114440918,12.949999809265137,12.800000190734863,12.949999809265137,1400
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-2024-07-29,12.300000190734863,12.6899995803833,12.300000190734863,12.680000305175781,2900
-2024-07-30,12.25,12.420000076293945,12.25,12.350000381469727,3200
-2024-07-31,13.239999771118164,13.449999809265137,12.0,12.260000228881836,13500
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-2024-08-05,12.25,12.899999618530273,12.25,12.300000190734863,3500
-2024-08-06,12.079999923706055,12.40999984741211,12.079999923706055,12.40999984741211,3600
-2024-08-07,12.079999923706055,12.6899995803833,12.050000190734863,12.6899995803833,3800
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-2024-08-16,12.399999618530273,12.960000038146973,12.100000381469727,12.960000038146973,7000
-2024-08-19,6.553771018981934,6.916067123413086,6.515919208526611,6.629475116729736,24041
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-2024-09-03,12.0,12.5,11.930000305175781,11.930000305175781,2500
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diff --git a/factor-investing/dados_acoes/ONCO3.csv b/factor-investing/dados_acoes/ONCO3.csv
deleted file mode 100644
index 7eedcd8..0000000
--- a/factor-investing/dados_acoes/ONCO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ONCO3.SA,ONCO3.SA,ONCO3.SA,ONCO3.SA,ONCO3.SA
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-2025-03-20,5.550000190734863,5.909999847412109,5.440000057220459,5.489999771118164,3221000
-2025-03-21,5.630000114440918,5.78000020980835,5.599999904632568,5.690000057220459,1725700
-2025-03-24,5.630000114440918,5.800000190734863,5.46999979019165,5.650000095367432,4050400
-2025-03-25,5.400000095367432,5.75,5.369999885559082,5.699999809265137,6378200
-2025-03-26,5.449999809265137,5.900000095367432,5.320000171661377,5.900000095367432,4667600
-2025-03-27,5.619999885559082,5.840000152587891,5.539999961853027,5.699999809265137,6024700
-2025-03-28,5.429999828338623,5.690000057220459,5.360000133514404,5.630000114440918,4025400
-2025-03-31,6.070000171661377,6.5,5.46999979019165,5.5,5135300
-2025-04-01,5.690000057220459,6.340000152587891,5.460000038146973,6.230000019073486,3920700
-2025-04-02,5.559999942779541,5.96999979019165,5.539999961853027,5.71999979019165,3294000
-2025-04-03,5.449999809265137,5.610000133514404,5.360000133514404,5.579999923706055,2044600
-2025-04-04,5.230000019073486,5.550000190734863,5.03000020980835,5.5,2501900
-2025-04-07,5.199999809265137,5.300000190734863,5.019999980926514,5.199999809265137,2398800
-2025-04-08,4.889999866485596,5.309999942779541,4.889999866485596,5.260000228881836,2258400
-2025-04-09,4.820000171661377,5.050000190734863,4.440000057220459,4.929999828338623,3530300
-2025-04-10,4.940000057220459,5.019999980926514,4.5,4.579999923706055,1561400
-2025-04-11,5.28000020980835,5.28000020980835,4.980000019073486,4.980000019073486,1393300
diff --git a/factor-investing/dados_acoes/OPCT3.csv b/factor-investing/dados_acoes/OPCT3.csv
deleted file mode 100644
index 3460043..0000000
--- a/factor-investing/dados_acoes/OPCT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,OPCT3.SA,OPCT3.SA,OPCT3.SA,OPCT3.SA,OPCT3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/ORVR3.csv b/factor-investing/dados_acoes/ORVR3.csv
deleted file mode 100644
index 1f11e5a..0000000
--- a/factor-investing/dados_acoes/ORVR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ORVR3.SA,ORVR3.SA,ORVR3.SA,ORVR3.SA,ORVR3.SA
-Date,,,,,
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-2025-03-27,43.5,43.619998931884766,42.380001068115234,42.650001525878906,139000
-2025-03-28,42.66999816894531,43.33000183105469,42.40999984741211,43.310001373291016,218700
-2025-03-31,42.29999923706055,42.77000045776367,41.9900016784668,42.40999984741211,778000
-2025-04-01,42.20000076293945,42.349998474121094,41.20000076293945,42.290000915527344,613300
-2025-04-02,42.29999923706055,42.52000045776367,41.90999984741211,42.209999084472656,237900
-2025-04-03,42.810001373291016,43.5,42.06999969482422,42.130001068115234,320300
-2025-04-04,41.470001220703125,42.459999084472656,41.209999084472656,42.16999816894531,560300
-2025-04-07,40.95000076293945,41.83000183105469,40.77000045776367,41.20000076293945,304100
-2025-04-08,40.970001220703125,41.689998626708984,40.90999984741211,41.439998626708984,225100
-2025-04-09,41.45000076293945,41.720001220703125,40.20000076293945,40.90999984741211,640800
-2025-04-10,40.83000183105469,41.650001525878906,40.5099983215332,41.63999938964844,278200
-2025-04-11,41.459999084472656,41.779998779296875,40.54999923706055,40.630001068115234,166800
diff --git a/factor-investing/dados_acoes/OSXB3.csv b/factor-investing/dados_acoes/OSXB3.csv
deleted file mode 100644
index 252a9c8..0000000
--- a/factor-investing/dados_acoes/OSXB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,OSXB3.SA,OSXB3.SA,OSXB3.SA,OSXB3.SA,OSXB3.SA
-Date,,,,,
-2024-04-11,4.170000076293945,4.239999771118164,4.150000095367432,4.239999771118164,3000
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-2024-04-15,4.150000095367432,4.150000095367432,4.110000133514404,4.150000095367432,5400
-2024-04-16,4.130000114440918,4.139999866485596,4.110000133514404,4.119999885559082,1400
-2024-04-17,4.119999885559082,4.170000076293945,4.079999923706055,4.130000114440918,7000
-2024-04-18,4.070000171661377,4.070000171661377,4.010000228881836,4.03000020980835,2100
-2024-04-19,4.119999885559082,4.190000057220459,4.0,4.010000228881836,11100
-2024-04-22,4.070000171661377,4.170000076293945,3.990000009536743,4.170000076293945,10400
-2024-04-23,3.9800000190734863,4.150000095367432,3.9800000190734863,4.150000095367432,6900
-2024-04-24,3.9600000381469727,4.139999866485596,3.950000047683716,4.139999866485596,8000
-2024-04-25,4.050000190734863,4.070000171661377,4.0,4.070000171661377,600
-2024-04-26,4.050000190734863,4.179999828338623,3.990000009536743,4.179999828338623,1900
-2024-04-29,3.9800000190734863,4.050000190734863,3.799999952316284,4.039999961853027,24600
-2024-04-30,3.990000009536743,4.03000020980835,3.9000000953674316,3.950000047683716,7300
-2024-05-02,4.179999828338623,4.179999828338623,3.9000000953674316,3.930000066757202,14100
-2024-05-03,4.170000076293945,4.170000076293945,4.170000076293945,4.170000076293945,500
-2024-05-06,4.03000020980835,4.199999809265137,3.950000047683716,3.9600000381469727,3200
-2024-05-07,4.099999904632568,4.179999828338623,4.0,4.03000020980835,1300
-2024-05-08,4.090000152587891,4.090000152587891,3.9600000381469727,4.03000020980835,1500
-2024-05-09,4.039999961853027,4.039999961853027,3.990000009536743,4.010000228881836,1200
-2024-05-10,4.110000133514404,4.110000133514404,3.940000057220459,4.039999961853027,2400
-2024-05-13,3.940000057220459,3.990000009536743,3.9200000762939453,3.9200000762939453,2600
-2024-05-14,3.950000047683716,3.9600000381469727,3.9200000762939453,3.9600000381469727,5000
-2024-05-15,4.099999904632568,4.099999904632568,3.890000104904175,3.890000104904175,3700
-2024-05-16,4.050000190734863,4.070000171661377,4.050000190734863,4.050000190734863,600
-2024-05-17,4.0,4.03000020980835,3.9100000858306885,4.03000020980835,1700
-2024-05-20,3.990000009536743,4.0,3.940000057220459,4.0,600
-2024-05-21,4.0,4.0,3.950000047683716,3.950000047683716,2500
-2024-05-22,3.990000009536743,3.990000009536743,3.8499999046325684,3.950000047683716,8000
-2024-05-23,3.990000009536743,3.990000009536743,3.859999895095825,3.9200000762939453,5700
-2024-05-24,3.9600000381469727,4.010000228881836,3.940000057220459,3.940000057220459,1900
-2024-05-27,3.9200000762939453,3.9700000286102295,3.890000104904175,3.890000104904175,3300
-2024-05-28,3.9800000190734863,3.9800000190734863,3.9100000858306885,3.930000066757202,3000
-2024-05-29,3.9600000381469727,3.9600000381469727,3.759999990463257,3.890000104904175,11300
-2024-05-31,3.9600000381469727,3.9600000381469727,3.809999942779541,3.9000000953674316,3400
-2024-06-03,4.079999923706055,4.190000057220459,3.9000000953674316,3.9700000286102295,15000
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-2024-06-05,4.130000114440918,4.130000114440918,3.9700000286102295,4.059999942779541,4800
-2024-06-06,4.179999828338623,4.199999809265137,4.070000171661377,4.190000057220459,3200
-2024-06-07,4.119999885559082,4.130000114440918,4.019999980926514,4.130000114440918,700
-2024-06-10,3.9700000286102295,4.090000152587891,3.9700000286102295,4.0,3200
-2024-06-11,4.0,4.059999942779541,4.0,4.059999942779541,1300
-2024-06-12,3.9000000953674316,4.059999942779541,3.799999952316284,4.059999942779541,8700
-2024-06-13,3.950000047683716,3.950000047683716,3.869999885559082,3.9000000953674316,3300
-2024-06-14,3.9800000190734863,3.9800000190734863,3.9700000286102295,3.9700000286102295,400
-2024-06-17,3.940000057220459,3.9800000190734863,3.75,3.9800000190734863,6600
-2024-06-18,3.930000066757202,3.950000047683716,3.799999952316284,3.8299999237060547,15800
-2024-06-19,3.809999942779541,3.890000104904175,3.799999952316284,3.8299999237060547,7100
-2024-06-20,3.799999952316284,3.869999885559082,3.7799999713897705,3.7799999713897705,1500
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-2024-06-24,3.890000104904175,3.890000104904175,3.799999952316284,3.8499999046325684,3400
-2024-06-25,3.799999952316284,3.8499999046325684,3.7799999713897705,3.8299999237060547,5200
-2024-06-26,3.799999952316284,3.799999952316284,3.759999990463257,3.799999952316284,11700
-2024-06-27,3.7899999618530273,3.809999942779541,3.75,3.759999990463257,2900
-2024-06-28,3.9200000762939453,3.930000066757202,3.9100000858306885,3.9100000858306885,500
-2024-07-01,3.9000000953674316,3.940000057220459,3.7899999618530273,3.8399999141693115,6300
-2024-07-02,3.7699999809265137,3.819999933242798,3.7699999809265137,3.819999933242798,2100
-2024-07-03,3.869999885559082,3.869999885559082,3.7799999713897705,3.7799999713897705,1200
-2024-07-04,3.7699999809265137,3.7799999713897705,3.7699999809265137,3.7799999713897705,500
-2024-07-05,3.9000000953674316,3.9000000953674316,3.9000000953674316,3.9000000953674316,400
-2024-07-08,3.8299999237060547,3.8499999046325684,3.75,3.8499999046325684,1500
-2024-07-09,3.7799999713897705,3.8299999237060547,3.7799999713897705,3.8299999237060547,400
-2024-07-10,3.8399999141693115,3.859999895095825,3.809999942779541,3.8299999237060547,1300
-2024-07-11,3.8299999237060547,3.880000114440918,3.8299999237060547,3.880000114440918,2200
-2024-07-12,3.930000066757202,3.930000066757202,3.9100000858306885,3.9100000858306885,1400
-2024-07-15,3.930000066757202,3.930000066757202,3.930000066757202,3.930000066757202,100
-2024-07-16,3.819999933242798,3.9100000858306885,3.799999952316284,3.8399999141693115,5800
-2024-07-17,3.7799999713897705,3.9100000858306885,3.7799999713897705,3.819999933242798,3300
-2024-07-18,3.799999952316284,3.9200000762939453,3.799999952316284,3.880000114440918,5700
-2024-07-19,3.7799999713897705,3.7799999713897705,3.759999990463257,3.7799999713897705,6400
-2024-07-22,3.890000104904175,3.940000057220459,3.869999885559082,3.869999885559082,3700
-2024-07-23,3.8399999141693115,3.8499999046325684,3.799999952316284,3.799999952316284,1500
-2024-07-24,3.9200000762939453,3.930000066757202,3.809999942779541,3.809999942779541,1400
-2024-07-25,3.819999933242798,3.9100000858306885,3.819999933242798,3.9100000858306885,1300
-2024-07-26,3.819999933242798,3.890000104904175,3.700000047683716,3.819999933242798,8500
-2024-07-29,3.819999933242798,3.9000000953674316,3.809999942779541,3.819999933242798,5500
-2024-07-30,3.7799999713897705,3.819999933242798,3.7699999809265137,3.7699999809265137,2600
-2024-07-31,3.7699999809265137,3.7799999713897705,3.690000057220459,3.7799999713897705,8000
-2024-08-01,3.75,3.7699999809265137,3.75,3.759999990463257,5800
-2024-08-02,4.25,4.380000114440918,3.75,3.75,42000
-2024-08-05,3.799999952316284,4.5,3.7300000190734863,4.300000190734863,46100
-2024-08-06,3.7100000381469727,4.019999980926514,3.7100000381469727,3.950000047683716,20000
-2024-08-07,3.8299999237060547,3.940000057220459,3.700000047683716,3.759999990463257,21000
-2024-08-08,3.6500000953674316,3.7799999713897705,3.6500000953674316,3.7799999713897705,29000
-2024-08-09,3.700000047683716,3.8299999237060547,3.6600000858306885,3.75,6300
-2024-08-12,3.7300000190734863,3.7300000190734863,3.690000057220459,3.700000047683716,2100
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-2024-08-14,3.7200000286102295,3.7300000190734863,3.7200000286102295,3.7300000190734863,600
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-2024-08-19,3.859999895095825,3.869999885559082,3.7200000286102295,3.869999885559082,6500
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-2024-08-21,3.75,3.809999942779541,3.7300000190734863,3.809999942779541,3200
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-2024-08-23,3.9200000762939453,3.930000066757202,3.8499999046325684,3.8499999046325684,3400
-2024-08-26,3.9200000762939453,3.9200000762939453,3.9000000953674316,3.9000000953674316,2100
-2024-08-27,3.8399999141693115,3.950000047683716,3.8299999237060547,3.9200000762939453,2600
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-2024-09-03,3.799999952316284,3.809999942779541,3.799999952316284,3.799999952316284,900
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-2024-09-18,4.0,4.059999942779541,3.9000000953674316,3.9100000858306885,5500
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-2024-10-07,4.489999771118164,4.489999771118164,4.46999979019165,4.489999771118164,900
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-2024-10-14,4.619999885559082,4.929999828338623,4.579999923706055,4.590000152587891,13100
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-2024-10-17,4.690000057220459,4.900000095367432,4.519999980926514,4.690000057220459,8600
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-2024-10-21,4.559999942779541,4.699999809265137,4.5,4.5,3200
-2024-10-22,4.210000038146973,4.550000190734863,4.210000038146973,4.409999847412109,3200
-2024-10-23,4.420000076293945,4.590000152587891,4.380000114440918,4.590000152587891,3400
-2024-10-24,4.409999847412109,4.519999980926514,4.28000020980835,4.5,1100
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-2024-10-31,4.309999942779541,4.599999904632568,4.309999942779541,4.579999923706055,2100
-2024-11-01,4.599999904632568,4.690000057220459,4.519999980926514,4.590000152587891,2900
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-2024-11-05,4.760000228881836,5.099999904632568,4.579999923706055,4.730000019073486,20400
-2024-11-06,4.929999828338623,5.380000114440918,4.829999923706055,4.840000152587891,15700
-2024-11-07,4.989999771118164,5.150000095367432,4.670000076293945,4.96999979019165,3000
-2024-11-08,5.110000133514404,6.0,4.980000019073486,5.070000171661377,23000
-2024-11-11,4.960000038146973,5.130000114440918,4.699999809265137,5.010000228881836,5500
-2024-11-12,4.889999866485596,4.900000095367432,4.860000133514404,4.860000133514404,2800
-2024-11-13,4.730000019073486,5.150000095367432,4.730000019073486,5.150000095367432,1200
-2024-11-14,4.5,5.0,4.5,4.670000076293945,3700
-2024-11-18,4.309999942779541,4.510000228881836,4.300000190734863,4.449999809265137,6600
-2024-11-19,4.5,4.739999771118164,4.400000095367432,4.739999771118164,3500
-2024-11-21,4.400000095367432,4.409999847412109,4.300000190734863,4.300000190734863,500
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diff --git a/factor-investing/dados_acoes/PATI3.csv b/factor-investing/dados_acoes/PATI3.csv
deleted file mode 100644
index 7623c5b..0000000
--- a/factor-investing/dados_acoes/PATI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PATI3.SA,PATI3.SA,PATI3.SA,PATI3.SA,PATI3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/PATI4.csv b/factor-investing/dados_acoes/PATI4.csv
deleted file mode 100644
index 3ae3034..0000000
--- a/factor-investing/dados_acoes/PATI4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-04-08,35.0,35.0,35.0,35.0,0
-2025-04-09,35.0,35.0,35.0,35.0,0
-2025-04-10,35.0,35.0,35.0,35.0,0
-2025-04-11,35.0,35.0,35.0,35.0,0
diff --git a/factor-investing/dados_acoes/PCAR3.csv b/factor-investing/dados_acoes/PCAR3.csv
deleted file mode 100644
index 517c80a..0000000
--- a/factor-investing/dados_acoes/PCAR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PCAR3.SA,PCAR3.SA,PCAR3.SA,PCAR3.SA,PCAR3.SA
-Date,,,,,
-2024-04-11,2.5999999046325684,2.619999885559082,2.5399999618530273,2.5999999046325684,16487500
-2024-04-12,2.549999952316284,2.6500000953674316,2.5,2.5899999141693115,16670900
-2024-04-15,2.4800000190734863,2.5299999713897705,2.430000066757202,2.5299999713897705,12013900
-2024-04-16,2.4600000381469727,2.630000114440918,2.4100000858306885,2.440000057220459,25465400
-2024-04-17,2.430000066757202,2.5199999809265137,2.390000104904175,2.4700000286102295,20552000
-2024-04-18,2.359999895095825,2.450000047683716,2.359999895095825,2.440000057220459,16957400
-2024-04-19,2.4700000286102295,2.5299999713897705,2.3499999046325684,2.369999885559082,29544900
-2024-04-22,2.4800000190734863,2.569999933242798,2.4200000762939453,2.490000009536743,46260000
-2024-04-23,2.7699999809265137,2.809999942779541,2.440000057220459,2.4700000286102295,35598300
-2024-04-24,2.819999933242798,2.9000000953674316,2.630000114440918,2.809999942779541,35114100
-2024-04-25,2.8299999237060547,2.890000104904175,2.75,2.809999942779541,14981800
-2024-04-26,2.759999990463257,2.9000000953674316,2.7200000286102295,2.890000104904175,16063900
-2024-04-29,3.009999990463257,3.0299999713897705,2.759999990463257,2.799999952316284,24060700
-2024-04-30,2.930000066757202,3.0,2.859999895095825,3.0,21268200
-2024-05-02,3.180000066757202,3.2200000286102295,3.0299999713897705,3.180000066757202,32137900
-2024-05-03,3.390000104904175,3.4100000858306885,3.2200000286102295,3.2200000286102295,27098400
-2024-05-06,3.4800000190734863,3.490000009536743,3.309999942779541,3.380000114440918,17121900
-2024-05-07,3.4000000953674316,3.569999933242798,3.390000104904175,3.5,17465900
-2024-05-08,3.200000047683716,3.4600000381469727,3.1600000858306885,3.359999895095825,28000400
-2024-05-09,3.130000114440918,3.25,3.0999999046325684,3.109999895095825,12441500
-2024-05-10,3.0999999046325684,3.1500000953674316,3.0299999713897705,3.109999895095825,14216800
-2024-05-13,3.0299999713897705,3.1600000858306885,3.0,3.109999895095825,9159600
-2024-05-14,3.119999885559082,3.130000114440918,3.0199999809265137,3.0199999809265137,6439200
-2024-05-15,3.0899999141693115,3.1500000953674316,3.059999942779541,3.130000114440918,4851400
-2024-05-16,3.0899999141693115,3.1700000762939453,3.0399999618530273,3.109999895095825,8971400
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-2024-05-20,3.140000104904175,3.1500000953674316,3.049999952316284,3.109999895095825,4695900
-2024-05-21,3.119999885559082,3.190000057220459,3.0999999046325684,3.1500000953674316,4994100
-2024-05-22,3.0199999809265137,3.119999885559082,3.0,3.0999999046325684,7118000
-2024-05-23,3.0199999809265137,3.0999999046325684,2.950000047683716,3.0,7879900
-2024-05-24,3.0199999809265137,3.0999999046325684,3.0,3.0,4597800
-2024-05-27,3.0999999046325684,3.1500000953674316,3.009999990463257,3.049999952316284,6453000
-2024-05-28,3.130000114440918,3.2899999618530273,3.130000114440918,3.1600000858306885,15246700
-2024-05-29,3.109999895095825,3.200000047683716,2.990000009536743,3.0999999046325684,13550900
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-2024-06-05,2.9000000953674316,3.0399999618530273,2.890000104904175,2.930000066757202,8791300
-2024-06-06,2.990000009536743,3.0199999809265137,2.9200000762939453,2.940000057220459,8543200
-2024-06-07,2.880000114440918,2.990000009536743,2.869999885559082,2.950000047683716,5545300
-2024-06-10,2.8299999237060547,2.9200000762939453,2.809999942779541,2.9100000858306885,8433500
-2024-06-11,2.950000047683716,2.950000047683716,2.8299999237060547,2.8299999237060547,5080100
-2024-06-12,2.9000000953674316,3.0399999618530273,2.8499999046325684,2.9800000190734863,13391800
-2024-06-13,3.0,3.1500000953674316,2.8499999046325684,2.9100000858306885,21806500
-2024-06-14,3.0299999713897705,3.0799999237060547,2.940000057220459,3.0,18094300
-2024-06-17,2.930000066757202,3.069999933242798,2.930000066757202,3.0199999809265137,8277800
-2024-06-18,2.9200000762939453,2.9700000286102295,2.8499999046325684,2.940000057220459,14821100
-2024-06-19,2.950000047683716,2.9700000286102295,2.880000114440918,2.9100000858306885,4629200
-2024-06-20,3.0,3.0399999618530273,2.940000057220459,2.9800000190734863,16361100
-2024-06-21,2.9200000762939453,3.049999952316284,2.9200000762939453,3.0,17314200
-2024-06-24,2.940000057220459,3.0199999809265137,2.9200000762939453,2.930000066757202,10801000
-2024-06-25,2.8299999237060547,2.9600000381469727,2.8299999237060547,2.940000057220459,11253900
-2024-06-26,2.609999895095825,2.819999933242798,2.609999895095825,2.809999942779541,24612100
-2024-06-27,2.819999933242798,2.819999933242798,2.5799999237060547,2.630000114440918,21927400
-2024-06-28,2.700000047683716,2.8299999237060547,2.680000066757202,2.7799999713897705,11824100
-2024-07-01,2.619999885559082,2.7300000190734863,2.619999885559082,2.7100000381469727,16490700
-2024-07-02,2.630000114440918,2.6600000858306885,2.5799999237060547,2.619999885559082,12123600
-2024-07-03,2.7300000190734863,2.7899999618530273,2.6500000953674316,2.6600000858306885,12394700
-2024-07-04,2.930000066757202,2.950000047683716,2.759999990463257,2.799999952316284,16561200
-2024-07-05,3.1500000953674316,3.200000047683716,2.9200000762939453,2.9600000381469727,30277500
-2024-07-08,3.119999885559082,3.1600000858306885,3.049999952316284,3.119999885559082,10158400
-2024-07-09,3.2200000286102295,3.25,3.0799999237060547,3.119999885559082,13670900
-2024-07-10,3.2200000286102295,3.3399999141693115,3.200000047683716,3.25,17382200
-2024-07-11,3.299999952316284,3.309999942779541,3.2300000190734863,3.2699999809265137,11768900
-2024-07-12,3.359999895095825,3.450000047683716,3.2899999618530273,3.299999952316284,22767000
-2024-07-15,3.4000000953674316,3.4100000858306885,3.299999952316284,3.380000114440918,11219400
-2024-07-16,3.130000114440918,3.3399999141693115,3.109999895095825,3.299999952316284,25674500
-2024-07-17,3.0799999237060547,3.2100000381469727,3.059999942779541,3.119999885559082,9182900
-2024-07-18,2.9100000858306885,3.0899999141693115,2.9100000858306885,3.069999933242798,12278700
-2024-07-19,2.9100000858306885,2.990000009536743,2.819999933242798,2.930000066757202,18724800
-2024-07-22,2.809999942779541,2.950000047683716,2.809999942779541,2.940000057220459,12239000
-2024-07-23,2.9000000953674316,2.930000066757202,2.7799999713897705,2.819999933242798,12980300
-2024-07-24,2.859999895095825,2.9800000190734863,2.799999952316284,2.9000000953674316,19542600
-2024-07-25,2.8299999237060547,2.880000114440918,2.819999933242798,2.8499999046325684,7380100
-2024-07-26,2.859999895095825,2.9000000953674316,2.8299999237060547,2.8399999141693115,7743800
-2024-07-29,2.740000009536743,2.880000114440918,2.7200000286102295,2.869999885559082,13357100
-2024-07-30,2.680000066757202,2.7300000190734863,2.6500000953674316,2.7300000190734863,10445700
-2024-07-31,2.6500000953674316,2.7200000286102295,2.6500000953674316,2.690000057220459,10680900
-2024-08-01,2.630000114440918,2.7100000381469727,2.619999885559082,2.6700000762939453,13660800
-2024-08-02,2.6700000762939453,2.7799999713897705,2.569999933242798,2.630000114440918,18514300
-2024-08-05,3.069999933242798,3.1500000953674316,2.559999942779541,2.5899999141693115,32508900
-2024-08-06,2.8499999046325684,3.190000057220459,2.809999942779541,3.0999999046325684,28196300
-2024-08-07,3.0899999141693115,3.1600000858306885,2.819999933242798,2.880000114440918,22752100
-2024-08-08,3.1500000953674316,3.190000057220459,2.9800000190734863,3.069999933242798,13998900
-2024-08-09,3.130000114440918,3.2699999809265137,3.0799999237060547,3.1500000953674316,12796600
-2024-08-12,3.1700000762939453,3.25,3.109999895095825,3.130000114440918,9577100
-2024-08-13,3.130000114440918,3.200000047683716,3.049999952316284,3.200000047683716,8516200
-2024-08-14,3.200000047683716,3.240000009536743,3.049999952316284,3.119999885559082,13020000
-2024-08-15,3.1600000858306885,3.190000057220459,3.119999885559082,3.190000057220459,12979000
-2024-08-16,3.2200000286102295,3.3299999237060547,3.1500000953674316,3.1600000858306885,18035000
-2024-08-19,3.3299999237060547,3.440000057220459,3.1500000953674316,3.2200000286102295,18680000
-2024-08-20,3.2699999809265137,3.359999895095825,3.2300000190734863,3.3399999141693115,13549000
-2024-08-21,3.299999952316284,3.359999895095825,3.2200000286102295,3.25,14890200
-2024-08-22,3.190000057220459,3.309999942779541,3.190000057220459,3.2899999618530273,8381500
-2024-08-23,3.2100000381469727,3.319999933242798,3.190000057220459,3.190000057220459,9539700
-2024-08-26,3.2300000190734863,3.2699999809265137,3.119999885559082,3.2300000190734863,8913900
-2024-08-27,3.2799999713897705,3.319999933242798,3.2100000381469727,3.2300000190734863,8490700
-2024-08-28,3.2899999618530273,3.309999942779541,3.200000047683716,3.259999990463257,5916600
-2024-08-29,3.140000104904175,3.319999933242798,3.130000114440918,3.299999952316284,10099400
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-2024-09-10,2.950000047683716,3.0,2.9200000762939453,2.950000047683716,5058200
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-2024-09-12,3.049999952316284,3.109999895095825,3.009999990463257,3.0799999237060547,3986800
-2024-09-13,3.0399999618530273,3.140000104904175,3.009999990463257,3.069999933242798,6472200
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-2024-09-24,2.880000114440918,3.009999990463257,2.880000114440918,2.9700000286102295,5929600
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-2024-09-30,2.819999933242798,2.8499999046325684,2.740000009536743,2.819999933242798,11165000
-2024-10-01,2.759999990463257,2.8399999141693115,2.75,2.8299999237060547,10375000
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-2024-10-03,2.8399999141693115,2.9200000762939453,2.8399999141693115,2.890000104904175,8274600
-2024-10-04,2.8299999237060547,2.869999885559082,2.7799999713897705,2.8399999141693115,7448100
-2024-10-07,2.859999895095825,3.0299999713897705,2.8299999237060547,2.8499999046325684,22974000
-2024-10-08,3.0,3.009999990463257,2.869999885559082,2.890000104904175,15241900
-2024-10-09,3.109999895095825,3.1700000762939453,2.9700000286102295,2.9800000190734863,22412400
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-2024-10-14,3.2699999809265137,3.450000047683716,3.2300000190734863,3.259999990463257,25609800
-2024-10-15,3.259999990463257,3.4000000953674316,3.180000066757202,3.299999952316284,13014500
-2024-10-16,3.299999952316284,3.319999933242798,3.200000047683716,3.25,11426000
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-2024-10-22,3.2200000286102295,3.240000009536743,3.0899999141693115,3.109999895095825,10329000
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-2024-10-30,3.119999885559082,3.190000057220459,3.0299999713897705,3.049999952316284,9650400
-2024-10-31,3.0,3.140000104904175,2.990000009536743,3.119999885559082,9509800
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-2024-11-05,3.200000047683716,3.2300000190734863,3.069999933242798,3.1500000953674316,7618900
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-2024-11-07,3.049999952316284,3.200000047683716,3.009999990463257,3.1500000953674316,11749100
-2024-11-08,2.930000066757202,3.0399999618530273,2.869999885559082,3.0399999618530273,17109700
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-2024-11-14,2.799999952316284,2.890000104904175,2.7799999713897705,2.869999885559082,14450800
-2024-11-18,2.7699999809265137,2.8299999237060547,2.7200000286102295,2.7899999618530273,12416500
-2024-11-19,2.7200000286102295,2.819999933242798,2.6700000762939453,2.7799999713897705,14263700
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-2024-11-22,2.7100000381469727,2.759999990463257,2.690000057220459,2.690000057220459,8071000
-2024-11-25,2.7799999713897705,2.8299999237060547,2.7300000190734863,2.7300000190734863,13373600
-2024-11-26,2.7799999713897705,2.859999895095825,2.7699999809265137,2.809999942779541,9932600
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-2024-11-28,2.6600000858306885,2.75,2.6500000953674316,2.7100000381469727,13169400
-2024-11-29,2.640000104904175,2.690000057220459,2.569999933242798,2.6700000762939453,15706900
-2024-12-02,2.640000104904175,2.7100000381469727,2.569999933242798,2.640000104904175,14614600
-2024-12-03,2.5799999237060547,2.680000066757202,2.5399999618530273,2.6500000953674316,13627600
-2024-12-04,2.5399999618530273,2.619999885559082,2.5199999809265137,2.5899999141693115,11861000
-2024-12-05,2.5799999237060547,2.640000104904175,2.559999942779541,2.569999933242798,12866700
-2024-12-06,2.369999885559082,2.609999895095825,2.369999885559082,2.5799999237060547,20952600
-2024-12-09,2.25,2.4600000381469727,2.25,2.380000114440918,16688300
-2024-12-10,2.4200000762939453,2.450000047683716,2.2799999713897705,2.299999952316284,17678700
-2024-12-11,2.5399999618530273,2.5899999141693115,2.380000114440918,2.440000057220459,15875900
-2024-12-12,2.259999990463257,2.4700000286102295,2.2300000190734863,2.4600000381469727,25029800
-2024-12-13,2.369999885559082,2.5,2.319999933242798,2.4100000858306885,40725900
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-2024-12-17,2.509999990463257,2.9000000953674316,2.440000057220459,2.880000114440918,39187000
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-2024-12-19,2.3499999046325684,2.359999895095825,2.180000066757202,2.240000009536743,19436700
-2024-12-20,2.4100000858306885,2.4700000286102295,2.3499999046325684,2.3499999046325684,24525300
-2024-12-23,2.430000066757202,2.509999990463257,2.3499999046325684,2.3499999046325684,10724200
-2024-12-26,2.559999942779541,2.5899999141693115,2.440000057220459,2.4600000381469727,13020400
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-2025-01-02,2.630000114440918,2.6600000858306885,2.5299999713897705,2.559999942779541,7465000
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-2025-02-04,2.619999885559082,2.6700000762939453,2.549999952316284,2.6500000953674316,5731900
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-2025-02-07,2.6600000858306885,2.680000066757202,2.5899999141693115,2.6600000858306885,4172800
-2025-02-10,2.700000047683716,2.759999990463257,2.6600000858306885,2.690000057220459,6309600
-2025-02-11,2.880000114440918,2.9200000762939453,2.680000066757202,2.700000047683716,14298000
-2025-02-12,2.890000104904175,2.9000000953674316,2.759999990463257,2.799999952316284,9306600
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-2025-02-14,3.130000114440918,3.130000114440918,2.9000000953674316,3.0,13806900
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-2025-02-18,2.930000066757202,3.0299999713897705,2.869999885559082,3.0299999713897705,25543400
-2025-02-19,2.7200000286102295,2.9700000286102295,2.7200000286102295,2.819999933242798,27488000
-2025-02-20,2.7300000190734863,2.7699999809265137,2.6500000953674316,2.75,14685000
-2025-02-21,2.7100000381469727,2.7699999809265137,2.700000047683716,2.7300000190734863,9237500
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-2025-02-25,2.690000057220459,2.740000009536743,2.6600000858306885,2.6600000858306885,4782300
-2025-02-26,2.569999933242798,2.7300000190734863,2.569999933242798,2.7100000381469727,8971000
-2025-02-27,2.619999885559082,2.6500000953674316,2.549999952316284,2.569999933242798,9424700
-2025-02-28,2.5299999713897705,2.609999895095825,2.4700000286102295,2.5999999046325684,7852200
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-2025-03-10,2.4600000381469727,2.5399999618530273,2.450000047683716,2.490000009536743,3975800
-2025-03-11,2.380000114440918,2.4700000286102295,2.3499999046325684,2.4700000286102295,7244800
-2025-03-12,2.4200000762939453,2.4600000381469727,2.380000114440918,2.380000114440918,5094800
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-2025-03-14,2.4000000953674316,2.509999990463257,2.4000000953674316,2.430000066757202,9071900
-2025-03-17,2.440000057220459,2.4600000381469727,2.390000104904175,2.430000066757202,5157800
-2025-03-18,2.4800000190734863,2.490000009536743,2.4100000858306885,2.450000047683716,4532500
-2025-03-19,2.569999933242798,2.5799999237060547,2.4700000286102295,2.4700000286102295,6874500
-2025-03-20,2.5299999713897705,2.5899999141693115,2.5199999809265137,2.5399999618530273,4122000
-2025-03-21,2.549999952316284,2.559999942779541,2.509999990463257,2.549999952316284,3602300
-2025-03-24,2.5199999809265137,2.559999942779541,2.490000009536743,2.549999952316284,2839700
-2025-03-25,2.630000114440918,2.7699999809265137,2.5299999713897705,2.5299999713897705,9614200
-2025-03-26,2.7300000190734863,2.759999990463257,2.6500000953674316,2.6500000953674316,6519600
-2025-03-27,2.859999895095825,2.930000066757202,2.7200000286102295,2.75,8403500
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-2025-04-01,3.0299999713897705,3.109999895095825,2.950000047683716,3.0399999618530273,13513500
-2025-04-02,3.509999990463257,3.8399999141693115,3.059999942779541,3.059999942779541,52167300
-2025-04-03,3.380000114440918,3.75,3.1600000858306885,3.6500000953674316,33260400
-2025-04-04,3.2300000190734863,3.4700000286102295,3.190000057220459,3.319999933242798,12984700
-2025-04-07,3.2100000381469727,3.259999990463257,3.0199999809265137,3.1500000953674316,12547300
-2025-04-08,3.069999933242798,3.259999990463257,3.0399999618530273,3.2300000190734863,9605600
-2025-04-09,3.6500000953674316,3.680000066757202,3.0,3.0199999809265137,27471100
-2025-04-10,3.7200000286102295,3.759999990463257,3.5199999809265137,3.640000104904175,17465900
-2025-04-11,3.809999942779541,4.099999904632568,3.7300000190734863,3.7699999809265137,28367300
diff --git a/factor-investing/dados_acoes/PDGR3.csv b/factor-investing/dados_acoes/PDGR3.csv
deleted file mode 100644
index a33ac98..0000000
--- a/factor-investing/dados_acoes/PDGR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PDGR3.SA,PDGR3.SA,PDGR3.SA,PDGR3.SA,PDGR3.SA
-Date,,,,,
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-2024-04-15,35.0,36.25,33.75,36.25,12088
-2024-04-16,33.75,35.0,32.5,33.75,15161
-2024-04-17,33.75,35.0,33.75,35.0,6925
-2024-04-18,32.5,35.0,31.25,35.0,28370
-2024-04-19,30.0,32.5,28.75,32.5,44584
-2024-04-22,31.25,31.25,27.5,30.0,31208
-2024-04-23,30.0,31.25,28.75,30.0,25948
-2024-04-24,28.75,31.25,28.75,30.0,14180
-2024-04-25,27.5,30.0,27.5,28.75,20951
-2024-04-26,27.5,30.0,27.5,28.75,20412
-2024-04-29,27.5,28.75,26.25,27.5,17908
-2024-04-30,26.25,27.5,25.0,27.5,19555
-2024-05-02,26.25,26.25,25.0,26.25,10752
-2024-05-03,25.0,26.25,25.0,26.25,7097
-2024-05-06,25.0,26.25,25.0,25.0,5670
-2024-05-07,27.5,30.0,26.25,26.25,50307
-2024-05-08,30.0,31.25,27.5,28.75,28033
-2024-05-09,28.75,31.25,27.5,30.0,34077
-2024-05-10,27.5,28.75,26.25,28.75,19596
-2024-05-13,27.5,28.75,26.25,27.5,14052
-2024-05-14,27.5,28.75,26.25,27.5,8566
-2024-05-15,27.5,28.75,26.25,27.5,19728
-2024-05-16,28.75,30.0,27.5,27.5,20093
-2024-05-17,30.0,31.25,28.75,28.75,22608
-2024-05-20,32.5,33.75,28.75,31.25,43443
-2024-05-21,37.5,42.5,33.75,35.0,105647
-2024-05-22,36.25,40.0,35.0,38.75,33596
-2024-05-23,33.75,37.5,32.5,36.25,44736
-2024-05-24,32.5,35.0,32.5,33.75,6598
-2024-05-27,31.25,33.75,30.0,32.5,21374
-2024-05-28,31.25,33.75,31.25,31.25,18160
-2024-05-29,30.0,32.5,28.75,31.25,43112
-2024-05-31,27.5,30.0,27.5,30.0,19813
-2024-06-03,25.0,27.5,23.75,27.5,61568
-2024-06-04,25.0,26.25,23.75,25.0,15889
-2024-06-05,26.25,26.25,25.0,25.0,11850
-2024-06-06,26.25,26.25,25.0,26.25,5449
-2024-06-07,23.75,25.0,23.75,25.0,11624
-2024-06-10,23.75,25.0,23.75,25.0,4779
-2024-06-11,25.0,25.0,23.75,23.75,4728
-2024-06-12,23.75,25.0,23.75,25.0,2056
-2024-06-13,25.0,25.0,23.75,25.0,4995
-2024-06-14,23.75,26.25,23.75,23.75,12938
-2024-06-17,25.0,25.0,23.75,23.75,5002
-2024-06-18,22.5,25.0,22.5,23.75,20761
-2024-06-19,22.5,23.75,21.25,22.5,16069
-2024-06-20,22.5,22.5,21.25,22.5,4116
-2024-06-21,22.5,22.5,21.25,22.5,2614
-2024-06-24,22.5,23.75,21.25,22.5,8978
-2024-06-25,22.5,23.75,21.25,22.5,8416
-2024-06-26,21.25,22.5,21.25,22.5,2056
-2024-06-27,22.5,22.5,21.25,21.25,3824
-2024-06-28,21.25,23.75,21.25,22.5,5477
-2024-07-01,22.5,23.75,21.25,22.5,10406
-2024-07-02,22.5,23.75,21.25,22.5,5166
-2024-07-03,22.5,23.75,21.25,22.5,4843
-2024-07-04,23.75,23.75,21.25,22.5,8555
-2024-07-05,22.5,23.75,22.5,22.5,4495
-2024-07-08,22.5,23.75,21.25,23.75,6932
-2024-07-09,22.5,23.75,21.25,22.5,7408
-2024-07-10,22.5,23.75,21.25,23.75,14495
-2024-07-11,28.75,32.5,21.25,22.5,227727
-2024-07-12,25.0,31.25,25.0,28.75,110754
-2024-07-15,23.75,26.25,22.5,25.0,43290
-2024-07-16,23.75,25.0,23.75,23.75,16904
-2024-07-17,23.75,25.0,22.5,23.75,12460
-2024-07-18,23.75,23.75,22.5,23.75,4978
-2024-07-19,22.5,23.75,22.5,23.75,9434
-2024-07-22,22.5,23.75,21.25,23.75,25488
-2024-07-23,22.5,23.75,21.25,22.5,18900
-2024-07-24,22.5,23.75,21.25,22.5,29511
-2024-07-25,22.5,23.75,22.5,22.5,8128
-2024-07-26,22.5,23.75,21.25,22.5,16364
-2024-07-29,22.5,23.75,21.25,22.5,7751
-2024-07-30,22.5,23.75,21.25,22.5,8648
-2024-07-31,22.5,23.75,21.25,22.5,14393
-2024-08-01,23.75,28.75,22.5,22.5,112156
-2024-08-02,22.5,25.0,22.5,23.75,19520
-2024-08-05,22.5,22.5,20.0,21.25,82728
-2024-08-06,22.5,25.0,21.25,22.5,61429
-2024-08-07,22.5,25.0,22.5,23.75,21235
-2024-08-08,23.75,23.75,22.5,23.75,9904
-2024-08-09,23.75,25.0,22.5,23.75,32004
-2024-08-12,23.75,26.25,22.5,25.0,155712
-2024-08-13,26.25,27.5,22.5,23.75,465532
-2024-08-14,23.75,27.5,23.75,26.25,27135
-2024-08-15,21.25,25.0,20.0,23.75,93468
-2024-08-16,22.5,22.5,21.25,22.5,6148
-2024-08-19,21.25,22.5,21.25,22.5,16628
-2024-08-20,22.5,22.5,21.25,21.25,8116
-2024-08-21,22.5,22.5,21.25,22.5,4733
-2024-08-22,21.25,22.5,21.25,22.5,3371
-2024-08-23,20.0,22.5,20.0,21.25,22888
-2024-08-26,21.25,21.25,20.0,20.0,3992
-2024-08-27,21.25,21.25,20.0,21.25,3089
-2024-08-28,21.25,21.25,20.0,21.25,5844
-2024-08-29,20.0,21.25,20.0,21.25,9870
-2024-08-30,20.0,21.25,20.0,20.0,3300
-2024-09-02,20.0,21.25,18.75,20.0,19156
-2024-09-03,20.0,21.25,18.75,20.0,33044
-2024-09-04,18.75,20.0,18.75,20.0,4906
-2024-09-05,20.0,20.0,18.75,20.0,2612
-2024-09-06,20.0,20.0,18.75,20.0,6225
-2024-09-09,20.0,20.0,18.75,20.0,5798
-2024-09-10,20.0,20.0,18.75,18.75,12724
-2024-09-11,20.0,20.0,18.75,20.0,13072
-2024-09-12,20.0,20.0,18.75,18.75,1672
-2024-09-13,20.0,20.0,18.75,20.0,4739
-2024-09-16,20.0,20.0,18.75,20.0,2447
-2024-09-17,18.75,20.0,18.75,20.0,8040
-2024-09-18,18.75,21.25,18.75,20.0,40801
-2024-09-19,18.75,20.0,18.75,20.0,3713
-2024-09-20,18.75,20.0,18.75,18.75,9511
-2024-09-23,15.0,20.0,13.75,20.0,156258
-2024-09-24,10.0,15.0,10.0,13.75,383191
-2024-09-25,6.25,10.0,6.25,8.75,432871
-2024-09-26,2.5,5.0,1.25,3.75,3152672
-2024-09-27,1.25,2.5,1.25,2.5,776140
-2024-09-30,2.5,2.5,1.25,1.25,283399
-2024-10-01,2.5,2.5,1.25,2.5,174041
-2024-10-02,2.5,2.5,1.25,2.5,207902
-2024-10-03,1.25,2.5,1.25,2.5,222704
-2024-10-04,1.25,2.5,1.25,1.25,212318
-2024-10-07,2.5,2.5,1.25,1.25,216381
-2024-10-08,1.25,2.5,1.25,1.25,371059
-2024-10-09,1.25,2.5,1.25,2.5,591622
-2024-10-10,1.25,2.5,1.25,1.25,627193
-2024-10-11,1.25,2.5,1.25,1.25,834254
-2024-10-14,1.25,2.5,1.25,1.25,821409
-2024-10-15,1.25,2.5,1.25,1.25,555824
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-2024-10-17,1.25,2.5,1.25,1.25,389371
-2024-10-18,1.25,2.5,1.25,1.25,320781
-2024-10-21,2.5,2.5,1.25,1.25,347072
-2024-10-22,1.25,2.5,1.25,1.25,407178
-2024-10-23,1.25,2.5,1.25,1.25,150340
-2024-10-24,1.25,2.5,1.25,1.25,616420
-2024-10-25,1.25,2.5,1.25,2.5,1359804
-2024-10-28,1.25,2.5,1.25,1.25,1499083
-2024-10-29,1.25,2.5,1.25,1.25,178156
-2024-10-30,1.25,2.5,1.25,1.25,1123064
-2024-10-31,1.25,2.5,1.25,1.25,1333589
-2024-11-01,1.25,2.5,1.25,1.25,1383983
-2024-11-04,1.25,2.5,1.25,1.25,235316
-2024-11-05,1.25,2.5,1.25,1.25,101828
-2024-11-06,1.25,2.5,1.25,1.25,717774
-2024-11-07,1.25,2.5,1.25,1.25,492284
-2024-11-08,1.25,2.5,1.25,1.25,214609
-2024-11-11,1.25,2.5,1.25,1.25,286401
-2024-11-12,1.25,2.5,1.25,1.25,236939
-2024-11-13,1.25,2.5,1.25,1.25,2601964
-2024-11-14,1.25,1.25,1.25,1.25,335380
-2024-11-18,1.25,1.25,1.25,1.25,747108
-2024-11-19,1.25,1.25,1.25,1.25,201270
-2024-11-21,1.25,1.25,1.25,1.25,104764
-2024-11-22,1.25,1.25,1.25,1.25,58511
-2024-11-25,1.25,1.25,1.25,1.25,224021
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-2024-11-27,1.25,1.25,1.25,1.25,31242
-2024-11-28,1.25,1.25,1.25,1.25,51275
-2024-11-29,1.25,1.25,1.25,1.25,32426
-2024-12-02,1.25,1.25,1.25,1.25,42740
-2024-12-03,1.25,1.25,1.25,1.25,53151
-2024-12-04,1.25,1.25,1.25,1.25,19696
-2024-12-05,1.25,1.25,1.25,1.25,17747
-2024-12-06,1.25,1.25,1.25,1.25,39009
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-2024-12-10,1.25,1.25,1.25,1.25,10697
-2024-12-11,1.25,1.25,1.25,1.25,9461
-2024-12-12,1.25,1.25,1.25,1.25,77374
-2024-12-13,1.25,1.25,1.25,1.25,98136
-2024-12-16,1.25,1.25,1.25,1.25,10977
-2024-12-17,1.25,1.25,1.25,1.25,30165
-2024-12-18,1.25,1.25,1.25,1.25,10532
-2024-12-19,1.25,1.25,1.25,1.25,26566
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-2024-12-23,1.25,1.25,1.25,1.25,18029
-2024-12-26,1.25,1.25,1.25,1.25,10066
-2024-12-27,1.25,1.25,1.25,1.25,6510
-2024-12-30,1.25,1.25,1.25,1.25,17254
-2025-01-02,1.25,1.25,1.25,1.25,17524
-2025-01-03,1.25,1.25,1.25,1.25,12814
-2025-01-06,1.25,1.25,1.25,1.25,24067
-2025-01-07,1.25,1.25,1.25,1.25,61760
-2025-01-08,1.25,1.25,1.25,1.25,8201
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-2025-01-10,1.25,1.25,1.25,1.25,5080
-2025-01-13,1.25,1.25,1.25,1.25,4471
-2025-01-14,1.25,1.25,1.25,1.25,5022
-2025-01-15,1.25,1.25,1.25,1.25,54780
-2025-01-16,1.25,1.25,1.25,1.25,289376
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-2025-01-24,1.25,1.25,1.25,1.25,4165
-2025-01-27,1.25,1.25,1.25,1.25,14536
-2025-01-28,1.25,1.25,1.25,1.25,15108
-2025-01-29,1.25,1.25,1.25,1.25,50561
-2025-01-30,1.25,1.25,1.25,1.25,96900
-2025-01-31,1.25,1.25,1.25,1.25,27010
-2025-02-03,1.25,1.25,1.25,1.25,36489
-2025-02-04,1.25,1.25,1.25,1.25,5643
-2025-02-05,1.25,1.25,1.25,1.25,13963
-2025-02-06,1.25,1.25,1.25,1.25,14068
-2025-02-07,1.25,1.25,1.25,1.25,13484
-2025-02-10,1.25,1.25,1.25,1.25,18783
-2025-02-11,1.25,1.25,1.25,1.25,16276
-2025-02-12,1.25,1.25,1.25,1.25,5900
-2025-02-13,1.25,1.25,1.25,1.25,11213
-2025-02-14,1.25,1.25,1.25,1.25,333334
-2025-02-17,1.25,2.5,1.25,1.25,1780593
-2025-02-18,2.5,2.5,1.25,1.25,710020
-2025-02-19,1.25,2.5,1.25,1.25,476563
-2025-02-20,1.25,3.75,1.25,2.5,3949494
-2025-02-21,1.25,2.5,1.25,1.25,3606400
-2025-02-24,1.25,2.5,1.25,1.25,1158946
-2025-02-25,1.25,1.25,1.25,1.25,120942
-2025-02-26,1.25,1.25,1.25,1.25,21180
-2025-02-27,1.25,1.25,1.25,1.25,49860
-2025-02-28,88.75,118.75,88.75,108.75,27841
-2025-03-05,0.5400000214576721,0.6800000071525574,0.5400000214576721,0.6399999856948853,3614000
-2025-03-06,0.8899999856948853,0.9900000095367432,0.550000011920929,0.5600000023841858,8438200
-2025-03-07,1.0499999523162842,1.159999966621399,0.9300000071525574,0.9399999976158142,7119000
-2025-03-10,0.8799999952316284,1.1699999570846558,0.8799999952316284,1.0700000524520874,4734400
-2025-03-11,0.8899999856948853,0.9399999976158142,0.7699999809265137,0.8700000047683716,3312000
-2025-03-12,0.8899999856948853,0.949999988079071,0.8700000047683716,0.8999999761581421,947700
-2025-03-13,0.8600000143051147,0.9200000166893005,0.8399999737739563,0.8799999952316284,1058500
-2025-03-14,0.8500000238418579,0.8899999856948853,0.8199999928474426,0.8600000143051147,1150900
-2025-03-17,0.8299999833106995,0.8700000047683716,0.8199999928474426,0.8500000238418579,618900
-2025-03-18,0.8199999928474426,0.8799999952316284,0.800000011920929,0.8199999928474426,1127300
-2025-03-19,0.8199999928474426,0.8600000143051147,0.800000011920929,0.8299999833106995,939200
-2025-03-20,0.8299999833106995,0.8399999737739563,0.8100000023841858,0.8299999833106995,361700
-2025-03-21,0.800000011920929,0.8299999833106995,0.800000011920929,0.8299999833106995,482700
-2025-03-24,0.800000011920929,0.8199999928474426,0.7599999904632568,0.7900000214576721,889500
-2025-03-25,0.7599999904632568,0.8100000023841858,0.75,0.800000011920929,1079400
-2025-03-26,0.7799999713897705,0.8100000023841858,0.7300000190734863,0.7699999809265137,1385800
-2025-03-27,0.7599999904632568,0.8100000023841858,0.75,0.800000011920929,683300
-2025-03-28,0.75,0.7900000214576721,0.75,0.7699999809265137,505000
-2025-03-31,0.7599999904632568,0.7900000214576721,0.75,0.7599999904632568,342500
-2025-04-01,0.949999988079071,1.0499999523162842,0.7900000214576721,0.800000011920929,3964400
-2025-04-02,0.9900000095367432,1.2200000286102295,0.949999988079071,0.9800000190734863,5100100
-2025-04-03,0.9700000286102295,1.100000023841858,0.949999988079071,1.0099999904632568,1535800
-2025-04-04,0.9100000262260437,0.9700000286102295,0.8899999856948853,0.9700000286102295,864400
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-2025-04-08,0.8199999928474426,0.8999999761581421,0.800000011920929,0.8700000047683716,593900
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-2025-04-11,0.8799999952316284,0.8899999856948853,0.8600000143051147,0.8700000047683716,165700
diff --git a/factor-investing/dados_acoes/PDTC3.csv b/factor-investing/dados_acoes/PDTC3.csv
deleted file mode 100644
index fad4837..0000000
--- a/factor-investing/dados_acoes/PDTC3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PDTC3.SA,PDTC3.SA,PDTC3.SA,PDTC3.SA,PDTC3.SA
-Date,,,,,
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-2024-04-22,2.2831761837005615,2.2831761837005615,2.2341810317465973,2.253779092528183,17000
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-2024-04-24,2.2537789344787598,2.3125731127004925,2.224381845367893,2.273376993886004,58400
-2024-04-25,2.2341809272766113,2.2831760769395695,2.2341809272766113,2.2831760769395695,22800
-2024-04-26,2.2537789344787598,2.2929750532932482,2.2341808750715155,2.2537789344787598,22300
-2024-04-29,2.299999952316284,2.380000114440918,2.240000009536743,2.2799999713897705,56500
-2024-04-30,2.259999990463257,2.309999942779541,2.240000009536743,2.299999952316284,36000
-2024-05-02,2.259999990463257,2.299999952316284,2.240000009536743,2.2799999713897705,31200
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-2024-05-08,2.4600000381469727,2.4700000286102295,2.3399999141693115,2.4000000953674316,56500
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-2024-06-12,1.8300000429153442,1.899999976158142,1.8300000429153442,1.899999976158142,37500
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-2024-06-28,1.9800000190734863,2.0199999809265137,1.9800000190734863,2.0,29800
-2024-07-01,1.9800000190734863,2.009999990463257,1.9199999570846558,1.9500000476837158,12300
-2024-07-02,1.9700000286102295,2.0199999809265137,1.9500000476837158,2.0,51100
-2024-07-03,2.0,2.009999990463257,1.9600000381469727,1.9700000286102295,17100
-2024-07-04,2.009999990463257,2.0399999618530273,1.9700000286102295,1.9700000286102295,61100
-2024-07-05,2.009999990463257,2.0399999618530273,1.9900000095367432,2.009999990463257,29600
-2024-07-08,1.9900000095367432,2.0199999809265137,1.9800000190734863,2.0,32500
-2024-07-09,1.9500000476837158,2.0199999809265137,1.9500000476837158,2.0199999809265137,36300
-2024-07-10,1.9600000381469727,2.0,1.9299999475479126,1.9600000381469727,52600
-2024-07-11,1.9900000095367432,1.9900000095367432,1.940000057220459,1.9900000095367432,37300
-2024-07-12,1.9500000476837158,1.9900000095367432,1.9500000476837158,1.9900000095367432,27800
-2024-07-15,1.9500000476837158,1.9700000286102295,1.940000057220459,1.940000057220459,47300
-2024-07-16,1.909999966621399,1.9700000286102295,1.899999976158142,1.9600000381469727,55000
-2024-07-17,1.9199999570846558,1.9299999475479126,1.8799999952316284,1.909999966621399,18800
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-2024-07-19,1.850000023841858,1.899999976158142,1.840000033378601,1.8899999856948853,49100
-2024-07-22,1.850000023841858,1.909999966621399,1.850000023841858,1.8700000047683716,14000
-2024-07-23,1.9199999570846558,1.9600000381469727,1.840000033378601,1.850000023841858,31400
-2024-07-24,1.9199999570846558,1.9600000381469727,1.8799999952316284,1.9199999570846558,11800
-2024-07-25,1.8600000143051147,1.9600000381469727,1.8600000143051147,1.9299999475479126,18300
-2024-07-26,1.8700000047683716,1.899999976158142,1.850000023841858,1.8799999952316284,25800
-2024-07-29,1.8899999856948853,1.899999976158142,1.8700000047683716,1.8700000047683716,13700
-2024-07-30,1.8799999952316284,1.899999976158142,1.8600000143051147,1.8899999856948853,5600
-2024-07-31,1.899999976158142,1.899999976158142,1.8700000047683716,1.8899999856948853,22600
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diff --git a/factor-investing/dados_acoes/PEAB3.csv b/factor-investing/dados_acoes/PEAB3.csv
deleted file mode 100644
index da543b6..0000000
--- a/factor-investing/dados_acoes/PEAB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/PEAB4.csv b/factor-investing/dados_acoes/PEAB4.csv
deleted file mode 100644
index 1a5060f..0000000
--- a/factor-investing/dados_acoes/PEAB4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/PETR3.csv b/factor-investing/dados_acoes/PETR3.csv
deleted file mode 100644
index 438bc18..0000000
--- a/factor-investing/dados_acoes/PETR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/PETR4.csv b/factor-investing/dados_acoes/PETR4.csv
deleted file mode 100644
index 1bdaf89..0000000
--- a/factor-investing/dados_acoes/PETR4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/PETZ3.csv b/factor-investing/dados_acoes/PETZ3.csv
deleted file mode 100644
index 098ddf4..0000000
--- a/factor-investing/dados_acoes/PETZ3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PETZ3.SA,PETZ3.SA,PETZ3.SA,PETZ3.SA,PETZ3.SA
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-2025-02-11,4.510000228881836,4.570000171661377,4.46999979019165,4.46999979019165,4178100
-2025-02-12,4.440000057220459,4.539999961853027,4.420000076293945,4.480000019073486,5913800
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-2025-02-19,4.329999923706055,4.380000114440918,4.21999979019165,4.360000133514404,6430700
-2025-02-20,4.25,4.389999866485596,4.25,4.360000133514404,3762600
-2025-02-21,4.239999771118164,4.28000020980835,4.190000057220459,4.25,6734400
-2025-02-24,4.119999885559082,4.269999980926514,4.070000171661377,4.239999771118164,6163600
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diff --git a/factor-investing/dados_acoes/PFRM3.csv b/factor-investing/dados_acoes/PFRM3.csv
deleted file mode 100644
index 133fd84..0000000
--- a/factor-investing/dados_acoes/PFRM3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PFRM3.SA,PFRM3.SA,PFRM3.SA,PFRM3.SA,PFRM3.SA
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diff --git a/factor-investing/dados_acoes/PGMN3.csv b/factor-investing/dados_acoes/PGMN3.csv
deleted file mode 100644
index ff1c4db..0000000
--- a/factor-investing/dados_acoes/PGMN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PGMN3.SA,PGMN3.SA,PGMN3.SA,PGMN3.SA,PGMN3.SA
-Date,,,,,
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-2025-02-18,3.1700000762939453,3.3299999237060547,3.130000114440918,3.299999952316284,2123400
-2025-02-19,3.140000104904175,3.25,3.140000104904175,3.1700000762939453,1210400
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-2025-02-24,2.9100000858306885,3.049999952316284,2.9100000858306885,3.049999952316284,1196300
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-2025-02-26,2.869999885559082,2.9700000286102295,2.819999933242798,2.9700000286102295,1172100
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-2025-03-17,3.109999895095825,3.1600000858306885,3.049999952316284,3.0999999046325684,1575300
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diff --git a/factor-investing/dados_acoes/PINE3.csv b/factor-investing/dados_acoes/PINE3.csv
deleted file mode 100644
index 0e1a80c..0000000
--- a/factor-investing/dados_acoes/PINE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PINE3.SA,PINE3.SA,PINE3.SA,PINE3.SA,PINE3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/PINE4.csv b/factor-investing/dados_acoes/PINE4.csv
deleted file mode 100644
index 670acb9..0000000
--- a/factor-investing/dados_acoes/PINE4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PINE4.SA,PINE4.SA,PINE4.SA,PINE4.SA,PINE4.SA
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diff --git a/factor-investing/dados_acoes/PLAS3.csv b/factor-investing/dados_acoes/PLAS3.csv
deleted file mode 100644
index a1a8a1b..0000000
--- a/factor-investing/dados_acoes/PLAS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/PLPL3.csv b/factor-investing/dados_acoes/PLPL3.csv
deleted file mode 100644
index 5f14a3e..0000000
--- a/factor-investing/dados_acoes/PLPL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PLPL3.SA,PLPL3.SA,PLPL3.SA,PLPL3.SA,PLPL3.SA
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diff --git a/factor-investing/dados_acoes/PMAM3.csv b/factor-investing/dados_acoes/PMAM3.csv
deleted file mode 100644
index a6ffdd1..0000000
--- a/factor-investing/dados_acoes/PMAM3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PMAM3.SA,PMAM3.SA,PMAM3.SA,PMAM3.SA,PMAM3.SA
-Date,,,,,
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-2024-07-09,2.450000047683716,2.450000047683716,2.4100000858306885,2.430000066757202,10800
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-2024-07-11,2.380000114440918,2.4200000762939453,2.380000114440918,2.4200000762939453,149200
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-2024-07-30,2.369999885559082,2.380000114440918,2.309999942779541,2.359999895095825,53900
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-2024-08-01,2.309999942779541,2.390000104904175,2.309999942779541,2.3499999046325684,70600
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-2024-12-02,1.0,1.0099999904632568,0.9900000095367432,1.0099999904632568,25000
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-2024-12-19,0.9200000166893005,1.0,0.8999999761581421,0.9399999976158142,392300
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-2024-12-23,0.9700000286102295,1.0399999618530273,0.9700000286102295,0.9800000190734863,193800
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-2025-01-03,1.1200000047683716,1.1299999952316284,1.0099999904632568,1.0099999904632568,237300
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diff --git a/factor-investing/dados_acoes/PNVL3.csv b/factor-investing/dados_acoes/PNVL3.csv
deleted file mode 100644
index e2bb6dd..0000000
--- a/factor-investing/dados_acoes/PNVL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PNVL3.SA,PNVL3.SA,PNVL3.SA,PNVL3.SA,PNVL3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/POMO3.csv b/factor-investing/dados_acoes/POMO3.csv
deleted file mode 100644
index 59d6084..0000000
--- a/factor-investing/dados_acoes/POMO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/POMO4.csv b/factor-investing/dados_acoes/POMO4.csv
deleted file mode 100644
index bb94669..0000000
--- a/factor-investing/dados_acoes/POMO4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,POMO4.SA,POMO4.SA,POMO4.SA,POMO4.SA,POMO4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/PORT3.csv b/factor-investing/dados_acoes/PORT3.csv
deleted file mode 100644
index b68b05e..0000000
--- a/factor-investing/dados_acoes/PORT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PORT3.SA,PORT3.SA,PORT3.SA,PORT3.SA,PORT3.SA
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diff --git a/factor-investing/dados_acoes/POSI3.csv b/factor-investing/dados_acoes/POSI3.csv
deleted file mode 100644
index cfb3f6b..0000000
--- a/factor-investing/dados_acoes/POSI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,POSI3.SA,POSI3.SA,POSI3.SA,POSI3.SA,POSI3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/PRIO3.csv b/factor-investing/dados_acoes/PRIO3.csv
deleted file mode 100644
index 2db62fa..0000000
--- a/factor-investing/dados_acoes/PRIO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PRIO3.SA,PRIO3.SA,PRIO3.SA,PRIO3.SA,PRIO3.SA
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diff --git a/factor-investing/dados_acoes/PRNR3.csv b/factor-investing/dados_acoes/PRNR3.csv
deleted file mode 100644
index fd06483..0000000
--- a/factor-investing/dados_acoes/PRNR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/PSSA3.csv b/factor-investing/dados_acoes/PSSA3.csv
deleted file mode 100644
index 3c2bbb4..0000000
--- a/factor-investing/dados_acoes/PSSA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/PTBL3.csv b/factor-investing/dados_acoes/PTBL3.csv
deleted file mode 100644
index 8445e4b..0000000
--- a/factor-investing/dados_acoes/PTBL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PTBL3.SA,PTBL3.SA,PTBL3.SA,PTBL3.SA,PTBL3.SA
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diff --git a/factor-investing/dados_acoes/PTNT3.csv b/factor-investing/dados_acoes/PTNT3.csv
deleted file mode 100644
index 200f826..0000000
--- a/factor-investing/dados_acoes/PTNT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PTNT3.SA,PTNT3.SA,PTNT3.SA,PTNT3.SA,PTNT3.SA
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-2025-03-14,9.220000267028809,9.220000267028809,9.039999961853027,9.050000190734863,1300
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diff --git a/factor-investing/dados_acoes/PTNT4.csv b/factor-investing/dados_acoes/PTNT4.csv
deleted file mode 100644
index 00c5ff9..0000000
--- a/factor-investing/dados_acoes/PTNT4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,PTNT4.SA,PTNT4.SA,PTNT4.SA,PTNT4.SA,PTNT4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/QUAL3.csv b/factor-investing/dados_acoes/QUAL3.csv
deleted file mode 100644
index cba46bf..0000000
--- a/factor-investing/dados_acoes/QUAL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,QUAL3.SA,QUAL3.SA,QUAL3.SA,QUAL3.SA,QUAL3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/RADL3.csv b/factor-investing/dados_acoes/RADL3.csv
deleted file mode 100644
index 3b7b57b..0000000
--- a/factor-investing/dados_acoes/RADL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/RAIL3.csv b/factor-investing/dados_acoes/RAIL3.csv
deleted file mode 100644
index 7edf1b5..0000000
--- a/factor-investing/dados_acoes/RAIL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-02-25,17.979999542236328,18.190000534057617,17.84000015258789,18.06999969482422,17814400
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-2025-03-17,18.15999984741211,18.309999465942383,17.969999313354492,18.049999237060547,12419800
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diff --git a/factor-investing/dados_acoes/RAIZ4.csv b/factor-investing/dados_acoes/RAIZ4.csv
deleted file mode 100644
index 5aa5757..0000000
--- a/factor-investing/dados_acoes/RAIZ4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RAIZ4.SA,RAIZ4.SA,RAIZ4.SA,RAIZ4.SA,RAIZ4.SA
-Date,,,,,
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-2024-12-02,2.5199999809265137,2.6500000953674316,2.5,2.640000104904175,17479000
-2024-12-03,2.5199999809265137,2.549999952316284,2.5,2.509999990463257,8044700
-2024-12-04,2.559999942779541,2.5899999141693115,2.509999990463257,2.5199999809265137,10648700
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-2024-12-06,2.4600000381469727,2.5899999141693115,2.440000057220459,2.569999933242798,12556500
-2024-12-09,2.450000047683716,2.5,2.4200000762939453,2.4700000286102295,7301100
-2024-12-10,2.5299999713897705,2.549999952316284,2.450000047683716,2.4700000286102295,8039800
-2024-12-11,2.609999895095825,2.6500000953674316,2.5199999809265137,2.5299999713897705,17653200
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-2024-12-16,2.4200000762939453,2.4800000190734863,2.4100000858306885,2.450000047683716,8361200
-2024-12-17,2.3299999237060547,2.4200000762939453,2.319999933242798,2.4000000953674316,28340300
-2024-12-18,2.190000057220459,2.3299999237060547,2.1500000953674316,2.3299999237060547,27431600
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-2024-12-20,2.2899999618530273,2.319999933242798,2.1500000953674316,2.1600000858306885,16986900
-2024-12-23,2.180000066757202,2.299999952316284,2.1500000953674316,2.2699999809265137,10146500
-2024-12-26,2.1500000953674316,2.2100000381469727,2.140000104904175,2.180000066757202,9760900
-2024-12-27,2.119999885559082,2.180000066757202,2.109999895095825,2.1600000858306885,12949600
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-2025-02-20,1.75,1.7699999809265137,1.7300000190734863,1.7699999809265137,14356300
-2025-02-21,1.7300000190734863,1.7599999904632568,1.7000000476837158,1.75,11551700
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diff --git a/factor-investing/dados_acoes/RANI3.csv b/factor-investing/dados_acoes/RANI3.csv
deleted file mode 100644
index 4099b47..0000000
--- a/factor-investing/dados_acoes/RANI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RANI3.SA,RANI3.SA,RANI3.SA,RANI3.SA,RANI3.SA
-Date,,,,,
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-2024-04-25,8.343169212341309,8.435665011109956,8.278421182878159,8.417166204201715,946200
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diff --git a/factor-investing/dados_acoes/RAPT3.csv b/factor-investing/dados_acoes/RAPT3.csv
deleted file mode 100644
index 6e15027..0000000
--- a/factor-investing/dados_acoes/RAPT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/RAPT4.csv b/factor-investing/dados_acoes/RAPT4.csv
deleted file mode 100644
index 2e242b0..0000000
--- a/factor-investing/dados_acoes/RAPT4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-02-18,9.510000228881836,9.569999694824219,9.40999984741211,9.529999732971191,2172300
-2025-02-19,9.25,9.5,9.239999771118164,9.5,3059800
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-2025-04-01,8.449999809265137,8.680000305175781,8.279999732971191,8.420000076293945,5481900
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-2025-04-07,8.319999694824219,8.569999694824219,8.140000343322754,8.210000038146973,2600800
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diff --git a/factor-investing/dados_acoes/RCSL3.csv b/factor-investing/dados_acoes/RCSL3.csv
deleted file mode 100644
index 620f4ff..0000000
--- a/factor-investing/dados_acoes/RCSL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RCSL3.SA,RCSL3.SA,RCSL3.SA,RCSL3.SA,RCSL3.SA
-Date,,,,,
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-2024-04-25,6.28000020980835,6.440000057220459,6.199999809265137,6.239999771118164,318725
-2024-04-26,6.28000020980835,6.440000057220459,6.199999809265137,6.28000020980835,283100
-2024-04-29,6.480000019073486,6.559999942779541,6.28000020980835,6.28000020980835,330800
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-2024-05-02,6.440000057220459,6.559999942779541,6.320000171661377,6.320000171661377,371875
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-2024-05-21,7.239999771118164,7.480000019073486,7.199999809265137,7.28000020980835,380050
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-2024-05-28,4.639999866485596,6.800000190734863,4.519999980926514,6.679999828338623,1567975
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-2024-06-24,2.890000104904175,2.950000047683716,2.8299999237060547,2.859999895095825,412500
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-2024-07-01,2.799999952316284,2.880000114440918,2.7899999618530273,2.8299999237060547,76600
-2024-07-02,2.75,2.8299999237060547,2.740000009536743,2.8299999237060547,72800
-2024-07-03,2.799999952316284,2.8399999141693115,2.759999990463257,2.7799999713897705,136800
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-2024-07-08,3.0899999141693115,3.0899999141693115,2.9100000858306885,2.940000057220459,592400
-2024-07-09,3.1500000953674316,3.190000057220459,3.059999942779541,3.130000114440918,426600
-2024-07-10,3.140000104904175,3.1700000762939453,3.0199999809265137,3.130000114440918,357800
-2024-07-11,3.0,3.2200000286102295,3.0,3.1700000762939453,294100
-2024-07-12,3.009999990463257,3.0299999713897705,2.950000047683716,3.0,72700
-2024-07-15,3.0,3.0399999618530273,2.950000047683716,3.0399999618530273,114100
-2024-07-16,2.9000000953674316,3.0199999809265137,2.859999895095825,3.009999990463257,373600
-2024-07-17,2.819999933242798,2.9600000381469727,2.819999933242798,2.930000066757202,216600
-2024-07-18,2.740000009536743,2.8499999046325684,2.7200000286102295,2.8499999046325684,226700
-2024-07-19,2.8499999046325684,2.859999895095825,2.6700000762939453,2.7300000190734863,113500
-2024-07-22,2.930000066757202,2.950000047683716,2.7799999713897705,2.819999933242798,464100
-2024-07-23,2.819999933242798,2.9700000286102295,2.7799999713897705,2.880000114440918,300400
-2024-07-24,2.8399999141693115,2.9200000762939453,2.759999990463257,2.7899999618530273,204900
-2024-07-25,2.890000104904175,2.890000104904175,2.7699999809265137,2.8399999141693115,79400
-2024-07-26,2.9800000190734863,2.9800000190734863,2.819999933242798,2.890000104904175,40700
-2024-07-29,2.819999933242798,2.950000047683716,2.799999952316284,2.940000057220459,109200
-2024-07-30,2.809999942779541,2.869999885559082,2.7899999618530273,2.8399999141693115,112700
-2024-07-31,2.799999952316284,2.859999895095825,2.799999952316284,2.859999895095825,16900
-2024-08-01,2.799999952316284,2.8299999237060547,2.759999990463257,2.8299999237060547,31400
-2024-08-02,2.6500000953674316,2.809999942779541,2.6500000953674316,2.809999942779541,98200
-2024-08-05,2.75,2.7899999618530273,2.5,2.6500000953674316,145500
-2024-08-06,2.9200000762939453,2.9700000286102295,2.6500000953674316,2.7200000286102295,467000
-2024-08-07,2.950000047683716,2.9700000286102295,2.8399999141693115,2.9000000953674316,83200
-2024-08-08,3.0,3.0999999046325684,2.9200000762939453,2.9600000381469727,866600
-2024-08-09,3.0199999809265137,3.130000114440918,2.9700000286102295,3.049999952316284,720500
-2024-08-12,2.940000057220459,3.059999942779541,2.940000057220459,3.049999952316284,289000
-2024-08-13,2.9700000286102295,3.009999990463257,2.940000057220459,2.9700000286102295,94900
-2024-08-14,2.9100000858306885,3.0,2.880000114440918,2.990000009536743,141100
-2024-08-15,2.809999942779541,2.930000066757202,2.740000009536743,2.930000066757202,237500
-2024-08-16,2.799999952316284,2.880000114440918,2.7699999809265137,2.799999952316284,373400
-2024-08-19,2.940000057220459,2.9600000381469727,2.8399999141693115,2.859999895095825,432500
-2024-08-20,3.119999885559082,3.200000047683716,2.930000066757202,2.930000066757202,1066800
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-2024-08-22,3.2300000190734863,3.490000009536743,3.140000104904175,3.200000047683716,768100
-2024-08-23,3.5999999046325684,3.7799999713897705,3.3499999046325684,3.3499999046325684,1097400
-2024-08-26,3.799999952316284,3.9100000858306885,3.5799999237060547,3.5899999141693115,1091800
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diff --git a/factor-investing/dados_acoes/RCSL4.csv b/factor-investing/dados_acoes/RCSL4.csv
deleted file mode 100644
index a02b198..0000000
--- a/factor-investing/dados_acoes/RCSL4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RCSL4.SA,RCSL4.SA,RCSL4.SA,RCSL4.SA,RCSL4.SA
-Date,,,,,
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-2024-12-26,1.25,1.2599999904632568,1.2200000286102295,1.2400000095367432,829500
-2024-12-27,1.149999976158142,1.2699999809265137,1.1200000047683716,1.2599999904632568,5163200
-2024-12-30,1.059999942779541,1.159999966621399,1.0499999523162842,1.149999976158142,3104000
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-2025-01-03,0.8899999856948853,1.1299999952316284,0.8899999856948853,0.949999988079071,9145400
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-2025-03-20,1.0399999618530273,1.059999942779541,1.0099999904632568,1.0199999809265137,3286400
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-2025-03-24,1.149999976158142,1.1799999475479126,1.1100000143051147,1.1200000047683716,3453200
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-2025-03-27,1.1699999570846558,1.2400000095367432,1.159999966621399,1.2100000381469727,2793100
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diff --git a/factor-investing/dados_acoes/RDNI3.csv b/factor-investing/dados_acoes/RDNI3.csv
deleted file mode 100644
index 331c468..0000000
--- a/factor-investing/dados_acoes/RDNI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RDNI3.SA,RDNI3.SA,RDNI3.SA,RDNI3.SA,RDNI3.SA
-Date,,,,,
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-2024-07-09,3.0899999141693115,3.109999895095825,3.059999942779541,3.0999999046325684,6200
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-2024-08-01,3.299999952316284,3.299999952316284,3.1700000762939453,3.240000009536743,3600
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-2024-08-09,3.0399999618530273,3.0999999046325684,3.0399999618530273,3.0799999237060547,5800
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diff --git a/factor-investing/dados_acoes/RDOR3.csv b/factor-investing/dados_acoes/RDOR3.csv
deleted file mode 100644
index 657f731..0000000
--- a/factor-investing/dados_acoes/RDOR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RDOR3.SA,RDOR3.SA,RDOR3.SA,RDOR3.SA,RDOR3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/REAG3.csv b/factor-investing/dados_acoes/REAG3.csv
deleted file mode 100644
index a96cd85..0000000
--- a/factor-investing/dados_acoes/REAG3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/RECV3.csv b/factor-investing/dados_acoes/RECV3.csv
deleted file mode 100644
index f8f271c..0000000
--- a/factor-investing/dados_acoes/RECV3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RECV3.SA,RECV3.SA,RECV3.SA,RECV3.SA,RECV3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/REDE3.csv b/factor-investing/dados_acoes/REDE3.csv
deleted file mode 100644
index af06a4f..0000000
--- a/factor-investing/dados_acoes/REDE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,REDE3.SA,REDE3.SA,REDE3.SA,REDE3.SA,REDE3.SA
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diff --git a/factor-investing/dados_acoes/RENT3.csv b/factor-investing/dados_acoes/RENT3.csv
deleted file mode 100644
index 7320b65..0000000
--- a/factor-investing/dados_acoes/RENT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RENT3.SA,RENT3.SA,RENT3.SA,RENT3.SA,RENT3.SA
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diff --git a/factor-investing/dados_acoes/RNEW11.csv b/factor-investing/dados_acoes/RNEW11.csv
deleted file mode 100644
index b4baa64..0000000
--- a/factor-investing/dados_acoes/RNEW11.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-03-21,2.8299999237060547,2.890000104904175,2.7899999618530273,2.7899999618530273,7300
-2025-03-24,2.869999885559082,2.869999885559082,2.7699999809265137,2.819999933242798,34500
-2025-03-25,2.9600000381469727,3.0,2.869999885559082,2.869999885559082,18300
-2025-03-26,3.059999942779541,3.0899999141693115,2.9700000286102295,2.9700000286102295,6200
-2025-03-27,3.0399999618530273,3.0899999141693115,2.9000000953674316,3.0899999141693115,7300
-2025-03-28,3.0299999713897705,3.069999933242798,3.0299999713897705,3.0399999618530273,8500
-2025-03-31,3.0299999713897705,3.049999952316284,2.940000057220459,3.049999952316284,3700
-2025-04-01,2.9000000953674316,2.9000000953674316,2.8399999141693115,2.9000000953674316,12900
-2025-04-02,2.9100000858306885,3.059999942779541,2.9100000858306885,2.950000047683716,35600
-2025-04-03,2.9200000762939453,2.9200000762939453,2.9000000953674316,2.9000000953674316,700
-2025-04-04,2.9100000858306885,2.9100000858306885,2.9000000953674316,2.9000000953674316,500
-2025-04-07,2.5999999046325684,2.799999952316284,2.5999999046325684,2.799999952316284,19000
-2025-04-08,2.619999885559082,2.700000047683716,2.619999885559082,2.700000047683716,9500
-2025-04-09,2.559999942779541,2.5999999046325684,2.490000009536743,2.5299999713897705,33900
-2025-04-10,2.5999999046325684,2.619999885559082,2.5899999141693115,2.619999885559082,1000
-2025-04-11,2.6700000762939453,2.700000047683716,2.609999895095825,2.6700000762939453,2200
diff --git a/factor-investing/dados_acoes/RNEW3.csv b/factor-investing/dados_acoes/RNEW3.csv
deleted file mode 100644
index 618e7fc..0000000
--- a/factor-investing/dados_acoes/RNEW3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RNEW3.SA,RNEW3.SA,RNEW3.SA,RNEW3.SA,RNEW3.SA
-Date,,,,,
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-2024-12-18,0.9100000262260437,1.0,0.8999999761581421,0.9399999976158142,139100
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-2024-12-20,0.9700000286102295,0.9900000095367432,0.9300000071525574,0.949999988079071,78900
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-2025-01-02,0.9700000286102295,0.9700000286102295,0.9300000071525574,0.9599999785423279,23500
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diff --git a/factor-investing/dados_acoes/RNEW4.csv b/factor-investing/dados_acoes/RNEW4.csv
deleted file mode 100644
index dadec63..0000000
--- a/factor-investing/dados_acoes/RNEW4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RNEW4.SA,RNEW4.SA,RNEW4.SA,RNEW4.SA,RNEW4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/ROMI3.csv b/factor-investing/dados_acoes/ROMI3.csv
deleted file mode 100644
index 88f1f8c..0000000
--- a/factor-investing/dados_acoes/ROMI3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/RPAD3.csv b/factor-investing/dados_acoes/RPAD3.csv
deleted file mode 100644
index 5de839a..0000000
--- a/factor-investing/dados_acoes/RPAD3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-04-10,4.0,4.0,4.0,4.0,0
-2025-04-11,4.099999904632568,4.099999904632568,4.099999904632568,4.099999904632568,300
diff --git a/factor-investing/dados_acoes/RPAD5.csv b/factor-investing/dados_acoes/RPAD5.csv
deleted file mode 100644
index d4583af..0000000
--- a/factor-investing/dados_acoes/RPAD5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RPAD5.SA,RPAD5.SA,RPAD5.SA,RPAD5.SA,RPAD5.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/RPAD6.csv b/factor-investing/dados_acoes/RPAD6.csv
deleted file mode 100644
index d7c6107..0000000
--- a/factor-investing/dados_acoes/RPAD6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/RPMG3.csv b/factor-investing/dados_acoes/RPMG3.csv
deleted file mode 100644
index 6c5e139..0000000
--- a/factor-investing/dados_acoes/RPMG3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RPMG3.SA,RPMG3.SA,RPMG3.SA,RPMG3.SA,RPMG3.SA
-Date,,,,,
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-2025-01-14,2.7200000286102295,2.7200000286102295,2.7200000286102295,2.7200000286102295,100
-2025-01-15,2.75,2.7899999618530273,2.700000047683716,2.7300000190734863,2500
-2025-01-16,2.7100000381469727,2.7100000381469727,2.7100000381469727,2.7100000381469727,300
-2025-01-17,2.8499999046325684,2.930000066757202,2.75,2.75,20700
-2025-01-20,2.7200000286102295,2.7699999809265137,2.7200000286102295,2.75,14300
-2025-01-21,2.809999942779541,2.990000009536743,2.7300000190734863,2.7300000190734863,8300
-2025-01-22,2.9000000953674316,2.9000000953674316,2.75,2.809999942779541,17700
-2025-01-23,2.880000114440918,2.9000000953674316,2.880000114440918,2.9000000953674316,61500
-2025-01-24,2.880000114440918,2.890000104904175,2.880000114440918,2.890000104904175,700
-2025-01-27,2.9000000953674316,2.990000009536743,2.75,2.7699999809265137,23000
-2025-01-28,2.9000000953674316,2.9000000953674316,2.7899999618530273,2.880000114440918,7500
-2025-01-29,2.940000057220459,2.990000009536743,2.890000104904175,2.890000104904175,7500
-2025-01-30,2.9600000381469727,2.9600000381469727,2.759999990463257,2.819999933242798,11800
-2025-01-31,2.930000066757202,2.950000047683716,2.700000047683716,2.950000047683716,28000
-2025-02-03,2.9000000953674316,2.9200000762939453,2.869999885559082,2.9200000762939453,2000
-2025-02-04,2.880000114440918,2.9100000858306885,2.880000114440918,2.9100000858306885,17000
-2025-02-05,2.859999895095825,2.890000104904175,2.859999895095825,2.880000114440918,8900
-2025-02-06,2.880000114440918,2.9000000953674316,2.8399999141693115,2.880000114440918,1400
-2025-02-07,2.8499999046325684,2.880000114440918,2.799999952316284,2.880000114440918,6200
-2025-02-10,2.8299999237060547,2.9000000953674316,2.8299999237060547,2.890000104904175,2900
-2025-02-11,2.9000000953674316,2.940000057220459,2.819999933242798,2.930000066757202,4700
-2025-02-12,2.9100000858306885,2.9100000858306885,2.8499999046325684,2.8499999046325684,2900
-2025-02-13,2.940000057220459,2.940000057220459,2.809999942779541,2.809999942779541,2500
-2025-02-14,2.9200000762939453,2.940000057220459,2.880000114440918,2.940000057220459,3000
-2025-02-17,2.880000114440918,2.9200000762939453,2.8499999046325684,2.8499999046325684,1600
-2025-02-18,2.9200000762939453,2.9200000762939453,2.8499999046325684,2.8499999046325684,1300
-2025-02-19,2.859999895095825,2.9100000858306885,2.859999895095825,2.869999885559082,7900
-2025-02-20,2.869999885559082,2.9200000762939453,2.869999885559082,2.869999885559082,2300
-2025-02-21,2.869999885559082,2.930000066757202,2.869999885559082,2.869999885559082,3300
-2025-02-24,2.9000000953674316,2.940000057220459,2.9000000953674316,2.940000057220459,200
-2025-02-25,2.940000057220459,2.940000057220459,2.9000000953674316,2.9000000953674316,500
-2025-02-26,2.9200000762939453,2.9200000762939453,2.869999885559082,2.869999885559082,3100
-2025-02-27,2.890000104904175,2.890000104904175,2.859999895095825,2.869999885559082,1100
-2025-02-28,2.9000000953674316,2.9100000858306885,2.869999885559082,2.9100000858306885,1700
-2025-03-05,2.869999885559082,2.9200000762939453,2.859999895095825,2.869999885559082,2800
-2025-03-06,2.9000000953674316,3.0199999809265137,2.869999885559082,2.869999885559082,12200
-2025-03-07,2.890000104904175,3.0199999809265137,2.869999885559082,3.0199999809265137,1500
-2025-03-10,2.8499999046325684,2.869999885559082,2.8499999046325684,2.869999885559082,3700
-2025-03-11,2.9100000858306885,2.9100000858306885,2.859999895095825,2.869999885559082,12200
-2025-03-12,2.859999895095825,2.890000104904175,2.8499999046325684,2.859999895095825,700
-2025-03-13,2.869999885559082,2.930000066757202,2.869999885559082,2.930000066757202,400
-2025-03-14,2.880000114440918,2.9100000858306885,2.869999885559082,2.869999885559082,1500
-2025-03-17,2.9200000762939453,2.930000066757202,2.869999885559082,2.880000114440918,1100
-2025-03-18,2.9200000762939453,2.940000057220459,2.859999895095825,2.869999885559082,6000
-2025-03-19,2.880000114440918,2.940000057220459,2.869999885559082,2.940000057220459,19200
-2025-03-20,2.869999885559082,2.9100000858306885,2.869999885559082,2.9100000858306885,500
-2025-03-21,2.869999885559082,2.9000000953674316,2.869999885559082,2.880000114440918,3500
-2025-03-24,2.880000114440918,2.880000114440918,2.859999895095825,2.869999885559082,4800
-2025-03-25,2.930000066757202,2.930000066757202,2.859999895095825,2.880000114440918,7300
-2025-03-26,2.869999885559082,2.930000066757202,2.869999885559082,2.930000066757202,1000
-2025-03-27,2.9100000858306885,2.9100000858306885,2.869999885559082,2.880000114440918,1000
-2025-03-28,2.9100000858306885,2.9100000858306885,2.880000114440918,2.880000114440918,1100
-2025-03-31,2.869999885559082,2.9000000953674316,2.869999885559082,2.880000114440918,7300
-2025-04-01,2.869999885559082,2.880000114440918,2.869999885559082,2.869999885559082,3900
-2025-04-02,2.8299999237060547,2.859999895095825,2.8299999237060547,2.859999895095825,16100
-2025-04-03,2.869999885559082,2.869999885559082,2.869999885559082,2.869999885559082,300
-2025-04-04,2.7799999713897705,2.890000104904175,2.700000047683716,2.890000104904175,5400
-2025-04-07,2.75,2.7799999713897705,2.690000057220459,2.690000057220459,1000
-2025-04-08,2.700000047683716,2.859999895095825,2.690000057220459,2.690000057220459,5000
-2025-04-09,2.7100000381469727,2.8399999141693115,2.7100000381469727,2.8399999141693115,1300
-2025-04-10,2.75,2.9000000953674316,2.700000047683716,2.7200000286102295,15700
-2025-04-11,2.75,2.75,2.75,2.75,0
diff --git a/factor-investing/dados_acoes/RSID3.csv b/factor-investing/dados_acoes/RSID3.csv
deleted file mode 100644
index 5f90cab..0000000
--- a/factor-investing/dados_acoes/RSID3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RSID3.SA,RSID3.SA,RSID3.SA,RSID3.SA,RSID3.SA
-Date,,,,,
-2024-04-11,4.139999866485596,4.139999866485596,3.9600000381469727,4.099999904632568,41300
-2024-04-12,4.0,4.139999866485596,3.7699999809265137,4.079999923706055,31500
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-2024-04-19,5.289999961853027,5.289999961853027,4.440000057220459,4.440000057220459,283300
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-2024-04-23,5.269999980926514,5.289999961853027,5.039999961853027,5.159999847412109,32300
-2024-04-24,5.320000171661377,5.349999904632568,5.199999809265137,5.300000190734863,37400
-2024-04-25,5.340000152587891,5.340000152587891,5.019999980926514,5.309999942779541,85300
-2024-04-26,5.260000228881836,5.349999904632568,5.130000114440918,5.349999904632568,27300
-2024-04-29,5.21999979019165,5.300000190734863,5.179999828338623,5.289999961853027,11100
-2024-04-30,5.329999923706055,5.400000095367432,5.010000228881836,5.210000038146973,299700
-2024-05-02,5.480000019073486,5.5,5.260000228881836,5.329999923706055,24400
-2024-05-03,5.699999809265137,5.829999923706055,5.340000152587891,5.619999885559082,82700
-2024-05-06,5.840000152587891,5.989999771118164,5.409999847412109,5.650000095367432,53400
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-2024-05-08,5.880000114440918,5.96999979019165,5.699999809265137,5.699999809265137,86800
-2024-05-09,5.860000133514404,6.179999828338623,5.760000228881836,5.960000038146973,37600
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-2024-05-13,6.070000171661377,6.150000095367432,5.840000152587891,6.0,142400
-2024-05-14,6.099999904632568,6.289999961853027,5.929999828338623,5.949999809265137,107700
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-2024-05-17,5.28000020980835,5.400000095367432,5.239999771118164,5.239999771118164,65000
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-2024-05-21,5.25,5.289999961853027,5.139999866485596,5.170000076293945,66300
-2024-05-22,5.199999809265137,5.320000171661377,5.199999809265137,5.230000019073486,30200
-2024-05-23,5.199999809265137,5.400000095367432,5.119999885559082,5.199999809265137,113700
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-2024-06-07,5.25,5.630000114440918,5.139999866485596,5.550000190734863,70200
-2024-06-10,5.090000152587891,5.309999942779541,4.800000190734863,5.28000020980835,188900
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-2024-06-14,5.190000057220459,5.269999980926514,4.869999885559082,4.869999885559082,76700
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-2024-06-18,4.960000038146973,4.960000038146973,4.829999923706055,4.909999847412109,6700
-2024-06-19,4.96999979019165,5.039999961853027,4.860000133514404,5.0,19600
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-2024-07-01,5.190000057220459,5.400000095367432,5.119999885559082,5.400000095367432,14800
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-2024-07-03,5.25,5.25,5.050000190734863,5.099999904632568,9100
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-2024-07-08,5.400000095367432,5.440000057220459,5.320000171661377,5.320000171661377,11700
-2024-07-09,5.019999980926514,5.389999866485596,4.900000095367432,5.329999923706055,61200
-2024-07-10,5.050000190734863,5.090000152587891,4.880000114440918,5.050000190734863,39100
-2024-07-11,5.079999923706055,5.139999866485596,4.880000114440918,5.070000171661377,76000
-2024-07-12,5.039999961853027,5.070000171661377,4.960000038146973,5.0,19900
-2024-07-15,4.949999809265137,5.039999961853027,4.940000057220459,5.039999961853027,23600
-2024-07-16,4.599999904632568,5.019999980926514,4.599999904632568,4.96999979019165,76600
-2024-07-17,4.550000190734863,4.599999904632568,4.309999942779541,4.519999980926514,40100
-2024-07-18,4.5,4.539999961853027,4.429999828338623,4.449999809265137,3900
-2024-07-19,4.449999809265137,4.460000038146973,4.349999904632568,4.420000076293945,10800
-2024-07-22,4.400000095367432,4.53000020980835,4.400000095367432,4.449999809265137,24300
-2024-07-23,4.369999885559082,4.610000133514404,4.329999923706055,4.449999809265137,10500
-2024-07-24,4.400000095367432,4.440000057220459,4.320000171661377,4.320000171661377,4700
-2024-07-25,4.289999961853027,4.429999828338623,4.190000057220459,4.409999847412109,48400
-2024-07-26,4.099999904632568,4.25,3.609999895095825,4.210000038146973,1805100
-2024-07-29,4.099999904632568,4.159999847412109,4.050000190734863,4.059999942779541,21000
-2024-07-30,4.039999961853027,4.130000114440918,4.039999961853027,4.130000114440918,4300
-2024-07-31,4.039999961853027,4.050000190734863,4.010000228881836,4.039999961853027,6200
-2024-08-01,4.039999961853027,4.050000190734863,3.700000047683716,3.9700000286102295,20000
-2024-08-02,3.809999942779541,4.050000190734863,3.809999942779541,4.039999961853027,988900
-2024-08-05,3.859999895095825,3.859999895095825,3.7100000381469727,3.809999942779541,24300
-2024-08-06,3.7300000190734863,3.950000047683716,3.630000114440918,3.950000047683716,31800
-2024-08-07,3.7100000381469727,3.75,3.6500000953674316,3.75,13200
-2024-08-08,3.5399999618530273,3.9000000953674316,3.5399999618530273,3.7799999713897705,47300
-2024-08-09,3.630000114440918,3.630000114440918,3.4000000953674316,3.5,1040000
-2024-08-12,3.880000114440918,3.880000114440918,3.5799999237060547,3.630000114440918,30900
-2024-08-13,3.75,3.990000009536743,3.6700000762939453,3.950000047683716,103700
-2024-08-14,3.680000066757202,3.7899999618530273,3.609999895095825,3.75,33700
-2024-08-15,3.640000104904175,3.6500000953674316,3.5399999618530273,3.6500000953674316,23400
-2024-08-16,3.890000104904175,3.930000066757202,3.5,3.5899999141693115,127800
-2024-08-19,3.940000057220459,3.9800000190734863,3.759999990463257,3.9000000953674316,73700
-2024-08-20,3.990000009536743,3.990000009536743,3.799999952316284,3.990000009536743,55300
-2024-08-21,4.0,4.150000095367432,3.869999885559082,3.990000009536743,54700
-2024-08-22,3.940000057220459,4.130000114440918,3.6500000953674316,4.0,111400
-2024-08-23,4.0,4.110000133514404,3.819999933242798,3.9600000381469727,139600
-2024-08-26,3.950000047683716,4.059999942779541,3.859999895095825,3.990000009536743,16600
-2024-08-27,3.950000047683716,4.039999961853027,3.8399999141693115,3.869999885559082,29300
-2024-08-28,3.9000000953674316,3.9200000762939453,3.8499999046325684,3.869999885559082,7700
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-2024-09-02,3.6500000953674316,3.869999885559082,3.6500000953674316,3.8299999237060547,51500
-2024-09-03,3.640000104904175,3.740000009536743,3.630000114440918,3.640000104904175,4100
-2024-09-04,3.75,3.75,3.6600000858306885,3.6600000858306885,7100
-2024-09-05,3.799999952316284,3.8399999141693115,3.7300000190734863,3.75,11800
-2024-09-06,3.819999933242798,3.819999933242798,3.75,3.75,2400
-2024-09-09,3.8499999046325684,3.8499999046325684,3.75,3.75,3900
-2024-09-10,3.950000047683716,3.990000009536743,3.8499999046325684,3.8499999046325684,6700
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-2024-12-10,2.680000066757202,2.859999895095825,2.6500000953674316,2.7899999618530273,32900
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-2024-12-18,2.5,2.549999952316284,2.440000057220459,2.5399999618530273,6800
-2024-12-19,2.5,2.609999895095825,2.430000066757202,2.509999990463257,66300
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-2024-12-30,2.799999952316284,2.9800000190734863,2.4600000381469727,2.4800000190734863,115600
-2025-01-02,2.9000000953674316,2.9200000762939453,2.509999990463257,2.740000009536743,122600
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diff --git a/factor-investing/dados_acoes/RSUL4.csv b/factor-investing/dados_acoes/RSUL4.csv
deleted file mode 100644
index 849252d..0000000
--- a/factor-investing/dados_acoes/RSUL4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,RSUL4.SA,RSUL4.SA,RSUL4.SA,RSUL4.SA,RSUL4.SA
-Date,,,,,
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-2024-04-30,78.08999633789062,79.9800033569336,78.05000305175781,79.29000091552734,1500
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diff --git a/factor-investing/dados_acoes/SANB11.csv b/factor-investing/dados_acoes/SANB11.csv
deleted file mode 100644
index 252a8bd..0000000
--- a/factor-investing/dados_acoes/SANB11.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/SANB3.csv b/factor-investing/dados_acoes/SANB3.csv
deleted file mode 100644
index b4c26c5..0000000
--- a/factor-investing/dados_acoes/SANB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/SANB4.csv b/factor-investing/dados_acoes/SANB4.csv
deleted file mode 100644
index f82bea6..0000000
--- a/factor-investing/dados_acoes/SANB4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SANB4.SA,SANB4.SA,SANB4.SA,SANB4.SA,SANB4.SA
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diff --git a/factor-investing/dados_acoes/SAPR11.csv b/factor-investing/dados_acoes/SAPR11.csv
deleted file mode 100644
index 0ed4d82..0000000
--- a/factor-investing/dados_acoes/SAPR11.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SAPR11.SA,SAPR11.SA,SAPR11.SA,SAPR11.SA,SAPR11.SA
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diff --git a/factor-investing/dados_acoes/SAPR3.csv b/factor-investing/dados_acoes/SAPR3.csv
deleted file mode 100644
index c46e5fa..0000000
--- a/factor-investing/dados_acoes/SAPR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SAPR3.SA,SAPR3.SA,SAPR3.SA,SAPR3.SA,SAPR3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/SAPR4.csv b/factor-investing/dados_acoes/SAPR4.csv
deleted file mode 100644
index a02aad9..0000000
--- a/factor-investing/dados_acoes/SAPR4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SAPR4.SA,SAPR4.SA,SAPR4.SA,SAPR4.SA,SAPR4.SA
-Date,,,,,
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-2024-12-09,5.709468841552734,6.0396078750655615,5.709468841552734,6.000767988769935,1859300
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diff --git a/factor-investing/dados_acoes/SBFG3.csv b/factor-investing/dados_acoes/SBFG3.csv
deleted file mode 100644
index efe5237..0000000
--- a/factor-investing/dados_acoes/SBFG3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SBFG3.SA,SBFG3.SA,SBFG3.SA,SBFG3.SA,SBFG3.SA
-Date,,,,,
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-2025-04-10,11.039999961853027,11.670000076293945,10.960000038146973,11.600000381469727,1492000
-2025-04-11,11.489999771118164,11.600000381469727,11.039999961853027,11.09000015258789,1208600
diff --git a/factor-investing/dados_acoes/SBSP3.csv b/factor-investing/dados_acoes/SBSP3.csv
deleted file mode 100644
index e68b531..0000000
--- a/factor-investing/dados_acoes/SBSP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SBSP3.SA,SBSP3.SA,SBSP3.SA,SBSP3.SA,SBSP3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/SCAR3.csv b/factor-investing/dados_acoes/SCAR3.csv
deleted file mode 100644
index 7eb1b2e..0000000
--- a/factor-investing/dados_acoes/SCAR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-04-09,16.59000015258789,16.75,16.34000015258789,16.450000762939453,106300
-2025-04-10,16.40999984741211,16.649999618530273,16.399999618530273,16.459999084472656,50600
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diff --git a/factor-investing/dados_acoes/SEER3.csv b/factor-investing/dados_acoes/SEER3.csv
deleted file mode 100644
index 76694b7..0000000
--- a/factor-investing/dados_acoes/SEER3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SEER3.SA,SEER3.SA,SEER3.SA,SEER3.SA,SEER3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/SEQL3.csv b/factor-investing/dados_acoes/SEQL3.csv
deleted file mode 100644
index 31e325b..0000000
--- a/factor-investing/dados_acoes/SEQL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SEQL3.SA,SEQL3.SA,SEQL3.SA,SEQL3.SA,SEQL3.SA
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diff --git a/factor-investing/dados_acoes/SGPS3.csv b/factor-investing/dados_acoes/SGPS3.csv
deleted file mode 100644
index 4f53dc2..0000000
--- a/factor-investing/dados_acoes/SGPS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SGPS3.SA,SGPS3.SA,SGPS3.SA,SGPS3.SA,SGPS3.SA
-Date,,,,,
-2024-04-11,3.950000047683716,4.050000190734863,3.9000000953674316,3.950000047683716,19120
-2024-04-12,3.8499999046325684,4.0,3.75,3.9000000953674316,81100
-2024-04-15,3.799999952316284,3.8499999046325684,3.75,3.8499999046325684,21600
-2024-04-16,3.799999952316284,3.8499999046325684,3.75,3.799999952316284,26900
-2024-04-17,3.75,3.9000000953674316,3.75,3.799999952316284,27840
-2024-04-18,3.75,3.799999952316284,3.75,3.75,12660
-2024-04-19,3.75,3.799999952316284,3.700000047683716,3.799999952316284,23220
-2024-04-22,3.8499999046325684,3.950000047683716,3.75,3.75,68940
-2024-04-23,4.099999904632568,4.25,3.8499999046325684,3.9000000953674316,83640
-2024-04-24,4.0,4.150000095367432,3.9000000953674316,4.050000190734863,35680
-2024-04-25,3.950000047683716,4.050000190734863,3.8499999046325684,4.0,28660
-2024-04-26,3.950000047683716,4.050000190734863,3.8499999046325684,3.9000000953674316,60380
-2024-04-29,4.0,4.050000190734863,3.9000000953674316,3.950000047683716,58340
-2024-04-30,3.9000000953674316,4.050000190734863,3.8499999046325684,4.050000190734863,25020
-2024-05-02,3.8499999046325684,4.0,3.8499999046325684,3.9000000953674316,104260
-2024-05-03,3.799999952316284,3.9000000953674316,3.75,3.8499999046325684,108220
-2024-05-06,3.75,3.8499999046325684,3.700000047683716,3.8499999046325684,66940
-2024-05-07,3.700000047683716,3.75,3.5999999046325684,3.75,64960
-2024-05-08,3.5999999046325684,3.799999952316284,3.5999999046325684,3.700000047683716,25380
-2024-05-09,3.5999999046325684,3.700000047683716,3.549999952316284,3.5999999046325684,53700
-2024-05-10,3.549999952316284,3.549999952316284,3.450000047683716,3.5,44100
-2024-05-13,3.299999952316284,3.549999952316284,3.200000047683716,3.5,133940
-2024-05-14,3.200000047683716,3.299999952316284,3.0999999046325684,3.299999952316284,80320
-2024-05-15,3.0999999046325684,3.200000047683716,2.950000047683716,3.200000047683716,75620
-2024-05-16,3.049999952316284,3.0999999046325684,3.0,3.0999999046325684,10540
-2024-05-17,3.0999999046325684,3.0999999046325684,2.950000047683716,3.049999952316284,30560
-2024-05-20,3.0999999046325684,3.0999999046325684,3.049999952316284,3.0999999046325684,8200
-2024-05-21,3.0,3.0999999046325684,2.9000000953674316,3.0999999046325684,91620
-2024-05-22,2.799999952316284,2.950000047683716,2.75,2.950000047683716,101640
-2024-05-23,2.5999999046325684,2.8499999046325684,2.549999952316284,2.799999952316284,126620
-2024-05-24,2.700000047683716,2.700000047683716,2.5999999046325684,2.6500000953674316,35060
-2024-05-27,2.6500000953674316,2.700000047683716,2.549999952316284,2.6500000953674316,38180
-2024-05-28,2.3499999046325684,2.6500000953674316,2.299999952316284,2.6500000953674316,203280
-2024-05-29,2.3499999046325684,2.450000047683716,2.299999952316284,2.3499999046325684,91320
-2024-05-31,2.299999952316284,2.3499999046325684,2.200000047683716,2.299999952316284,63900
-2024-06-03,2.200000047683716,2.299999952316284,2.200000047683716,2.299999952316284,71560
-2024-06-04,2.200000047683716,2.25,2.0999999046325684,2.25,34460
-2024-06-05,2.200000047683716,2.200000047683716,2.0999999046325684,2.1500000953674316,93080
-2024-06-06,1.899999976158142,2.200000047683716,1.899999976158142,2.1500000953674316,235140
-2024-06-07,1.9500000476837158,1.9500000476837158,1.9500000476837158,1.9500000476837158,40580
-2024-06-10,1.899999976158142,1.899999976158142,1.899999976158142,1.899999976158142,19680
-2024-06-11,1.850000023841858,1.850000023841858,1.850000023841858,1.850000023841858,15660
-2024-06-12,1.7999999523162842,1.7999999523162842,1.7999999523162842,1.7999999523162842,20660
-2024-06-13,1.7999999523162842,1.7999999523162842,1.7999999523162842,1.7999999523162842,18900
-2024-06-14,1.7999999523162842,1.7999999523162842,1.7999999523162842,1.7999999523162842,6780
-2024-06-17,1.75,1.75,1.75,1.75,4060
-2024-06-18,1.9500000476837158,1.9500000476837158,1.9500000476837158,1.9500000476837158,23040
-2024-06-19,1.9500000476837158,1.9500000476837158,1.9500000476837158,1.9500000476837158,7120
-2024-06-20,1.899999976158142,1.899999976158142,1.899999976158142,1.899999976158142,4140
-2024-06-21,1.7999999523162842,1.7999999523162842,1.7999999523162842,1.7999999523162842,2620
-2024-06-24,1.7999999523162842,1.7999999523162842,1.7999999523162842,1.7999999523162842,8780
-2024-06-25,1.850000023841858,1.850000023841858,1.850000023841858,1.850000023841858,2680
-2024-06-26,1.850000023841858,1.850000023841858,1.850000023841858,1.850000023841858,3380
-2024-06-27,1.850000023841858,1.850000023841858,1.850000023841858,1.850000023841858,4280
-2024-06-28,1.850000023841858,1.850000023841858,1.850000023841858,1.850000023841858,7300
-2024-07-01,1.850000023841858,1.850000023841858,1.850000023841858,1.850000023841858,5900
-2024-07-02,1.5099999904632568,1.5099999904632568,1.5099999904632568,1.5099999904632568,12600
-2024-07-03,1.5199999809265137,1.5199999809265137,1.5199999809265137,1.5199999809265137,29500
-2024-07-04,1.4800000190734863,1.4800000190734863,1.4800000190734863,1.4800000190734863,20000
-2024-07-05,1.4900000095367432,1.4900000095367432,1.4900000095367432,1.4900000095367432,6800
-2024-07-08,1.7799999713897705,1.7799999713897705,1.7799999713897705,1.7799999713897705,11600
-2024-07-09,2.0,2.0,2.0,2.0,13700
-2024-07-10,1.9800000190734863,1.9800000190734863,1.9800000190734863,1.9800000190734863,31700
-2024-07-11,1.9700000286102295,1.9700000286102295,1.9700000286102295,1.9700000286102295,19900
-2024-07-12,1.9800000190734863,1.9800000190734863,1.9800000190734863,1.9800000190734863,33700
-2024-07-15,2.009999990463257,2.009999990463257,2.009999990463257,2.009999990463257,25700
-2024-07-16,2.2799999713897705,2.2799999713897705,2.2799999713897705,2.2799999713897705,59700
-2024-07-17,2.2799999713897705,2.2799999713897705,2.2799999713897705,2.2799999713897705,9800
-2024-07-18,2.3299999237060547,2.3299999237060547,2.3299999237060547,2.3299999237060547,19300
-2024-07-19,2.3399999141693115,2.3399999141693115,2.3399999141693115,2.3399999141693115,7900
-2024-07-22,2.299999952316284,2.299999952316284,2.299999952316284,2.299999952316284,9200
-2024-07-23,2.2799999713897705,2.2799999713897705,2.2799999713897705,2.2799999713897705,11200
-2024-07-24,2.2300000190734863,2.2300000190734863,2.2300000190734863,2.2300000190734863,1600
-2024-07-25,2.1600000858306885,2.1600000858306885,2.1600000858306885,2.1600000858306885,13200
-2024-07-26,2.299999952316284,2.299999952316284,2.299999952316284,2.299999952316284,19300
-2024-07-29,2.2300000190734863,2.2300000190734863,2.2300000190734863,2.2300000190734863,15400
-2024-07-30,2.200000047683716,2.200000047683716,2.200000047683716,2.200000047683716,3600
-2024-07-31,2.0999999046325684,2.0999999046325684,2.0999999046325684,2.0999999046325684,7000
-2024-08-01,2.0,2.0,2.0,2.0,23600
-2024-08-02,1.9600000381469727,1.9600000381469727,1.9600000381469727,1.9600000381469727,1800
-2024-08-05,2.2300000190734863,2.2300000190734863,2.2300000190734863,2.2300000190734863,200
-2024-08-06,1.899999976158142,1.899999976158142,1.899999976158142,1.899999976158142,3100
-2024-08-07,2.0,2.0,2.0,2.0,2400
-2024-08-08,1.9500000476837158,1.9500000476837158,1.9500000476837158,1.9500000476837158,7100
-2024-08-09,1.8799999952316284,1.8799999952316284,1.8799999952316284,1.8799999952316284,31300
-2024-08-12,1.8200000524520874,1.8200000524520874,1.8200000524520874,1.8200000524520874,10300
-2024-08-13,1.7999999523162842,1.7999999523162842,1.7999999523162842,1.7999999523162842,9400
-2024-08-14,1.75,1.75,1.75,1.75,10500
-2024-08-15,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,19800
-2024-08-16,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
-2024-08-19,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
-2024-08-20,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
-2024-08-21,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
-2024-08-22,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
-2024-08-23,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
-2024-08-26,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
-2024-08-27,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
-2024-08-28,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
-2024-08-29,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
-2024-08-30,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
-2024-09-02,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
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-2024-09-16,1.6399999856948853,1.6399999856948853,1.6399999856948853,1.6399999856948853,0
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diff --git a/factor-investing/dados_acoes/SHOW3.csv b/factor-investing/dados_acoes/SHOW3.csv
deleted file mode 100644
index 52609f0..0000000
--- a/factor-investing/dados_acoes/SHOW3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SHOW3.SA,SHOW3.SA,SHOW3.SA,SHOW3.SA,SHOW3.SA
-Date,,,,,
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-2024-07-05,1.649999976158142,1.6799999475479126,1.5199999809265137,1.590000033378601,168000
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-2024-07-09,1.7400000095367432,1.7400000095367432,1.659999966621399,1.690000057220459,75000
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diff --git a/factor-investing/dados_acoes/SHUL4.csv b/factor-investing/dados_acoes/SHUL4.csv
deleted file mode 100644
index 53c6695..0000000
--- a/factor-investing/dados_acoes/SHUL4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SHUL4.SA,SHUL4.SA,SHUL4.SA,SHUL4.SA,SHUL4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/SIMH3.csv b/factor-investing/dados_acoes/SIMH3.csv
deleted file mode 100644
index bf309cc..0000000
--- a/factor-investing/dados_acoes/SIMH3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/SLCE3.csv b/factor-investing/dados_acoes/SLCE3.csv
deleted file mode 100644
index 1e75b34..0000000
--- a/factor-investing/dados_acoes/SLCE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SLCE3.SA,SLCE3.SA,SLCE3.SA,SLCE3.SA,SLCE3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/SLED3.csv b/factor-investing/dados_acoes/SLED3.csv
deleted file mode 100644
index e63eec2..0000000
--- a/factor-investing/dados_acoes/SLED3.csv
+++ /dev/null
@@ -1,85 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SLED3.SA,SLED3.SA,SLED3.SA,SLED3.SA,SLED3.SA
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diff --git a/factor-investing/dados_acoes/SLED4.csv b/factor-investing/dados_acoes/SLED4.csv
deleted file mode 100644
index c82001c..0000000
--- a/factor-investing/dados_acoes/SLED4.csv
+++ /dev/null
@@ -1,85 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SLED4.SA,SLED4.SA,SLED4.SA,SLED4.SA,SLED4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/SMFT3.csv b/factor-investing/dados_acoes/SMFT3.csv
deleted file mode 100644
index f63fdc1..0000000
--- a/factor-investing/dados_acoes/SMFT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SMFT3.SA,SMFT3.SA,SMFT3.SA,SMFT3.SA,SMFT3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/SMTO3.csv b/factor-investing/dados_acoes/SMTO3.csv
deleted file mode 100644
index e0aeccc..0000000
--- a/factor-investing/dados_acoes/SMTO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/SNSY5.csv b/factor-investing/dados_acoes/SNSY5.csv
deleted file mode 100644
index b8e301d..0000000
--- a/factor-investing/dados_acoes/SNSY5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SNSY5.SA,SNSY5.SA,SNSY5.SA,SNSY5.SA,SNSY5.SA
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diff --git a/factor-investing/dados_acoes/SOJA3.csv b/factor-investing/dados_acoes/SOJA3.csv
deleted file mode 100644
index ec19856..0000000
--- a/factor-investing/dados_acoes/SOJA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/SOND3.csv b/factor-investing/dados_acoes/SOND3.csv
deleted file mode 100644
index 27e4f32..0000000
--- a/factor-investing/dados_acoes/SOND3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/SOND5.csv b/factor-investing/dados_acoes/SOND5.csv
deleted file mode 100644
index 0df702e..0000000
--- a/factor-investing/dados_acoes/SOND5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SOND5.SA,SOND5.SA,SOND5.SA,SOND5.SA,SOND5.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/SOND6.csv b/factor-investing/dados_acoes/SOND6.csv
deleted file mode 100644
index b8130c8..0000000
--- a/factor-investing/dados_acoes/SOND6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SOND6.SA,SOND6.SA,SOND6.SA,SOND6.SA,SOND6.SA
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diff --git a/factor-investing/dados_acoes/SRNA3.csv b/factor-investing/dados_acoes/SRNA3.csv
deleted file mode 100644
index 7e331bd..0000000
--- a/factor-investing/dados_acoes/SRNA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,SRNA3.SA,SRNA3.SA,SRNA3.SA,SRNA3.SA,SRNA3.SA
-Date,,,,,
-2024-04-11,8.930000305175781,9.260000228881836,8.850000381469727,9.15999984741211,3072700
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diff --git a/factor-investing/dados_acoes/STBP3.csv b/factor-investing/dados_acoes/STBP3.csv
deleted file mode 100644
index d62bda0..0000000
--- a/factor-investing/dados_acoes/STBP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,STBP3.SA,STBP3.SA,STBP3.SA,STBP3.SA,STBP3.SA
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diff --git a/factor-investing/dados_acoes/SUZB3.csv b/factor-investing/dados_acoes/SUZB3.csv
deleted file mode 100644
index cbfd12c..0000000
--- a/factor-investing/dados_acoes/SUZB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/SYNE3.csv b/factor-investing/dados_acoes/SYNE3.csv
deleted file mode 100644
index 1a5ee94..0000000
--- a/factor-investing/dados_acoes/SYNE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/TAEE11.csv b/factor-investing/dados_acoes/TAEE11.csv
deleted file mode 100644
index 3b60062..0000000
--- a/factor-investing/dados_acoes/TAEE11.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TAEE11.SA,TAEE11.SA,TAEE11.SA,TAEE11.SA,TAEE11.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/TAEE3.csv b/factor-investing/dados_acoes/TAEE3.csv
deleted file mode 100644
index 4fbd3a6..0000000
--- a/factor-investing/dados_acoes/TAEE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TAEE3.SA,TAEE3.SA,TAEE3.SA,TAEE3.SA,TAEE3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/TAEE4.csv b/factor-investing/dados_acoes/TAEE4.csv
deleted file mode 100644
index d387acd..0000000
--- a/factor-investing/dados_acoes/TAEE4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TAEE4.SA,TAEE4.SA,TAEE4.SA,TAEE4.SA,TAEE4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/TASA3.csv b/factor-investing/dados_acoes/TASA3.csv
deleted file mode 100644
index cb840ae..0000000
--- a/factor-investing/dados_acoes/TASA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TASA3.SA,TASA3.SA,TASA3.SA,TASA3.SA,TASA3.SA
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diff --git a/factor-investing/dados_acoes/TASA4.csv b/factor-investing/dados_acoes/TASA4.csv
deleted file mode 100644
index e9da610..0000000
--- a/factor-investing/dados_acoes/TASA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TASA4.SA,TASA4.SA,TASA4.SA,TASA4.SA,TASA4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/TCSA3.csv b/factor-investing/dados_acoes/TCSA3.csv
deleted file mode 100644
index 63854a1..0000000
--- a/factor-investing/dados_acoes/TCSA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TCSA3.SA,TCSA3.SA,TCSA3.SA,TCSA3.SA,TCSA3.SA
-Date,,,,,
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-2025-03-13,1.350000023841858,1.3799999952316284,1.340000033378601,1.350000023841858,30400
-2025-03-14,1.440000057220459,1.440000057220459,1.3600000143051147,1.3600000143051147,39100
-2025-03-17,1.440000057220459,1.4600000381469727,1.3799999952316284,1.4500000476837158,69000
-2025-03-18,1.4299999475479126,1.4500000476837158,1.399999976158142,1.440000057220459,23500
-2025-03-19,1.409999966621399,1.4600000381469727,1.399999976158142,1.4500000476837158,25600
-2025-03-20,1.4199999570846558,1.4299999475479126,1.3899999856948853,1.399999976158142,34000
-2025-03-21,1.4299999475479126,1.4700000286102295,1.3700000047683716,1.4199999570846558,91200
-2025-03-24,1.4500000476837158,1.4800000190734863,1.4299999475479126,1.4800000190734863,35000
-2025-03-25,1.4500000476837158,1.4900000095367432,1.4299999475479126,1.4500000476837158,55800
-2025-03-26,1.5099999904632568,1.5099999904632568,1.4500000476837158,1.4600000381469727,100100
-2025-03-27,1.4900000095367432,1.5099999904632568,1.440000057220459,1.5,232200
-2025-03-28,1.4600000381469727,1.4900000095367432,1.440000057220459,1.4700000286102295,32300
-2025-03-31,1.4800000190734863,1.5499999523162842,1.440000057220459,1.4500000476837158,72900
-2025-04-01,1.4700000286102295,1.5199999809265137,1.4700000286102295,1.4800000190734863,40300
-2025-04-02,1.5,1.5700000524520874,1.4800000190734863,1.5,181400
-2025-04-03,1.5299999713897705,1.590000033378601,1.4299999475479126,1.5299999713897705,376700
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-2025-04-07,1.4500000476837158,1.5800000429153442,1.4299999475479126,1.5800000429153442,128600
-2025-04-08,1.399999976158142,1.5,1.3600000143051147,1.4900000095367432,218700
-2025-04-09,1.399999976158142,1.4500000476837158,1.3799999952316284,1.399999976158142,47100
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diff --git a/factor-investing/dados_acoes/TECN3.csv b/factor-investing/dados_acoes/TECN3.csv
deleted file mode 100644
index ac53a4a..0000000
--- a/factor-investing/dados_acoes/TECN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TECN3.SA,TECN3.SA,TECN3.SA,TECN3.SA,TECN3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/TEKA3.csv b/factor-investing/dados_acoes/TEKA3.csv
deleted file mode 100644
index 5b826a8..0000000
--- a/factor-investing/dados_acoes/TEKA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/TEKA4.csv b/factor-investing/dados_acoes/TEKA4.csv
deleted file mode 100644
index 5dad920..0000000
--- a/factor-investing/dados_acoes/TEKA4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/TELB3.csv b/factor-investing/dados_acoes/TELB3.csv
deleted file mode 100644
index 1b7cbc0..0000000
--- a/factor-investing/dados_acoes/TELB3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/TELB4.csv b/factor-investing/dados_acoes/TELB4.csv
deleted file mode 100644
index a3fa53f..0000000
--- a/factor-investing/dados_acoes/TELB4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TELB4.SA,TELB4.SA,TELB4.SA,TELB4.SA,TELB4.SA
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diff --git a/factor-investing/dados_acoes/TEND3.csv b/factor-investing/dados_acoes/TEND3.csv
deleted file mode 100644
index 326ff06..0000000
--- a/factor-investing/dados_acoes/TEND3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/TENE5.csv b/factor-investing/dados_acoes/TENE5.csv
deleted file mode 100644
index f3fd23d..0000000
--- a/factor-investing/dados_acoes/TENE5.csv
+++ /dev/null
@@ -1,85 +0,0 @@
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diff --git a/factor-investing/dados_acoes/TFCO4.csv b/factor-investing/dados_acoes/TFCO4.csv
deleted file mode 100644
index 422d8e2..0000000
--- a/factor-investing/dados_acoes/TFCO4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/TGMA3.csv b/factor-investing/dados_acoes/TGMA3.csv
deleted file mode 100644
index d279604..0000000
--- a/factor-investing/dados_acoes/TGMA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/TIMS3.csv b/factor-investing/dados_acoes/TIMS3.csv
deleted file mode 100644
index 7a9d265..0000000
--- a/factor-investing/dados_acoes/TIMS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/TKNO4.csv b/factor-investing/dados_acoes/TKNO4.csv
deleted file mode 100644
index 4d535d4..0000000
--- a/factor-investing/dados_acoes/TKNO4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/TOTS3.csv b/factor-investing/dados_acoes/TOTS3.csv
deleted file mode 100644
index 3f90dd1..0000000
--- a/factor-investing/dados_acoes/TOTS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-03-11,33.36033248901367,33.987706969633315,33.17112600067135,33.96778989736679,9750500
-2025-03-12,33.06158447265625,33.48979203549181,32.92216876360154,33.48979203549181,5021200
-2025-03-13,33.06158447265625,33.20100018171096,32.364502128589535,33.07154110953452,3149100
-2025-03-14,33.33045959472656,33.61924765266741,32.91220866449221,33.36033330446001,6791700
-2025-03-17,33.55950164794922,33.69891736430687,32.543753687466285,33.61924906993486,2679500
-2025-03-18,34.52545166015625,34.82420393614112,33.30058024451445,33.43003931085503,5600100
-2025-03-19,34.84412384033203,35.53124577360998,34.36612167941581,34.85408047757086,3059300
-2025-03-20,34.55533218383789,34.923788544582365,34.236666607173476,34.724621609468784,2715800
-2025-03-21,34.2565803527832,34.67482745697804,34.186872502084064,34.67482745697804,3603900
-2025-03-24,33.44000244140625,34.01758237069221,33.17112765062383,33.77858129039896,3311400
-2025-03-25,33.7400016784668,34.029998779296875,33.20000076293945,33.66999816894531,2215000
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diff --git a/factor-investing/dados_acoes/TPIS3.csv b/factor-investing/dados_acoes/TPIS3.csv
deleted file mode 100644
index d279e0a..0000000
--- a/factor-investing/dados_acoes/TPIS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TPIS3.SA,TPIS3.SA,TPIS3.SA,TPIS3.SA,TPIS3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/TRAD3.csv b/factor-investing/dados_acoes/TRAD3.csv
deleted file mode 100644
index b3b451d..0000000
--- a/factor-investing/dados_acoes/TRAD3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-02-25,5.5,5.5,5.349999904632568,5.360000133514404,9000
-2025-02-26,5.590000152587891,5.599999904632568,5.46999979019165,5.46999979019165,23100
-2025-02-27,5.449999809265137,5.599999904632568,5.449999809265137,5.489999771118164,15300
-2025-02-28,5.199999809265137,5.489999771118164,5.199999809265137,5.489999771118164,24600
-2025-03-05,5.099999904632568,5.28000020980835,5.099999904632568,5.28000020980835,15200
-2025-03-06,5.150000095367432,5.190000057220459,5.079999923706055,5.179999828338623,8500
-2025-03-07,5.130000114440918,5.239999771118164,5.119999885559082,5.119999885559082,19500
-2025-03-10,5.75,5.800000190734863,5.130000114440918,5.130000114440918,94900
-2025-03-11,5.670000076293945,5.75,5.5,5.71999979019165,15500
-2025-03-12,5.670000076293945,5.800000190734863,5.559999942779541,5.71999979019165,33900
-2025-03-13,5.550000190734863,5.800000190734863,5.489999771118164,5.789999961853027,133300
-2025-03-14,5.460000038146973,5.619999885559082,5.460000038146973,5.619999885559082,19500
-2025-03-17,5.619999885559082,5.679999828338623,5.449999809265137,5.460000038146973,24600
-2025-03-18,5.739999771118164,5.760000228881836,5.550000190734863,5.619999885559082,20500
-2025-03-19,5.800000190734863,5.840000152587891,5.699999809265137,5.699999809265137,5000
-2025-03-20,5.570000171661377,5.760000228881836,5.570000171661377,5.760000228881836,25100
-2025-03-21,5.650000095367432,5.78000020980835,5.53000020980835,5.599999904632568,16300
-2025-03-24,5.619999885559082,5.75,4.599999904632568,5.610000133514404,280100
-2025-03-25,5.429999828338623,5.590000152587891,5.329999923706055,5.590000152587891,35200
-2025-03-26,5.369999885559082,5.579999923706055,5.179999828338623,5.400000095367432,24500
-2025-03-27,5.489999771118164,5.590000152587891,5.440000057220459,5.46999979019165,13900
-2025-03-28,6.449999809265137,6.449999809265137,5.449999809265137,5.46999979019165,41300
-2025-03-31,6.309999942779541,6.989999771118164,6.039999961853027,6.400000095367432,138500
-2025-04-01,7.320000171661377,7.440000057220459,6.269999980926514,6.340000152587891,139400
-2025-04-02,7.03000020980835,7.329999923706055,6.949999809265137,7.179999828338623,41400
-2025-04-03,7.420000076293945,7.599999904632568,6.889999866485596,7.0,92400
-2025-04-04,7.5,7.610000133514404,6.889999866485596,7.610000133514404,29100
-2025-04-07,6.949999809265137,7.5,6.949999809265137,7.349999904632568,37800
-2025-04-08,6.679999828338623,7.239999771118164,6.679999828338623,7.239999771118164,13600
-2025-04-09,6.769999980926514,6.820000171661377,6.309999942779541,6.690000057220459,170600
-2025-04-10,6.769999980926514,7.090000152587891,6.539999961853027,7.0,33800
-2025-04-11,7.289999961853027,7.440000057220459,6.519999980926514,6.71999979019165,30300
diff --git a/factor-investing/dados_acoes/TRIS3.csv b/factor-investing/dados_acoes/TRIS3.csv
deleted file mode 100644
index d4c6fd3..0000000
--- a/factor-investing/dados_acoes/TRIS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TRIS3.SA,TRIS3.SA,TRIS3.SA,TRIS3.SA,TRIS3.SA
-Date,,,,,
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-2024-04-16,4.463721752166748,4.463721752166748,4.1093061745811665,4.310461060616851,1018000
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-2024-04-23,4.511615753173828,4.540351903230651,4.329618461386757,4.396670239440795,383300
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-2024-07-03,5.010000228881836,5.090000152587891,4.909999847412109,4.909999847412109,946500
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-2024-07-08,5.070000171661377,5.260000228881836,5.070000171661377,5.199999809265137,461600
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-2024-07-10,5.079999923706055,5.179999828338623,5.079999923706055,5.099999904632568,372300
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-2024-07-30,4.71999979019165,4.889999866485596,4.699999809265137,4.889999866485596,666400
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-2024-10-11,4.929999828338623,4.96999979019165,4.849999904632568,4.920000076293945,214200
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-2024-10-16,5.300000190734863,5.300000190734863,5.059999942779541,5.139999866485596,1076400
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diff --git a/factor-investing/dados_acoes/TTEN3.csv b/factor-investing/dados_acoes/TTEN3.csv
deleted file mode 100644
index 10fdb19..0000000
--- a/factor-investing/dados_acoes/TTEN3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TTEN3.SA,TTEN3.SA,TTEN3.SA,TTEN3.SA,TTEN3.SA
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diff --git a/factor-investing/dados_acoes/TUPY3.csv b/factor-investing/dados_acoes/TUPY3.csv
deleted file mode 100644
index 46f7a5a..0000000
--- a/factor-investing/dados_acoes/TUPY3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TUPY3.SA,TUPY3.SA,TUPY3.SA,TUPY3.SA,TUPY3.SA
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diff --git a/factor-investing/dados_acoes/TXRX3.csv b/factor-investing/dados_acoes/TXRX3.csv
deleted file mode 100644
index 8e64495..0000000
--- a/factor-investing/dados_acoes/TXRX3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/TXRX4.csv b/factor-investing/dados_acoes/TXRX4.csv
deleted file mode 100644
index af11d86..0000000
--- a/factor-investing/dados_acoes/TXRX4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,TXRX4.SA,TXRX4.SA,TXRX4.SA,TXRX4.SA,TXRX4.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/UCAS3.csv b/factor-investing/dados_acoes/UCAS3.csv
deleted file mode 100644
index 78e0bac..0000000
--- a/factor-investing/dados_acoes/UCAS3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,UCAS3.SA,UCAS3.SA,UCAS3.SA,UCAS3.SA,UCAS3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/UGPA3.csv b/factor-investing/dados_acoes/UGPA3.csv
deleted file mode 100644
index e50afe2..0000000
--- a/factor-investing/dados_acoes/UGPA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,UGPA3.SA,UGPA3.SA,UGPA3.SA,UGPA3.SA,UGPA3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/UNIP3.csv b/factor-investing/dados_acoes/UNIP3.csv
deleted file mode 100644
index d14aeee..0000000
--- a/factor-investing/dados_acoes/UNIP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/UNIP5.csv b/factor-investing/dados_acoes/UNIP5.csv
deleted file mode 100644
index d36a62c..0000000
--- a/factor-investing/dados_acoes/UNIP5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/UNIP6.csv b/factor-investing/dados_acoes/UNIP6.csv
deleted file mode 100644
index c36fac5..0000000
--- a/factor-investing/dados_acoes/UNIP6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/USIM3.csv b/factor-investing/dados_acoes/USIM3.csv
deleted file mode 100644
index f85f7f2..0000000
--- a/factor-investing/dados_acoes/USIM3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,USIM3.SA,USIM3.SA,USIM3.SA,USIM3.SA,USIM3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/USIM5.csv b/factor-investing/dados_acoes/USIM5.csv
deleted file mode 100644
index b0874ef..0000000
--- a/factor-investing/dados_acoes/USIM5.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,USIM5.SA,USIM5.SA,USIM5.SA,USIM5.SA,USIM5.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/USIM6.csv b/factor-investing/dados_acoes/USIM6.csv
deleted file mode 100644
index 87698eb..0000000
--- a/factor-investing/dados_acoes/USIM6.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,USIM6.SA,USIM6.SA,USIM6.SA,USIM6.SA,USIM6.SA
-Date,,,,,
-2024-04-11,14.706777572631836,14.706777572631836,14.706777572631836,14.706777572631836,0
-2024-04-12,14.706777572631836,14.706777572631836,14.706777572631836,14.706777572631836,0
-2024-04-15,14.706777572631836,14.706777572631836,14.706777572631836,14.706777572631836,0
-2024-04-16,14.706777572631836,14.706777572631836,14.706777572631836,14.706777572631836,0
-2024-04-17,14.706777572631836,14.706777572631836,14.706777572631836,14.706777572631836,0
-2024-04-18,14.706777572631836,14.706777572631836,14.706777572631836,14.706777572631836,0
-2024-04-19,14.706777572631836,14.706777572631836,14.706777572631836,14.706777572631836,0
-2024-04-22,14.216551780700684,14.216551780700684,14.216551780700684,14.216551780700684,100
-2024-04-23,14.196942329406738,14.216551815208472,14.196942329406738,14.216551815208472,500
-2024-04-24,14.196942329406738,14.196942329406738,14.196942329406738,14.196942329406738,0
-2024-04-25,14.196942329406738,14.196942329406738,14.196942329406738,14.196942329406738,0
-2024-04-26,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-04-29,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-04-30,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-05-02,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-05-03,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-05-06,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-05-07,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-05-08,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-05-09,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-05-10,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-05-13,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-05-14,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-05-15,14.479999542236328,14.479999542236328,14.479999542236328,14.479999542236328,0
-2024-05-16,14.0,14.289999961853027,14.0,14.289999961853027,200
-2024-05-17,14.0,14.0,14.0,14.0,0
-2024-05-20,14.0,14.0,14.0,14.0,0
-2024-05-21,14.0,14.0,14.0,14.0,0
-2024-05-22,14.0,14.0,14.0,14.0,0
-2024-05-23,14.0,14.0,14.0,14.0,0
-2024-05-24,14.0,14.0,14.0,14.0,0
-2024-05-27,14.0,14.0,14.0,14.0,0
-2024-05-28,14.0,14.0,14.0,14.0,0
-2024-05-29,14.0,14.0,14.0,14.0,0
-2024-05-31,14.0,14.0,14.0,14.0,0
-2024-06-03,14.0,14.0,14.0,14.0,0
-2024-06-04,14.0,14.0,14.0,14.0,0
-2024-06-05,14.0,14.0,14.0,14.0,0
-2024-06-06,14.0,14.0,14.0,14.0,0
-2024-06-07,14.0,14.0,14.0,14.0,0
-2024-06-10,14.0,14.0,14.0,14.0,0
-2024-06-11,14.0,14.0,14.0,14.0,0
-2024-06-12,14.0,14.0,14.0,14.0,0
-2024-06-13,14.0,14.0,14.0,14.0,0
-2024-06-14,14.0,14.0,14.0,14.0,0
-2024-06-17,14.0,14.0,14.0,14.0,0
-2024-06-18,14.0,14.0,14.0,14.0,0
-2024-06-19,14.0,14.0,14.0,14.0,0
-2024-06-20,14.0,14.0,14.0,14.0,0
-2024-06-21,14.0,14.0,14.0,14.0,0
-2024-06-24,14.0,14.0,14.0,14.0,0
-2024-06-25,14.0,14.0,14.0,14.0,0
-2024-06-26,14.0,14.0,14.0,14.0,0
-2024-06-27,14.0,14.0,14.0,14.0,0
-2024-06-28,14.0,14.0,14.0,14.0,0
-2024-07-01,14.0,14.0,14.0,14.0,0
-2024-07-02,14.0,14.0,14.0,14.0,0
-2024-07-03,14.0,14.0,14.0,14.0,0
-2024-07-04,14.0,14.0,14.0,14.0,0
-2024-07-05,14.0,14.0,14.0,14.0,0
-2024-07-08,14.0,14.0,14.0,14.0,0
-2024-07-09,14.0,14.0,14.0,14.0,0
-2024-07-10,14.0,14.0,14.0,14.0,0
-2024-07-11,14.0,14.0,14.0,14.0,0
-2024-07-12,14.0,14.0,14.0,14.0,0
-2024-07-15,14.0,14.0,14.0,14.0,0
-2024-07-16,14.0,14.0,14.0,14.0,0
-2024-07-17,14.0,14.0,14.0,14.0,0
-2024-07-18,14.0,14.0,14.0,14.0,0
-2024-07-19,14.0,14.0,14.0,14.0,0
-2024-07-22,14.0,14.0,14.0,14.0,0
-2024-07-23,14.0,14.0,14.0,14.0,0
-2024-07-24,14.0,14.0,14.0,14.0,0
-2024-07-25,14.0,14.0,14.0,14.0,0
-2024-07-26,14.0,14.0,14.0,14.0,0
-2024-07-29,14.0,14.0,14.0,14.0,0
-2024-07-30,14.0,14.0,14.0,14.0,0
-2024-07-31,14.0,14.0,14.0,14.0,0
-2024-08-01,14.0,14.0,14.0,14.0,0
-2024-08-02,14.0,14.0,14.0,14.0,0
-2024-08-05,14.0,14.0,14.0,14.0,0
-2024-08-06,14.0,14.0,14.0,14.0,0
-2024-08-07,14.0,14.0,14.0,14.0,0
-2024-08-08,14.0,14.0,14.0,14.0,0
-2024-08-09,14.0,14.0,14.0,14.0,0
-2024-08-12,14.0,14.0,14.0,14.0,0
-2024-08-13,12.010000228881836,12.010000228881836,12.0,12.0,400
-2024-08-14,12.010000228881836,12.010000228881836,12.010000228881836,12.010000228881836,0
-2024-08-15,12.010000228881836,12.010000228881836,12.010000228881836,12.010000228881836,0
-2024-08-16,12.010000228881836,12.010000228881836,12.010000228881836,12.010000228881836,0
-2024-08-19,12.010000228881836,12.010000228881836,12.010000228881836,12.010000228881836,0
-2024-08-20,9.880000114440918,9.880000114440918,9.880000114440918,9.880000114440918,100
-2024-08-21,9.880000114440918,9.880000114440918,9.880000114440918,9.880000114440918,0
-2024-08-22,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,100
-2024-08-23,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-08-26,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-08-27,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-08-28,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-08-29,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-08-30,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-02,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-03,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,100
-2024-09-04,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-05,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-06,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-09,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-10,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,100
-2024-09-11,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-12,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-13,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-16,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-17,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-18,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-19,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-20,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-23,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-24,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-25,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-26,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-27,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-09-30,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-01,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-02,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-03,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-04,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-07,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-08,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-09,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-10,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-11,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-14,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-15,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-16,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-17,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-18,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-21,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-22,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-23,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-24,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-25,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-28,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-29,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-30,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-10-31,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-01,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-04,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-05,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-06,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-07,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-08,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-11,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-12,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-13,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-14,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-18,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-19,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-21,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-22,9.899999618530273,9.899999618530273,9.899999618530273,9.899999618530273,0
-2024-11-25,13.739999771118164,13.739999771118164,9.899999618530273,9.899999618530273,200
-2024-11-26,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2024-11-27,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2024-11-28,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2024-11-29,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2024-12-02,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
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-2024-12-05,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2024-12-06,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2024-12-09,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
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-2024-12-30,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2025-01-02,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2025-01-03,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2025-01-06,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2025-01-07,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2025-01-08,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2025-01-09,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2025-01-10,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2025-01-13,13.739999771118164,13.739999771118164,13.739999771118164,13.739999771118164,0
-2025-01-14,11.0,11.0,11.0,11.0,200
-2025-01-15,11.0,11.0,11.0,11.0,0
-2025-01-16,11.0,11.0,11.0,11.0,0
-2025-01-17,11.0,11.0,11.0,11.0,0
-2025-01-20,11.0,11.0,11.0,11.0,0
-2025-01-21,11.0,11.0,11.0,11.0,0
-2025-01-22,11.0,11.0,11.0,11.0,0
-2025-01-23,11.0,11.0,11.0,11.0,0
-2025-01-24,11.0,11.0,11.0,11.0,0
-2025-01-27,11.0,11.0,11.0,11.0,0
-2025-01-28,11.0,11.0,11.0,11.0,0
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-2025-01-31,11.0,11.0,11.0,11.0,0
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diff --git a/factor-investing/dados_acoes/VALE3.csv b/factor-investing/dados_acoes/VALE3.csv
deleted file mode 100644
index 998f6ad..0000000
--- a/factor-investing/dados_acoes/VALE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/VAMO3.csv b/factor-investing/dados_acoes/VAMO3.csv
deleted file mode 100644
index f992dab..0000000
--- a/factor-investing/dados_acoes/VAMO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/VBBR3.csv b/factor-investing/dados_acoes/VBBR3.csv
deleted file mode 100644
index d5b032b..0000000
--- a/factor-investing/dados_acoes/VBBR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,VBBR3.SA,VBBR3.SA,VBBR3.SA,VBBR3.SA,VBBR3.SA
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diff --git a/factor-investing/dados_acoes/VITT3.csv b/factor-investing/dados_acoes/VITT3.csv
deleted file mode 100644
index f7df443..0000000
--- a/factor-investing/dados_acoes/VITT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/VIVA3.csv b/factor-investing/dados_acoes/VIVA3.csv
deleted file mode 100644
index 50bb304..0000000
--- a/factor-investing/dados_acoes/VIVA3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,VIVA3.SA,VIVA3.SA,VIVA3.SA,VIVA3.SA,VIVA3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/VIVR3.csv b/factor-investing/dados_acoes/VIVR3.csv
deleted file mode 100644
index e30bb1e..0000000
--- a/factor-investing/dados_acoes/VIVR3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,VIVR3.SA,VIVR3.SA,VIVR3.SA,VIVR3.SA,VIVR3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/VIVT3.csv b/factor-investing/dados_acoes/VIVT3.csv
deleted file mode 100644
index d019361..0000000
--- a/factor-investing/dados_acoes/VIVT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,VIVT3.SA,VIVT3.SA,VIVT3.SA,VIVT3.SA,VIVT3.SA
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diff --git a/factor-investing/dados_acoes/VLID3.csv b/factor-investing/dados_acoes/VLID3.csv
deleted file mode 100644
index e6c386f..0000000
--- a/factor-investing/dados_acoes/VLID3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,VLID3.SA,VLID3.SA,VLID3.SA,VLID3.SA,VLID3.SA
-Date,,,,,
-2024-04-11,16.378644943237305,16.72634900498864,16.378644943237305,16.57994784590581,434600
-2024-04-12,15.857089042663574,16.433543331934164,15.756437601188031,16.39694391836807,769700
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-2024-04-17,16.131589889526367,16.131589889526367,15.719837346434831,15.783887625677567,421100
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-2024-04-19,16.12244415283203,16.360344732803373,15.985191535996886,16.140742989202465,237700
-2024-04-22,16.25054359436035,16.424395616987802,16.076691571732905,16.213942433706407,300400
-2024-04-23,16.127092361450195,16.23882819585364,15.78257694266952,16.043290929642822,238000
-2024-04-24,16.415742874145508,16.620591634382407,15.996737436897522,16.127094447243863,290000
-2024-04-25,16.564725875854492,16.564725875854492,15.987427201533624,16.35056563035958,253100
-2024-04-26,16.881303787231445,16.974416688311035,16.462298396344604,16.574032456855413,319800
-2024-04-29,16.983728408813477,17.05821837558973,16.80681407172704,16.88130403850329,148700
-2024-04-30,16.434364318847656,17.05821845966646,16.434364318847656,16.927861461160738,424900
-2024-05-02,16.201583862304688,16.927862414856165,15.9874254166996,16.52747815291039,587100
-2024-05-03,16.471609115600586,16.76025749744869,16.350561816903102,16.46229764831764,387600
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-2024-05-08,16.66714859008789,16.73232710068899,16.294698689523596,16.527480099373932,222700
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-2024-05-15,15.950180053710938,16.182961443599183,15.726710132535949,16.024670027435935,205200
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-2024-05-17,15.912935256958008,16.26676217263897,15.829133818194968,16.23882954370528,224400
-2024-05-20,15.726709365844727,16.108470684571756,15.726709365844727,15.912935179069072,201600
-2024-05-21,15.857067108154297,15.89431120277414,15.503238441371048,15.726708337032692,366900
-2024-05-22,15.708088874816895,15.912935857309877,15.596353026923689,15.912935857309877,308300
-2024-05-23,15.81051254272461,15.85706988914064,15.605665546437596,15.85706988914064,292500
-2024-05-24,15.791887283325195,16.015358961317585,15.642907348650875,15.819821687069473,1085300
-2024-05-27,16.210895538330078,16.285385510624135,15.773267173100134,15.801199802722262,281600
-2024-05-28,15.508137702941895,16.172908570948472,15.508137702941895,16.144417769855085,408000
-2024-05-29,15.289713859558105,15.527131771006664,15.042799014289017,15.527131771006664,439900
-2024-05-31,15.0712890625,15.384681542004923,14.862361044722542,15.270720146360878,325100
-2024-06-03,14.928837776184082,15.346692880862962,14.890850948486001,15.175751703382897,448600
-2024-06-04,15.175752639770508,15.375184629587721,14.81487820721046,14.862361065504832,441700
-2024-06-05,14.995314598083496,15.204242604652801,14.862360247416227,15.175751804431474,358200
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-2024-06-07,15.04279899597168,15.536628685908532,14.928838507296433,15.508137884481627,327400
-2024-06-10,14.605949401855469,15.118772032618883,14.605949401855469,15.042798376630039,466500
-2024-06-11,15.289713859558105,15.33719671730585,14.719910509810584,14.729407443631116,417400
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-2024-06-21,14.416015625,14.710413322952833,14.349537995077231,14.472995415588155,272000
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-2024-06-28,14.454002380371094,14.558465933035887,14.197590606997371,14.558465933035887,284800
-2024-07-01,14.387524604797363,14.510982023427095,14.026650188098056,14.482492128567136,625500
-2024-07-02,14.416015625,14.605949769756254,14.292558204489076,14.435008586636904,351300
-2024-07-03,14.72940731048584,14.881354627531008,14.586956021497908,14.615446822701964,404500
-2024-07-04,15.03330135345459,15.242228453337788,14.767393559081254,14.767393559081254,370500
-2024-07-05,14.919341087341309,15.052295439302178,14.558465765456745,15.033301572303156,550100
-2024-07-08,14.767394065856934,15.242228976408473,14.757897132169767,15.242228976408473,245000
-2024-07-09,15.052295684814453,15.052295684814453,14.681923423389378,14.786386976555582,383400
-2024-07-10,14.852865219116211,15.46065541290731,14.748400755963575,15.242229552555889,376900
-2024-07-11,14.957328796386719,15.099779184557505,14.75789770954113,14.86236126715454,577200
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-2024-07-15,15.01430892944336,15.16625624594871,14.643936666203485,14.8908515083634,564900
-2024-07-16,14.947831153869629,15.080785507357756,14.824373733990102,15.01430878345241,279300
-2024-07-17,15.67908000946045,15.72656286999445,15.270720887989977,15.308708625501193,606000
-2024-07-18,15.270720481872559,15.850020784027253,15.270720481872559,15.698073460733394,450300
-2024-07-19,15.593607902526855,15.688575425760508,15.21373962094709,15.308707144180742,462400
-2024-07-22,16.27737045288086,16.45780856193755,15.64109041591181,15.688575082166102,1064700
-2024-07-23,16.429317474365234,16.638246379514346,16.277370167723028,16.315357900060967,458700
-2024-07-24,15.907000541687012,16.562274504016496,15.907000541687012,16.562274504016496,499900
-2024-07-25,16.153913497924805,16.315357736028353,15.85951582068472,15.954481527865243,402600
-2024-07-26,16.096935272216797,16.25837952597511,15.783543698610067,16.19190098860586,263000
-2024-07-29,15.793038368225098,16.19190052422667,15.745555511392363,16.15391460103146,175100
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-2024-07-31,16.296363830566406,16.41032521480358,15.944986367598398,16.14441652582001,363700
-2024-08-01,16.239383697509766,16.562272166042774,16.239383697509766,16.34384633519653,454200
-2024-08-02,16.286867141723633,16.524285035367868,16.001966393892463,16.524285035367868,395200
-2024-08-05,15.859516143798828,15.992469585644095,15.4986399282834,15.906998998356482,609400
-2024-08-06,16.125423431396484,16.429318055428883,15.859516541045556,16.03045590854765,543200
-2024-08-07,16.44831085205078,16.60025815418044,16.201396033251402,16.305860482723563,352700
-2024-08-08,18.271682739257812,18.509100657093317,16.524286719080102,16.524286719080102,1307100
-2024-08-09,18.84148406982422,19.021922175074824,18.186210180175532,18.27168076627557,813200
-2024-08-12,19.744709014892578,19.744709014892578,18.74436155206545,19.132847226616907,1457000
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-2024-08-14,20.230316162109375,20.25945314617764,19.288242573148025,19.288242573148025,655900
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-2024-12-03,23.74782943725586,24.045793918999337,23.529322276938107,23.93654128604645,279600
-2024-12-04,23.67830467224121,24.125253292183427,23.588914948252768,23.75776199418516,282200
-2024-12-05,24.184844970703125,24.443081731661852,23.678303850485456,23.678303850485456,196000
-2024-12-06,24.045793533325195,24.244437780909408,23.519389497727328,24.085523140606814,536200
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-2024-12-11,24.780776977539062,25.148266385658978,24.294098743414835,24.830437093962182,545800
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-2024-12-18,22.23813819885254,24.025930753503992,22.178545682021078,24.025930753503992,1183200
-2024-12-19,23.509456634521484,23.509456634521484,22.22820524101361,22.22820524101361,567700
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-2024-12-30,24.299999237060547,24.690000534057617,22.670000076293945,23.149999618530273,1230900
-2025-01-02,21.5,24.399999618530273,21.5,24.299999237060547,838100
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-2025-02-14,24.920000076293945,25.219999313354492,23.780000686645508,23.780000686645508,292200
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-2025-02-19,25.93000030517578,26.100000381469727,25.170000076293945,25.239999771118164,829600
-2025-02-20,25.65999984741211,26.149999618530273,25.420000076293945,25.989999771118164,355400
-2025-02-21,26.0,26.200000762939453,25.709999084472656,25.760000228881836,289400
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-2025-02-25,26.25,26.3700008392334,25.610000610351562,25.610000610351562,204000
-2025-02-26,25.6200008392334,26.450000762939453,25.459999084472656,26.420000076293945,260700
-2025-02-27,25.5,25.670000076293945,25.200000762939453,25.440000534057617,251100
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-2025-03-10,26.850000381469727,26.950000762939453,26.440000534057617,26.790000915527344,254500
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-2025-03-14,24.020000457763672,24.329999923706055,23.010000228881836,23.010000228881836,1165700
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-2025-04-01,24.469999313354492,24.600000381469727,23.290000915527344,23.290000915527344,389500
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-2025-04-09,25.040000915527344,25.049999237060547,24.1200008392334,24.440000534057617,546500
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diff --git a/factor-investing/dados_acoes/VSPT3.csv b/factor-investing/dados_acoes/VSPT3.csv
deleted file mode 100644
index 9c80c60..0000000
--- a/factor-investing/dados_acoes/VSPT3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,VSPT3.SA,VSPT3.SA,VSPT3.SA,VSPT3.SA,VSPT3.SA
-Date,,,,,
-2024-04-11,1.5,1.5,1.5,1.5,0
-2024-04-12,1.5,1.5,1.5,1.5,0
-2024-04-15,1.5,1.5,1.5,1.5,0
-2024-04-16,1.5,1.5,1.5,1.5,0
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-2024-04-23,1.5,1.5,1.5,1.5,0
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-2024-04-29,1.5,1.5,1.5,1.5,0
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-2024-05-03,1.5,1.5,1.5,1.5,0
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-2024-05-07,1.5,1.5,1.5,1.5,0
-2024-05-08,1.5,1.5,1.5,1.5,0
-2024-05-09,1.5,1.5,1.5,1.5,0
-2024-05-10,1.5,1.5,1.5,1.5,0
-2024-05-13,1.5,1.5,1.5,1.5,0
-2024-05-14,1.5,1.5,1.5,1.5,0
-2024-05-15,1.5,1.5,1.5,1.5,0
-2024-05-16,1.5,1.5,1.5,1.5,0
-2024-05-17,1.5,1.5,1.5,1.5,0
-2024-05-20,1.5,1.5,1.5,1.5,0
-2024-05-21,1.5,1.5,1.5,1.5,0
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-2024-05-24,1.5,1.5,1.5,1.5,0
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-2024-05-29,1.5,1.5,1.5,1.5,0
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-2024-06-03,1.5,1.5,1.5,1.5,0
-2024-06-04,1.5,1.5,1.5,1.5,0
-2024-06-05,1.5,1.5,1.5,1.5,0
-2024-06-06,1.5,1.5,1.5,1.5,0
-2024-06-07,1.5,1.5,1.5,1.5,0
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-2024-06-18,1.5,1.5,1.5,1.5,0
-2024-06-19,1.5,1.5,1.5,1.5,0
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-2024-06-24,1.5,1.5,1.5,1.5,0
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-2024-06-26,1.5,1.5,1.5,1.5,0
-2024-06-27,1.5,1.5,1.5,1.5,0
-2024-06-28,1.5,1.5,1.5,1.5,0
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-2024-07-02,1.5,1.5,1.5,1.5,0
-2024-07-03,1.5,1.5,1.5,1.5,0
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-2024-07-15,1.5,1.5,1.5,1.5,0
-2024-07-16,1.5,1.5,1.5,1.5,0
-2024-07-17,1.5,1.5,1.5,1.5,0
-2024-07-18,1.5,1.5,1.5,1.5,0
-2024-07-19,1.5,1.5,1.5,1.5,0
-2024-07-22,1.5,1.5,1.5,1.5,0
-2024-07-23,1.5,1.5,1.5,1.5,0
-2024-07-24,1.5,1.5,1.5,1.5,0
-2024-07-25,1.5,1.5,1.5,1.5,0
-2024-07-26,1.5,1.5,1.5,1.5,0
-2024-07-29,1.5,1.5,1.5,1.5,0
-2024-07-30,1.5,1.5,1.5,1.5,0
-2024-07-31,1.5,1.5,1.5,1.5,0
-2024-08-01,1.5,1.5,1.5,1.5,0
-2024-08-02,1.5,1.5,1.5,1.5,0
-2024-08-05,1.5,1.5,1.5,1.5,0
-2024-08-06,1.5,1.5,1.5,1.5,0
-2024-08-07,1.5,1.5,1.5,1.5,0
-2024-08-08,1.5,1.5,1.5,1.5,0
-2024-08-09,1.5,1.5,1.5,1.5,0
-2024-08-12,1.5,1.5,1.5,1.5,0
-2024-08-13,1.5,1.5,1.5,1.5,0
-2024-08-14,1.5,1.5,1.5,1.5,0
-2024-08-15,1.5,1.5,1.5,1.5,0
-2024-08-16,1.5,1.5,1.5,1.5,0
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-2024-08-20,1.5,1.5,1.5,1.5,0
-2024-08-21,1.5,1.5,1.5,1.5,0
-2024-08-22,1.5,1.5,1.5,1.5,0
-2024-08-23,1.5,1.5,1.5,1.5,0
-2024-08-26,1.5,1.5,1.5,1.5,0
-2024-08-27,1.5,1.5,1.5,1.5,0
-2024-08-28,1.5,1.5,1.5,1.5,0
-2024-08-29,1.5,1.5,1.5,1.5,0
-2024-08-30,1.5,1.5,1.5,1.5,0
-2024-09-02,1.5,1.5,1.5,1.5,0
-2024-09-03,1.5,1.5,1.5,1.5,0
-2024-09-04,1.5,1.5,1.5,1.5,0
-2024-09-05,1.5,1.5,1.5,1.5,0
-2024-09-06,1.5,1.5,1.5,1.5,0
-2024-09-09,1.5,1.5,1.5,1.5,0
-2024-09-10,1.5,1.5,1.5,1.5,0
-2024-09-11,1.5,1.5,1.5,1.5,0
-2024-09-12,1.5,1.5,1.5,1.5,0
-2024-09-13,1.5,1.5,1.5,1.5,0
-2024-09-16,1.5,1.5,1.5,1.5,0
-2024-09-17,1.5,1.5,1.5,1.5,0
-2024-09-18,1.5,1.5,1.5,1.5,0
-2024-09-19,1.5,1.5,1.5,1.5,0
-2024-09-20,1.5,1.5,1.5,1.5,0
-2024-09-23,1.5,1.5,1.5,1.5,0
-2024-09-24,1.5,1.5,1.5,1.5,0
-2024-09-25,1.5,1.5,1.5,1.5,0
-2024-09-26,1.5,1.5,1.5,1.5,0
-2024-09-27,1.5,1.5,1.5,1.5,0
-2024-09-30,1.5,1.5,1.5,1.5,0
-2024-10-01,1.5,1.5,1.5,1.5,0
-2024-10-02,1.5,1.5,1.5,1.5,0
-2024-10-03,1.5,1.5,1.5,1.5,0
-2024-10-04,1.5,1.5,1.5,1.5,0
-2024-10-07,1.5,1.5,1.5,1.5,0
-2024-10-08,1.5,1.5,1.5,1.5,0
-2024-10-09,1.5,1.5,1.5,1.5,0
-2024-10-10,1.5,1.5,1.5,1.5,0
-2024-10-11,1.5,1.5,1.5,1.5,0
-2024-10-14,1.5,1.5,1.5,1.5,0
-2024-10-15,1.5,1.5,1.5,1.5,0
-2024-10-16,1.5,1.5,1.5,1.5,0
-2024-10-17,1.5,1.5,1.5,1.5,0
-2024-10-18,1.5,1.5,1.5,1.5,0
-2024-10-21,1.5,1.5,1.5,1.5,0
-2024-10-22,1.5,1.5,1.5,1.5,0
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diff --git a/factor-investing/dados_acoes/VSTE3.csv b/factor-investing/dados_acoes/VSTE3.csv
deleted file mode 100644
index 39aa2f0..0000000
--- a/factor-investing/dados_acoes/VSTE3.csv
+++ /dev/null
@@ -1,251 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,VSTE3.SA,VSTE3.SA,VSTE3.SA,VSTE3.SA,VSTE3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/VTRU3.csv b/factor-investing/dados_acoes/VTRU3.csv
deleted file mode 100644
index a5efc9a..0000000
--- a/factor-investing/dados_acoes/VTRU3.csv
+++ /dev/null
@@ -1,214 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,VTRU3.SA,VTRU3.SA,VTRU3.SA,VTRU3.SA,VTRU3.SA
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diff --git a/factor-investing/dados_acoes/VULC3.csv b/factor-investing/dados_acoes/VULC3.csv
deleted file mode 100644
index 4542613..0000000
--- a/factor-investing/dados_acoes/VULC3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/VVEO3.csv b/factor-investing/dados_acoes/VVEO3.csv
deleted file mode 100644
index 5a921cc..0000000
--- a/factor-investing/dados_acoes/VVEO3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,VVEO3.SA,VVEO3.SA,VVEO3.SA,VVEO3.SA,VVEO3.SA
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diff --git a/factor-investing/dados_acoes/WEGE3.csv b/factor-investing/dados_acoes/WEGE3.csv
deleted file mode 100644
index 06b6c33..0000000
--- a/factor-investing/dados_acoes/WEGE3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/WEST3.csv b/factor-investing/dados_acoes/WEST3.csv
deleted file mode 100644
index 58f255c..0000000
--- a/factor-investing/dados_acoes/WEST3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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-2025-04-02,5.150000095367432,5.5,5.150000095367432,5.5,1000
-2025-04-03,5.179999828338623,5.179999828338623,5.159999847412109,5.170000076293945,2600
-2025-04-04,5.25,5.25,5.150000095367432,5.150000095367432,1100
-2025-04-07,4.949999809265137,5.139999866485596,4.949999809265137,5.139999866485596,4500
-2025-04-08,4.940000057220459,5.150000095367432,4.940000057220459,5.079999923706055,1100
-2025-04-09,4.960000038146973,4.960000038146973,4.949999809265137,4.949999809265137,600
-2025-04-10,5.090000152587891,5.099999904632568,5.090000152587891,5.099999904632568,800
-2025-04-11,5.050000190734863,5.050000190734863,5.050000190734863,5.050000190734863,7500
diff --git a/factor-investing/dados_acoes/WHRL3.csv b/factor-investing/dados_acoes/WHRL3.csv
deleted file mode 100644
index 38a681f..0000000
--- a/factor-investing/dados_acoes/WHRL3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,WHRL3.SA,WHRL3.SA,WHRL3.SA,WHRL3.SA,WHRL3.SA
-Date,,,,,
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diff --git a/factor-investing/dados_acoes/WHRL4.csv b/factor-investing/dados_acoes/WHRL4.csv
deleted file mode 100644
index ca3ad04..0000000
--- a/factor-investing/dados_acoes/WHRL4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,WHRL4.SA,WHRL4.SA,WHRL4.SA,WHRL4.SA,WHRL4.SA
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-2025-03-19,4.21999979019165,4.230000019073486,4.170000076293945,4.170000076293945,10100
-2025-03-20,4.260000228881836,4.260000228881836,4.190000057220459,4.210000038146973,6300
-2025-03-21,4.190000057220459,4.260000228881836,4.190000057220459,4.260000228881836,1500
-2025-03-24,4.179999828338623,4.28000020980835,4.179999828338623,4.199999809265137,1400
-2025-03-25,4.21999979019165,4.230000019073486,4.179999828338623,4.179999828338623,3800
-2025-03-26,4.25,4.329999923706055,4.210000038146973,4.210000038146973,24600
-2025-03-27,4.28000020980835,4.28000020980835,4.239999771118164,4.260000228881836,7300
-2025-03-28,4.360000133514404,4.360000133514404,4.25,4.329999923706055,16500
-2025-03-31,4.260000228881836,4.369999885559082,4.260000228881836,4.369999885559082,3700
-2025-04-01,4.25,4.269999980926514,4.210000038146973,4.260000228881836,8800
-2025-04-02,4.25,4.25,4.239999771118164,4.25,2300
-2025-04-03,4.269999980926514,4.28000020980835,4.269999980926514,4.28000020980835,3600
-2025-04-04,4.269999980926514,4.269999980926514,4.179999828338623,4.260000228881836,6900
-2025-04-07,4.239999771118164,4.239999771118164,4.099999904632568,4.110000133514404,2500
-2025-04-08,4.289999961853027,4.289999961853027,4.25,4.25,4500
-2025-04-09,4.349999904632568,4.360000133514404,4.199999809265137,4.239999771118164,14000
-2025-04-10,4.289999961853027,4.360000133514404,4.230000019073486,4.349999904632568,4200
-2025-04-11,4.230000019073486,4.320000171661377,4.139999866485596,4.210000038146973,5400
diff --git a/factor-investing/dados_acoes/WIZC3.csv b/factor-investing/dados_acoes/WIZC3.csv
deleted file mode 100644
index 401456c..0000000
--- a/factor-investing/dados_acoes/WIZC3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,WIZC3.SA,WIZC3.SA,WIZC3.SA,WIZC3.SA,WIZC3.SA
-Date,,,,,
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-2024-07-09,5.880000114440918,5.949999809265137,5.849999904632568,5.909999847412109,215800
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diff --git a/factor-investing/dados_acoes/WLMM3.csv b/factor-investing/dados_acoes/WLMM3.csv
deleted file mode 100644
index 2876757..0000000
--- a/factor-investing/dados_acoes/WLMM3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
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diff --git a/factor-investing/dados_acoes/WLMM4.csv b/factor-investing/dados_acoes/WLMM4.csv
deleted file mode 100644
index 2220f36..0000000
--- a/factor-investing/dados_acoes/WLMM4.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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diff --git a/factor-investing/dados_acoes/YDUQ3.csv b/factor-investing/dados_acoes/YDUQ3.csv
deleted file mode 100644
index bfdb4a4..0000000
--- a/factor-investing/dados_acoes/YDUQ3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
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-2025-04-08,12.479999542236328,13.140000343322754,12.329999923706055,12.75,3076600
-2025-04-09,12.970000267028809,13.34000015258789,12.319999694824219,12.380000114440918,6414400
-2025-04-10,12.800000190734863,13.229999542236328,12.729999542236328,12.899999618530273,3915800
-2025-04-11,12.949999809265137,13.15999984741211,12.649999618530273,12.9399995803833,3179500
diff --git a/factor-investing/dados_acoes/ZAMP3.csv b/factor-investing/dados_acoes/ZAMP3.csv
deleted file mode 100644
index dd8710c..0000000
--- a/factor-investing/dados_acoes/ZAMP3.csv
+++ /dev/null
@@ -1,255 +0,0 @@
-Price,Close,High,Low,Open,Volume
-Ticker,ZAMP3.SA,ZAMP3.SA,ZAMP3.SA,ZAMP3.SA,ZAMP3.SA
-Date,,,,,
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diff --git a/factor-investing/factor_investing.ipynb b/factor-investing/factor_investing.ipynb
new file mode 100644
index 0000000..3cac9d7
--- /dev/null
+++ b/factor-investing/factor_investing.ipynb
@@ -0,0 +1,10905 @@
+{
+ "cells": [
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-04-13T21:23:10.418501Z",
+     "start_time": "2025-04-13T21:23:04.202513Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "!pip install -q pandas numpy requests beautifulsoup4 matplotlib",
+   "id": "ebd660f0c74975b3",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/bash: warning: setlocale: LC_ALL: cannot change locale (en_US.UTF-8): No such file or directory\r\n"
+     ]
+    }
+   ],
+   "execution_count": 2
+  },
+  {
+   "cell_type": "code",
+   "id": "initial_id",
+   "metadata": {
+    "collapsed": true,
+    "ExecuteTime": {
+     "end_time": "2025-04-13T22:23:17.542009Z",
+     "start_time": "2025-04-13T22:23:17.538466Z"
+    }
+   },
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import requests\n",
+    "from bs4 import BeautifulSoup\n",
+    "import yfinance as yf\n",
+    "import matplotlib.pyplot as plt\n",
+    "from datetime import datetime, timedelta\n",
+    "import time\n",
+    "import os\n",
+    "import glob"
+   ],
+   "outputs": [],
+   "execution_count": 34
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-04-13T21:36:49.047188Z",
+     "start_time": "2025-04-13T21:36:49.042332Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "def obter_dados_fundamentus():\n",
+    "    url = \"https://www.fundamentus.com.br/resultado.php\"\n",
+    "    headers = {\n",
+    "        'User-Agent': 'Mozilla/5.0 (X11; Linux x86_64; rv:136.0) Gecko/20100101 Firefox/136.0'\n",
+    "    }\n",
+    "\n",
+    "    response = requests.get(url, headers=headers)\n",
+    "    soup = BeautifulSoup(response.text, 'html.parser')\n",
+    "\n",
+    "    tabela = soup.find('table', {'id': 'resultado'})\n",
+    "    dados = []\n",
+    "\n",
+    "    # Extrair cabeçalhos\n",
+    "    headers = []\n",
+    "    for th in tabela.find_all('th'):\n",
+    "        headers.append(th.text.strip())\n",
+    "\n",
+    "    # Extrair linhas de dados\n",
+    "    for tr in tabela.find_all('tr')[1:]:\n",
+    "        row = {}\n",
+    "        for i, td in enumerate(tr.find_all('td')):\n",
+    "            row[headers[i]] = td.text.strip()\n",
+    "        dados.append(row)\n",
+    "\n",
+    "    # Converter para DataFrame\n",
+    "    df = pd.DataFrame(dados)\n",
+    "\n",
+    "    print(headers)\n",
+    "\n",
+    "    # Limpar formatação dos dados numéricos, excluindo a primeira coluna (o nome da ação)\n",
+    "    for col in headers[1:]:\n",
+    "        if col in df.columns:\n",
+    "            df[col] = df[col].str.replace('.', '').str.replace(',', '.')\n",
+    "            df[col] = df[col].str.replace('%', '')\n",
+    "            df[col] = pd.to_numeric(df[col], errors='coerce')\n",
+    "\n",
+    "    return df"
+   ],
+   "id": "50e3e3d844494a6f",
+   "outputs": [],
+   "execution_count": 16
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-04-13T21:36:50.496417Z",
+     "start_time": "2025-04-13T21:36:49.560698Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "acoes_df = obter_dados_fundamentus()\n",
+    "acoes_df"
+   ],
+   "id": "dbdceee90ba74b1b",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Papel', 'Cotação', 'P/L', 'P/VP', 'PSR', 'Div.Yield', 'P/Ativo', 'P/Cap.Giro', 'P/EBIT', 'P/Ativ Circ.Liq', 'EV/EBIT', 'EV/EBITDA', 'Mrg Ebit', 'Mrg. Líq.', 'Liq. Corr.', 'ROIC', 'ROE', 'Liq.2meses', 'Patrim. Líq', 'Dív.Brut/ Patrim.', 'Cresc. Rec.5a']\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "      Papel  Cotação      P/L  P/VP    PSR  Div.Yield  P/Ativo  P/Cap.Giro  \\\n",
+       "0     PORP4     2.40     0.00  0.00  0.000       0.00    0.000        0.00   \n",
+       "1     POPR4    10.17     0.00  0.00  0.000       0.00    0.000        0.00   \n",
+       "2     MNSA3     0.42     0.00  0.00  0.000       0.00    0.000        0.00   \n",
+       "3     CFLU4  1000.00     0.00  0.00  0.000       0.00    0.000        0.00   \n",
+       "4     CSTB4   147.69     0.00  0.00  0.000       0.00    0.000        0.00   \n",
+       "..      ...      ...      ...   ...    ...        ...      ...         ...   \n",
+       "986   UBBR4     7.49   610.27  1.99  0.000       0.00    0.000        0.00   \n",
+       "987   VSTE3     6.80  1165.72  0.74  0.697       0.70    0.468        4.66   \n",
+       "988  UBBR11    14.75  1201.81  3.91  0.000       0.00    0.000        0.00   \n",
+       "989   UBBR3    18.00  1466.61  4.77  0.000       0.00    0.000        0.00   \n",
+       "990   LJQQ3     2.58  3447.18  0.92  0.189       4.73    0.136        0.53   \n",
+       "\n",
+       "     P/EBIT  P/Ativ Circ.Liq  ...  EV/EBITDA  Mrg Ebit  Mrg. Líq.  Liq. Corr.  \\\n",
+       "0      0.00             0.00  ...       0.00      0.00       0.00        0.00   \n",
+       "1      0.00             0.00  ...       0.00      8.66       5.65        1.08   \n",
+       "2      0.00             0.00  ...       0.00   -208.15    -362.66        3.63   \n",
+       "3      0.00             0.00  ...       0.00      8.88      10.72        1.10   \n",
+       "4      0.00             0.00  ...       0.00     40.85      28.98        2.60   \n",
+       "..      ...              ...  ...        ...       ...        ...         ...   \n",
+       "986    0.00             0.00  ...       0.00      0.00       0.00        0.00   \n",
+       "987   18.51            -6.20  ...       4.98      3.77       0.06        1.52   \n",
+       "988    0.00             0.00  ...       0.00      0.00       0.00        0.00   \n",
+       "989    0.00             0.00  ...       0.00      0.00       0.00        0.00   \n",
+       "990    6.36            -0.97  ...       1.83      2.97       0.01        1.56   \n",
+       "\n",
+       "      ROIC     ROE  Liq.2meses   Patrim. Líq  Dív.Brut/ Patrim.  Cresc. Rec.5a  \n",
+       "0     0.00   -2.08         0.0  2.239900e+07               0.00          13.66  \n",
+       "1    15.25   19.93         0.0  5.458030e+08               0.82          30.93  \n",
+       "2   -13.50  145.70         0.0 -9.105000e+06              -6.52         -41.11  \n",
+       "3    17.68   32.15         0.0  6.035100e+07               0.06           8.14  \n",
+       "4    22.40   20.11         0.0  8.420670e+09               0.14          31.91  \n",
+       "..     ...     ...         ...           ...                ...            ...  \n",
+       "986   0.00    0.33         0.0  1.031720e+10               0.00          10.58  \n",
+       "987   2.80    0.06    113078.0  1.043280e+09               0.33          15.88  \n",
+       "988   0.00    0.33         0.0  1.031720e+10               0.00          10.58  \n",
+       "989   0.00    0.33         0.0  1.031720e+10               0.00          10.58  \n",
+       "990   3.07    0.03   9529760.0  5.459970e+08               0.98          12.30  \n",
+       "\n",
+       "[991 rows x 21 columns]"
+      ],
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Papel</th>\n",
+       "      <th>Cotação</th>\n",
+       "      <th>P/L</th>\n",
+       "      <th>P/VP</th>\n",
+       "      <th>PSR</th>\n",
+       "      <th>Div.Yield</th>\n",
+       "      <th>P/Ativo</th>\n",
+       "      <th>P/Cap.Giro</th>\n",
+       "      <th>P/EBIT</th>\n",
+       "      <th>P/Ativ Circ.Liq</th>\n",
+       "      <th>...</th>\n",
+       "      <th>EV/EBITDA</th>\n",
+       "      <th>Mrg Ebit</th>\n",
+       "      <th>Mrg. Líq.</th>\n",
+       "      <th>Liq. Corr.</th>\n",
+       "      <th>ROIC</th>\n",
+       "      <th>ROE</th>\n",
+       "      <th>Liq.2meses</th>\n",
+       "      <th>Patrim. Líq</th>\n",
+       "      <th>Dív.Brut/ Patrim.</th>\n",
+       "      <th>Cresc. Rec.5a</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>PORP4</td>\n",
+       "      <td>2.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>-2.08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.239900e+07</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>13.66</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>POPR4</td>\n",
+       "      <td>10.17</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>8.66</td>\n",
+       "      <td>5.65</td>\n",
+       "      <td>1.08</td>\n",
+       "      <td>15.25</td>\n",
+       "      <td>19.93</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.458030e+08</td>\n",
+       "      <td>0.82</td>\n",
+       "      <td>30.93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>MNSA3</td>\n",
+       "      <td>0.42</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>-208.15</td>\n",
+       "      <td>-362.66</td>\n",
+       "      <td>3.63</td>\n",
+       "      <td>-13.50</td>\n",
+       "      <td>145.70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-9.105000e+06</td>\n",
+       "      <td>-6.52</td>\n",
+       "      <td>-41.11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>CFLU4</td>\n",
+       "      <td>1000.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>8.88</td>\n",
+       "      <td>10.72</td>\n",
+       "      <td>1.10</td>\n",
+       "      <td>17.68</td>\n",
+       "      <td>32.15</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.035100e+07</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>8.14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>CSTB4</td>\n",
+       "      <td>147.69</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>40.85</td>\n",
+       "      <td>28.98</td>\n",
+       "      <td>2.60</td>\n",
+       "      <td>22.40</td>\n",
+       "      <td>20.11</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.420670e+09</td>\n",
+       "      <td>0.14</td>\n",
+       "      <td>31.91</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>986</th>\n",
+       "      <td>UBBR4</td>\n",
+       "      <td>7.49</td>\n",
+       "      <td>610.27</td>\n",
+       "      <td>1.99</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.031720e+10</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>10.58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>987</th>\n",
+       "      <td>VSTE3</td>\n",
+       "      <td>6.80</td>\n",
+       "      <td>1165.72</td>\n",
+       "      <td>0.74</td>\n",
+       "      <td>0.697</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>0.468</td>\n",
+       "      <td>4.66</td>\n",
+       "      <td>18.51</td>\n",
+       "      <td>-6.20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.98</td>\n",
+       "      <td>3.77</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>1.52</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>113078.0</td>\n",
+       "      <td>1.043280e+09</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>15.88</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>988</th>\n",
+       "      <td>UBBR11</td>\n",
+       "      <td>14.75</td>\n",
+       "      <td>1201.81</td>\n",
+       "      <td>3.91</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.031720e+10</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>10.58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>989</th>\n",
+       "      <td>UBBR3</td>\n",
+       "      <td>18.00</td>\n",
+       "      <td>1466.61</td>\n",
+       "      <td>4.77</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.031720e+10</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>10.58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>990</th>\n",
+       "      <td>LJQQ3</td>\n",
+       "      <td>2.58</td>\n",
+       "      <td>3447.18</td>\n",
+       "      <td>0.92</td>\n",
+       "      <td>0.189</td>\n",
+       "      <td>4.73</td>\n",
+       "      <td>0.136</td>\n",
+       "      <td>0.53</td>\n",
+       "      <td>6.36</td>\n",
+       "      <td>-0.97</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.83</td>\n",
+       "      <td>2.97</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>1.56</td>\n",
+       "      <td>3.07</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td>9529760.0</td>\n",
+       "      <td>5.459970e+08</td>\n",
+       "      <td>0.98</td>\n",
+       "      <td>12.30</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>991 rows × 21 columns</p>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 17
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-04-13T21:39:57.784991Z",
+     "start_time": "2025-04-13T21:39:57.779996Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "def obter_dados_historicos(tickers, periodo='1y'):\n",
+    "    dados_historicos = {}\n",
+    "\n",
+    "    for ticker in tickers:\n",
+    "        try:\n",
+    "            ticker_yf = f\"{ticker}.SA\"\n",
+    "            data = yf.download(ticker_yf, period=periodo, progress=False)\n",
+    "            if len(data) > 0:\n",
+    "                dados_historicos[ticker] = data\n",
+    "        except Exception as e:\n",
+    "            print(f\"Erro ao obter dados de {ticker}: {e}\")\n",
+    "        finally:\n",
+    "            time.sleep(0.1)  # Evitar sobrecarga da API\n",
+    "\n",
+    "    return dados_historicos"
+   ],
+   "id": "5f8ea6e79d7b57b1",
+   "outputs": [],
+   "execution_count": 19
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-04-13T21:59:46.636734Z",
+     "start_time": "2025-04-13T21:40:01.320456Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "acoes_historico = obter_dados_historicos(acoes_df['Papel'].tolist(), periodo='1y')",
+   "id": "60b10939edf5fe65",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "YF.download() has changed argument auto_adjust default to True\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "1 Failed download:\n",
+      "['PORP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['POPR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MNSA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CFLU4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CSTB4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CSTB3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "404 Client Error: Not Found for url: https://query2.finance.yahoo.com/v10/finance/quoteSummary/IVTT3.SA?modules=financialData%2CquoteType%2CdefaultKeyStatistics%2CassetProfile%2CsummaryDetail&corsDomain=finance.yahoo.com&formatted=false&symbol=IVTT3.SA&crumb=OYBYbJJZ.9H\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IVTT3.SA']: AttributeError(\"'NoneType' object has no attribute 'update'\")\n",
+      "404 Client Error: Not Found for url: https://query2.finance.yahoo.com/v10/finance/quoteSummary/CLAN3.SA?modules=financialData%2CquoteType%2CdefaultKeyStatistics%2CassetProfile%2CsummaryDetail&corsDomain=finance.yahoo.com&formatted=false&symbol=CLAN3.SA&crumb=OYBYbJJZ.9H\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CLAN3.SA']: AttributeError(\"'NoneType' object has no attribute 'update'\")\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MNSA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PMET3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GNDI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PLDN4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LCSA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BHGR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DMMO3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RJCP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ABYA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PITI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LCSA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MAGG3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SQIA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LINX3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BNCA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AMIL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SCLO3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BRTP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IDVL11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PEFX3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PEFX5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MTIG4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TOYB4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IMBI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CLAN4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TOYB3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['EBTP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['EBTP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FBRA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BRTP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ITEC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['APER3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IMBI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PRTX3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BAHI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DFVA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ASTA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VGOR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CRBM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DFVA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BAHI5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MODL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TAMM4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TAMM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MODL11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MODL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CRBM7.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['WMBY3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TDBH4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TANC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AESB3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CCIM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TDBH3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GBIO33.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PCAR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BIOM4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PCAR5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LECO4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SEDU3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TESA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IGUA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FGUI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IGUA6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IGUA5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PRVI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MTIG3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CPNY3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TERI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SEMP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SZPQ4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ALLL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MEDI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ARTR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TCNO3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ALLL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ALLL11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BLUT3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BUET3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TLCP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LFFE4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CGOS3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TCNO4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PRML3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BUET4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PMET5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LFFE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FBMC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SUZB5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PTBL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TLCP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BECE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BECE4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SUZB6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PNOR5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PNOR6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['STRP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SOMA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GLOB4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LIXC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BICB4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BICB3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ARLA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LIXC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MMXM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['OGXP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SCLO4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VTLM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ARCZ3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ARCZ6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BISA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BCAL6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DJON4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SPRI6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BLUT4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SJOS3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ARLA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SPRI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SDIA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SDIA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DUQE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SPRI5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IDVL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PMET6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SUZA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LGLO4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IDVL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MEND6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DHBI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LETO5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IENG3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BAHI11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LATM11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CELM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MEND5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IENG5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FRTA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['REEM4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CCXC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VVAR11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VVAR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DOCA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FGUI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['WISA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LETO3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['WISA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CTSA8.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PMAM4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DOCA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DUQE4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FTRX3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FTRX4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SJOS4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FBMC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RCTB33.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VPTA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TENE7.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RCTB31.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VPSC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VAGV3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DHBI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RCTB41.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VAGV4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GAFP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ARTE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TROR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VPSC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VPTA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ARTE4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RCTB42.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TROR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SCAR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RPMG4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GAFP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MILK33.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CGOS4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['OSAO4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CBMA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CBMA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VSPT4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['EQMA5B.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BOVH3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SEBB4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VNET3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ODER3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ALBA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['EQMA6B.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SGEN4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VVAX3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VVAX4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SFSA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ESTC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SGEN3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SASG3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GALO3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['INHA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['JBDU3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['JFAB4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BBTG11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BBTG12.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MLPA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['REPA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['REPA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BBTG13.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PTIP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LATS3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BSGR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LECO3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AGEI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ILLS4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CCHI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CCHI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GALO4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PRBC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MSAN4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MSAN3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BPNM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SALM4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SALM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SEBB3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TNEP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BPAT33.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VGOR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ICPI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TNEP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BERG3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CLSC6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CZRS3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SLCP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BMEF3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CSPC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DAYC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ABCB3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ECIS4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CSPC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CMMA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ARPS4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ARPS3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PTIP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ECIS3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DUFB11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ENER5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ENER3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ENER6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TEFC11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CAFE4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CESP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MLPA12.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MLPA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CAFE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BSCT3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SULT4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IGBR5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IGBR6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SULT3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PALF11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BRSR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LREN4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CREM4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TPRC6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TPRC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PALF5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PALF3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ASSM4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GAZO4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ASSM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BELG4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BELG3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AGEN33.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TRPN3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GAZO3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FCAP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IGBR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FCAP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TARP11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MNDL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['EBEN4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BNBR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TSPP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MTBR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CPFG4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ESCE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CPFG3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TSPP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MTBR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PLIM4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CYRE4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TBLE6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CLSC5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TBLE5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CTPC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MNPR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ELPL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MARI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['STBP11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CAMB4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PTPA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PTPA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VINE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CSRN3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DAYC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VINE5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['REDE4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LIGH3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FRAS4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RANI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CSRN5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CSRN6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CPFP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VCPA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VALE5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ELPL6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ELPL5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BPIA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DSUL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RNPT4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RNPT3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TIET11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TIET3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TIET4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ENBR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ESTC11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CIQU4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CIQU3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['EPAR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GETT3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GETT4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['EEEL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DPPI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CCTU4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['EEEL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['OMGE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['WSON33.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CESP5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CMET4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RDTR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CESP6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CESP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AGIN3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AELP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CPSL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VULC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TMGC12.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ACES4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ACES3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CZRS4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AFLU5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VIVO3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CNFB4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ELPL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AFLU3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CPRE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MRSL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CTWR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VIVO4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TCSL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ENAT3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MRSL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TRFO3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BESP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TCOC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CPLE11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TRFO4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SMLS3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BESP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['KROT4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CIEL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BRML3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GRNL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ELUM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LEVE4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['WEGE4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RIPI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CZLT33.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RIPI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['EBCO4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TEMP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BMGB11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['NAFG3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['NAFG4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BRIT3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AESL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AESL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FIBR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['EBCO3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['KROT11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MPLU3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AMPI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TMGC7.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['UGPA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AVIL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DXTG4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SFSA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GETI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GETI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VIVT4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RGEG3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ARCE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TMGC11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TNCP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TNCP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['KSSA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ELUM4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TCOC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RDCD3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BOAS3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TMGC13.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BEMA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IGTA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ETER4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ILMD3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CRTP5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ILMD4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DURA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DURA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DPPI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TIMP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BMTO4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BFIT4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BMTO3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['UCOP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MYPK4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BFIT3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TMCP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SMLE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TMCP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AUTM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AEDU11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['JPSA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LAME4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LAME3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CRTP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BSCT6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RSIP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RSIP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TVIT3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TMGC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['POWE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TSEP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ELEK3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MAGS3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CRUZ3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TNLP4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['HGTX4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PNVL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AMBV4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AMBV3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RPSA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SEBB11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ELCA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BSCT5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CEPE5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MOSI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CREM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TSEP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ELEK4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CEPE6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CTIP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ELCA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TNLP3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['VIGR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PARD3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ALSC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PRGA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RHDS3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RAIA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['IMCH3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PTQS4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['UOLL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CALI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['NATU3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PLTO6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SULA11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SULA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PLTO5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FFTL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FFTL4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SULA4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FLCL6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BSEV3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GVTT3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CSAB3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['AEDU3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['SUBA3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FLCL3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['FLCL5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['DAGB33.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['LCAM3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CTPC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RLOG3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TUPY4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CSAB4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['CEPE3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['HGTX3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PQUN4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PQUN3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TMAR6.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TMAR5.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['MLFT4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['NETC3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['NETC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ROMI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['TMAR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BIDI3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BIDI4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['BIDI11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['ELEV3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['GUAR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['RHDS4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['PRBC4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['UBBR4.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['UBBR11.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n",
+      "\n",
+      "1 Failed download:\n",
+      "['UBBR3.SA']: YFPricesMissingError('possibly delisted; no price data found  (period=1y)')\n"
+     ]
+    }
+   ],
+   "execution_count": 20
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-04-13T22:13:34.126854Z",
+     "start_time": "2025-04-13T22:13:33.066639Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "acoes_historico",
+   "id": "b950c41c3d011714",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'SEER3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     SEER3.SA SEER3.SA SEER3.SA SEER3.SA SEER3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.71     6.95     6.67     6.88   364100\n",
+       " 2024-04-12     6.36     6.76     6.35     6.76   683200\n",
+       " 2024-04-15     5.40     6.37     5.39     6.35  2525800\n",
+       " 2024-04-16     5.60     5.62     5.12     5.47  2280300\n",
+       " 2024-04-17     5.35     5.78     5.26     5.72  1296000\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     4.91     5.09     4.74     4.97  1305300\n",
+       " 2025-04-08     4.89     5.17     4.81     4.92   937900\n",
+       " 2025-04-09     5.30     5.46     4.82     4.83  1807300\n",
+       " 2025-04-10     5.20     5.38     5.11     5.30  1249200\n",
+       " 2025-04-11     5.27     5.37     5.14     5.25   719100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'FRIO3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     FRIO3.SA FRIO3.SA FRIO3.SA FRIO3.SA FRIO3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    301.0    301.0    301.0    301.0        0\n",
+       " 2024-04-12    301.0    301.0    301.0    301.0        0\n",
+       " 2024-04-15    301.0    301.0    301.0    301.0        0\n",
+       " 2024-04-16    301.0    301.0    301.0    301.0        0\n",
+       " 2024-04-17    301.0    301.0    301.0    301.0        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    293.0    293.0    293.0    293.0        0\n",
+       " 2025-04-08    293.0    293.0    293.0    293.0        0\n",
+       " 2025-04-09    293.0    293.0    293.0    293.0        0\n",
+       " 2025-04-10    293.0    293.0    293.0    293.0        0\n",
+       " 2025-04-11    293.0    293.0    293.0    293.0        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'USIM6': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       USIM6.SA   USIM6.SA   USIM6.SA   USIM6.SA USIM6.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  14.706778  14.706778  14.706778  14.706778        0\n",
+       " 2024-04-12  14.706778  14.706778  14.706778  14.706778        0\n",
+       " 2024-04-15  14.706778  14.706778  14.706778  14.706778        0\n",
+       " 2024-04-16  14.706778  14.706778  14.706778  14.706778        0\n",
+       " 2024-04-17  14.706778  14.706778  14.706778  14.706778        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  11.000000  11.000000  11.000000  11.000000        0\n",
+       " 2025-04-08  11.000000  11.000000  11.000000  11.000000        0\n",
+       " 2025-04-09  11.000000  11.000000  11.000000  11.000000        0\n",
+       " 2025-04-10  11.000000  11.000000  11.000000  11.000000        0\n",
+       " 2025-04-11  11.000000  11.000000  11.000000  11.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AMBP3': Price            Close        High         Low        Open   Volume\n",
+       " Ticker        AMBP3.SA    AMBP3.SA    AMBP3.SA    AMBP3.SA AMBP3.SA\n",
+       " Date                                                               \n",
+       " 2024-04-11   13.040000   13.450000   13.000000   13.450000   950600\n",
+       " 2024-04-12   12.250000   13.110000   12.250000   13.060000  1465500\n",
+       " 2024-04-15   11.240000   12.280000   11.210000   12.280000  1945500\n",
+       " 2024-04-16   10.720000   11.230000   10.720000   11.180000  1447300\n",
+       " 2024-04-17   10.790000   10.980000   10.600000   10.850000  1339700\n",
+       " ...                ...         ...         ...         ...      ...\n",
+       " 2025-04-07  125.629997  127.900002  120.980003  123.000000    53000\n",
+       " 2025-04-08  130.899994  131.839996  123.949997  124.120003   112200\n",
+       " 2025-04-09  127.129997  133.830002  127.129997  130.899994    87700\n",
+       " 2025-04-10  126.430000  129.460007  125.250000  127.129997    38700\n",
+       " 2025-04-11  127.940002  130.550003  125.849998  130.550003    42500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CLSA3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     CLSA3.SA CLSA3.SA CLSA3.SA CLSA3.SA  CLSA3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     6.87     7.00     6.19     6.33   1556100\n",
+       " 2024-04-12     6.74     6.87     6.47     6.87   1706300\n",
+       " 2024-04-15     7.00     7.05     6.66     6.78   2335100\n",
+       " 2024-04-16     7.27     7.39     6.77     6.96   1931800\n",
+       " 2024-04-17     7.30     7.50     7.09     7.27   1942600\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-03-25    10.47    10.50    10.44    10.47    552000\n",
+       " 2025-03-26    10.46    10.46    10.43    10.43  19607100\n",
+       " 2025-03-27    10.46    10.47    10.44    10.46   1265500\n",
+       " 2025-03-28    10.47    10.48    10.44    10.45   1868200\n",
+       " 2025-03-31    10.47    10.49    10.46    10.46   1827000\n",
+       " \n",
+       " [243 rows x 5 columns],\n",
+       " 'OPCT3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     OPCT3.SA OPCT3.SA OPCT3.SA OPCT3.SA OPCT3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.12     6.14     6.03     6.12   546400\n",
+       " 2024-04-12     5.96     6.08     5.89     6.08   801000\n",
+       " 2024-04-15     5.83     5.98     5.79     5.98   878200\n",
+       " 2024-04-16     5.73     5.82     5.68     5.75   598900\n",
+       " 2024-04-17     5.91     5.91     5.70     5.73   752400\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     4.97     5.27     4.94     4.98   594800\n",
+       " 2025-04-08     5.12     5.17     4.99     5.04   822400\n",
+       " 2025-04-09     5.39     5.48     4.99     5.08  1218200\n",
+       " 2025-04-10     5.13     5.39     5.11     5.39   414200\n",
+       " 2025-04-11     5.35     5.38     5.09     5.15   236000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'FICT3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     FICT3.SA FICT3.SA FICT3.SA FICT3.SA FICT3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.00     2.10     2.00     2.04    20800\n",
+       " 2024-04-12     2.07     2.40     2.05     2.06   267000\n",
+       " 2024-04-15     2.14     2.33     2.09     2.12    84300\n",
+       " 2024-04-16     2.12     2.27     2.08     2.15   107900\n",
+       " 2024-04-17     2.13     2.24     2.11     2.23    50000\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.98     4.12     3.80     4.12    34700\n",
+       " 2025-04-08     3.89     4.01     3.81     4.01    34300\n",
+       " 2025-04-09     4.06     4.12     3.83     3.83    51600\n",
+       " 2025-04-10     4.07     4.09     4.00     4.06     6900\n",
+       " 2025-04-11     3.97     4.04     3.95     4.00    15900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AURA33': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      AURA33.SA  AURA33.SA  AURA33.SA  AURA33.SA AURA33.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  12.766920  12.839155  12.534509  12.779482    160131\n",
+       " 2024-04-12  12.782622  13.168928  12.691543  12.766920    361299\n",
+       " 2024-04-15  12.923955  13.033879  12.779483  12.779483    398991\n",
+       " 2024-04-16  12.801467  12.971065  12.547070  12.945939    620985\n",
+       " 2024-04-17  12.295816  12.829733  12.091671  12.766920    417822\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  31.450001  32.730000  29.540001  30.900000    546143\n",
+       " 2025-04-08  32.200001  33.029999  31.440001  31.950001    408700\n",
+       " 2025-04-09  34.700001  35.230000  32.000000  32.500000    421380\n",
+       " 2025-04-10  35.830002  35.959999  34.009998  34.849998    395657\n",
+       " 2025-04-11  36.189999  37.299999  35.980000  36.029999    379021\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'USIM5': Price          Close       High       Low       Open    Volume\n",
+       " Ticker      USIM5.SA   USIM5.SA  USIM5.SA   USIM5.SA  USIM5.SA\n",
+       " Date                                                          \n",
+       " 2024-04-11  9.927597  10.043596  9.763265  10.043596   6640800\n",
+       " 2024-04-12  9.830931  10.275594  9.763265  10.014596  12382500\n",
+       " 2024-04-15  9.879264  10.111262  9.724598   9.927597  12315800\n",
+       " 2024-04-16  9.714931   9.763265  9.502266   9.724598  16819700\n",
+       " 2024-04-17  9.589266   9.898597  9.444267   9.888930  12147700\n",
+       " ...              ...        ...       ...        ...       ...\n",
+       " 2025-04-07  5.360000   5.490000  5.120000   5.140000  16937200\n",
+       " 2025-04-08  5.110000   5.460000  5.070000   5.460000  12899200\n",
+       " 2025-04-09  5.470000   5.510000  5.020000   5.050000  25063100\n",
+       " 2025-04-10  5.330000   5.480000  5.240000   5.480000  16133200\n",
+       " 2025-04-11  5.420000   5.470000  5.320000   5.370000   9609100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'USIM3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      USIM3.SA  USIM3.SA  USIM3.SA  USIM3.SA USIM3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  9.232756  9.387603  9.126299  9.387603   284700\n",
+       " 2024-04-12  9.155333  9.532773  9.097265  9.194044   384600\n",
+       " 2024-04-15  9.194044  9.368247  9.116621  9.174688  1240400\n",
+       " 2024-04-16  9.010163  9.174687  8.903705  9.145654   419900\n",
+       " 2024-04-17  8.903706  9.174688  8.835960  9.126299   225400\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.300000  5.450000  5.120000  5.250000   856200\n",
+       " 2025-04-08  5.100000  5.430000  5.060000  5.380000   254600\n",
+       " 2025-04-09  5.460000  5.460000  4.980000  5.010000   327800\n",
+       " 2025-04-10  5.360000  5.420000  5.230000  5.350000   221100\n",
+       " 2025-04-11  5.360000  5.440000  5.300000  5.350000   233900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PETZ3': Price          Close      High       Low      Open    Volume\n",
+       " Ticker      PETZ3.SA  PETZ3.SA  PETZ3.SA  PETZ3.SA  PETZ3.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11  3.533950  3.609140  3.505753  3.562146   7850600\n",
+       " 2024-04-12  3.439962  3.599741  3.374170  3.515152  15072500\n",
+       " 2024-04-15  3.374170  3.439962  3.317777  3.402366  14693900\n",
+       " 2024-04-16  3.392968  3.477557  3.204992  3.308379  15063700\n",
+       " 2024-04-17  3.327176  3.439962  3.280182  3.439962  13113100\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07  4.020000  4.150000  3.890000  3.980000   4972300\n",
+       " 2025-04-08  3.880000  4.110000  3.830000  4.060000  12326500\n",
+       " 2025-04-09  4.020000  4.070000  3.770000  3.900000   8806000\n",
+       " 2025-04-10  4.030000  4.150000  3.980000  4.030000   4850000\n",
+       " 2025-04-11  4.020000  4.080000  3.990000  4.050000   5012700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ALPK3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ALPK3.SA ALPK3.SA ALPK3.SA ALPK3.SA ALPK3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     4.64     4.75     4.63     4.65    84500\n",
+       " 2024-04-12     4.39     4.70     4.39     4.64   117000\n",
+       " 2024-04-15     4.12     4.46     4.12     4.40   143600\n",
+       " 2024-04-16     4.03     4.17     3.92     4.17   209100\n",
+       " 2024-04-17     3.93     4.09     3.93     4.03    99000\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     2.76     2.88     2.76     2.84   122500\n",
+       " 2025-04-08     2.68     2.84     2.68     2.81    64400\n",
+       " 2025-04-09     2.77     2.78     2.60     2.65   105400\n",
+       " 2025-04-10     2.77     2.77     2.71     2.72    38100\n",
+       " 2025-04-11     2.92     2.92     2.70     2.76   104600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'DTCY3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     DTCY3.SA DTCY3.SA DTCY3.SA DTCY3.SA DTCY3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     4.70     4.70     4.70     4.70        0\n",
+       " 2024-04-12     4.70     4.70     4.70     4.70        0\n",
+       " 2024-04-15     4.70     4.70     4.70     4.70        0\n",
+       " 2024-04-16     4.70     4.70     4.70     4.70        0\n",
+       " 2024-04-17     4.70     4.70     4.70     4.70      100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.90     3.90     3.90     3.90        0\n",
+       " 2025-04-08     4.20     4.20     4.20     4.20      100\n",
+       " 2025-04-09     3.70     4.00     3.70     3.90     1600\n",
+       " 2025-04-10     3.99     3.99     3.99     3.99      600\n",
+       " 2025-04-11     4.00     4.00     3.90     3.90      300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CASH3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      CASH3.SA  CASH3.SA  CASH3.SA  CASH3.SA CASH3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  2.796353  2.907221  2.790194  2.808672  1993200\n",
+       " 2024-04-12  2.734759  2.820990  2.710122  2.808672  1961900\n",
+       " 2024-04-15  2.679325  2.740918  2.636209  2.716281  2629500\n",
+       " 2024-04-16  2.679325  2.703962  2.630050  2.648528  1777400\n",
+       " 2024-04-17  2.667006  2.753237  2.648528  2.691643  1902400\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.040000  3.130000  2.990000  3.100000  1004900\n",
+       " 2025-04-08  3.030000  3.170000  3.010000  3.060000   403300\n",
+       " 2025-04-09  3.070000  3.130000  2.940000  3.000000   834000\n",
+       " 2025-04-10  3.030000  3.150000  3.000000  3.100000   651100\n",
+       " 2025-04-11  3.290000  3.390000  3.030000  3.030000  1455000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'JALL3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      JALL3.SA  JALL3.SA  JALL3.SA  JALL3.SA JALL3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  7.595719  7.655138  7.367947  7.407559   634500\n",
+       " 2024-04-12  7.249109  7.526397  7.249109  7.516494  1452500\n",
+       " 2024-04-15  7.219399  7.268915  7.179787  7.259012   794600\n",
+       " 2024-04-16  7.159981  7.278819  7.110465  7.219400   813300\n",
+       " 2024-04-17  7.090658  7.229303  7.090658  7.189690   584500\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.840000  3.970000  3.780000  3.930000   809800\n",
+       " 2025-04-08  3.780000  3.920000  3.780000  3.890000   478300\n",
+       " 2025-04-09  3.950000  3.950000  3.720000  3.790000   612900\n",
+       " 2025-04-10  3.870000  3.930000  3.840000  3.900000   439900\n",
+       " 2025-04-11  3.960000  3.960000  3.840000  3.840000   191800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RAIL3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       RAIL3.SA   RAIL3.SA   RAIL3.SA   RAIL3.SA  RAIL3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  22.615864  22.735315  22.347103  22.416782   7619100\n",
+       " 2024-04-12  22.197788  22.745268  22.157973  22.546184  14857900\n",
+       " 2024-04-15  21.570677  22.307285  21.431319  22.197788  15579400\n",
+       " 2024-04-16  21.282005  21.640356  21.252144  21.411411  19214700\n",
+       " 2024-04-17  21.023199  21.391502  21.003290  21.282006   8580700\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  17.040001  17.480000  16.650000  16.910000  21656100\n",
+       " 2025-04-08  16.840000  17.360001  16.799999  17.040001   8335300\n",
+       " 2025-04-09  17.170000  17.379999  16.420000  16.730000  15815900\n",
+       " 2025-04-10  17.180000  17.480000  16.840000  17.040001  14448600\n",
+       " 2025-04-11  17.770000  17.900000  17.250000  17.250000  14529200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'FIEI3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     FIEI3.SA FIEI3.SA FIEI3.SA FIEI3.SA FIEI3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    10.00    10.00     9.40     9.50      400\n",
+       " 2024-04-12    10.00    10.00     9.55     9.55      700\n",
+       " 2024-04-15    10.00    10.00    10.00    10.00        0\n",
+       " 2024-04-16    10.00    10.00    10.00    10.00        0\n",
+       " 2024-04-17    10.00    10.00    10.00    10.00        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     9.00     9.00     9.00     9.00        0\n",
+       " 2025-04-08     9.00     9.00     9.00     9.00        0\n",
+       " 2025-04-09     9.00     9.00     9.00     9.00        0\n",
+       " 2025-04-10     8.00     8.01     8.00     8.01      300\n",
+       " 2025-04-11     8.99     8.99     8.99     8.99      400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'DOHL3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     DOHL3.SA DOHL3.SA DOHL3.SA DOHL3.SA DOHL3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.44     6.44     6.44     6.44        0\n",
+       " 2024-04-12     6.44     6.44     6.44     6.44        0\n",
+       " 2024-04-15     6.44     6.44     6.44     6.44        0\n",
+       " 2024-04-16     6.44     6.44     6.44     6.44        0\n",
+       " 2024-04-17     6.44     6.44     6.44     6.44        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     5.90     5.90     5.90     5.90      100\n",
+       " 2025-04-08     5.90     5.90     5.90     5.90        0\n",
+       " 2025-04-09     5.90     5.90     5.90     5.90        0\n",
+       " 2025-04-10     5.90     5.90     5.90     5.90        0\n",
+       " 2025-04-11     5.90     5.90     5.90     5.90        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SCAR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       SCAR3.SA   SCAR3.SA   SCAR3.SA   SCAR3.SA SCAR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  22.526989  22.932183  22.423536  22.932183     3500\n",
+       " 2024-04-12  22.216629  22.483883  21.992480  22.466641    10900\n",
+       " 2024-04-15  22.070070  22.208008  21.664877  22.208008     7200\n",
+       " 2024-04-16  21.501076  21.889025  21.501076  21.776951     6100\n",
+       " 2024-04-17  21.863163  21.983858  20.397572  21.768330    19400\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  16.650000  16.910000  16.600000  16.670000    61800\n",
+       " 2025-04-08  16.450001  16.889999  16.450001  16.840000   107500\n",
+       " 2025-04-09  16.590000  16.750000  16.340000  16.450001   106300\n",
+       " 2025-04-10  16.410000  16.650000  16.400000  16.459999    50600\n",
+       " 2025-04-11  16.410000  16.750000  16.410000  16.500000    48900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'HAPV3': Price         Close     High      Low     Open     Volume\n",
+       " Ticker     HAPV3.SA HAPV3.SA HAPV3.SA HAPV3.SA   HAPV3.SA\n",
+       " Date                                                     \n",
+       " 2024-04-11     3.96     4.04     3.86     3.94   74092200\n",
+       " 2024-04-12     3.88     3.96     3.83     3.96   76037300\n",
+       " 2024-04-15     3.73     3.93     3.73     3.89   98571800\n",
+       " 2024-04-16     3.60     3.67     3.56     3.66  129894300\n",
+       " 2024-04-17     3.54     3.65     3.53     3.62   91232100\n",
+       " ...             ...      ...      ...      ...        ...\n",
+       " 2025-04-07     2.06     2.19     2.04     2.10   85987200\n",
+       " 2025-04-08     2.03     2.11     1.99     2.07   81175900\n",
+       " 2025-04-09     2.16     2.22     2.00     2.01   88987300\n",
+       " 2025-04-10     2.22     2.25     2.14     2.16   60359900\n",
+       " 2025-04-11     2.24     2.27     2.17     2.23   46935100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MAPT4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     MAPT4.SA MAPT4.SA MAPT4.SA MAPT4.SA MAPT4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     5.60     5.73     5.60     5.73      700\n",
+       " 2024-04-12     5.47     5.94     5.47     5.91      400\n",
+       " 2024-04-15     7.56     9.50     5.90     5.90    11000\n",
+       " 2024-04-16    10.00    12.50     7.56     7.77    15100\n",
+       " 2024-04-17     9.81    13.01     9.81    11.99    41100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     4.00     4.00     4.00     4.00        0\n",
+       " 2025-04-08     4.00     4.00     4.00     4.00        0\n",
+       " 2025-04-09     4.00     4.00     4.00     4.00        0\n",
+       " 2025-04-10     4.00     4.00     4.00     4.00        0\n",
+       " 2025-04-11     4.00     4.00     4.00     4.00        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MAPT3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     MAPT3.SA MAPT3.SA MAPT3.SA MAPT3.SA MAPT3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.46     6.46     6.46     6.46      100\n",
+       " 2024-04-12     6.46     6.46     6.46     6.46        0\n",
+       " 2024-04-15     7.00     8.00     7.00     7.95     2000\n",
+       " 2024-04-16     8.55    10.98     8.14     8.14     3800\n",
+       " 2024-04-17     7.52    10.63     7.52    10.00     6700\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.65     3.65     3.65     3.65        0\n",
+       " 2025-04-08     3.65     3.65     3.65     3.65        0\n",
+       " 2025-04-09     3.65     3.65     3.65     3.65        0\n",
+       " 2025-04-10     3.65     3.65     3.65     3.65        0\n",
+       " 2025-04-11     3.65     3.65     3.65     3.65        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SIMH3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     SIMH3.SA SIMH3.SA SIMH3.SA SIMH3.SA  SIMH3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     7.14     7.33     7.12     7.18   3768500\n",
+       " 2024-04-12     7.00     7.22     6.94     7.15   3989700\n",
+       " 2024-04-15     6.45     7.03     6.45     7.03   5894500\n",
+       " 2024-04-16     6.34     6.47     6.19     6.39   6080000\n",
+       " 2024-04-17     6.39     6.63     6.38     6.41   6265200\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     4.05     4.41     4.00     4.18  11941400\n",
+       " 2025-04-08     4.04     4.29     3.91     4.29   7251600\n",
+       " 2025-04-09     4.22     4.34     3.88     3.95   8726600\n",
+       " 2025-04-10     4.27     4.28     4.08     4.20   4454000\n",
+       " 2025-04-11     4.69     4.74     4.26     4.31   7185500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ATED3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ATED3.SA ATED3.SA ATED3.SA ATED3.SA ATED3.SA\n",
+       " Date                                                   \n",
+       " 2024-12-11     1.57     2.67     1.35     2.67   954000\n",
+       " 2024-12-12     1.40     1.61     1.28     1.60   989100\n",
+       " 2024-12-13     1.47     1.74     1.35     1.40   821200\n",
+       " 2024-12-16     1.47     1.56     1.41     1.47   399500\n",
+       " 2024-12-17     2.05     2.05     1.39     1.47   267100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.10     1.11     1.09     1.10     1500\n",
+       " 2025-04-08     1.09     1.11     1.09     1.11     3000\n",
+       " 2025-04-09     1.10     1.11     1.08     1.09     5600\n",
+       " 2025-04-10     1.10     1.10     1.09     1.09      500\n",
+       " 2025-04-11     1.12     1.12     1.10     1.11     2700\n",
+       " \n",
+       " [82 rows x 5 columns],\n",
+       " 'DOHL4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     DOHL4.SA DOHL4.SA DOHL4.SA DOHL4.SA DOHL4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     4.50     4.50     4.46     4.46      500\n",
+       " 2024-04-12     4.49     4.49     4.36     4.37      800\n",
+       " 2024-04-15     4.49     4.49     4.49     4.49        0\n",
+       " 2024-04-16     4.49     4.49     4.17     4.23     1500\n",
+       " 2024-04-17     4.48     4.48     4.25     4.27      800\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.93     3.94     3.66     3.66      600\n",
+       " 2025-04-08     3.87     3.88     3.61     3.61      400\n",
+       " 2025-04-09     3.87     3.87     3.87     3.87        0\n",
+       " 2025-04-10     3.87     3.87     3.87     3.87        0\n",
+       " 2025-04-11     3.90     3.90     3.85     3.85     1800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TELB3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     TELB3.SA TELB3.SA TELB3.SA TELB3.SA TELB3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    14.20    14.20    14.00    14.00      200\n",
+       " 2024-04-12    13.71    13.95    13.61    13.65      800\n",
+       " 2024-04-15    13.50    13.55    13.50    13.55     1200\n",
+       " 2024-04-16    13.80    13.80    13.50    13.50      200\n",
+       " 2024-04-17    13.80    13.80    13.80    13.80        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    14.44    14.44    13.90    14.10      500\n",
+       " 2025-04-08    14.44    14.44    14.44    14.44        0\n",
+       " 2025-04-09    14.04    14.10    13.51    14.04     1500\n",
+       " 2025-04-10    14.45    14.45    13.90    13.90     1000\n",
+       " 2025-04-11    14.50    14.64    13.91    13.95     2200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BIOM3': Price         Close       High      Low     Open   Volume\n",
+       " Ticker     BIOM3.SA   BIOM3.SA BIOM3.SA BIOM3.SA BIOM3.SA\n",
+       " Date                                                     \n",
+       " 2024-04-11    10.15  10.410000    10.04    10.17    98900\n",
+       " 2024-04-12    10.39  10.440000     9.82    10.25    89500\n",
+       " 2024-04-15    11.25  11.300000    10.00    10.22   227100\n",
+       " 2024-04-16    11.11  11.240000    10.99    11.14    20400\n",
+       " 2024-04-17    15.35  16.290001    11.00    11.00   369800\n",
+       " ...             ...        ...      ...      ...      ...\n",
+       " 2025-04-07     9.20   9.450000     9.10     9.45    27200\n",
+       " 2025-04-08     9.05   9.450000     9.05     9.41     8500\n",
+       " 2025-04-09     9.61   9.610000     9.08     9.08    11900\n",
+       " 2025-04-10     9.20   9.720000     9.20     9.51    15800\n",
+       " 2025-04-11     9.55   9.550000     9.16     9.24     4200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CBAV3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     CBAV3.SA CBAV3.SA CBAV3.SA CBAV3.SA  CBAV3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     4.87     4.90     4.70     4.72   2820500\n",
+       " 2024-04-12     4.73     4.97     4.70     4.92   3640700\n",
+       " 2024-04-15     4.80     5.13     4.73     4.80   8052800\n",
+       " 2024-04-16     4.92     5.04     4.64     4.78   5816100\n",
+       " 2024-04-17     4.85     5.10     4.83     4.97   3021500\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     3.84     4.10     3.80     4.10  14021800\n",
+       " 2025-04-08     3.61     4.08     3.61     3.88  13520100\n",
+       " 2025-04-09     3.96     4.03     3.60     3.62  12368000\n",
+       " 2025-04-10     3.93     4.14     3.90     4.00  11917500\n",
+       " 2025-04-11     4.08     4.22     3.96     4.01   7512500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TELB4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     TELB4.SA TELB4.SA TELB4.SA TELB4.SA TELB4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    10.25    10.25    10.09    10.10     1300\n",
+       " 2024-04-12     9.92    10.10     9.92    10.10     3800\n",
+       " 2024-04-15     9.70     9.93     9.70     9.93    11800\n",
+       " 2024-04-16     9.86     9.86     9.50     9.70     1500\n",
+       " 2024-04-17     9.50     9.54     9.49     9.54     2400\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     8.69     8.69     8.20     8.40      700\n",
+       " 2025-04-08     8.48     8.67     8.48     8.67      500\n",
+       " 2025-04-09     8.34     9.11     8.34     8.38    20300\n",
+       " 2025-04-10     8.68     8.70     8.45     8.45     2000\n",
+       " 2025-04-11     9.07     9.19     8.52     8.60     7500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CVCB3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     CVCB3.SA CVCB3.SA CVCB3.SA CVCB3.SA  CVCB3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     2.36     2.45     2.33     2.45  23685100\n",
+       " 2024-04-12     2.24     2.35     2.22     2.35  38825400\n",
+       " 2024-04-15     2.03     2.24     2.01     2.23  41880900\n",
+       " 2024-04-16     1.98     2.04     1.88     1.97  42436400\n",
+       " 2024-04-17     1.88     2.04     1.88     2.01  35020500\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     1.98     2.04     1.88     1.96  22586800\n",
+       " 2025-04-08     2.00     2.08     1.97     2.01  23314300\n",
+       " 2025-04-09     2.16     2.19     1.94     1.96  34943900\n",
+       " 2025-04-10     2.12     2.17     2.08     2.14  14927000\n",
+       " 2025-04-11     2.18     2.19     2.11     2.15  17237600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ECPR4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ECPR4.SA   ECPR4.SA   ECPR4.SA   ECPR4.SA ECPR4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  90.739998  90.739998  90.739998  90.739998        0\n",
+       " 2024-04-12  90.739998  90.739998  90.739998  90.739998        0\n",
+       " 2024-04-15  90.739998  90.739998  90.739998  90.739998        0\n",
+       " 2024-04-16  90.739998  90.739998  90.739998  90.739998        0\n",
+       " 2024-04-17  90.739998  90.739998  90.739998  90.739998        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2024-07-31  90.739998  90.739998  90.739998  90.739998        0\n",
+       " 2024-08-01  90.739998  90.739998  90.739998  90.739998        0\n",
+       " 2024-08-02  90.739998  90.739998  90.739998  90.739998        0\n",
+       " 2024-08-05  90.739998  90.739998  90.739998  90.739998        0\n",
+       " 2024-08-06  90.739998  90.739998  90.739998  90.739998        0\n",
+       " \n",
+       " [82 rows x 5 columns],\n",
+       " 'ECPR3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ECPR3.SA ECPR3.SA ECPR3.SA ECPR3.SA ECPR3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    90.25    90.25    90.25    90.25        0\n",
+       " 2024-04-12    90.25    90.25    90.25    90.25        0\n",
+       " 2024-04-15    90.25    90.25    90.25    90.25        0\n",
+       " 2024-04-16    90.25    90.25    90.25    90.25        0\n",
+       " 2024-04-17    90.25    90.25    90.25    90.25        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2024-07-31    90.25    90.25    90.25    90.25        0\n",
+       " 2024-08-01    90.25    90.25    90.25    90.25        0\n",
+       " 2024-08-02    90.25    90.25    90.25    90.25        0\n",
+       " 2024-08-05    90.25    90.25    90.25    90.25        0\n",
+       " 2024-08-06    90.25    90.25    90.25    90.25        0\n",
+       " \n",
+       " [82 rows x 5 columns],\n",
+       " 'ENJU3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ENJU3.SA ENJU3.SA ENJU3.SA ENJU3.SA ENJU3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.94     2.02     1.94     1.98   509700\n",
+       " 2024-04-12     1.87     1.95     1.85     1.93   704900\n",
+       " 2024-04-15     1.83     1.94     1.83     1.87   446300\n",
+       " 2024-04-16     1.78     1.85     1.77     1.81   628300\n",
+       " 2024-04-17     1.89     1.89     1.77     1.77   439700\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     0.99     1.04     0.96     1.03  1731300\n",
+       " 2025-04-08     0.98     1.03     0.98     1.01   821300\n",
+       " 2025-04-09     1.02     1.03     0.98     0.98  1030700\n",
+       " 2025-04-10     1.00     1.02     0.99     1.02   586200\n",
+       " 2025-04-11     1.10     1.13     1.00     1.00  4102600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SUZB3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       SUZB3.SA   SUZB3.SA   SUZB3.SA   SUZB3.SA  SUZB3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  59.276653  59.702758  59.092656  59.286340   6224200\n",
+       " 2024-04-12  59.266972  59.886756  58.811816  59.276654   5587400\n",
+       " 2024-04-15  59.121708  59.848019  58.492241  59.266972   7938000\n",
+       " 2024-04-16  59.412231  60.235386  58.298557  58.560029   8783300\n",
+       " 2024-04-17  58.889290  59.818967  58.724657  59.315391   4961700\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  50.500000  51.419998  50.119999  50.680000   8045600\n",
+       " 2025-04-08  50.709999  52.110001  50.400002  50.570000  10377100\n",
+       " 2025-04-09  52.240002  53.099998  50.590000  50.869999  13225400\n",
+       " 2025-04-10  52.240002  52.509998  51.150002  52.470001   4926000\n",
+       " 2025-04-11  51.639999  52.349998  51.020000  52.290001   6029100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRAV3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       BRAV3.SA   BRAV3.SA   BRAV3.SA   BRAV3.SA  BRAV3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  36.259998  36.560001  35.209999  35.369999   5929200\n",
+       " 2024-04-12  35.049999  36.700001  34.740002  36.599998   4942600\n",
+       " 2024-04-15  34.680000  35.139999  34.439999  35.049999   4137100\n",
+       " 2024-04-16  34.299999  34.480000  33.790001  34.480000   3974000\n",
+       " 2024-04-17  33.099998  34.189999  32.700001  34.099998   5317800\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  18.350000  18.660000  17.219999  17.870001  14059600\n",
+       " 2025-04-08  17.580000  19.580000  17.400000  18.700001  14671100\n",
+       " 2025-04-09  17.600000  18.250000  15.730000  16.879999  43334300\n",
+       " 2025-04-10  16.400000  17.049999  15.900000  17.000000  26956700\n",
+       " 2025-04-11  17.260000  17.580000  16.420000  16.549999  15539900\n",
+       " \n",
+       " [251 rows x 5 columns],\n",
+       " 'RAIZ4': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     RAIZ4.SA RAIZ4.SA RAIZ4.SA RAIZ4.SA  RAIZ4.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     3.13     3.29     3.13     3.29  27462100\n",
+       " 2024-04-12     3.10     3.16     3.08     3.12  20843400\n",
+       " 2024-04-15     3.00     3.11     3.00     3.11  23803700\n",
+       " 2024-04-16     2.95     3.02     2.92     2.99  23774700\n",
+       " 2024-04-17     2.97     3.02     2.93     2.99  24606500\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     1.69     1.76     1.66     1.71  16808000\n",
+       " 2025-04-08     1.69     1.74     1.66     1.70  14045200\n",
+       " 2025-04-09     1.77     1.80     1.66     1.68  22108400\n",
+       " 2025-04-10     1.77     1.79     1.72     1.78  14657400\n",
+       " 2025-04-11     1.76     1.78     1.74     1.77  10450200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ZAMP3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ZAMP3.SA ZAMP3.SA ZAMP3.SA ZAMP3.SA ZAMP3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     3.17     3.25     3.11     3.18   816000\n",
+       " 2024-04-12     3.20     3.36     3.12     3.30  1666400\n",
+       " 2024-04-15     3.01     3.19     3.01     3.19  1078800\n",
+       " 2024-04-16     2.89     3.01     2.81     3.01  1319300\n",
+       " 2024-04-17     2.96     3.06     2.88     2.93   869800\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     2.87     2.95     2.78     2.92  1216000\n",
+       " 2025-04-08     2.77     3.00     2.74     2.92   620500\n",
+       " 2025-04-09     3.00     3.07     2.66     2.76   691300\n",
+       " 2025-04-10     2.90     2.97     2.80     2.97   588600\n",
+       " 2025-04-11     2.89     2.94     2.80     2.90   364000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AALR3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     AALR3.SA AALR3.SA AALR3.SA AALR3.SA AALR3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    10.07    10.11     9.77     9.95   126300\n",
+       " 2024-04-12     9.78    10.18     9.23    10.07   245000\n",
+       " 2024-04-15     8.77     9.81     8.77     9.78   489300\n",
+       " 2024-04-16     8.91     9.05     8.29     8.91   412000\n",
+       " 2024-04-17    10.00    10.17     8.64     9.03   220800\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     6.15     7.57     6.15     7.57   393100\n",
+       " 2025-04-08     5.83     6.46     5.61     6.27   172400\n",
+       " 2025-04-09     5.56     6.00     5.55     5.84   239800\n",
+       " 2025-04-10     5.41     6.26     5.41     5.58   334100\n",
+       " 2025-04-11     5.16     5.60     5.12     5.49   611400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GFSA3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     GFSA3.SA GFSA3.SA GFSA3.SA GFSA3.SA  GFSA3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     6.33     6.90     6.25     6.90   5513700\n",
+       " 2024-04-12     5.93     6.41     5.83     6.36   3653400\n",
+       " 2024-04-15     5.99     6.19     5.85     5.96   2243500\n",
+       " 2024-04-16     6.00     6.07     5.90     5.91   1546600\n",
+       " 2024-04-17     5.99     6.15     5.86     6.06   1793500\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     1.91     2.10     1.88     1.95  10973100\n",
+       " 2025-04-08     1.73     2.09     1.73     1.95  11429800\n",
+       " 2025-04-09     1.85     1.88     1.66     1.71  11610600\n",
+       " 2025-04-10     1.71     1.88     1.70     1.85   6920000\n",
+       " 2025-04-11     1.74     1.81     1.68     1.75   6722700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MRVE3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     MRVE3.SA MRVE3.SA MRVE3.SA MRVE3.SA  MRVE3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     7.11     7.18     7.00     7.08  12182600\n",
+       " 2024-04-12     6.67     7.09     6.66     7.09  25776800\n",
+       " 2024-04-15     6.41     6.71     6.35     6.67  30158600\n",
+       " 2024-04-16     6.56     6.70     6.11     6.30  34842800\n",
+       " 2024-04-17     6.64     6.75     6.44     6.70  25318700\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     4.80     5.10     4.70     4.88  18530300\n",
+       " 2025-04-08     4.66     4.96     4.59     4.90  13233200\n",
+       " 2025-04-09     4.81     4.88     4.56     4.61  27144900\n",
+       " 2025-04-10     4.78     4.83     4.69     4.81   7974600\n",
+       " 2025-04-11     4.93     4.93     4.69     4.83   9275100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'NGRD3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       NGRD3.SA   NGRD3.SA   NGRD3.SA   NGRD3.SA NGRD3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  26.500000  26.500000  26.000000  26.250000    31256\n",
+       " 2024-04-12  26.000000  26.750000  25.750000  26.750000    13872\n",
+       " 2024-04-15  25.000000  26.000000  25.000000  25.750000    27708\n",
+       " 2024-04-16  24.750000  25.500000  24.250000  25.500000    38936\n",
+       " 2024-04-17  24.500000  25.250000  24.250000  24.250000    13992\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  19.389999  19.490000  18.540001  19.200001    28400\n",
+       " 2025-04-08  19.370001  19.610001  18.910000  19.320000    30800\n",
+       " 2025-04-09  19.160000  19.889999  18.900000  19.150000    20900\n",
+       " 2025-04-10  19.299999  19.510000  19.020000  19.299999    19600\n",
+       " 2025-04-11  20.299999  20.299999  19.180000  19.190001    23200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CRPG3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CRPG3.SA   CRPG3.SA   CRPG3.SA   CRPG3.SA CRPG3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  33.521427  33.521427  33.521427  33.521427        0\n",
+       " 2024-04-12  33.521427  33.521427  33.521427  33.521427        0\n",
+       " 2024-04-15  33.521427  33.521427  33.521427  33.521427        0\n",
+       " 2024-04-16  33.521427  33.521427  33.521427  33.521427        0\n",
+       " 2024-04-17  33.521427  33.521427  33.521427  33.521427        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  21.150000  21.150000  21.150000  21.150000        0\n",
+       " 2025-04-08  21.150000  21.150000  21.150000  21.150000        0\n",
+       " 2025-04-09  21.150000  21.150000  21.150000  21.150000        0\n",
+       " 2025-04-10  21.150000  21.150000  21.150000  21.150000        0\n",
+       " 2025-04-11  21.150000  21.150000  21.150000  21.150000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ONCO3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ONCO3.SA ONCO3.SA ONCO3.SA ONCO3.SA ONCO3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     8.03     8.31     7.99     8.30  2878800\n",
+       " 2024-04-12     7.88     8.11     7.85     8.04  2973600\n",
+       " 2024-04-15     7.67     7.93     7.67     7.88  3935100\n",
+       " 2024-04-16     7.35     7.68     7.30     7.60  3069800\n",
+       " 2024-04-17     7.19     7.48     7.13     7.37  1974000\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     5.20     5.30     5.02     5.20  2398800\n",
+       " 2025-04-08     4.89     5.31     4.89     5.26  2258400\n",
+       " 2025-04-09     4.82     5.05     4.44     4.93  3530300\n",
+       " 2025-04-10     4.94     5.02     4.50     4.58  1561400\n",
+       " 2025-04-11     5.28     5.28     4.98     4.98  1393300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PTBL3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     PTBL3.SA PTBL3.SA PTBL3.SA PTBL3.SA PTBL3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.35     6.50     6.28     6.46   594200\n",
+       " 2024-04-12     5.92     6.35     5.85     6.35  1178300\n",
+       " 2024-04-15     5.77     5.97     5.71     5.87   694200\n",
+       " 2024-04-16     5.66     5.77     5.44     5.66   700200\n",
+       " 2024-04-17     5.87     6.03     5.70     5.70  1130200\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.56     3.70     3.50     3.59   395500\n",
+       " 2025-04-08     3.55     3.69     3.54     3.59   373500\n",
+       " 2025-04-09     3.66     3.70     3.50     3.55   363000\n",
+       " 2025-04-10     3.64     3.67     3.57     3.62   229500\n",
+       " 2025-04-11     3.72     3.76     3.61     3.68   340100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CRPG6': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CRPG6.SA   CRPG6.SA   CRPG6.SA   CRPG6.SA CRPG6.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  30.394171  30.394171  30.225645  30.225645      300\n",
+       " 2024-04-12  30.532957  30.532957  30.523045  30.523045      300\n",
+       " 2024-04-15  30.850183  30.860095  30.245472  30.860095     1400\n",
+       " 2024-04-16  30.830357  30.830357  30.285124  30.285124      200\n",
+       " 2024-04-17  30.225645  30.225645  29.749807  29.749807      200\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  18.510000  18.510000  18.510000  18.510000        0\n",
+       " 2025-04-08  18.510000  18.510000  18.510000  18.510000        0\n",
+       " 2025-04-09  18.500000  18.500000  18.500000  18.500000      100\n",
+       " 2025-04-10  18.799999  18.799999  18.500000  18.500000      300\n",
+       " 2025-04-11  18.799999  18.799999  18.799999  18.799999        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RCSL3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     RCSL3.SA RCSL3.SA RCSL3.SA RCSL3.SA RCSL3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.44     6.48     6.32     6.48   146725\n",
+       " 2024-04-12     6.48     6.60     6.40     6.48   378975\n",
+       " 2024-04-15     6.32     6.48     6.16     6.48   247100\n",
+       " 2024-04-16     6.20     6.24     6.08     6.24   217225\n",
+       " 2024-04-17     6.20     6.32     6.20     6.28   267000\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.08     3.10     3.01     3.04   909600\n",
+       " 2025-04-08     3.05     3.12     3.05     3.11   432900\n",
+       " 2025-04-09     3.07     3.14     3.06     3.10   890200\n",
+       " 2025-04-10     2.73     3.09     2.68     3.08   385400\n",
+       " 2025-04-11     2.70     2.84     2.68     2.80   962600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AZTE3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     AZTE3.SA AZTE3.SA AZTE3.SA AZTE3.SA  AZTE3.SA\n",
+       " Date                                                    \n",
+       " 2025-02-14     0.89     1.02     0.81     0.89  15925800\n",
+       " 2025-02-17     0.98     1.06     0.91     0.91  12622000\n",
+       " 2025-02-18     0.93     0.98     0.87     0.97   7933000\n",
+       " 2025-02-19     0.96     0.99     0.93     0.95   6204900\n",
+       " 2025-02-20     0.95     0.99     0.94     0.97   3503200\n",
+       " 2025-02-21     0.96     0.97     0.93     0.96   3818000\n",
+       " 2025-02-24     0.99     1.02     0.97     0.97   4957300\n",
+       " 2025-02-25     1.04     1.04     0.98     1.00   4522300\n",
+       " 2025-02-26     1.19     1.23     1.04     1.05   9774700\n",
+       " 2025-02-27     1.55     1.57     1.19     1.19  17993400\n",
+       " 2025-02-28     1.39     1.55     1.32     1.55  16409600\n",
+       " 2025-03-05     1.24     1.47     1.22     1.39   5848700\n",
+       " 2025-03-06     1.30     1.39     1.24     1.27   6775200\n",
+       " 2025-03-07     1.27     1.34     1.24     1.33   5515500\n",
+       " 2025-03-10     1.24     1.30     1.23     1.25   3792700\n",
+       " 2025-03-11     1.13     1.27     1.10     1.25   8522800\n",
+       " 2025-03-12     1.05     1.16     1.04     1.14   7075800\n",
+       " 2025-03-13     1.05     1.12     1.02     1.05   5181000\n",
+       " 2025-03-14     1.05     1.10     1.02     1.07   2853000\n",
+       " 2025-03-17     1.04     1.07     1.02     1.04   2533400\n",
+       " 2025-03-18     1.05     1.07     1.04     1.04   2216000\n",
+       " 2025-03-19     1.16     1.25     1.11     1.12   9573600\n",
+       " 2025-03-20     1.12     1.18     1.12     1.16   2064000\n",
+       " 2025-03-21     1.11     1.14     1.08     1.12   2216100\n",
+       " 2025-03-24     1.06     1.12     1.06     1.11   1969200\n",
+       " 2025-03-25     1.06     1.07     1.04     1.06   1980000\n",
+       " 2025-03-26     1.06     1.11     1.05     1.05   2823900\n",
+       " 2025-03-27     1.06     1.10     1.06     1.08   1930700\n",
+       " 2025-03-28     1.11     1.15     1.07     1.07   3384400\n",
+       " 2025-03-31     1.08     1.12     1.07     1.12   2727200\n",
+       " 2025-04-01     1.08     1.09     1.05     1.09   1801500\n",
+       " 2025-04-02     1.03     1.08     1.03     1.06   2049400\n",
+       " 2025-04-03     1.01     1.04     0.93     1.02   4045200\n",
+       " 2025-04-04     0.96     0.99     0.94     0.98   3513500\n",
+       " 2025-04-07     0.92     0.95     0.89     0.93   3525200\n",
+       " 2025-04-08     0.88     0.97     0.87     0.92   3334900\n",
+       " 2025-04-09     0.93     0.94     0.84     0.86   5103400\n",
+       " 2025-04-10     0.90     0.93     0.89     0.91   2660000\n",
+       " 2025-04-11     0.91     0.92     0.89     0.91   1986900,\n",
+       " 'CRPG5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CRPG5.SA   CRPG5.SA   CRPG5.SA   CRPG5.SA CRPG5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  31.711164  31.711164  31.265225  31.631887      800\n",
+       " 2024-04-12  32.107555  32.186831  31.711164  31.711164      800\n",
+       " 2024-04-15  32.107555  32.167011  31.225587  32.097644     1700\n",
+       " 2024-04-16  31.225588  31.780533  31.225588  31.780533      600\n",
+       " 2024-04-17  30.502176  31.592246  30.472446  31.592246     1900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  18.500000  18.510000  18.299999  18.320000     2700\n",
+       " 2025-04-08  18.600000  18.629999  18.600000  18.600000     1500\n",
+       " 2025-04-09  18.450001  18.450001  18.330000  18.330000      700\n",
+       " 2025-04-10  18.170000  18.450001  18.150000  18.400000     1400\n",
+       " 2025-04-11  18.049999  18.280001  18.049999  18.280001      900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MEAL3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     MEAL3.SA MEAL3.SA MEAL3.SA MEAL3.SA MEAL3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.66     1.68     1.64     1.67   295400\n",
+       " 2024-04-12     1.62     1.65     1.61     1.65  1167000\n",
+       " 2024-04-15     1.54     1.64     1.53     1.64  2193700\n",
+       " 2024-04-16     1.49     1.55     1.47     1.54  1983200\n",
+       " 2024-04-17     1.48     1.53     1.47     1.49   660500\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.21     1.24     1.17     1.18  1031000\n",
+       " 2025-04-08     1.16     1.24     1.14     1.23   559500\n",
+       " 2025-04-09     1.21     1.21     1.16     1.17   377200\n",
+       " 2025-04-10     1.20     1.21     1.18     1.21   334200\n",
+       " 2025-04-11     1.22     1.23     1.18     1.20   259000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CSNA3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       CSNA3.SA   CSNA3.SA   CSNA3.SA   CSNA3.SA  CSNA3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  12.929544  13.083038  12.884400  13.019835  14236200\n",
+       " 2024-04-12  12.956633  13.408083  12.947603  13.092067   7183400\n",
+       " 2024-04-15  12.992748  13.263618  12.920516  13.064980   6885000\n",
+       " 2024-04-16  12.794109  12.857312  12.532268  12.748964   8009100\n",
+       " 2024-04-17  12.929544  13.245560  12.893428  13.191386   8566500\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07   8.240000   8.470000   7.900000   8.050000  17178300\n",
+       " 2025-04-08   7.770000   8.450000   7.690000   8.380000  15445400\n",
+       " 2025-04-09   8.410000   8.520000   7.660000   7.690000  20379000\n",
+       " 2025-04-10   8.360000   8.490000   8.080000   8.490000  10956300\n",
+       " 2025-04-11   8.630000   8.690000   8.320000   8.430000   9047700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AMOB3': Price         Close     High      Low     Open     Volume\n",
+       " Ticker     AMOB3.SA AMOB3.SA AMOB3.SA AMOB3.SA   AMOB3.SA\n",
+       " Date                                                     \n",
+       " 2024-12-16     0.47     0.54     0.38     0.45   75019900\n",
+       " 2024-12-17     0.50     0.91     0.50     0.56  129549500\n",
+       " 2024-12-18     0.35     0.70     0.32     0.54  132853600\n",
+       " 2024-12-19     0.47     0.50     0.38     0.42   89589600\n",
+       " 2024-12-20     0.42     0.53     0.41     0.51   85522100\n",
+       " ...             ...      ...      ...      ...        ...\n",
+       " 2025-04-07     0.25     0.25     0.24     0.25    7155300\n",
+       " 2025-04-08     0.24     0.26     0.23     0.25   17096600\n",
+       " 2025-04-09     0.24     0.25     0.23     0.24    9859700\n",
+       " 2025-04-10     0.24     0.25     0.23     0.24   11166300\n",
+       " 2025-04-11     0.24     0.25     0.23     0.24   13017900\n",
+       " \n",
+       " [79 rows x 5 columns],\n",
+       " 'ADHM3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ADHM3.SA ADHM3.SA ADHM3.SA ADHM3.SA ADHM3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.56     1.56     1.56     1.56        0\n",
+       " 2024-04-12     1.56     1.56     1.56     1.56        0\n",
+       " 2024-04-15     1.56     1.56     1.56     1.56        0\n",
+       " 2024-04-16     1.56     1.56     1.56     1.56        0\n",
+       " 2024-04-17     1.56     1.56     1.56     1.56        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2024-07-31     1.56     1.56     1.56     1.56        0\n",
+       " 2024-08-01     1.56     1.56     1.56     1.56        0\n",
+       " 2024-08-02     1.56     1.56     1.56     1.56        0\n",
+       " 2024-08-05     1.56     1.56     1.56     1.56        0\n",
+       " 2024-08-06     1.56     1.56     1.56     1.56        0\n",
+       " \n",
+       " [82 rows x 5 columns],\n",
+       " 'RPAD5': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      RPAD5.SA  RPAD5.SA  RPAD5.SA  RPAD5.SA RPAD5.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  7.772479  7.772479  7.772479  7.772479        0\n",
+       " 2024-04-12  7.772479  7.772479  7.772479  7.772479      100\n",
+       " 2024-04-15  7.772479  7.772479  7.772479  7.772479      100\n",
+       " 2024-04-16  7.819020  7.846946  7.353602  7.772479    16000\n",
+       " 2024-04-17  7.819020  7.819020  7.819020  7.819020        0\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.720000  5.720000  5.720000  5.720000        0\n",
+       " 2025-04-08  5.720000  5.720000  5.720000  5.720000        0\n",
+       " 2025-04-09  5.510000  5.510000  5.510000  5.510000      100\n",
+       " 2025-04-10  5.510000  5.510000  5.510000  5.510000        0\n",
+       " 2025-04-11  5.510000  5.510000  5.510000  5.510000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'KRSA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     KRSA3.SA KRSA3.SA KRSA3.SA KRSA3.SA KRSA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     7.30     7.60     7.20     7.50    99230\n",
+       " 2024-04-12     7.20     7.60     7.10     7.30    85850\n",
+       " 2024-04-15     6.80     7.40     6.30     7.30   115080\n",
+       " 2024-04-16     6.60     7.00     6.50     6.90   100570\n",
+       " 2024-04-17     6.40     6.80     6.30     6.50    69170\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     8.85     8.86     8.85     8.85    17200\n",
+       " 2025-04-08     8.86     8.86     8.85     8.85      900\n",
+       " 2025-04-09     8.88     8.88     8.86     8.86     2000\n",
+       " 2025-04-10     8.86     8.87     8.86     8.86     2100\n",
+       " 2025-04-11     8.88     8.88     8.87     8.88     1500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MATD3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      MATD3.SA  MATD3.SA  MATD3.SA  MATD3.SA MATD3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  5.634744  5.743294  5.496589  5.654480   267500\n",
+       " 2024-04-12  5.733426  5.733426  5.526193  5.536062   968500\n",
+       " 2024-04-15  5.328829  5.733425  5.328829  5.733425   635000\n",
+       " 2024-04-16  5.417643  5.536061  5.170938  5.289356   801000\n",
+       " 2024-04-17  5.496589  5.733425  5.328829  5.417643   790900\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.740000  3.940000  3.740000  3.840000   577700\n",
+       " 2025-04-08  3.730000  3.850000  3.630000  3.850000   568800\n",
+       " 2025-04-09  3.780000  3.850000  3.650000  3.690000   262700\n",
+       " 2025-04-10  3.840000  3.910000  3.770000  3.780000   343000\n",
+       " 2025-04-11  3.840000  3.890000  3.750000  3.890000   195300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MGEL3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     MGEL3.SA MGEL3.SA MGEL3.SA MGEL3.SA MGEL3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     75.0     75.0     75.0     75.0        0\n",
+       " 2024-04-12     75.0     75.0     75.0     75.0        0\n",
+       " 2024-04-15     75.0     75.0     75.0     75.0        0\n",
+       " 2024-04-16     75.0     75.0     75.0     75.0        0\n",
+       " 2024-04-17     75.0     75.0     75.0     75.0        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     75.0     75.0     75.0     75.0        0\n",
+       " 2025-04-08     75.0     75.0     75.0     75.0        0\n",
+       " 2025-04-09     75.0     75.0     75.0     75.0        0\n",
+       " 2025-04-10     75.0     75.0     75.0     75.0        0\n",
+       " 2025-04-11     75.0     75.0     75.0     75.0        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TRAD3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      TRAD3.SA  TRAD3.SA  TRAD3.SA  TRAD3.SA TRAD3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  6.229999  6.719999  6.159999  6.719999   106485\n",
+       " 2024-04-12  5.879999  6.369999  5.739999  6.299999   142585\n",
+       " 2024-04-15  5.459999  5.949999  5.459999  5.879999    82042\n",
+       " 2024-04-16  5.389999  5.669999  5.249999  5.459999    85471\n",
+       " 2024-04-17  5.389999  5.529999  5.249999  5.389999    46057\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  6.950000  7.500000  6.950000  7.350000    37800\n",
+       " 2025-04-08  6.680000  7.240000  6.680000  7.240000    13600\n",
+       " 2025-04-09  6.770000  6.820000  6.310000  6.690000   170600\n",
+       " 2025-04-10  6.770000  7.090000  6.540000  7.000000    33800\n",
+       " 2025-04-11  7.290000  7.440000  6.520000  6.720000    30300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'DMFN3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       DMFN3.SA   DMFN3.SA   DMFN3.SA   DMFN3.SA DMFN3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.154632  12.154632  12.154632  12.154632        0\n",
+       " 2024-04-12  12.154632  12.154632  12.154632  12.154632        0\n",
+       " 2024-04-15  12.154632  12.154632  12.154632  12.154632        0\n",
+       " 2024-04-16  12.154632  12.154632  12.154632  12.154632        0\n",
+       " 2024-04-17  12.154632  12.154632  12.154632  12.154632        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  12.500000  12.500000  12.500000  12.500000        0\n",
+       " 2025-04-08  12.500000  12.500000  12.500000  12.500000        0\n",
+       " 2025-04-09  12.500000  12.500000  12.500000  12.500000        0\n",
+       " 2025-04-10  12.500000  12.500000  12.500000  12.500000        0\n",
+       " 2025-04-11  12.500000  12.500000  12.500000  12.500000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CEED4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CEED4.SA CEED4.SA CEED4.SA CEED4.SA CEED4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     25.0     25.0     25.0     25.0      100\n",
+       " 2024-04-12     25.0     25.0     25.0     25.0        0\n",
+       " 2024-04-15     25.0     25.0     25.0     25.0        0\n",
+       " 2024-04-16     25.0     25.0     25.0     25.0        0\n",
+       " 2024-04-17     25.0     25.0     25.0     25.0        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     20.0     20.0     20.0     20.0        0\n",
+       " 2025-04-08     20.0     20.0     20.0     20.0        0\n",
+       " 2025-04-09     20.0     20.0     20.0     20.0        0\n",
+       " 2025-04-10     20.0     20.0     20.0     20.0        0\n",
+       " 2025-04-11     20.0     20.0     20.0     20.0        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PDTC3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      PDTC3.SA  PDTC3.SA  PDTC3.SA  PDTC3.SA PDTC3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  2.430162  2.488956  2.420363  2.488956    36200\n",
+       " 2024-04-12  2.351769  2.439961  2.351769  2.420363    80600\n",
+       " 2024-04-15  2.283176  2.371368  2.273377  2.361569    99800\n",
+       " 2024-04-16  2.283176  2.302774  2.253779  2.292975    70600\n",
+       " 2024-04-17  2.263578  2.332171  2.243980  2.283176    57300\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  1.110000  1.180000  1.100000  1.150000   110200\n",
+       " 2025-04-08  1.080000  1.150000  1.050000  1.150000    69700\n",
+       " 2025-04-09  1.060000  1.080000  1.020000  1.060000    63900\n",
+       " 2025-04-10  1.090000  1.100000  1.030000  1.060000    72800\n",
+       " 2025-04-11  1.070000  1.090000  1.060000  1.080000    26200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MLAS3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     MLAS3.SA MLAS3.SA MLAS3.SA MLAS3.SA MLAS3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.40     2.44     2.31     2.34  4285600\n",
+       " 2024-04-12     2.29     2.40     2.21     2.38  3926900\n",
+       " 2024-04-15     2.07     2.28     2.06     2.27  7651700\n",
+       " 2024-04-16     2.09     2.14     2.01     2.08  3398100\n",
+       " 2024-04-17     2.11     2.18     2.04     2.11  1979800\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.20     1.24     1.13     1.19  2097700\n",
+       " 2025-04-08     1.15     1.22     1.13     1.19  1960700\n",
+       " 2025-04-09     1.20     1.23     1.11     1.14  1886600\n",
+       " 2025-04-10     1.19     1.22     1.17     1.20   599900\n",
+       " 2025-04-11     1.18     1.21     1.16     1.20   718300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RPAD3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     RPAD3.SA RPAD3.SA RPAD3.SA RPAD3.SA RPAD3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     8.40     8.40     8.40     8.40        0\n",
+       " 2024-04-12     8.43     8.43     8.43     8.43    11000\n",
+       " 2024-04-15     8.43     8.43     8.43     8.43        0\n",
+       " 2024-04-16     8.43     8.43     8.43     8.43        0\n",
+       " 2024-04-17     8.43     8.43     8.43     8.43        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     4.00     4.00     4.00     4.00      100\n",
+       " 2025-04-08     4.00     4.00     4.00     4.00      100\n",
+       " 2025-04-09     4.00     4.00     4.00     4.00        0\n",
+       " 2025-04-10     4.00     4.00     4.00     4.00        0\n",
+       " 2025-04-11     4.10     4.10     4.10     4.10      300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RPAD6': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     RPAD6.SA RPAD6.SA RPAD6.SA RPAD6.SA RPAD6.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     8.43     8.43     8.43     8.43     2200\n",
+       " 2024-04-12     8.43     8.43     8.43     8.43    21600\n",
+       " 2024-04-15     8.43     8.43     8.43     8.43        0\n",
+       " 2024-04-16     8.43     8.43     8.43     8.43        0\n",
+       " 2024-04-17     8.48     8.48     8.48     8.48      100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     4.00     4.00     4.00     4.00     2400\n",
+       " 2025-04-08     4.00     4.00     4.00     4.00        0\n",
+       " 2025-04-09     4.00     4.01     4.00     4.01     2100\n",
+       " 2025-04-10     4.00     4.00     4.00     4.00        0\n",
+       " 2025-04-11     4.10     4.10     4.10     4.10     1700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'HBSA3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     HBSA3.SA HBSA3.SA HBSA3.SA HBSA3.SA  HBSA3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     4.21     4.24     4.13     4.15  12695000\n",
+       " 2024-04-12     4.09     4.21     4.08     4.21   7220400\n",
+       " 2024-04-15     4.00     4.10     3.97     4.10  11738400\n",
+       " 2024-04-16     4.05     4.08     3.91     3.99  13793600\n",
+       " 2024-04-17     4.00     4.14     4.00     4.08   7312400\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     2.25     2.27     2.06     2.15   3284500\n",
+       " 2025-04-08     2.27     2.32     2.20     2.24   4551100\n",
+       " 2025-04-09     2.19     2.28     2.19     2.22   9198200\n",
+       " 2025-04-10     2.24     2.28     2.14     2.16   2304200\n",
+       " 2025-04-11     2.26     2.28     2.19     2.25   1213300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'DOTZ3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     DOTZ3.SA DOTZ3.SA DOTZ3.SA DOTZ3.SA DOTZ3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     5.88     6.02     5.23     5.53    22100\n",
+       " 2024-04-12     5.60     6.05     5.39     5.96    31600\n",
+       " 2024-04-15     5.22     5.65     5.22     5.65    10900\n",
+       " 2024-04-16     5.37     5.57     5.25     5.35    24300\n",
+       " 2024-04-17     5.26     5.76     5.25     5.47    20400\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.40     3.56     3.40     3.42     6200\n",
+       " 2025-04-08     3.41     3.51     3.34     3.40     7500\n",
+       " 2025-04-09     3.22     3.56     3.17     3.49    17100\n",
+       " 2025-04-10     3.33     3.66     3.24     3.24    14400\n",
+       " 2025-04-11     3.38     3.63     3.36     3.38    14000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BEEF3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     BEEF3.SA BEEF3.SA BEEF3.SA BEEF3.SA  BEEF3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     6.50     6.58     6.44     6.48   9769600\n",
+       " 2024-04-12     6.41     6.51     6.22     6.50  17509300\n",
+       " 2024-04-15     6.04     6.35     5.96     6.35  33348500\n",
+       " 2024-04-16     6.00     6.12     5.95     6.01  16433200\n",
+       " 2024-04-17     6.04     6.09     5.99     6.03  14748500\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     6.44     6.58     6.28     6.32   8263700\n",
+       " 2025-04-08     6.25     6.36     6.06     6.21  26519000\n",
+       " 2025-04-09     6.76     6.90     6.18     6.18  25581600\n",
+       " 2025-04-10     6.80     7.02     6.69     6.72  19792100\n",
+       " 2025-04-11     6.97     7.12     6.81     6.82  14188700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RCSL4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     RCSL4.SA RCSL4.SA RCSL4.SA RCSL4.SA RCSL4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.52     2.56     2.52     2.56    94325\n",
+       " 2024-04-12     2.56     2.60     2.52     2.56   311375\n",
+       " 2024-04-15     2.44     2.60     2.40     2.60   527225\n",
+       " 2024-04-16     2.44     2.48     2.40     2.44    72475\n",
+       " 2024-04-17     2.20     2.48     2.20     2.44   689525\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.35     1.38     1.35     1.36  2388800\n",
+       " 2025-04-08     1.36     1.43     1.36     1.38  2451200\n",
+       " 2025-04-09     1.35     1.42     1.35     1.38  3116400\n",
+       " 2025-04-10     1.34     1.44     1.30     1.35  4298900\n",
+       " 2025-04-11     1.39     1.47     1.34     1.35  4418200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'WEST3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     WEST3.SA WEST3.SA WEST3.SA WEST3.SA WEST3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    13.00    13.10    12.80    12.90     1050\n",
+       " 2024-04-12    12.40    12.90    12.30    12.70     4130\n",
+       " 2024-04-15    12.60    12.70    12.50    12.60     1210\n",
+       " 2024-04-16    11.80    12.50    11.80    12.50    10720\n",
+       " 2024-04-17    11.70    12.30    11.60    12.10     3980\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     4.95     5.14     4.95     5.14     4500\n",
+       " 2025-04-08     4.94     5.15     4.94     5.08     1100\n",
+       " 2025-04-09     4.96     4.96     4.95     4.95      600\n",
+       " 2025-04-10     5.09     5.10     5.09     5.10      800\n",
+       " 2025-04-11     5.05     5.05     5.05     5.05     7500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AMAR3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     AMAR3.SA AMAR3.SA AMAR3.SA AMAR3.SA AMAR3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.68     1.77     1.68     1.70   392500\n",
+       " 2024-04-12     1.57     1.71     1.57     1.69   642900\n",
+       " 2024-04-15     1.50     1.62     1.50     1.58   631000\n",
+       " 2024-04-16     1.55     1.56     1.45     1.50   487600\n",
+       " 2024-04-17     1.52     1.58     1.51     1.53   447000\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.22     1.29     1.20     1.29  1052500\n",
+       " 2025-04-08     1.23     1.28     1.19     1.24   455600\n",
+       " 2025-04-09     1.29     1.31     1.19     1.19   449900\n",
+       " 2025-04-10     1.30     1.31     1.28     1.29    75800\n",
+       " 2025-04-11     1.29     1.32     1.28     1.28   143600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AZEV4': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     AZEV4.SA AZEV4.SA AZEV4.SA AZEV4.SA  AZEV4.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     1.78     1.84     1.55     1.65  11711300\n",
+       " 2024-04-12     1.68     1.86     1.65     1.81   7800000\n",
+       " 2024-04-15     1.55     1.74     1.42     1.69   9573200\n",
+       " 2024-04-16     1.60     1.66     1.47     1.51   5104400\n",
+       " 2024-04-17     1.45     1.69     1.45     1.61   4983200\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     0.88     0.92     0.86     0.90   3935000\n",
+       " 2025-04-08     0.86     0.93     0.85     0.92   3215700\n",
+       " 2025-04-09     0.93     0.94     0.85     0.87   6697500\n",
+       " 2025-04-10     0.96     0.96     0.91     0.93   2634400\n",
+       " 2025-04-11     0.91     0.97     0.91     0.97   4975400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RNEW11': Price          Close      High       Low      Open    Volume\n",
+       " Ticker     RNEW11.SA RNEW11.SA RNEW11.SA RNEW11.SA RNEW11.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11      3.36      3.37      3.34      3.34       600\n",
+       " 2024-04-12      3.36      3.36      3.33      3.36       900\n",
+       " 2024-04-15      3.30      3.31      3.20      3.25     14300\n",
+       " 2024-04-16      3.18      3.27      3.18      3.23     13000\n",
+       " 2024-04-17      3.17      3.19      3.17      3.18      1300\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07      2.60      2.80      2.60      2.80     19000\n",
+       " 2025-04-08      2.62      2.70      2.62      2.70      9500\n",
+       " 2025-04-09      2.56      2.60      2.49      2.53     33900\n",
+       " 2025-04-10      2.60      2.62      2.59      2.62      1000\n",
+       " 2025-04-11      2.67      2.70      2.61      2.67      2200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'DASA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     DASA3.SA DASA3.SA DASA3.SA DASA3.SA DASA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     5.35     5.46     5.31     5.43   207500\n",
+       " 2024-04-12     4.89     5.36     4.88     5.36   583200\n",
+       " 2024-04-15     4.49     4.97     4.48     4.93   552200\n",
+       " 2024-04-16     4.36     4.59     4.29     4.59  1316200\n",
+       " 2024-04-17     4.20     4.45     4.19     4.37   474600\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.81     1.85     1.73     1.81   433600\n",
+       " 2025-04-08     1.73     1.85     1.73     1.83   522600\n",
+       " 2025-04-09     1.82     1.86     1.71     1.72   576000\n",
+       " 2025-04-10     1.82     1.85     1.79     1.82   574500\n",
+       " 2025-04-11     1.76     1.85     1.73     1.82   864100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RNEW3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     RNEW3.SA RNEW3.SA RNEW3.SA RNEW3.SA RNEW3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.14     1.15     1.12     1.14    29900\n",
+       " 2024-04-12     1.13     1.14     1.12     1.14    29200\n",
+       " 2024-04-15     1.08     1.10     1.04     1.09    84600\n",
+       " 2024-04-16     1.06     1.11     1.06     1.08   152000\n",
+       " 2024-04-17     1.05     1.07     1.05     1.07    20300\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     0.89     0.94     0.89     0.92    90100\n",
+       " 2025-04-08     0.84     0.91     0.84     0.90    55400\n",
+       " 2025-04-09     0.88     0.90     0.84     0.87   110200\n",
+       " 2025-04-10     0.88     0.92     0.87     0.90    56200\n",
+       " 2025-04-11     0.86     0.98     0.85     0.88   216300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RNEW4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     RNEW4.SA RNEW4.SA RNEW4.SA RNEW4.SA RNEW4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.12     1.13     1.10     1.13    53500\n",
+       " 2024-04-12     1.10     1.13     1.10     1.13   113000\n",
+       " 2024-04-15     1.09     1.10     1.06     1.10   145000\n",
+       " 2024-04-16     1.06     1.10     1.04     1.10   246500\n",
+       " 2024-04-17     1.04     1.06     1.04     1.05    88800\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     0.88     0.95     0.88     0.91   108700\n",
+       " 2025-04-08     0.85     0.90     0.85     0.88   268000\n",
+       " 2025-04-09     0.87     0.87     0.83     0.87   143900\n",
+       " 2025-04-10     0.88     0.89     0.86     0.88    29900\n",
+       " 2025-04-11     0.86     0.89     0.85     0.89   251900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AZEV3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     AZEV3.SA AZEV3.SA AZEV3.SA AZEV3.SA AZEV3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.77     1.86     1.62     1.70  1543500\n",
+       " 2024-04-12     1.69     1.86     1.67     1.80  1070900\n",
+       " 2024-04-15     1.56     1.74     1.51     1.70  1159500\n",
+       " 2024-04-16     1.61     1.69     1.52     1.57   569200\n",
+       " 2024-04-17     1.49     1.68     1.49     1.62   755800\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     0.77     0.78     0.73     0.78  1486600\n",
+       " 2025-04-08     0.72     0.80     0.71     0.77  2614400\n",
+       " 2025-04-09     0.78     0.80     0.70     0.71  3734700\n",
+       " 2025-04-10     0.80     0.82     0.76     0.79  2118600\n",
+       " 2025-04-11     0.77     0.82     0.76     0.80  1984900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CEED3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CEED3.SA CEED3.SA CEED3.SA CEED3.SA CEED3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    22.90    22.90    22.90    22.90        0\n",
+       " 2024-04-12    22.90    22.90    22.90    22.90        0\n",
+       " 2024-04-15    22.90    22.90    22.90    22.90        0\n",
+       " 2024-04-16    22.90    22.90    22.90    22.90        0\n",
+       " 2024-04-17    22.90    22.90    22.90    22.90        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    10.83    10.83    10.83    10.83        0\n",
+       " 2025-04-08    11.00    11.01    10.85    10.85      500\n",
+       " 2025-04-09    11.00    11.00    11.00    11.00        0\n",
+       " 2025-04-10    11.00    11.00    11.00    11.00        0\n",
+       " 2025-04-11    11.00    11.00    11.00    11.00        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LUPA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     LUPA3.SA LUPA3.SA LUPA3.SA LUPA3.SA LUPA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.70     1.76     1.70     1.75   263800\n",
+       " 2024-04-12     1.66     1.72     1.66     1.71   278200\n",
+       " 2024-04-15     1.58     1.64     1.57     1.64   270800\n",
+       " 2024-04-16     1.54     1.58     1.51     1.57   189000\n",
+       " 2024-04-17     1.52     1.58     1.52     1.58   212900\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.28     1.30     1.24     1.28   112300\n",
+       " 2025-04-08     1.24     1.30     1.21     1.26    56800\n",
+       " 2025-04-09     1.26     1.32     1.20     1.23   249400\n",
+       " 2025-04-10     1.26     1.29     1.24     1.27   112800\n",
+       " 2025-04-11     1.26     1.28     1.24     1.25    28700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ESTR3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ESTR3.SA ESTR3.SA ESTR3.SA ESTR3.SA ESTR3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11      7.6      7.6      7.6      7.6        0\n",
+       " 2024-04-12      7.6      7.6      7.6      7.6        0\n",
+       " 2024-04-15      7.6      7.6      7.6      7.6        0\n",
+       " 2024-04-16      7.6      7.6      7.6      7.6        0\n",
+       " 2024-04-17      7.6      7.6      7.6      7.6        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07      5.0      5.0      5.0      5.0        0\n",
+       " 2025-04-08      5.0      5.0      5.0      5.0        0\n",
+       " 2025-04-09      5.0      5.0      5.0      5.0        0\n",
+       " 2025-04-10      5.0      5.0      5.0      5.0        0\n",
+       " 2025-04-11      5.0      5.0      5.0      5.0        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SNSY5': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     SNSY5.SA SNSY5.SA SNSY5.SA SNSY5.SA SNSY5.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.38     6.50     6.35     6.35     6300\n",
+       " 2024-04-12     6.53     6.55     6.30     6.40     3900\n",
+       " 2024-04-15     6.29     6.59     6.28     6.59     2100\n",
+       " 2024-04-16     6.21     6.39     6.20     6.22    23300\n",
+       " 2024-04-17     6.37     6.40     6.21     6.40     6800\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     4.40     4.40     4.30     4.35     5300\n",
+       " 2025-04-08     4.42     4.43     4.40     4.43      300\n",
+       " 2025-04-09     4.49     4.50     4.27     4.40     8900\n",
+       " 2025-04-10     4.20     4.65     4.20     4.57     6600\n",
+       " 2025-04-11     4.44     4.44     4.28     4.43     2200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'NTCO3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       NTCO3.SA   NTCO3.SA   NTCO3.SA   NTCO3.SA  NTCO3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  17.270000  17.559999  17.049999  17.500000   5723600\n",
+       " 2024-04-12  16.920000  17.280001  16.730000  17.150000   6647400\n",
+       " 2024-04-15  16.860001  17.010000  16.510000  16.860001   7877900\n",
+       " 2024-04-16  16.400000  16.700001  16.370001  16.680000  10569600\n",
+       " 2024-04-17  16.250000  16.600000  16.150000  16.540001   6622100\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07   9.410000   9.500000   8.950000   9.050000  13183000\n",
+       " 2025-04-08   9.400000   9.560000   9.200000   9.530000  15778600\n",
+       " 2025-04-09   9.880000   9.880000   9.280000   9.300000  14421100\n",
+       " 2025-04-10   9.480000   9.800000   9.300000   9.790000  10403000\n",
+       " 2025-04-11   9.370000   9.550000   9.360000   9.550000   7983400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CSAN3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       CSAN3.SA   CSAN3.SA   CSAN3.SA   CSAN3.SA  CSAN3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  14.499709  15.059991  14.499709  15.021351  14826100\n",
+       " 2024-04-12  14.374128  14.808830  14.374128  14.519028  16977000\n",
+       " 2024-04-15  13.910446  14.441748  13.794526  14.441748  17090100\n",
+       " 2024-04-16  13.649626  13.852486  13.610986  13.813846  12623500\n",
+       " 2024-04-17  13.910446  14.055347  13.697926  13.813846  17173200\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07   7.010000   7.430000   6.930000   7.000000  18643200\n",
+       " 2025-04-08   6.590000   7.110000   6.570000   7.080000  32612300\n",
+       " 2025-04-09   6.840000   6.990000   6.450000   6.500000  43249100\n",
+       " 2025-04-10   6.940000   6.940000   6.650000   6.790000  22727500\n",
+       " 2025-04-11   7.040000   7.110000   6.840000   7.010000  16628200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GPIV33': Price          Close      High       Low      Open    Volume\n",
+       " Ticker     GPIV33.SA GPIV33.SA GPIV33.SA GPIV33.SA GPIV33.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11      3.80      3.85      3.60      3.85     49272\n",
+       " 2024-04-12      3.79      3.96      3.72      3.85    111166\n",
+       " 2024-04-15      3.72      3.87      3.67      3.79     34054\n",
+       " 2024-04-16      3.60      3.81      3.51      3.64    102823\n",
+       " 2024-04-17      3.60      3.82      3.45      3.60     72659\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07      3.81      3.82      3.67      3.67      5256\n",
+       " 2025-04-08      4.01      4.01      3.60      3.66     23545\n",
+       " 2025-04-09      3.98      3.99      3.71      3.71     14839\n",
+       " 2025-04-10      3.96      3.96      3.81      3.94      8280\n",
+       " 2025-04-11      3.89      3.97      3.81      3.96      6344\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BIED3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BIED3.SA BIED3.SA BIED3.SA BIED3.SA BIED3.SA\n",
+       " Date                                                   \n",
+       " 2024-11-18     4.70     4.70     4.65     4.70      300\n",
+       " 2024-11-19     4.84     4.86     4.80     4.80     1900\n",
+       " 2024-11-21     4.06     4.90     4.04     4.89    70300\n",
+       " 2024-11-22     4.31     4.33     4.18     4.18     7300\n",
+       " 2024-11-25     4.51     4.51     4.35     4.35     3700\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.37     3.37     3.34     3.34     3000\n",
+       " 2025-04-08     3.24     3.29     3.24     3.27    28300\n",
+       " 2025-04-09     3.24     3.27     3.24     3.25     4100\n",
+       " 2025-04-10     3.30     3.32     3.24     3.24     1300\n",
+       " 2025-04-11     3.45     3.45     3.32     3.32      200\n",
+       " \n",
+       " [92 rows x 5 columns],\n",
+       " 'ESTR4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ESTR4.SA ESTR4.SA ESTR4.SA ESTR4.SA ESTR4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.10     2.10     2.10     2.10     2000\n",
+       " 2024-04-12     2.10     2.10     2.10     2.10        0\n",
+       " 2024-04-15     2.10     2.10     2.10     2.10        0\n",
+       " 2024-04-16     2.09     2.09     2.06     2.06     1000\n",
+       " 2024-04-17     2.09     2.09     2.09     2.09        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.40     3.40     3.40     3.40      500\n",
+       " 2025-04-08     3.20     3.30     3.20     3.30     3900\n",
+       " 2025-04-09     3.25     3.25     3.25     3.25      300\n",
+       " 2025-04-10     3.25     3.25     3.25     3.25        0\n",
+       " 2025-04-11     3.25     3.25     3.25     3.25        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TXRX3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     TXRX3.SA TXRX3.SA TXRX3.SA TXRX3.SA TXRX3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     8.50     8.50     8.50     8.50      100\n",
+       " 2024-04-12     8.70     8.70     8.70     8.70      100\n",
+       " 2024-04-15     8.70     8.70     8.70     8.70        0\n",
+       " 2024-04-16     9.05     9.05     9.05     9.05      100\n",
+       " 2024-04-17     9.00     9.00     9.00     9.00      100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     8.50     8.50     8.50     8.50        0\n",
+       " 2025-04-08     8.50     8.50     8.50     8.50        0\n",
+       " 2025-04-09     8.50     8.50     8.50     8.50        0\n",
+       " 2025-04-10     8.50     8.50     8.50     8.50        0\n",
+       " 2025-04-11     8.50     8.50     8.50     8.50        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MGEL4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       MGEL4.SA   MGEL4.SA   MGEL4.SA   MGEL4.SA MGEL4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  18.620001  18.620001  18.500000  18.500000     3200\n",
+       " 2024-04-12  18.110001  18.750000  18.110001  18.610001     6500\n",
+       " 2024-04-15  18.770000  18.950001  17.770000  17.770000     1500\n",
+       " 2024-04-16  17.440001  18.480000  17.440001  18.000000     4700\n",
+       " 2024-04-17  17.889999  18.480000  17.830000  18.480000     2000\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   6.090000   6.090000   6.090000   6.090000        0\n",
+       " 2025-04-08   6.100000   6.300000   6.090000   6.090000      400\n",
+       " 2025-04-09   5.850000   6.070000   5.840000   5.840000     1100\n",
+       " 2025-04-10   6.050000   6.100000   6.050000   6.070000     2000\n",
+       " 2025-04-11   6.050000   6.050000   6.000000   6.000000      600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VIVR3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     VIVR3.SA VIVR3.SA VIVR3.SA VIVR3.SA VIVR3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     3.05     3.11     3.03     3.08    42900\n",
+       " 2024-04-12     3.01     3.09     3.01     3.07    82900\n",
+       " 2024-04-15     2.91     3.01     2.91     3.01    85300\n",
+       " 2024-04-16     3.01     3.01     2.88     2.95    48500\n",
+       " 2024-04-17     2.99     3.01     2.94     3.01    51300\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     0.99     1.00     0.98     0.99   197000\n",
+       " 2025-04-08     0.98     1.00     0.98     1.00   122100\n",
+       " 2025-04-09     0.99     0.99     0.97     0.98   118000\n",
+       " 2025-04-10     0.98     0.99     0.97     0.98    63800\n",
+       " 2025-04-11     0.96     0.98     0.96     0.98    34300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MBLY3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     MBLY3.SA MBLY3.SA MBLY3.SA MBLY3.SA MBLY3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.30     2.52     2.28     2.39  1135600\n",
+       " 2024-04-12     2.16     2.32     2.12     2.32   562300\n",
+       " 2024-04-15     2.09     2.22     2.09     2.18   900300\n",
+       " 2024-04-16     2.22     2.22     2.01     2.08   450900\n",
+       " 2024-04-17     2.30     2.33     2.19     2.23  1680600\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.02     1.03     0.99     1.03    84200\n",
+       " 2025-04-08     1.01     1.04     0.98     1.03   164900\n",
+       " 2025-04-09     1.01     1.02     0.99     1.01   133400\n",
+       " 2025-04-10     1.00     1.02     0.97     1.02   238600\n",
+       " 2025-04-11     1.00     1.01     0.97     1.00   194600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RDNI3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     RDNI3.SA RDNI3.SA RDNI3.SA RDNI3.SA RDNI3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     3.71     3.76     3.67     3.76     2700\n",
+       " 2024-04-12     3.66     3.72     3.66     3.72     5500\n",
+       " 2024-04-15     3.62     3.67     3.54     3.65     8900\n",
+       " 2024-04-16     3.61     3.63     3.58     3.63      900\n",
+       " 2024-04-17     3.55     3.60     3.55     3.60     2200\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     2.39     2.53     2.39     2.53     3900\n",
+       " 2025-04-08     2.36     2.43     2.34     2.34     2000\n",
+       " 2025-04-09     2.40     2.40     2.34     2.34      500\n",
+       " 2025-04-10     2.89     2.95     2.34     2.40    37800\n",
+       " 2025-04-11     2.61     2.74     2.56     2.74    15100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PCAR3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     PCAR3.SA PCAR3.SA PCAR3.SA PCAR3.SA  PCAR3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     2.60     2.62     2.54     2.60  16487500\n",
+       " 2024-04-12     2.55     2.65     2.50     2.59  16670900\n",
+       " 2024-04-15     2.48     2.53     2.43     2.53  12013900\n",
+       " 2024-04-16     2.46     2.63     2.41     2.44  25465400\n",
+       " 2024-04-17     2.43     2.52     2.39     2.47  20552000\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     3.21     3.26     3.02     3.15  12547300\n",
+       " 2025-04-08     3.07     3.26     3.04     3.23   9605600\n",
+       " 2025-04-09     3.65     3.68     3.00     3.02  27471100\n",
+       " 2025-04-10     3.72     3.76     3.52     3.64  17465900\n",
+       " 2025-04-11     3.81     4.10     3.73     3.77  28367300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRKM3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BRKM3.SA   BRKM3.SA   BRKM3.SA   BRKM3.SA BRKM3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  23.920000  24.200001  23.660000  23.830000     3800\n",
+       " 2024-04-12  23.150000  23.610001  22.959999  23.610001     2100\n",
+       " 2024-04-15  22.290001  22.910000  22.290001  22.910000     5600\n",
+       " 2024-04-16  22.129999  22.330000  22.010000  22.299999     5400\n",
+       " 2024-04-17  21.570000  22.350000  21.570000  22.350000    17600\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  10.000000  10.420000   9.800000  10.170000    39800\n",
+       " 2025-04-08   9.400000  10.500000   9.240000  10.000000    46900\n",
+       " 2025-04-09  10.030000  10.320000   9.120000   9.500000    59400\n",
+       " 2025-04-10  10.400000  10.550000   9.870000  10.220000    12100\n",
+       " 2025-04-11  10.430000  10.640000  10.080000  10.390000     6700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRKM5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BRKM5.SA   BRKM5.SA   BRKM5.SA   BRKM5.SA BRKM5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  24.540001  24.700001  24.320000  24.620001  1447100\n",
+       " 2024-04-12  23.770000  24.530001  23.660000  24.530001  2635800\n",
+       " 2024-04-15  23.299999  23.700001  23.059999  23.600000  2252500\n",
+       " 2024-04-16  22.920000  23.150000  22.719999  22.969999  2135400\n",
+       " 2024-04-17  22.440001  23.139999  22.440001  23.010000  2208700\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   9.430000  10.020000   9.220000   9.560000  5766200\n",
+       " 2025-04-08   8.900000   9.870000   8.890000   9.550000  6372300\n",
+       " 2025-04-09   9.780000   9.860000   8.710000   8.810000  7407000\n",
+       " 2025-04-10   9.880000  10.300000   9.570000   9.650000  6115000\n",
+       " 2025-04-11  10.170000  10.240000   9.790000   9.880000  2739500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PLAS3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     PLAS3.SA PLAS3.SA PLAS3.SA PLAS3.SA PLAS3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     7.20     7.56     7.01     7.56     2400\n",
+       " 2024-04-12     7.29     7.29     7.03     7.13     1000\n",
+       " 2024-04-15     7.40     7.40     7.33     7.33      400\n",
+       " 2024-04-16     7.50     7.50     7.00     7.13     7300\n",
+       " 2024-04-17     7.50     7.50     7.50     7.50        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     6.00     6.00     6.00     6.00        0\n",
+       " 2025-04-08     6.00     6.00     6.00     6.00        0\n",
+       " 2025-04-09     6.00     6.00     6.00     6.00        0\n",
+       " 2025-04-10     6.00     6.00     6.00     6.00        0\n",
+       " 2025-04-11     6.20     6.20     5.90     5.99     1300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TCSA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     TCSA3.SA TCSA3.SA TCSA3.SA TCSA3.SA TCSA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.73     2.80     2.72     2.80    97800\n",
+       " 2024-04-12     2.63     2.74     2.62     2.73   163400\n",
+       " 2024-04-15     2.59     2.63     2.57     2.63   115300\n",
+       " 2024-04-16     2.56     2.61     2.52     2.60   245800\n",
+       " 2024-04-17     2.53     2.62     2.53     2.54    31100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.45     1.58     1.43     1.58   128600\n",
+       " 2025-04-08     1.40     1.50     1.36     1.49   218700\n",
+       " 2025-04-09     1.40     1.45     1.38     1.40    47100\n",
+       " 2025-04-10     1.38     1.44     1.38     1.44    58900\n",
+       " 2025-04-11     1.40     1.42     1.39     1.39    19600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BHIA3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     BHIA3.SA BHIA3.SA BHIA3.SA BHIA3.SA  BHIA3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     7.01     7.08     6.81     6.92   5425200\n",
+       " 2024-04-12     6.86     7.03     6.67     7.01   6222600\n",
+       " 2024-04-15     6.61     6.94     6.52     6.85   4625600\n",
+       " 2024-04-16     6.65     7.02     6.45     6.50   7796100\n",
+       " 2024-04-17     6.47     6.85     6.47     6.72   6232800\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     7.59     7.95     6.78     7.23   7751800\n",
+       " 2025-04-08     6.50     7.99     6.39     7.77  10657300\n",
+       " 2025-04-09     7.28     7.78     6.30     6.52  11264200\n",
+       " 2025-04-10     6.90     7.63     6.85     7.51   8012100\n",
+       " 2025-04-11     7.10     7.42     6.98     7.10   7494800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SHOW3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     SHOW3.SA SHOW3.SA SHOW3.SA SHOW3.SA SHOW3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.76     2.81     2.67     2.77   207800\n",
+       " 2024-04-12     2.62     2.79     2.52     2.75   332400\n",
+       " 2024-04-15     2.40     2.68     2.40     2.63   291400\n",
+       " 2024-04-16     2.42     2.54     2.33     2.40   205000\n",
+       " 2024-04-17     2.53     2.53     2.40     2.45    72300\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     0.65     0.66     0.65     0.65    38800\n",
+       " 2025-04-08     0.65     0.66     0.65     0.65    71300\n",
+       " 2025-04-09     0.63     0.66     0.63     0.65    82100\n",
+       " 2025-04-10     0.62     0.65     0.60     0.65   286900\n",
+       " 2025-04-11     0.63     0.65     0.62     0.63   120000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRPR3': Price            Close        High         Low        Open   Volume\n",
+       " Ticker        BRPR3.SA    BRPR3.SA    BRPR3.SA    BRPR3.SA BRPR3.SA\n",
+       " Date                                                               \n",
+       " 2024-04-11  131.169998  131.169998  131.169998  131.169998        0\n",
+       " 2024-04-12  131.169998  131.169998  131.169998  131.169998        0\n",
+       " 2024-04-15  131.169998  131.169998  131.169998  131.169998        0\n",
+       " 2024-04-16  131.169998  131.169998  131.169998  131.169998        0\n",
+       " 2024-04-17  131.169998  131.169998  131.169998  131.169998        0\n",
+       " ...                ...         ...         ...         ...      ...\n",
+       " 2024-07-31  131.169998  131.169998  131.169998  131.169998        0\n",
+       " 2024-08-01  131.169998  131.169998  131.169998  131.169998        0\n",
+       " 2024-08-02  131.169998  131.169998  131.169998  131.169998        0\n",
+       " 2024-08-05  131.169998  131.169998  131.169998  131.169998        0\n",
+       " 2024-08-06  131.169998  131.169998  131.169998  131.169998        0\n",
+       " \n",
+       " [82 rows x 5 columns],\n",
+       " 'BRKM6': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BRKM6.SA BRKM6.SA BRKM6.SA BRKM6.SA BRKM6.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    15.18    15.18    15.18    15.18        0\n",
+       " 2024-04-12    15.18    15.18    15.18    15.18        0\n",
+       " 2024-04-15    15.18    15.18    15.18    15.18        0\n",
+       " 2024-04-16    15.18    15.18    15.18    15.18        0\n",
+       " 2024-04-17    15.18    15.18    15.18    15.18        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     7.09     7.09     7.09     7.09      500\n",
+       " 2025-04-08     7.09     7.09     7.09     7.09        0\n",
+       " 2025-04-09     7.56     7.56     7.56     7.56      100\n",
+       " 2025-04-10     7.56     7.56     7.56     7.56        0\n",
+       " 2025-04-11     7.56     7.56     7.56     7.56        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BDLL3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BDLL3.SA BDLL3.SA BDLL3.SA BDLL3.SA BDLL3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    12.00    12.00    12.00    12.00        0\n",
+       " 2024-04-12    12.00    12.00    12.00    12.00        0\n",
+       " 2024-04-15    12.00    12.00    12.00    12.00        0\n",
+       " 2024-04-16    12.50    12.50    12.50    12.50      100\n",
+       " 2024-04-17    12.01    12.01    12.01    12.01      100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     9.05     9.05     9.05     9.05      200\n",
+       " 2025-04-08     9.50     9.50     9.50     9.50      100\n",
+       " 2025-04-09     9.50     9.50     9.50     9.50        0\n",
+       " 2025-04-10     9.50     9.50     9.50     9.50        0\n",
+       " 2025-04-11     9.50     9.50     9.50     9.50        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BDLL4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BDLL4.SA BDLL4.SA BDLL4.SA BDLL4.SA BDLL4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     9.63     9.63     9.63     9.63        0\n",
+       " 2024-04-12     9.77     9.77     9.11     9.77      500\n",
+       " 2024-04-15     9.77     9.77     9.77     9.77        0\n",
+       " 2024-04-16     9.77     9.77     9.59     9.59     1200\n",
+       " 2024-04-17     9.12     9.21     9.12     9.21      600\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     8.70     8.70     8.70     8.70        0\n",
+       " 2025-04-08     8.70     8.70     8.70     8.70        0\n",
+       " 2025-04-09     8.70     8.70     8.70     8.70        0\n",
+       " 2025-04-10     8.70     8.70     8.70     8.70        0\n",
+       " 2025-04-11     8.70     8.70     8.70     8.70        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CTNM3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CTNM3.SA CTNM3.SA CTNM3.SA CTNM3.SA CTNM3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     8.81     8.81     8.81     8.81        0\n",
+       " 2024-04-12     8.40     8.79     8.20     8.23     1400\n",
+       " 2024-04-15     8.40     8.40     8.40     8.40        0\n",
+       " 2024-04-16     8.69     8.69     8.69     8.69      100\n",
+       " 2024-04-17     8.78     8.78     8.78     8.78      100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     7.13     7.13     7.13     7.13        0\n",
+       " 2025-04-08     7.13     7.13     7.13     7.13        0\n",
+       " 2025-04-09     7.13     7.13     7.13     7.13        0\n",
+       " 2025-04-10     7.13     7.13     7.13     7.13        0\n",
+       " 2025-04-11     7.13     7.13     7.13     7.13        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VVEO3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      VVEO3.SA  VVEO3.SA  VVEO3.SA  VVEO3.SA VVEO3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  6.761740  6.800657  6.567158  6.625533   618500\n",
+       " 2024-04-12  6.615804  6.781198  6.489325  6.722824  1726800\n",
+       " 2024-04-15  6.323930  6.654720  6.226639  6.654720  1320300\n",
+       " 2024-04-16  6.294743  6.518512  6.100160  6.285014  1477000\n",
+       " 2024-04-17  6.499054  6.674178  6.285013  6.285013  2618300\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  1.280000  1.310000  1.250000  1.280000  1286200\n",
+       " 2025-04-08  1.260000  1.320000  1.260000  1.300000  1118100\n",
+       " 2025-04-09  1.360000  1.370000  1.250000  1.250000  2855000\n",
+       " 2025-04-10  1.250000  1.350000  1.250000  1.350000  1753400\n",
+       " 2025-04-11  1.270000  1.290000  1.250000  1.270000   561600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CTSA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CTSA3.SA CTSA3.SA CTSA3.SA CTSA3.SA CTSA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.84     2.90     2.84     2.87     1300\n",
+       " 2024-04-12     2.74     2.85     2.60     2.82    22900\n",
+       " 2024-04-15     2.74     2.74     2.74     2.74        0\n",
+       " 2024-04-16     2.54     2.87     2.50     2.57     2300\n",
+       " 2024-04-17     2.61     2.80     2.60     2.60     3700\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.30     1.30     1.30     1.30        0\n",
+       " 2025-04-08     1.25     1.25     1.25     1.25      400\n",
+       " 2025-04-09     1.25     1.25     1.25     1.25        0\n",
+       " 2025-04-10     1.25     1.25     1.25     1.25        0\n",
+       " 2025-04-11     1.21     1.21     1.21     1.21     1000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'INEP3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     INEP3.SA INEP3.SA INEP3.SA INEP3.SA INEP3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     3.81     3.89     3.68     3.80    97400\n",
+       " 2024-04-12     3.78     3.91     3.62     3.78    77200\n",
+       " 2024-04-15     3.95     4.07     3.62     3.67   135300\n",
+       " 2024-04-16     3.85     3.99     3.66     3.96    82000\n",
+       " 2024-04-17     3.79     3.91     3.68     3.83    46500\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.39     1.47     1.39     1.40    40700\n",
+       " 2025-04-08     1.39     1.43     1.38     1.43    33200\n",
+       " 2025-04-09     1.38     1.48     1.35     1.39    57800\n",
+       " 2025-04-10     1.51     1.60     1.41     1.44   164300\n",
+       " 2025-04-11     1.42     1.57     1.42     1.57    34900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'INEP4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     INEP4.SA INEP4.SA INEP4.SA INEP4.SA INEP4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     3.18     3.23     3.05     3.11    34400\n",
+       " 2024-04-12     3.04     3.27     3.01     3.22    55100\n",
+       " 2024-04-15     3.17     3.27     2.99     3.06    35200\n",
+       " 2024-04-16     3.15     3.22     3.06     3.11    30200\n",
+       " 2024-04-17     3.17     3.33     3.03     3.18    53200\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.36     1.38     1.29     1.38    18500\n",
+       " 2025-04-08     1.37     1.37     1.35     1.36    39300\n",
+       " 2025-04-09     1.31     1.37     1.31     1.37    32700\n",
+       " 2025-04-10     1.32     1.42     1.32     1.35   168100\n",
+       " 2025-04-11     1.34     1.37     1.32     1.37    13200\n",
+       " \n",
+       " [251 rows x 5 columns],\n",
+       " 'AERI3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     AERI3.SA AERI3.SA AERI3.SA AERI3.SA AERI3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    12.40    12.40    12.00    12.00    72620\n",
+       " 2024-04-12    11.80    12.40    11.60    12.40   165190\n",
+       " 2024-04-15    11.60    12.00    11.40    12.00    88260\n",
+       " 2024-04-16    11.20    11.80    11.20    11.80   126775\n",
+       " 2024-04-17    11.40    11.60    11.20    11.20    71270\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.89     4.00     3.70     3.99   480500\n",
+       " 2025-04-08     3.66     3.96     3.60     3.91   800900\n",
+       " 2025-04-09     3.70     3.75     3.54     3.61   508200\n",
+       " 2025-04-10     3.64     3.73     3.62     3.70   231000\n",
+       " 2025-04-11     3.71     3.72     3.62     3.68   179500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ATMP3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ATMP3.SA ATMP3.SA ATMP3.SA ATMP3.SA ATMP3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.00     2.01     1.92     1.96     9400\n",
+       " 2024-04-12     2.18     2.30     1.92     1.92    74900\n",
+       " 2024-04-15     2.01     2.24     2.01     2.23    25500\n",
+       " 2024-04-16     2.01     2.06     2.01     2.03     2800\n",
+       " 2024-04-17     2.04     2.05     2.00     2.00     4100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.16     1.22     1.10     1.22    20600\n",
+       " 2025-04-08     1.17     1.18     1.17     1.18     6700\n",
+       " 2025-04-09     1.16     1.19     1.10     1.14     6800\n",
+       " 2025-04-10     1.19     1.20     1.12     1.18    10400\n",
+       " 2025-04-11     1.18     1.18     1.17     1.17      200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TXRX4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     TXRX4.SA TXRX4.SA TXRX4.SA TXRX4.SA TXRX4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.29     2.29     2.29     2.29        0\n",
+       " 2024-04-12     2.29     2.29     2.29     2.29        0\n",
+       " 2024-04-15     2.20     2.20     2.20     2.20      100\n",
+       " 2024-04-16     2.39     2.39     2.30     2.30     3200\n",
+       " 2024-04-17     2.39     2.39     2.39     2.39        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.70     1.70     1.70     1.70      300\n",
+       " 2025-04-08     1.50     1.65     1.50     1.65     1600\n",
+       " 2025-04-09     1.50     1.50     1.50     1.50        0\n",
+       " 2025-04-10     1.90     1.90     1.79     1.79      400\n",
+       " 2025-04-11     2.06     2.10     1.85     1.85     9100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'NEXP3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     NEXP3.SA NEXP3.SA NEXP3.SA NEXP3.SA NEXP3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     4.28     4.30     4.22     4.22      500\n",
+       " 2024-04-12     4.27     4.27     4.20     4.21     1400\n",
+       " 2024-04-15     4.26     4.29     4.20     4.29     1800\n",
+       " 2024-04-16     4.27     4.29     4.20     4.21     2800\n",
+       " 2024-04-17     4.21     4.25     4.21     4.25      200\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.80     3.93     3.80     3.93      300\n",
+       " 2025-04-08     3.94     3.94     3.94     3.94      200\n",
+       " 2025-04-09     3.74     3.92     3.74     3.92      300\n",
+       " 2025-04-10     3.87     3.87     3.76     3.76      300\n",
+       " 2025-04-11     3.80     3.92     3.80     3.92     1700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RPMG3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     RPMG3.SA RPMG3.SA RPMG3.SA RPMG3.SA RPMG3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.08     2.08     2.05     2.05      800\n",
+       " 2024-04-12     2.07     2.07     2.03     2.03     4200\n",
+       " 2024-04-15     2.07     2.07     2.02     2.05    10600\n",
+       " 2024-04-16     2.09     2.09     2.02     2.03     1500\n",
+       " 2024-04-17     2.09     2.09     2.09     2.09        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     2.75     2.78     2.69     2.69     1000\n",
+       " 2025-04-08     2.70     2.86     2.69     2.69     5000\n",
+       " 2025-04-09     2.71     2.84     2.71     2.84     1300\n",
+       " 2025-04-10     2.75     2.90     2.70     2.72    15700\n",
+       " 2025-04-11     2.75     2.75     2.75     2.75        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'FHER3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     FHER3.SA FHER3.SA FHER3.SA FHER3.SA FHER3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     5.25     5.38     5.24     5.38     4300\n",
+       " 2024-04-12     5.46     5.48     5.26     5.26     6900\n",
+       " 2024-04-15     5.12     5.60     5.12     5.39    40700\n",
+       " 2024-04-16     5.05     5.15     5.05     5.12     7700\n",
+       " 2024-04-17     5.05     5.17     5.05     5.15     3700\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.74     3.83     3.65     3.70    40100\n",
+       " 2025-04-08     3.62     3.85     3.57     3.83    20700\n",
+       " 2025-04-09     3.60     3.77     3.59     3.64    10800\n",
+       " 2025-04-10     3.54     3.73     3.54     3.66    43800\n",
+       " 2025-04-11     3.78     3.96     3.57     3.59    58400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CTSA4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CTSA4.SA CTSA4.SA CTSA4.SA CTSA4.SA CTSA4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.50     1.52     1.50     1.52     3800\n",
+       " 2024-04-12     1.46     1.50     1.46     1.50    19000\n",
+       " 2024-04-15     1.35     1.48     1.34     1.48    29300\n",
+       " 2024-04-16     1.34     1.39     1.33     1.35    14300\n",
+       " 2024-04-17     1.36     1.39     1.33     1.35     7800\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     0.73     0.73     0.73     0.73      200\n",
+       " 2025-04-08     0.71     0.71     0.71     0.71      100\n",
+       " 2025-04-09     0.70     0.70     0.70     0.70      800\n",
+       " 2025-04-10     0.71     0.71     0.71     0.71      600\n",
+       " 2025-04-11     0.71     0.71     0.71     0.71     1200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'JFEN3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       JFEN3.SA   JFEN3.SA   JFEN3.SA   JFEN3.SA JFEN3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  36.200001  38.799999  36.200001  37.400002     3615\n",
+       " 2024-04-12  36.000000  37.599998  35.799999  36.799999     1585\n",
+       " 2024-04-15  35.799999  37.000000  35.400002  36.200001      615\n",
+       " 2024-04-16  33.200001  36.400002  33.200001  35.799999     2050\n",
+       " 2024-04-17  33.000000  36.000000  32.599998  36.000000     2175\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   2.320000   2.400000   2.320000   2.400000     6400\n",
+       " 2025-04-08   2.310000   2.360000   2.310000   2.330000    18400\n",
+       " 2025-04-09   2.320000   2.320000   2.310000   2.310000     2300\n",
+       " 2025-04-10   2.310000   2.370000   2.310000   2.320000     9300\n",
+       " 2025-04-11   2.370000   2.400000   2.310000   2.310000     8800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TEKA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     TEKA3.SA TEKA3.SA TEKA3.SA TEKA3.SA TEKA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     50.0     50.0     47.0     47.0     2500\n",
+       " 2024-04-12     50.0     50.0     50.0     50.0        0\n",
+       " 2024-04-15     50.0     50.0     50.0     50.0      300\n",
+       " 2024-04-16     50.0     50.0     50.0     50.0        0\n",
+       " 2024-04-17     50.0     50.0     50.0     50.0      500\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     42.5     42.5     42.5     42.5        0\n",
+       " 2025-04-08     42.5     42.5     42.5     42.5        0\n",
+       " 2025-04-09     42.5     42.5     42.5     42.5        0\n",
+       " 2025-04-10     42.5     42.5     42.5     42.5        0\n",
+       " 2025-04-11     42.5     42.5     42.5     42.5        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GOLL4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     GOLL4.SA GOLL4.SA GOLL4.SA GOLL4.SA GOLL4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.49     1.54     1.49     1.50  3714600\n",
+       " 2024-04-12     1.44     1.50     1.38     1.50  7327000\n",
+       " 2024-04-15     1.39     1.45     1.35     1.44  7203200\n",
+       " 2024-04-16     1.38     1.42     1.31     1.32  9193800\n",
+       " 2024-04-17     1.37     1.43     1.33     1.39  6661200\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.42     1.44     1.35     1.37  3232700\n",
+       " 2025-04-08     1.40     1.49     1.39     1.46  2059700\n",
+       " 2025-04-09     1.44     1.45     1.37     1.38  2794800\n",
+       " 2025-04-10     1.40     1.44     1.40     1.41  1169000\n",
+       " 2025-04-11     1.39     1.43     1.35     1.41  1796000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SEQL3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     SEQL3.SA SEQL3.SA SEQL3.SA SEQL3.SA SEQL3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.20     6.40     6.00     6.20   214655\n",
+       " 2024-04-12     5.80     6.20     5.60     6.20   844655\n",
+       " 2024-04-15     5.80     5.80     5.20     5.80   530975\n",
+       " 2024-04-16     6.00     6.00     5.40     5.60   311500\n",
+       " 2024-04-17     7.20     7.80     5.80     6.00  2672435\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.98     2.37     1.98     2.16  1432800\n",
+       " 2025-04-08     1.95     2.08     1.93     2.08   456200\n",
+       " 2025-04-09     2.00     2.03     1.94     1.95   468600\n",
+       " 2025-04-10     2.00     2.14     1.99     2.04   777300\n",
+       " 2025-04-11     2.01     2.08     2.00     2.08   196400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PMAM3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     PMAM3.SA PMAM3.SA PMAM3.SA PMAM3.SA PMAM3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     3.00     3.01     2.95     3.01    32900\n",
+       " 2024-04-12     2.86     2.99     2.85     2.98    93600\n",
+       " 2024-04-15     2.78     2.86     2.75     2.86    59200\n",
+       " 2024-04-16     2.93     2.93     2.75     2.78    20600\n",
+       " 2024-04-17     2.79     2.93     2.69     2.93    70100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.95     1.97     1.53     1.53  2652400\n",
+       " 2025-04-08     2.44     2.70     2.09     2.20  6461200\n",
+       " 2025-04-09     2.03     2.71     2.00     2.63  4513800\n",
+       " 2025-04-10     1.89     2.25     1.75     2.08  2719900\n",
+       " 2025-04-11     2.03     2.15     1.81     1.87  1429400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TEKA4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TEKA4.SA   TEKA4.SA   TEKA4.SA   TEKA4.SA TEKA4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  40.950001  40.950001  40.950001  40.950001        0\n",
+       " 2024-04-12  40.950001  40.950001  40.950001  40.950001        0\n",
+       " 2024-04-15  40.950001  40.950001  40.950001  40.950001        0\n",
+       " 2024-04-16  40.950001  40.950001  40.950001  40.950001        0\n",
+       " 2024-04-17  40.950001  40.950001  40.950001  40.950001        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  21.250000  21.250000  21.250000  21.250000        0\n",
+       " 2025-04-08  21.250000  21.250000  21.250000  21.250000        0\n",
+       " 2025-04-09  21.250000  21.250000  21.250000  21.250000        0\n",
+       " 2025-04-10  21.250000  21.250000  21.250000  21.250000        0\n",
+       " 2025-04-11  21.250000  21.250000  21.250000  21.250000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AGXY3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     AGXY3.SA AGXY3.SA AGXY3.SA AGXY3.SA AGXY3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.99     2.06     1.98     2.01   293200\n",
+       " 2024-04-12     1.93     2.02     1.93     2.01   266000\n",
+       " 2024-04-15     1.82     1.99     1.81     1.99   279100\n",
+       " 2024-04-16     1.88     1.89     1.80     1.82   258500\n",
+       " 2024-04-17     1.88     2.04     1.83     1.89   320400\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     0.53     0.53     0.50     0.51   401500\n",
+       " 2025-04-08     0.54     0.56     0.52     0.52   514600\n",
+       " 2025-04-09     0.53     0.61     0.53     0.56  1423400\n",
+       " 2025-04-10     0.53     0.63     0.52     0.63  2189800\n",
+       " 2025-04-11     0.53     0.56     0.53     0.54   355900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'IFCM3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     IFCM3.SA IFCM3.SA IFCM3.SA IFCM3.SA  IFCM3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     0.85     0.89     0.84     0.87   4293700\n",
+       " 2024-04-12     0.78     0.86     0.77     0.85  14395900\n",
+       " 2024-04-15     0.73     0.79     0.72     0.79  11718900\n",
+       " 2024-04-16     0.73     0.76     0.69     0.72   8705500\n",
+       " 2024-04-17     0.72     0.76     0.71     0.74   5585500\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     0.09     0.11     0.09     0.09  34716800\n",
+       " 2025-04-08     0.09     0.10     0.08     0.09  15212900\n",
+       " 2025-04-09     0.09     0.10     0.09     0.09   9267400\n",
+       " 2025-04-10     0.09     0.10     0.08     0.09  14832200\n",
+       " 2025-04-11     0.09     0.10     0.09     0.09   7709800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CTNM4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CTNM4.SA CTNM4.SA CTNM4.SA CTNM4.SA CTNM4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.17     1.17     1.15     1.17    14600\n",
+       " 2024-04-12     1.12     1.16     1.10     1.16    24400\n",
+       " 2024-04-15     1.11     1.14     1.09     1.12    26300\n",
+       " 2024-04-16     1.11     1.12     1.00     1.10    70200\n",
+       " 2024-04-17     1.08     1.11     1.06     1.11    18800\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     0.86     0.86     0.86     0.86        0\n",
+       " 2025-04-08     0.86     0.86     0.86     0.86        0\n",
+       " 2025-04-09     0.86     0.86     0.86     0.86        0\n",
+       " 2025-04-10     0.86     0.86     0.86     0.86        0\n",
+       " 2025-04-11     0.86     0.86     0.86     0.86        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PDGR3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     PDGR3.SA PDGR3.SA PDGR3.SA PDGR3.SA PDGR3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    37.50    37.50    36.25    37.50     4618\n",
+       " 2024-04-12    35.00    37.50    35.00    37.50    12388\n",
+       " 2024-04-15    35.00    36.25    33.75    36.25    12088\n",
+       " 2024-04-16    33.75    35.00    32.50    33.75    15161\n",
+       " 2024-04-17    33.75    35.00    33.75    35.00     6925\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     0.85     0.91     0.83     0.90   787300\n",
+       " 2025-04-08     0.82     0.90     0.80     0.87   593900\n",
+       " 2025-04-09     0.88     0.88     0.80     0.82   641000\n",
+       " 2025-04-10     0.87     0.91     0.85     0.86   649300\n",
+       " 2025-04-11     0.88     0.89     0.86     0.87   165700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SGPS3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     SGPS3.SA SGPS3.SA SGPS3.SA SGPS3.SA SGPS3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     3.95     4.05     3.90     3.95    19120\n",
+       " 2024-04-12     3.85     4.00     3.75     3.90    81100\n",
+       " 2024-04-15     3.80     3.85     3.75     3.85    21600\n",
+       " 2024-04-16     3.80     3.85     3.75     3.80    26900\n",
+       " 2024-04-17     3.75     3.90     3.75     3.80    27840\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.64     1.64     1.64     1.64        0\n",
+       " 2025-04-08     1.64     1.64     1.64     1.64        0\n",
+       " 2025-04-09     1.64     1.64     1.64     1.64        0\n",
+       " 2025-04-10     1.64     1.64     1.64     1.64        0\n",
+       " 2025-04-11     1.64     1.64     1.64     1.64        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GSHP3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     GSHP3.SA GSHP3.SA GSHP3.SA GSHP3.SA GSHP3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     10.8     10.8     10.8     10.8        0\n",
+       " 2024-04-12     10.8     10.8     10.8     10.8      100\n",
+       " 2024-04-15     10.8     10.8     10.8     10.8        0\n",
+       " 2024-04-16     10.8     10.8     10.8     10.8        0\n",
+       " 2024-04-17     10.8     10.8     10.8     10.8        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07      6.0      6.0      6.0      6.0        0\n",
+       " 2025-04-08      6.0      6.0      6.0      6.0        0\n",
+       " 2025-04-09      6.0      6.0      6.0      6.0        0\n",
+       " 2025-04-10      6.0      6.0      6.0      6.0        0\n",
+       " 2025-04-11      6.0      6.0      6.0      6.0        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'OSXB3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     OSXB3.SA OSXB3.SA OSXB3.SA OSXB3.SA OSXB3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     4.17     4.24     4.15     4.24     3000\n",
+       " 2024-04-12     4.16     4.20     4.11     4.20     1200\n",
+       " 2024-04-15     4.15     4.15     4.11     4.15     5400\n",
+       " 2024-04-16     4.13     4.14     4.11     4.12     1400\n",
+       " 2024-04-17     4.12     4.17     4.08     4.13     7000\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     2.85     3.06     2.81     3.02    11400\n",
+       " 2025-04-08     2.95     3.17     2.95     2.99     4200\n",
+       " 2025-04-09     2.90     3.10     2.90     3.10      200\n",
+       " 2025-04-10     3.00     3.00     3.00     3.00      800\n",
+       " 2025-04-11     2.97     2.97     2.85     2.85     4100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TENE5': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     TENE5.SA TENE5.SA TENE5.SA TENE5.SA TENE5.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11      5.0      5.0      5.0      5.0        0\n",
+       " 2024-04-12      5.0      5.0      5.0      5.0        0\n",
+       " 2024-04-15      5.0      5.0      5.0      5.0        0\n",
+       " 2024-04-16      5.0      5.0      5.0      5.0        0\n",
+       " 2024-04-17      5.0      5.0      5.0      5.0        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2024-07-31      5.0      5.0      5.0      5.0        0\n",
+       " 2024-08-01      5.0      5.0      5.0      5.0        0\n",
+       " 2024-08-02      5.0      5.0      5.0      5.0        0\n",
+       " 2024-08-05      5.0      5.0      5.0      5.0        0\n",
+       " 2024-08-06      5.0      5.0      5.0      5.0        0\n",
+       " \n",
+       " [82 rows x 5 columns],\n",
+       " 'VSPT3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     VSPT3.SA VSPT3.SA VSPT3.SA VSPT3.SA VSPT3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11      1.5      1.5      1.5      1.5        0\n",
+       " 2024-04-12      1.5      1.5      1.5      1.5        0\n",
+       " 2024-04-15      1.5      1.5      1.5      1.5        0\n",
+       " 2024-04-16      1.5      1.5      1.5      1.5        0\n",
+       " 2024-04-17      1.5      1.5      1.5      1.5        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07      1.5      1.5      1.5      1.5        0\n",
+       " 2025-04-08      1.5      1.5      1.5      1.5        0\n",
+       " 2025-04-09      1.5      1.5      1.5      1.5        0\n",
+       " 2025-04-10      1.5      1.5      1.5      1.5        0\n",
+       " 2025-04-11      1.5      1.5      1.5      1.5        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'IRBR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       IRBR3.SA   IRBR3.SA   IRBR3.SA   IRBR3.SA IRBR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  40.509998  40.849998  39.849998  40.820000  2485200\n",
+       " 2024-04-12  40.139999  40.680000  39.599998  40.500000  1064500\n",
+       " 2024-04-15  38.980000  40.299999  38.779999  40.200001  1567600\n",
+       " 2024-04-16  38.529999  38.880001  38.070000  38.880001  1068200\n",
+       " 2024-04-17  39.020000  40.349998  38.220001  38.740002  1481800\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  50.119999  51.290001  47.459999  47.549999  1903200\n",
+       " 2025-04-08  49.730000  51.560001  49.139999  50.509998   948400\n",
+       " 2025-04-09  50.380001  51.070000  48.450001  49.549999  1544700\n",
+       " 2025-04-10  47.810001  50.220001  46.790001  49.990002  2203200\n",
+       " 2025-04-11  44.630001  48.240002  44.630001  48.090000  2771400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GEPA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       GEPA3.SA   GEPA3.SA   GEPA3.SA   GEPA3.SA GEPA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  21.862360  21.862360  21.862360  21.862360        0\n",
+       " 2024-04-12  21.862360  21.862360  21.862360  21.862360        0\n",
+       " 2024-04-15  21.862360  21.862360  21.862360  21.862360        0\n",
+       " 2024-04-16  22.505371  22.505371  22.505371  22.505371      300\n",
+       " 2024-04-17  22.505371  22.505371  22.505371  22.505371      100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  31.500000  31.500000  31.500000  31.500000      200\n",
+       " 2025-04-08  31.500000  31.500000  31.500000  31.500000        0\n",
+       " 2025-04-09  31.500000  31.500000  31.500000  31.500000        0\n",
+       " 2025-04-10  31.000000  31.000000  31.000000  31.000000      200\n",
+       " 2025-04-11  31.000000  31.000000  31.000000  31.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GEPA4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       GEPA4.SA   GEPA4.SA   GEPA4.SA   GEPA4.SA GEPA4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  21.452316  21.774907  21.452316  21.774907     1400\n",
+       " 2024-04-12  21.774906  22.742680  21.774906  22.089432     1300\n",
+       " 2024-04-15  21.976526  22.331377  21.936203  22.170081     1800\n",
+       " 2024-04-16  21.976526  21.976526  21.774907  21.774907      300\n",
+       " 2024-04-17  22.178146  22.178146  21.976527  21.976527      700\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  31.799999  31.799999  31.799999  31.799999        0\n",
+       " 2025-04-08  32.500000  32.500000  32.500000  32.500000      100\n",
+       " 2025-04-09  32.500000  32.500000  32.500000  32.500000      500\n",
+       " 2025-04-10  32.500000  32.500000  32.500000  32.500000        0\n",
+       " 2025-04-11  33.000000  33.000000  32.990002  32.990002      400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TIMS3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       TIMS3.SA   TIMS3.SA   TIMS3.SA   TIMS3.SA  TIMS3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  15.862727  16.126198  15.762791  16.098942   4106400\n",
+       " 2024-04-12  15.690109  15.808216  15.472065  15.808216   7145200\n",
+       " 2024-04-15  15.780963  15.817303  15.553833  15.653769  16420400\n",
+       " 2024-04-16  15.653769  15.826387  15.644683  15.708281   6678900\n",
+       " 2024-04-17  15.699196  15.753706  15.553833  15.644684   5951500\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  16.480000  16.900000  16.280001  16.750000  10731000\n",
+       " 2025-04-08  16.639999  16.740000  16.410000  16.500000   8168600\n",
+       " 2025-04-09  17.049999  17.330000  16.440001  16.540001   8763800\n",
+       " 2025-04-10  17.040001  17.190001  16.920000  16.990000   3550700\n",
+       " 2025-04-11  17.270000  17.379999  17.049999  17.150000   5216100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'OIBR3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     OIBR3.SA OIBR3.SA OIBR3.SA OIBR3.SA  OIBR3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     6.40     6.60     6.40     6.50    380820\n",
+       " 2024-04-12     6.50     6.50     6.40     6.40    220250\n",
+       " 2024-04-15     6.60     6.60     6.30     6.40    596300\n",
+       " 2024-04-16     6.80     7.10     6.60     6.70   1448090\n",
+       " 2024-04-17     6.80     7.10     6.60     6.90   1066110\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     0.80     0.89     0.78     0.89  12639700\n",
+       " 2025-04-08     0.72     0.84     0.71     0.82   9700000\n",
+       " 2025-04-09     0.70     0.73     0.68     0.72   9635400\n",
+       " 2025-04-10     0.59     0.75     0.58     0.70  26377900\n",
+       " 2025-04-11     0.48     0.60     0.46     0.59  40969000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CORR3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CORR3.SA CORR3.SA CORR3.SA CORR3.SA CORR3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     12.0     12.0     12.0     12.0        0\n",
+       " 2024-04-12     12.0     12.0     12.0     12.0        0\n",
+       " 2024-04-15     12.0     12.0     12.0     12.0        0\n",
+       " 2024-04-16     12.0     12.0     12.0     12.0        0\n",
+       " 2024-04-17     12.0     12.0     12.0     12.0        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2024-07-31     12.0     12.0     12.0     12.0        0\n",
+       " 2024-08-01     12.0     12.0     12.0     12.0        0\n",
+       " 2024-08-02     12.0     12.0     12.0     12.0        0\n",
+       " 2024-08-05     12.0     12.0     12.0     12.0        0\n",
+       " 2024-08-06     12.0     12.0     12.0     12.0        0\n",
+       " \n",
+       " [82 rows x 5 columns],\n",
+       " 'BPHA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BPHA3.SA BPHA3.SA BPHA3.SA BPHA3.SA BPHA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     0.62     0.62     0.62     0.62        0\n",
+       " 2024-04-12     0.62     0.62     0.62     0.62        0\n",
+       " 2024-04-15     0.62     0.62     0.62     0.62        0\n",
+       " 2024-04-16     0.62     0.62     0.62     0.62        0\n",
+       " 2024-04-17     0.62     0.62     0.62     0.62        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2024-07-31     0.62     0.62     0.62     0.62        0\n",
+       " 2024-08-01     0.62     0.62     0.62     0.62        0\n",
+       " 2024-08-02     0.62     0.62     0.62     0.62        0\n",
+       " 2024-08-05     0.62     0.62     0.62     0.62        0\n",
+       " 2024-08-06     0.62     0.62     0.62     0.62        0\n",
+       " \n",
+       " [82 rows x 5 columns],\n",
+       " 'AMER3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     AMER3.SA AMER3.SA AMER3.SA AMER3.SA AMER3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    56.00    58.00    55.00    55.00   152785\n",
+       " 2024-04-12    53.00    56.00    53.00    56.00   157524\n",
+       " 2024-04-15    50.00    54.00    50.00    53.00   226432\n",
+       " 2024-04-16    52.00    54.00    49.00    50.00   278741\n",
+       " 2024-04-17    53.00    56.00    52.00    53.00   233131\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     5.78     5.97     5.63     5.78  4141400\n",
+       " 2025-04-08     5.60     6.03     5.51     5.91  5071600\n",
+       " 2025-04-09     5.82     5.89     5.44     5.54  6012600\n",
+       " 2025-04-10     5.77     5.94     5.65     5.86  2758100\n",
+       " 2025-04-11     6.01     6.02     5.71     5.79  4301600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AZUL4': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     AZUL4.SA AZUL4.SA AZUL4.SA AZUL4.SA  AZUL4.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11    12.41    12.83    12.33    12.79   9761700\n",
+       " 2024-04-12    11.16    12.25    11.03    12.25  30081300\n",
+       " 2024-04-15    10.69    11.34    10.44    11.16  26210700\n",
+       " 2024-04-16    10.47    10.66     9.88    10.35  25639900\n",
+       " 2024-04-17    10.47    11.00    10.29    10.86  16414700\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     3.09     3.21     3.04     3.10  15796100\n",
+       " 2025-04-08     3.01     3.19     2.97     3.19  12207500\n",
+       " 2025-04-09     3.15     3.15     2.91     2.95  21479200\n",
+       " 2025-04-10     3.01     3.15     2.97     3.15  14118400\n",
+       " 2025-04-11     3.00     3.07     2.97     3.01  11762100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RSID3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     RSID3.SA RSID3.SA RSID3.SA RSID3.SA RSID3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     4.14     4.14     3.96     4.10    41300\n",
+       " 2024-04-12     4.00     4.14     3.77     4.08    31500\n",
+       " 2024-04-15     4.28     4.39     3.81     4.00   151300\n",
+       " 2024-04-16     4.30     4.50     4.23     4.23    31300\n",
+       " 2024-04-17     4.43     4.69     4.11     4.49   218400\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     2.75     2.86     2.73     2.86    11800\n",
+       " 2025-04-08     2.57     2.80     2.52     2.80    32100\n",
+       " 2025-04-09     2.55     2.62     2.46     2.59    17800\n",
+       " 2025-04-10     2.39     2.56     2.25     2.56    48400\n",
+       " 2025-04-11     2.42     2.49     2.26     2.39    92500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SLED4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     SLED4.SA SLED4.SA SLED4.SA SLED4.SA SLED4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11      1.6      1.6      1.6      1.6        0\n",
+       " 2024-04-12      1.6      1.6      1.6      1.6        0\n",
+       " 2024-04-15      1.6      1.6      1.6      1.6        0\n",
+       " 2024-04-16      1.6      1.6      1.6      1.6        0\n",
+       " 2024-04-17      1.6      1.6      1.6      1.6        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2024-07-31      1.6      1.6      1.6      1.6        0\n",
+       " 2024-08-01      1.6      1.6      1.6      1.6        0\n",
+       " 2024-08-02      1.6      1.6      1.6      1.6        0\n",
+       " 2024-08-05      1.6      1.6      1.6      1.6        0\n",
+       " 2024-08-06      1.6      1.6      1.6      1.6        0\n",
+       " \n",
+       " [82 rows x 5 columns],\n",
+       " 'OIBR4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       OIBR4.SA   OIBR4.SA   OIBR4.SA   OIBR4.SA OIBR4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  18.299999  18.799999  18.200001  18.799999     1860\n",
+       " 2024-04-12  18.100000  18.600000  18.000000  18.299999     4360\n",
+       " 2024-04-15  18.600000  18.799999  18.000000  18.100000     8100\n",
+       " 2024-04-16  18.700001  19.100000  18.500000  19.100000    12910\n",
+       " 2024-04-17  18.700001  19.000000  18.500000  18.799999    10540\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   7.400000   7.400000   6.850000   7.230000   100200\n",
+       " 2025-04-08   7.420000   8.000000   7.310000   7.520000    54100\n",
+       " 2025-04-09   7.070000   7.490000   6.870000   7.320000    89700\n",
+       " 2025-04-10   6.090000   7.380000   6.070000   7.300000    53400\n",
+       " 2025-04-11   6.590000   6.590000   5.650000   6.130000    31300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CORR4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CORR4.SA CORR4.SA CORR4.SA CORR4.SA CORR4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     82.0     82.0     82.0     82.0        0\n",
+       " 2024-04-12     82.0     82.0     82.0     82.0        0\n",
+       " 2024-04-15     82.0     82.0     82.0     82.0        0\n",
+       " 2024-04-16     82.0     82.0     82.0     82.0        0\n",
+       " 2024-04-17     82.0     82.0     82.0     82.0        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2024-07-31     82.0     82.0     82.0     82.0        0\n",
+       " 2024-08-01     82.0     82.0     82.0     82.0        0\n",
+       " 2024-08-02     82.0     82.0     82.0     82.0        0\n",
+       " 2024-08-05     82.0     82.0     82.0     82.0        0\n",
+       " 2024-08-06     82.0     82.0     82.0     82.0        0\n",
+       " \n",
+       " [82 rows x 5 columns],\n",
+       " 'SLED3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     SLED3.SA SLED3.SA SLED3.SA SLED3.SA SLED3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     3.21     3.21     3.21     3.21        0\n",
+       " 2024-04-12     3.21     3.21     3.21     3.21        0\n",
+       " 2024-04-15     3.21     3.21     3.21     3.21        0\n",
+       " 2024-04-16     3.21     3.21     3.21     3.21        0\n",
+       " 2024-04-17     3.21     3.21     3.21     3.21        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2024-07-31     3.21     3.21     3.21     3.21        0\n",
+       " 2024-08-01     3.21     3.21     3.21     3.21        0\n",
+       " 2024-08-02     3.21     3.21     3.21     3.21        0\n",
+       " 2024-08-05     3.21     3.21     3.21     3.21        0\n",
+       " 2024-08-06     3.21     3.21     3.21     3.21        0\n",
+       " \n",
+       " [82 rows x 5 columns],\n",
+       " 'HOOT4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     HOOT4.SA HOOT4.SA HOOT4.SA HOOT4.SA HOOT4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.79     2.81     2.78     2.81    20800\n",
+       " 2024-04-12     2.79     2.79     2.79     2.79        0\n",
+       " 2024-04-15     2.87     2.87     2.87     2.87      100\n",
+       " 2024-04-16     2.80     2.82     2.80     2.82     7200\n",
+       " 2024-04-17     2.80     2.83     2.80     2.83     6200\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.00     3.19     3.00     3.15     7500\n",
+       " 2025-04-08     2.98     3.00     2.92     3.00     2700\n",
+       " 2025-04-09     2.87     2.99     2.77     2.77     5900\n",
+       " 2025-04-10     2.75     2.85     2.72     2.85    14100\n",
+       " 2025-04-11     2.71     2.72     2.71     2.72     2000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MWET4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     MWET4.SA MWET4.SA MWET4.SA MWET4.SA MWET4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     5.57     5.99     5.50     5.99    22700\n",
+       " 2024-04-12     5.49     5.51     5.49     5.51      400\n",
+       " 2024-04-15     5.23     5.25     5.00     5.25    13700\n",
+       " 2024-04-16     5.29     5.29     5.29     5.29      100\n",
+       " 2024-04-17     5.29     5.29     5.29     5.29        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    12.10    12.10    12.10    12.10        0\n",
+       " 2025-04-08    12.10    12.10    12.10    12.10        0\n",
+       " 2025-04-09    12.10    12.10    12.10    12.10        0\n",
+       " 2025-04-10    12.10    12.10    12.10    12.10        0\n",
+       " 2025-04-11    12.10    12.10    12.10    12.10        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MWET3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     MWET3.SA MWET3.SA MWET3.SA MWET3.SA MWET3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    11.11    11.11    11.11    11.11      100\n",
+       " 2024-04-12    11.11    11.11    11.11    11.11        0\n",
+       " 2024-04-15    11.11    11.11    11.11    11.11        0\n",
+       " 2024-04-16    11.11    11.11    11.11    11.11        0\n",
+       " 2024-04-17    11.11    11.11    11.11    11.11        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    12.50    12.50    12.50    12.50        0\n",
+       " 2025-04-08    12.50    12.50    12.50    12.50        0\n",
+       " 2025-04-09    12.50    12.50    12.50    12.50        0\n",
+       " 2025-04-10    12.50    12.50    12.50    12.50        0\n",
+       " 2025-04-11    12.50    12.50    12.50    12.50        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'NORD3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     NORD3.SA NORD3.SA NORD3.SA NORD3.SA NORD3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     8.00     8.00     8.00     8.00        0\n",
+       " 2024-04-12     7.40     8.00     7.40     8.00      800\n",
+       " 2024-04-15     8.50     8.50     7.40     7.40     1800\n",
+       " 2024-04-16     9.00     9.60     8.70     9.45     1200\n",
+       " 2024-04-17     8.98     8.98     8.97     8.97      200\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     6.08     6.08     6.08     6.08        0\n",
+       " 2025-04-08     5.85     5.85     5.85     5.85      500\n",
+       " 2025-04-09     5.85     5.85     5.85     5.85        0\n",
+       " 2025-04-10     5.85     5.85     5.85     5.85        0\n",
+       " 2025-04-11     5.38     5.50     5.38     5.50     1000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LIGT3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     LIGT3.SA LIGT3.SA LIGT3.SA LIGT3.SA LIGT3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     5.30     5.65     5.07     5.14  2177300\n",
+       " 2024-04-12     5.17     5.50     5.00     5.50  2107800\n",
+       " 2024-04-15     5.10     5.10     4.96     5.06  1467700\n",
+       " 2024-04-16     5.10     5.27     4.97     5.10  1246100\n",
+       " 2024-04-17     5.16     5.22     5.07     5.14  1234500\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     4.86     4.96     4.51     4.70   785200\n",
+       " 2025-04-08     4.70     5.04     4.69     4.87  1032600\n",
+       " 2025-04-09     4.88     5.13     4.61     4.61  1652300\n",
+       " 2025-04-10     4.56     4.95     4.53     4.93  1109500\n",
+       " 2025-04-11     4.58     4.64     4.50     4.61  1071700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'APTI4': Price             Close         High          Low         Open   Volume\n",
+       " Ticker         APTI4.SA     APTI4.SA     APTI4.SA     APTI4.SA APTI4.SA\n",
+       " Date                                                                   \n",
+       " 2024-04-11  3451.703613  3451.703613  3451.703613  3451.703613        0\n",
+       " 2024-04-12  3451.703613  3451.703613  3451.703613  3451.703613        0\n",
+       " 2024-04-15  3451.703613  3451.703613  3451.703613  3451.703613        0\n",
+       " 2024-04-16  3451.703613  3451.703613  3451.703613  3451.703613        0\n",
+       " 2024-04-17  3451.703613  3451.703613  3451.703613  3451.703613        0\n",
+       " ...                 ...          ...          ...          ...      ...\n",
+       " 2025-04-07  3500.000000  3500.000000  3500.000000  3500.000000        0\n",
+       " 2025-04-08  3500.000000  3500.000000  3500.000000  3500.000000        0\n",
+       " 2025-04-09  3500.000000  3500.000000  3500.000000  3500.000000        0\n",
+       " 2025-04-10  3500.000000  3500.000000  3500.000000  3500.000000        0\n",
+       " 2025-04-11  3500.000000  3500.000000  3500.000000  3500.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SYNE3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      SYNE3.SA  SYNE3.SA  SYNE3.SA  SYNE3.SA SYNE3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  6.321654  6.528679  6.321654  6.513891   287400\n",
+       " 2024-04-12  6.417773  6.491710  6.269897  6.314260   477400\n",
+       " 2024-04-15  6.284685  6.402985  6.210747  6.366016   391200\n",
+       " 2024-04-16  6.380804  6.410379  6.173779  6.284685   274700\n",
+       " 2024-04-17  6.380804  6.454741  6.321654  6.373410   250200\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  4.900000  4.960000  4.710000  4.860000   638900\n",
+       " 2025-04-08  4.870000  5.000000  4.830000  4.900000   477800\n",
+       " 2025-04-09  5.050000  5.090000  4.830000  4.920000   617200\n",
+       " 2025-04-10  4.920000  5.060000  4.900000  4.980000   361700\n",
+       " 2025-04-11  5.040000  5.040000  4.910000  5.010000   339900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CTKA4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CTKA4.SA   CTKA4.SA   CTKA4.SA   CTKA4.SA CTKA4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  19.000000  19.000000  19.000000  19.000000        0\n",
+       " 2024-04-12  19.000000  19.010000  19.000000  19.010000     5100\n",
+       " 2024-04-15  19.010000  19.010000  19.010000  19.010000      100\n",
+       " 2024-04-16  19.500000  19.500000  19.500000  19.500000      200\n",
+       " 2024-04-17  19.500000  19.500000  19.500000  19.500000        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  28.070000  30.500000  27.700001  29.000000      600\n",
+       " 2025-04-08  28.200001  28.219999  28.200001  28.219999     1100\n",
+       " 2025-04-09  29.900000  29.900000  28.879999  28.879999      200\n",
+       " 2025-04-10  29.900000  29.900000  27.549999  27.549999     1000\n",
+       " 2025-04-11  34.720001  34.779999  31.000000  31.000000      500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CEDO4': Price         Close       High        Low       Open   Volume\n",
+       " Ticker     CEDO4.SA   CEDO4.SA   CEDO4.SA   CEDO4.SA CEDO4.SA\n",
+       " Date                                                         \n",
+       " 2024-04-11    29.60  29.600000  27.379999  27.379999     5100\n",
+       " 2024-04-12    27.50  29.600000  27.500000  29.600000     1000\n",
+       " 2024-04-15    27.25  27.500000  27.250000  27.500000     2000\n",
+       " 2024-04-16    27.24  27.240000  27.240000  27.240000      300\n",
+       " 2024-04-17    27.49  27.490000  26.000000  27.240000      800\n",
+       " ...             ...        ...        ...        ...      ...\n",
+       " 2025-04-07    21.00  21.000000  21.000000  21.000000     1200\n",
+       " 2025-04-08    21.00  21.000000  21.000000  21.000000      500\n",
+       " 2025-04-09    21.16  21.160000  20.639999  20.650000     1300\n",
+       " 2025-04-10    21.68  21.680000  21.680000  21.680000      200\n",
+       " 2025-04-11    20.74  21.049999  20.740000  21.049999      200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CTKA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CTKA3.SA CTKA3.SA CTKA3.SA CTKA3.SA CTKA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     19.0     19.0     19.0     19.0        0\n",
+       " 2024-04-12     19.0     19.0     19.0     19.0        0\n",
+       " 2024-04-15     19.0     19.0     19.0     19.0        0\n",
+       " 2024-04-16     19.0     19.0     19.0     19.0        0\n",
+       " 2024-04-17     19.0     19.0     19.0     19.0        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     38.0     38.0     38.0     38.0        0\n",
+       " 2025-04-08     38.0     38.0     38.0     38.0        0\n",
+       " 2025-04-09     38.0     38.0     38.0     38.0        0\n",
+       " 2025-04-10     38.0     38.0     38.0     38.0        0\n",
+       " 2025-04-11     38.0     38.0     38.0     38.0        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CEDO3': Price         Close     High        Low       Open   Volume\n",
+       " Ticker     CEDO3.SA CEDO3.SA   CEDO3.SA   CEDO3.SA CEDO3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11     33.0     33.0  33.000000  33.000000        0\n",
+       " 2024-04-12     33.0     33.0  33.000000  33.000000        0\n",
+       " 2024-04-15     33.0     33.0  33.000000  33.000000        0\n",
+       " 2024-04-16     32.5     32.5  32.000000  32.000000      200\n",
+       " 2024-04-17     32.5     32.5  32.500000  32.500000        0\n",
+       " ...             ...      ...        ...        ...      ...\n",
+       " 2025-04-07     25.0     25.0  25.000000  25.000000        0\n",
+       " 2025-04-08     23.5     25.0  21.940001  21.940001      500\n",
+       " 2025-04-09     27.0     27.0  22.010000  22.010000      400\n",
+       " 2025-04-10     27.0     27.0  27.000000  27.000000      100\n",
+       " 2025-04-11     27.0     27.0  26.000000  26.000000     2800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MMAQ4': Price             Close         High          Low         Open   Volume\n",
+       " Ticker         MMAQ4.SA     MMAQ4.SA     MMAQ4.SA     MMAQ4.SA MMAQ4.SA\n",
+       " Date                                                                   \n",
+       " 2024-04-11     5.986082     5.986082     5.986082     5.986082        0\n",
+       " 2024-04-12     5.986082     5.986082     5.986082     5.986082        0\n",
+       " 2024-04-15     5.986082     5.986082     5.986082     5.986082        0\n",
+       " 2024-04-16     5.986082     5.986082     5.986082     5.986082        0\n",
+       " 2024-04-17     5.986082     5.986082     5.986082     5.986082        0\n",
+       " ...                 ...          ...          ...          ...      ...\n",
+       " 2025-04-07  2550.010010  2550.010010  2550.010010  2550.010010        0\n",
+       " 2025-04-08  2550.010010  2550.010010  2550.010010  2550.010010        0\n",
+       " 2025-04-09  2550.010010  2550.010010  2550.010010  2550.010010        0\n",
+       " 2025-04-10  2550.010010  2550.010010  2550.010010  2550.010010        0\n",
+       " 2025-04-11  2550.010010  2550.010010  2550.010010  2550.010010        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MMAQ3': Price             Close         High          Low         Open   Volume\n",
+       " Ticker         MMAQ3.SA     MMAQ3.SA     MMAQ3.SA     MMAQ3.SA MMAQ3.SA\n",
+       " Date                                                                   \n",
+       " 2024-04-11  -154.873917  -154.873917  -154.873917  -154.873917        0\n",
+       " 2024-04-12  -154.873917  -154.873917  -154.873917  -154.873917        0\n",
+       " 2024-04-15  -154.873917  -154.873917  -154.873917  -154.873917        0\n",
+       " 2024-04-16  -154.873917  -154.873917  -154.873917  -154.873917        0\n",
+       " 2024-04-17  -154.873917  -154.873917  -154.873917  -154.873917        0\n",
+       " ...                 ...          ...          ...          ...      ...\n",
+       " 2025-04-07  2550.010010  2550.010010  2550.010010  2550.010010        0\n",
+       " 2025-04-08  2550.010010  2550.010010  2550.010010  2550.010010        0\n",
+       " 2025-04-09  2550.010010  2550.010010  2550.010010  2550.010010        0\n",
+       " 2025-04-10  2550.010010  2550.010010  2550.010010  2550.010010        0\n",
+       " 2025-04-11  2550.010010  2550.010010  2550.010010  2550.010010        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'FIGE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       FIGE3.SA   FIGE3.SA   FIGE3.SA   FIGE3.SA FIGE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  11.984735  11.984735  11.984735  11.984735        0\n",
+       " 2024-04-12  11.984735  11.984735  11.984735  11.984735        0\n",
+       " 2024-04-15  11.984735  11.984735  11.984735  11.984735        0\n",
+       " 2024-04-16  11.984735  11.984735  11.984735  11.984735        0\n",
+       " 2024-04-17  11.984735  11.984735  11.984735  11.984735        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  12.030000  12.030000  12.030000  12.030000        0\n",
+       " 2025-04-08  12.030000  12.030000  12.030000  12.030000        0\n",
+       " 2025-04-09  12.030000  12.030000  12.030000  12.030000        0\n",
+       " 2025-04-10  12.030000  12.030000  12.030000  12.030000        0\n",
+       " 2025-04-11  12.030000  12.030000  12.030000  12.030000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AHEB3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     AHEB3.SA AHEB3.SA AHEB3.SA AHEB3.SA AHEB3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     19.0     19.0     19.0     19.0        0\n",
+       " 2024-04-12     19.0     19.0     19.0     19.0        0\n",
+       " 2024-04-15     19.0     19.0     19.0     19.0        0\n",
+       " 2024-04-16     19.0     19.0     19.0     19.0      100\n",
+       " 2024-04-17     19.0     19.0     19.0     19.0        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     45.0     45.0     45.0     45.0        0\n",
+       " 2025-04-08     45.0     45.0     45.0     45.0        0\n",
+       " 2025-04-09     45.0     45.0     45.0     45.0      900\n",
+       " 2025-04-10     45.0     45.0     45.0     45.0        0\n",
+       " 2025-04-11     45.0     45.0     45.0     45.0        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AHEB5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       AHEB5.SA   AHEB5.SA   AHEB5.SA   AHEB5.SA AHEB5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  16.610001  16.610001  16.610001  16.610001        0\n",
+       " 2024-04-12  16.610001  16.610001  16.610001  16.610001        0\n",
+       " 2024-04-15  16.610001  16.610001  16.610001  16.610001        0\n",
+       " 2024-04-16  16.610001  16.610001  16.610001  16.610001        0\n",
+       " 2024-04-17  16.610001  16.610001  16.610001  16.610001        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  50.000000  50.000000  50.000000  50.000000        0\n",
+       " 2025-04-08  50.000000  50.000000  50.000000  50.000000        0\n",
+       " 2025-04-09  50.000000  50.000000  50.000000  50.000000        0\n",
+       " 2025-04-10  50.000000  50.000000  50.000000  50.000000        0\n",
+       " 2025-04-11  50.000000  50.000000  50.000000  50.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PRIO3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       PRIO3.SA   PRIO3.SA   PRIO3.SA   PRIO3.SA  PRIO3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  49.799999  50.490002  49.500000  50.060001   7883900\n",
+       " 2024-04-12  50.860001  52.130001  50.439999  51.610001  16540600\n",
+       " 2024-04-15  50.099998  50.980000  49.889999  50.980000  10851800\n",
+       " 2024-04-16  49.799999  50.310001  49.220001  49.919998   8219700\n",
+       " 2024-04-17  48.730000  49.779999  48.400002  49.779999   9296500\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  34.509998  34.849998  33.020000  33.130001  17720000\n",
+       " 2025-04-08  33.820000  35.509998  33.480000  34.880001  16672700\n",
+       " 2025-04-09  35.799999  36.090000  32.689999  33.200001  27219000\n",
+       " 2025-04-10  32.889999  35.310001  32.680000  35.310001  46430200\n",
+       " 2025-04-11  34.330002  34.630001  32.860001  33.200001  16037300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AHEB6': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     AHEB6.SA AHEB6.SA AHEB6.SA AHEB6.SA AHEB6.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    17.02    17.02    17.02    17.02        0\n",
+       " 2024-04-12    17.02    17.02    17.02    17.02        0\n",
+       " 2024-04-15    17.02    17.02    17.02    17.02        0\n",
+       " 2024-04-16    20.00    20.00    20.00    20.00      100\n",
+       " 2024-04-17    20.00    20.00    20.00    20.00        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    55.00    55.00    55.00    55.00        0\n",
+       " 2025-04-08    55.00    55.00    55.00    55.00        0\n",
+       " 2025-04-09    55.00    55.00    55.00    55.00        0\n",
+       " 2025-04-10    55.00    55.00    55.00    55.00        0\n",
+       " 2025-04-11    55.00    55.00    55.00    55.00        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VBBR3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       VBBR3.SA   VBBR3.SA   VBBR3.SA   VBBR3.SA  VBBR3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  23.490128  23.563967  23.111701  23.397828   5046100\n",
+       " 2024-04-12  22.899412  23.462437  22.807113  23.323989   8182600\n",
+       " 2024-04-15  22.844034  23.388599  22.779425  22.899413  10181500\n",
+       " 2024-04-16  22.327158  22.567136  22.290237  22.567136   7556600\n",
+       " 2024-04-17  22.465607  22.530216  22.105641  22.317928  10715800\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  17.230000  17.770000  17.020000  17.389999  12821300\n",
+       " 2025-04-08  17.139999  17.860001  17.030001  17.410000  10636500\n",
+       " 2025-04-09  17.750000  17.860001  16.910000  16.910000  14399100\n",
+       " 2025-04-10  17.620001  17.770000  17.270000  17.530001   9054200\n",
+       " 2025-04-11  17.900000  18.059999  17.420000  17.760000   9390100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VTRU3': Price         Close       High      Low       Open   Volume\n",
+       " Ticker     VTRU3.SA   VTRU3.SA VTRU3.SA   VTRU3.SA VTRU3.SA\n",
+       " Date                                                       \n",
+       " 2024-06-11    14.49  14.600000    13.33  13.490000   115700\n",
+       " 2024-06-12    15.51  15.680000    14.50  14.500000    48000\n",
+       " 2024-06-13    16.00  16.049999    15.14  15.140000    65300\n",
+       " 2024-06-14    15.89  16.219999    15.55  16.049999   106100\n",
+       " 2024-06-17    16.40  16.400000    15.15  16.150000   178300\n",
+       " ...             ...        ...      ...        ...      ...\n",
+       " 2025-04-07     6.25   6.550000     6.05   6.550000   923400\n",
+       " 2025-04-08     6.06   6.500000     6.06   6.300000   377300\n",
+       " 2025-04-09     6.39   6.590000     5.84   6.060000   424800\n",
+       " 2025-04-10     6.47   6.770000     6.30   6.420000   487000\n",
+       " 2025-04-11     7.06   7.110000     6.43   6.580000   397400\n",
+       " \n",
+       " [211 rows x 5 columns],\n",
+       " 'JHSF3': Price          Close      High       Low      Open    Volume\n",
+       " Ticker      JHSF3.SA  JHSF3.SA  JHSF3.SA  JHSF3.SA  JHSF3.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11  4.233953  4.354393  4.233953  4.326599   2569200\n",
+       " 2024-04-12  3.891160  4.067188  3.863366  4.067188  13842500\n",
+       " 2024-04-15  3.779984  3.909690  3.733661  3.900425   4677900\n",
+       " 2024-04-16  3.807778  3.854101  3.705866  3.752190   3312600\n",
+       " 2024-04-17  3.789248  3.872630  3.779983  3.826307   2371500\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07  4.110000  4.120000  3.930000  4.000000   6876000\n",
+       " 2025-04-08  4.060000  4.150000  4.030000  4.150000   4474100\n",
+       " 2025-04-09  4.190000  4.230000  4.010000  4.030000   4757400\n",
+       " 2025-04-10  4.180000  4.200000  4.110000  4.200000   2883900\n",
+       " 2025-04-11  4.190000  4.220000  4.130000  4.180000   2454300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BGIP4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BGIP4.SA   BGIP4.SA   BGIP4.SA   BGIP4.SA BGIP4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  22.524473  22.717817  22.418136  22.418136     2000\n",
+       " 2024-04-12  22.137787  22.234459  22.137787  22.147454     2300\n",
+       " 2024-04-15  22.137787  22.137787  22.137787  22.137787        0\n",
+       " 2024-04-16  21.857441  22.089452  21.857441  22.089452     1000\n",
+       " 2024-04-17  21.857441  21.857441  21.857441  21.857441        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  24.825258  25.608297  24.709252  25.134607     2600\n",
+       " 2025-04-08  26.488008  27.068038  26.091655  26.091655     2900\n",
+       " 2025-04-09  26.778025  26.778025  26.101323  26.488009     6100\n",
+       " 2025-04-10  26.275331  26.768357  26.197994  26.197994     5200\n",
+       " 2025-04-11  26.049999  26.200001  26.049999  26.139999     1200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BOBR3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BOBR3.SA BOBR3.SA BOBR3.SA BOBR3.SA BOBR3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11      1.0      1.0      1.0      1.0        0\n",
+       " 2024-04-12      1.0      1.0      1.0      1.0        0\n",
+       " 2024-04-15      1.0      1.0      1.0      1.0        0\n",
+       " 2024-04-16      1.0      1.0      1.0      1.0        0\n",
+       " 2024-04-17      1.0      1.0      1.0      1.0        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07      1.0      1.0      1.0      1.0        0\n",
+       " 2025-04-08      1.0      1.0      1.0      1.0        0\n",
+       " 2025-04-09      1.0      1.0      1.0      1.0        0\n",
+       " 2025-04-10      1.0      1.0      1.0      1.0        0\n",
+       " 2025-04-11      1.0      1.0      1.0      1.0        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BGIP3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BGIP3.SA   BGIP3.SA   BGIP3.SA   BGIP3.SA BGIP3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  25.541384  25.541384  25.541384  25.541384        0\n",
+       " 2024-04-12  25.541384  25.541384  25.541384  25.541384        0\n",
+       " 2024-04-15  25.541384  25.541384  25.541384  25.541384        0\n",
+       " 2024-04-16  25.718496  25.718496  25.718496  25.718496      100\n",
+       " 2024-04-17  24.609217  25.615957  24.609217  25.615957      900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  26.289537  26.289537  26.289537  26.289537        0\n",
+       " 2025-04-08  26.677574  26.677574  26.677574  26.677574      100\n",
+       " 2025-04-09  26.677574  26.677574  26.677574  26.677574        0\n",
+       " 2025-04-10  26.677574  26.677574  26.677574  26.677574        0\n",
+       " 2025-04-11  27.500000  27.500000  27.500000  27.500000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PINE4': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      PINE4.SA  PINE4.SA  PINE4.SA  PINE4.SA PINE4.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.156984  4.202969  4.083409  4.138591   314800\n",
+       " 2024-04-12  4.028228  4.092606  3.936260  4.092606   240500\n",
+       " 2024-04-15  4.037425  4.037425  3.816700  4.019031   644700\n",
+       " 2024-04-16  3.890275  4.019031  3.871882  4.019031   219400\n",
+       " 2024-04-17  4.083409  4.083409  3.816700  3.954653   331600\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  4.298590  4.298590  4.141564  4.141564   235600\n",
+       " 2025-04-08  4.357475  4.367289  4.298591  4.318219   341400\n",
+       " 2025-04-09  4.396732  4.416360  4.298591  4.347661   208500\n",
+       " 2025-04-10  4.347661  4.386917  4.298590  4.377103   174900\n",
+       " 2025-04-11  4.330000  4.380000  4.220000  4.350000   316100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'HETA4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     HETA4.SA HETA4.SA HETA4.SA HETA4.SA HETA4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.05     6.05     6.05     6.05        0\n",
+       " 2024-04-12     6.05     6.05     6.05     6.05        0\n",
+       " 2024-04-15     6.05     6.05     6.05     6.05        0\n",
+       " 2024-04-16     6.05     6.05     6.05     6.05        0\n",
+       " 2024-04-17     6.05     6.05     6.05     6.05        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     5.61     5.61     5.61     5.61      100\n",
+       " 2025-04-08     5.61     5.61     5.61     5.61        0\n",
+       " 2025-04-09     5.61     5.61     5.61     5.61        0\n",
+       " 2025-04-10     5.61     5.61     5.61     5.61        0\n",
+       " 2025-04-11     5.61     5.61     5.61     5.61        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PINE3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      PINE3.SA  PINE3.SA  PINE3.SA  PINE3.SA PINE3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  6.881655  6.881655  6.562886  6.797275     1700\n",
+       " 2024-04-12  6.562886  6.816026  6.562886  6.816026     1900\n",
+       " 2024-04-15  6.328497  6.562886  6.094109  6.562886     1900\n",
+       " 2024-04-16  6.009728  6.328497  5.831593  6.328497     1700\n",
+       " 2024-04-17  6.187864  6.759773  6.019104  6.459755     1800\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  4.429272  4.429272  4.331062  4.331062     1700\n",
+       " 2025-04-08  4.556945  4.566766  4.419451  4.468556    22800\n",
+       " 2025-04-09  4.498019  4.704260  4.419451  4.566766   115700\n",
+       " 2025-04-10  4.517661  4.517661  4.321241  4.419451    46300\n",
+       " 2025-04-11  4.480000  4.550000  4.330000  4.550000    15100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CAML3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      CAML3.SA  CAML3.SA  CAML3.SA  CAML3.SA CAML3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  8.291615  8.339433  8.119470  8.186416   398200\n",
+       " 2024-04-12  8.071651  8.282050  8.042961  8.282050   476000\n",
+       " 2024-04-15  7.813437  8.129035  7.746492  8.090780   978900\n",
+       " 2024-04-16  7.689109  7.803872  7.631728  7.803872   516400\n",
+       " 2024-04-17  7.593474  7.784746  7.526529  7.698674   553500\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.930000  4.000000  3.750000  3.890000  4006000\n",
+       " 2025-04-08  3.840000  4.060000  3.820000  3.940000  2254600\n",
+       " 2025-04-09  3.990000  4.030000  3.720000  3.840000  3402900\n",
+       " 2025-04-10  3.940000  4.000000  3.860000  3.990000  1941500\n",
+       " 2025-04-11  3.970000  3.990000  3.870000  3.940000  1540600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'HBOR3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      HBOR3.SA  HBOR3.SA  HBOR3.SA  HBOR3.SA HBOR3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  2.784337  2.813340  2.755333  2.813340   394300\n",
+       " 2024-04-12  2.677990  2.784337  2.658655  2.784337   621000\n",
+       " 2024-04-15  2.571644  2.745665  2.561976  2.687658   607700\n",
+       " 2024-04-16  2.581312  2.629651  2.513637  2.552309   605200\n",
+       " 2024-04-17  2.532973  2.629651  2.513637  2.590980   589600\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  1.780000  1.830000  1.720000  1.800000   692700\n",
+       " 2025-04-08  1.700000  1.820000  1.700000  1.790000   602300\n",
+       " 2025-04-09  1.700000  1.750000  1.640000  1.690000  1667600\n",
+       " 2025-04-10  1.700000  1.740000  1.670000  1.710000   405300\n",
+       " 2025-04-11  1.700000  1.730000  1.680000  1.720000   684600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CLSC3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CLSC3.SA   CLSC3.SA   CLSC3.SA   CLSC3.SA CLSC3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  61.315731  61.315731  61.315731  61.315731        0\n",
+       " 2024-04-12  63.077099  63.077099  63.077099  63.077099      600\n",
+       " 2024-04-15  63.077099  63.077099  63.077099  63.077099        0\n",
+       " 2024-04-16  63.077099  63.077099  63.077099  63.077099        0\n",
+       " 2024-04-17  63.077099  63.077099  63.077099  63.077099        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  75.000000  75.000000  75.000000  75.000000      300\n",
+       " 2025-04-08  75.000000  75.000000  75.000000  75.000000        0\n",
+       " 2025-04-09  75.000000  75.000000  75.000000  75.000000        0\n",
+       " 2025-04-10  75.000000  75.000000  75.000000  75.000000        0\n",
+       " 2025-04-11  75.000000  75.000000  75.000000  75.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CMIG4': Price           Close       High       Low       Open    Volume\n",
+       " Ticker       CMIG4.SA   CMIG4.SA  CMIG4.SA   CMIG4.SA  CMIG4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11   8.966768   9.048844  8.905211   8.987287  12780170\n",
+       " 2024-04-12   8.788938   9.000966  8.775258   8.946249  10836150\n",
+       " 2024-04-15   8.871014   8.884692  8.624786   8.788938  20678060\n",
+       " 2024-04-16   8.768419   8.871014  8.720542   8.836816  18720520\n",
+       " 2024-04-17   8.809457   8.884692  8.665824   8.802617  16712410\n",
+       " ...               ...        ...       ...        ...       ...\n",
+       " 2025-04-07  10.000000  10.160000  9.810000   9.970000  21486300\n",
+       " 2025-04-08  10.010000  10.090000  9.940000  10.030000  17035600\n",
+       " 2025-04-09  10.150000  10.350000  9.890000   9.990000  24793600\n",
+       " 2025-04-10  10.050000  10.150000  9.920000  10.140000  15010900\n",
+       " 2025-04-11  10.110000  10.210000  9.990000  10.120000  13846300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'COCE5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       COCE5.SA   COCE5.SA   COCE5.SA   COCE5.SA COCE5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  33.512604  33.988582  33.512604  33.522316     2800\n",
+       " 2024-04-12  33.833160  34.221710  33.512603  33.600028    15200\n",
+       " 2024-04-15  33.522316  33.862301  32.890921  33.765161    14000\n",
+       " 2024-04-16  33.026913  33.609739  32.754928  33.600027     5800\n",
+       " 2024-04-17  33.697163  33.949723  32.861779  33.065768    11800\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  24.570000  24.570000  23.959999  24.370001     6200\n",
+       " 2025-04-08  24.580000  24.969999  24.360001  24.850000     4100\n",
+       " 2025-04-09  24.709999  24.799999  24.340000  24.490000     3700\n",
+       " 2025-04-10  24.400000  25.070000  24.360001  25.070000     6000\n",
+       " 2025-04-11  24.840000  24.840000  24.430000  24.440001     1300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ISAE4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ISAE4.SA   ISAE4.SA   ISAE4.SA   ISAE4.SA ISAE4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  24.368782  24.506460  24.203571  24.276999  3192800\n",
+       " 2024-04-12  24.093430  24.451389  24.029181  24.322891  4935400\n",
+       " 2024-04-15  24.451389  24.451389  23.781363  23.863969  3332500\n",
+       " 2024-04-16  24.130144  24.570709  24.093429  24.276999  4265100\n",
+       " 2024-04-17  23.873146  24.249462  23.680398  24.139320  4113900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  22.040001  22.240000  21.730000  21.879999  3648100\n",
+       " 2025-04-08  22.209999  22.330000  22.030001  22.110001  2786000\n",
+       " 2025-04-09  22.360001  22.860001  22.020000  22.150000  4197400\n",
+       " 2025-04-10  22.170000  22.400000  21.959999  22.340000  1628000\n",
+       " 2025-04-11  22.170000  22.330000  22.010000  22.270000   855100\n",
+       " \n",
+       " [251 rows x 5 columns],\n",
+       " 'BALM4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BALM4.SA   BALM4.SA   BALM4.SA   BALM4.SA BALM4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11   9.809953   9.809953   9.809953   9.809953        0\n",
+       " 2024-04-12   9.809953   9.809953   9.809953   9.809953        0\n",
+       " 2024-04-15   9.809953   9.809953   9.809953   9.809953        0\n",
+       " 2024-04-16   9.809953   9.809953   9.809953   9.809953        0\n",
+       " 2024-04-17   9.809953   9.809953   9.809953   9.809953        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  12.820000  13.000000  12.590000  12.590000     1800\n",
+       " 2025-04-08  12.820000  12.820000  12.820000  12.820000        0\n",
+       " 2025-04-09  12.820000  12.820000  12.820000  12.820000        0\n",
+       " 2025-04-10  12.820000  12.820000  12.820000  12.820000        0\n",
+       " 2025-04-11  13.500000  13.500000  13.500000  13.500000      100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BMEB3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BMEB3.SA   BMEB3.SA   BMEB3.SA   BMEB3.SA BMEB3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  21.610949  21.610949  21.610949  21.610949        0\n",
+       " 2024-04-12  21.610949  21.610949  21.610949  21.610949        0\n",
+       " 2024-04-15  21.874041  21.892831  21.610950  21.610950     1400\n",
+       " 2024-04-16  21.845852  21.845852  21.845852  21.845852      100\n",
+       " 2024-04-17  21.845852  21.845852  21.845852  21.845852        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  32.810001  34.000000  32.810001  34.000000      300\n",
+       " 2025-04-08  31.600000  32.799999  31.600000  32.599998     2000\n",
+       " 2025-04-09  30.200001  30.219999  30.200001  30.219999      200\n",
+       " 2025-04-10  30.270000  30.299999  30.270000  30.299999      800\n",
+       " 2025-04-11  30.049999  30.070000  30.049999  30.070000      800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BNBR3': Price            Close        High         Low        Open   Volume\n",
+       " Ticker        BNBR3.SA    BNBR3.SA    BNBR3.SA    BNBR3.SA BNBR3.SA\n",
+       " Date                                                               \n",
+       " 2024-04-11  102.799141  102.799141  102.799141  102.799141        0\n",
+       " 2024-04-12   98.083580  100.535668   98.083580  100.535668      400\n",
+       " 2024-04-15   98.083580   98.083580   98.083580   98.083580        0\n",
+       " 2024-04-16   98.083580   98.083580   98.083580   98.083580        0\n",
+       " 2024-04-17   95.725800  100.441356   95.725800  100.441356      500\n",
+       " ...                ...         ...         ...         ...      ...\n",
+       " 2025-04-07   96.989998   96.989998   96.989998   96.989998      100\n",
+       " 2025-04-08   96.989998   96.989998   96.989998   96.989998        0\n",
+       " 2025-04-09   96.989998   96.989998   96.989998   96.989998        0\n",
+       " 2025-04-10   99.449997   99.449997   99.400002   99.400002      200\n",
+       " 2025-04-11   99.449997   99.449997   99.449997   99.449997        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'COCE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       COCE3.SA   COCE3.SA   COCE3.SA   COCE3.SA COCE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  50.990002  50.990002  50.990002  50.990002        0\n",
+       " 2024-04-12  50.990002  50.990002  50.990002  50.990002        0\n",
+       " 2024-04-15  50.990002  50.990002  50.990002  50.990002        0\n",
+       " 2024-04-16  50.990002  50.990002  50.990002  50.990002        0\n",
+       " 2024-04-17  50.990002  50.990002  50.990002  50.990002        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  25.100000  25.100000  25.100000  25.100000        0\n",
+       " 2025-04-08  25.100000  25.100000  25.100000  25.100000        0\n",
+       " 2025-04-09  25.100000  25.100000  25.100000  25.100000        0\n",
+       " 2025-04-10  25.100000  25.100000  25.100000  25.100000        0\n",
+       " 2025-04-11  25.100000  25.100000  25.100000  25.100000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TKNO4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TKNO4.SA   TKNO4.SA   TKNO4.SA   TKNO4.SA TKNO4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  62.450985  62.450985  62.450985  62.450985        0\n",
+       " 2024-04-12  62.450985  62.450985  62.450985  62.450985        0\n",
+       " 2024-04-15  62.450985  62.450985  62.450985  62.450985        0\n",
+       " 2024-04-16  62.450985  62.450985  62.450985  62.450985        0\n",
+       " 2024-04-17  62.450985  62.450985  62.450985  62.450985        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  81.050003  81.050003  81.050003  81.050003        0\n",
+       " 2025-04-08  79.019997  79.019997  79.019997  79.019997      100\n",
+       " 2025-04-09  79.019997  79.019997  79.019997  79.019997        0\n",
+       " 2025-04-10  72.000000  72.000000  72.000000  72.000000      100\n",
+       " 2025-04-11  72.000000  72.000000  72.000000  72.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ALLD3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      ALLD3.SA  ALLD3.SA  ALLD3.SA  ALLD3.SA ALLD3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  8.618506  8.866776  8.423437  8.520971   273900\n",
+       " 2024-04-12  8.645107  9.026379  8.538706  8.778109   294100\n",
+       " 2024-04-15  8.370236  8.831309  8.201768  8.742641   683400\n",
+       " 2024-04-16  7.400000  8.000000  7.400000  8.000000   477700\n",
+       " 2024-04-17  6.950000  7.400000  6.580000  7.400000   363300\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  6.700000  6.730000  6.600000  6.700000    71200\n",
+       " 2025-04-08  6.710000  6.820000  6.670000  6.700000    37200\n",
+       " 2025-04-09  6.700000  6.750000  6.400000  6.700000   101100\n",
+       " 2025-04-10  6.600000  6.780000  6.580000  6.770000    42900\n",
+       " 2025-04-11  6.680000  6.700000  6.600000  6.670000    21600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CLSC4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CLSC4.SA   CLSC4.SA   CLSC4.SA   CLSC4.SA CLSC4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  61.402946  61.430394  61.036961  61.274853     2000\n",
+       " 2024-04-12  61.750622  61.851268  60.478829  61.851268     3400\n",
+       " 2024-04-15  61.979362  61.979362  60.972908  61.311446     3900\n",
+       " 2024-04-16  62.299603  62.299603  60.863116  60.863116     2100\n",
+       " 2024-04-17  62.217258  63.077323  62.198962  62.583244     4900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  82.500000  82.610001  80.910004  81.900002     7200\n",
+       " 2025-04-08  82.239998  82.900002  81.199997  82.900002     5300\n",
+       " 2025-04-09  81.940002  82.070000  80.389999  80.849998     2800\n",
+       " 2025-04-10  79.000000  81.889999  79.000000  80.650002     3500\n",
+       " 2025-04-11  81.190002  81.279999  80.000000  80.000000     2700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'POMO3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      POMO3.SA  POMO3.SA  POMO3.SA  POMO3.SA POMO3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  5.321397  5.439047  5.321397  5.375697   588600\n",
+       " 2024-04-12  5.049897  5.330446  5.004647  5.330446   862700\n",
+       " 2024-04-15  5.058948  5.122297  5.004648  5.095148   426600\n",
+       " 2024-04-16  5.122297  5.149447  4.995597  5.058947   397100\n",
+       " 2024-04-17  5.077048  5.185648  5.077048  5.104198   121000\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  4.660000  4.740000  4.540000  4.740000   686600\n",
+       " 2025-04-08  4.590000  4.780000  4.570000  4.650000   821000\n",
+       " 2025-04-09  4.760000  4.810000  4.560000  4.590000   664700\n",
+       " 2025-04-10  4.740000  4.820000  4.660000  4.810000   286300\n",
+       " 2025-04-11  4.680000  4.760000  4.660000  4.740000   292800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BAZA3': Price           Close        High        Low        Open   Volume\n",
+       " Ticker       BAZA3.SA    BAZA3.SA   BAZA3.SA    BAZA3.SA BAZA3.SA\n",
+       " Date                                                             \n",
+       " 2024-04-11  99.122444   99.122444  97.841331   97.841331     1400\n",
+       " 2024-04-12  97.803925  100.020155  97.803925  100.020155     2100\n",
+       " 2024-04-15  94.914421   98.177979  94.914421   98.177979     1900\n",
+       " 2024-04-16  94.446861   95.381979  87.919738   95.381979     6400\n",
+       " 2024-04-17  92.744949   96.429314  92.744949   94.446863     2900\n",
+       " ...               ...         ...        ...         ...      ...\n",
+       " 2025-04-07  90.000000   90.000000  87.040001   88.000000     3600\n",
+       " 2025-04-08  89.000000   90.000000  88.750000   89.959999     2500\n",
+       " 2025-04-09  90.080002   90.489998  87.120003   88.970001     4400\n",
+       " 2025-04-10  89.980003   89.980003  88.099998   89.110001     1200\n",
+       " 2025-04-11  89.889999   89.889999  88.400002   89.019997     3800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BMEB4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BMEB4.SA   BMEB4.SA   BMEB4.SA   BMEB4.SA BMEB4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  21.533619  21.815720  21.354955  21.627653     4900\n",
+       " 2024-04-12  21.345552  21.430183  21.054048  21.430183     6900\n",
+       " 2024-04-15  21.383163  22.220059  19.850422  20.997627    21300\n",
+       " 2024-04-16  21.618248  22.154237  21.448988  22.022591    13000\n",
+       " 2024-04-17  21.533619  21.881543  21.289132  21.289132     9400\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  32.910000  35.189999  32.599998  34.480000    14200\n",
+       " 2025-04-08  33.619999  34.200001  33.040001  33.040001    14200\n",
+       " 2025-04-09  33.049999  34.000000  32.930000  33.630001    13600\n",
+       " 2025-04-10  32.740002  34.000000  32.500000  34.000000    12200\n",
+       " 2025-04-11  32.330002  33.750000  32.330002  33.750000    14300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EALT3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      EALT3.SA  EALT3.SA  EALT3.SA  EALT3.SA EALT3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11   9.86598   9.86598   9.86598   9.86598        0\n",
+       " 2024-04-12   9.86598   9.86598   9.86598   9.86598        0\n",
+       " 2024-04-15   9.86598   9.86598   9.86598   9.86598      100\n",
+       " 2024-04-16   9.86598   9.86598   9.86598   9.86598        0\n",
+       " 2024-04-17   9.86598   9.86598   9.86598   9.86598      100\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  13.50000  13.59000  13.02000  13.59000      500\n",
+       " 2025-04-08  13.99000  13.99000  13.99000  13.99000      200\n",
+       " 2025-04-09  13.60000  13.60000  13.60000  13.60000      200\n",
+       " 2025-04-10  13.40000  13.52000  13.40000  13.52000     1300\n",
+       " 2025-04-11  13.33000  13.40000  13.33000  13.40000      300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ENGI4': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      ENGI4.SA  ENGI4.SA  ENGI4.SA  ENGI4.SA ENGI4.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  7.402476  7.495007  7.365463  7.476501    14400\n",
+       " 2024-04-12  7.393222  7.430235  7.272932  7.402476    17900\n",
+       " 2024-04-15  7.180401  7.383969  7.180401  7.383969    24100\n",
+       " 2024-04-16  7.300691  7.374716  7.226666  7.309944     4700\n",
+       " 2024-04-17  7.235920  7.300692  7.217414  7.300692     4600\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  7.250000  7.470000  7.220000  7.380000    16900\n",
+       " 2025-04-08  7.320000  7.380000  7.250000  7.300000    18600\n",
+       " 2025-04-09  7.260000  7.400000  7.100000  7.240000    17700\n",
+       " 2025-04-10  7.320000  7.320000  7.180000  7.270000    10600\n",
+       " 2025-04-11  7.470000  7.470000  7.300000  7.300000     9800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BBAS3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       BBAS3.SA   BBAS3.SA   BBAS3.SA   BBAS3.SA  BBAS3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  26.926989  27.080883  26.740448  26.815064  12447600\n",
+       " 2024-04-12  26.577225  26.978283  26.497944  26.926986  11304400\n",
+       " 2024-04-15  26.330061  26.740449  26.213474  26.703140  14411400\n",
+       " 2024-04-16  26.031599  26.488621  25.686502  26.330062  22923700\n",
+       " 2024-04-17  26.087559  26.274099  25.910347  26.115540  17703800\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  27.680000  28.270000  27.360001  27.879999  22342100\n",
+       " 2025-04-08  27.629999  28.209999  27.400000  28.030001  21884600\n",
+       " 2025-04-09  27.750000  28.100000  27.090000  27.500000  28796100\n",
+       " 2025-04-10  27.559999  27.719999  27.139999  27.709999  18618400\n",
+       " 2025-04-11  27.799999  27.900000  27.420000  27.730000  14793700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EALT4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       EALT4.SA   EALT4.SA   EALT4.SA   EALT4.SA EALT4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  10.623508  10.713368  10.623508  10.673430     7300\n",
+       " 2024-04-12  10.403850  10.673431  10.383880  10.633493    15600\n",
+       " 2024-04-15  10.204160  10.403850  10.174206  10.393865     6600\n",
+       " 2024-04-16  10.154237  10.403849  10.094329  10.403849     5800\n",
+       " 2024-04-17  10.074361  10.254082   9.744872  10.154237     9400\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  13.290000  13.380000  12.900000  13.130000    11800\n",
+       " 2025-04-08  13.200000  13.650000  13.200000  13.490000    22800\n",
+       " 2025-04-09  13.540000  13.570000  13.060000  13.220000    10400\n",
+       " 2025-04-10  12.950000  13.540000  12.950000  13.540000    12000\n",
+       " 2025-04-11  13.500000  13.500000  12.990000  13.170000     6000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'NUTR3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     NUTR3.SA NUTR3.SA NUTR3.SA NUTR3.SA NUTR3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     5.10     5.19     5.10     5.17     1800\n",
+       " 2024-04-12     5.08     5.17     5.06     5.17     1400\n",
+       " 2024-04-15     5.20     5.30     5.00     5.06    10800\n",
+       " 2024-04-16     5.19     5.25     5.11     5.25     1500\n",
+       " 2024-04-17     5.24     5.25     4.93     5.25     6000\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.50     3.70     3.44     3.70     4100\n",
+       " 2025-04-08     3.58     3.59     3.51     3.51     2100\n",
+       " 2025-04-09     3.57     3.62     3.52     3.52     3300\n",
+       " 2025-04-10     3.63     3.73     3.59     3.67     4100\n",
+       " 2025-04-11     3.61     3.73     3.54     3.63     3100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ECOR3': Price          Close      High       Low      Open    Volume\n",
+       " Ticker      ECOR3.SA  ECOR3.SA  ECOR3.SA  ECOR3.SA  ECOR3.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11  7.652046  7.827283  7.603368  7.720193   3428600\n",
+       " 2024-04-12  7.437866  7.690988  7.340512  7.681252   4472600\n",
+       " 2024-04-15  7.447602  7.486543  7.379454  7.457337   3792200\n",
+       " 2024-04-16  7.389189  7.506014  7.262629  7.418395   6435900\n",
+       " 2024-04-17  7.398924  7.583898  7.389189  7.408660   4016600\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07  5.790000  5.930000  5.470000  5.610000   5206100\n",
+       " 2025-04-08  5.750000  5.990000  5.660000  5.820000   7989900\n",
+       " 2025-04-09  5.860000  6.000000  5.500000  5.710000  10338300\n",
+       " 2025-04-10  5.750000  5.880000  5.680000  5.880000   5598900\n",
+       " 2025-04-11  6.070000  6.170000  5.790000  5.810000   5083800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRSR6': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BRSR6.SA   BRSR6.SA   BRSR6.SA   BRSR6.SA BRSR6.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.076394  12.203228  11.886143  12.085454  1020200\n",
+       " 2024-04-12  11.877083  12.176048  11.822726  12.076393  1082200\n",
+       " 2024-04-15  11.541880  11.877083  11.532820  11.868024  2507200\n",
+       " 2024-04-16  11.424105  11.541879  11.297271  11.514701  2323000\n",
+       " 2024-04-17  11.251975  11.641536  11.170439  11.505643  2289500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  10.510000  10.810000  10.440000  10.650000  1475100\n",
+       " 2025-04-08  10.320000  10.640000  10.320000  10.550000  1244500\n",
+       " 2025-04-09  10.580000  10.610000  10.180000  10.290000  1627100\n",
+       " 2025-04-10  10.290000  10.590000  10.250000  10.590000  1217600\n",
+       " 2025-04-11  10.480000  10.530000  10.240000  10.300000   823000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BPAR3': Price            Close        High         Low        Open   Volume\n",
+       " Ticker        BPAR3.SA    BPAR3.SA    BPAR3.SA    BPAR3.SA BPAR3.SA\n",
+       " Date                                                               \n",
+       " 2024-04-11  164.626129  164.626129  164.626129  164.626129        0\n",
+       " 2024-04-12  164.626129  164.626129  164.626129  164.626129        0\n",
+       " 2024-04-15  164.626129  164.626129  164.626129  164.626129        0\n",
+       " 2024-04-16  164.626129  164.626129  164.626129  164.626129        0\n",
+       " 2024-04-17  164.626129  164.626129  164.626129  164.626129        0\n",
+       " ...                ...         ...         ...         ...      ...\n",
+       " 2025-04-07  182.070007  182.070007  182.070007  182.070007        0\n",
+       " 2025-04-08  182.070007  182.070007  182.070007  182.070007        0\n",
+       " 2025-04-09  182.070007  182.070007  182.070007  182.070007        0\n",
+       " 2025-04-10  182.070007  182.070007  182.070007  182.070007        0\n",
+       " 2025-04-11  182.070007  182.070007  182.070007  182.070007        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'COGN3': Price         Close     High      Low     Open     Volume\n",
+       " Ticker     COGN3.SA COGN3.SA COGN3.SA COGN3.SA   COGN3.SA\n",
+       " Date                                                     \n",
+       " 2024-04-11     2.29     2.34     2.26     2.32   25538800\n",
+       " 2024-04-12     2.19     2.29     2.19     2.28   37635000\n",
+       " 2024-04-15     2.10     2.19     2.06     2.19   35911000\n",
+       " 2024-04-16     2.04     2.09     2.02     2.08   40472200\n",
+       " 2024-04-17     1.99     2.09     1.97     2.07   37859500\n",
+       " ...             ...      ...      ...      ...        ...\n",
+       " 2025-04-07     2.03     2.09     1.93     1.98   95366500\n",
+       " 2025-04-08     2.01     2.09     1.99     2.07   69049900\n",
+       " 2025-04-09     2.25     2.28     1.97     1.98  113136000\n",
+       " 2025-04-10     2.24     2.29     2.21     2.24   74387400\n",
+       " 2025-04-11     2.25     2.29     2.21     2.26   57266800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LOGG3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       LOGG3.SA   LOGG3.SA   LOGG3.SA   LOGG3.SA LOGG3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  21.155893  21.201966  20.345041  20.492469   253500\n",
+       " 2024-04-12  20.520113  21.119038  20.289757  21.119038   328900\n",
+       " 2024-04-15  19.948828  20.317397  19.681616  20.317397   360100\n",
+       " 2024-04-16  19.782972  20.022543  19.193262  19.746116   205400\n",
+       " 2024-04-17  19.718473  20.206829  19.607904  19.782973   223800\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  17.969999  18.350000  17.650000  17.850000   225900\n",
+       " 2025-04-08  17.950001  18.559999  17.900000  18.090000   246000\n",
+       " 2025-04-09  19.010000  19.010000  17.740000  17.959999   346100\n",
+       " 2025-04-10  18.490000  18.980000  18.150000  18.980000   232200\n",
+       " 2025-04-11  18.780001  18.950001  18.280001  18.600000   212400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ABCB4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ABCB4.SA   ABCB4.SA   ABCB4.SA   ABCB4.SA ABCB4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  22.466990  22.596430  22.272831  22.559447   385900\n",
+       " 2024-04-12  22.115656  22.624167  21.810549  22.624167   652700\n",
+       " 2024-04-15  21.792055  22.134146  21.570159  22.106408   715400\n",
+       " 2024-04-16  21.514687  21.690353  21.311281  21.690353   655700\n",
+       " 2024-04-17  20.922962  21.708845  20.904472  21.542422   789900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  19.559999  20.070000  19.500000  19.930000   522200\n",
+       " 2025-04-08  19.330000  19.889999  19.330000  19.629999   448500\n",
+       " 2025-04-09  19.469999  19.719999  19.139999  19.330000   611800\n",
+       " 2025-04-10  19.459999  19.590000  19.250000  19.510000   576100\n",
+       " 2025-04-11  19.280001  19.469999  19.240000  19.410000   409000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ENGI11': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      ENGI11.SA  ENGI11.SA  ENGI11.SA  ENGI11.SA ENGI11.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  44.275177  44.387265  43.387805  43.854842   3318300\n",
+       " 2024-04-12  43.761433  44.490014  43.518575  44.340562   2429000\n",
+       " 2024-04-15  43.527912  43.677364  42.659222  43.677364   3518000\n",
+       " 2024-04-16  43.154285  43.527913  42.902085  43.079558   3126100\n",
+       " 2024-04-17  42.696587  43.191649  42.528453  43.144942   2022500\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  40.410000  41.860001  40.189999  40.919998   2220400\n",
+       " 2025-04-08  40.610001  41.520000  40.389999  40.970001   4571600\n",
+       " 2025-04-09  40.689999  41.540001  39.500000  40.410000   3849500\n",
+       " 2025-04-10  40.439999  40.779999  39.750000  40.299999   2939300\n",
+       " 2025-04-11  41.200001  41.439999  40.290001  40.599998   1600700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CBEE3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CBEE3.SA CBEE3.SA CBEE3.SA CBEE3.SA CBEE3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    11.94    11.94    11.94    11.94        0\n",
+       " 2024-04-12    11.94    11.94    11.94    11.94        0\n",
+       " 2024-04-15    11.80    11.80    11.80    11.80      100\n",
+       " 2024-04-16    11.80    11.80    11.80    11.80        0\n",
+       " 2024-04-17    11.80    11.80    11.80    11.80        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     8.80     8.80     8.80     8.80        0\n",
+       " 2025-04-08     8.80     8.80     8.80     8.80        0\n",
+       " 2025-04-09     8.80     8.80     8.80     8.80        0\n",
+       " 2025-04-10     8.80     8.80     8.80     8.80        0\n",
+       " 2025-04-11     8.80     8.80     8.80     8.80        0\n",
+       " \n",
+       " [246 rows x 5 columns],\n",
+       " 'BMGB4': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      BMGB4.SA  BMGB4.SA  BMGB4.SA  BMGB4.SA BMGB4.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  3.033962  3.060498  3.007426  3.051652   458100\n",
+       " 2024-04-12  2.954354  3.042807  2.927817  3.033962   643700\n",
+       " 2024-04-15  2.980890  2.980890  2.936663  2.954353   483700\n",
+       " 2024-04-16  2.892436  2.945508  2.839363  2.918972   693700\n",
+       " 2024-04-17  2.892436  2.945508  2.892436  2.936662   395400\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.630000  3.680000  3.580000  3.650000   721000\n",
+       " 2025-04-08  3.600000  3.690000  3.590000  3.640000   712000\n",
+       " 2025-04-09  3.700000  3.750000  3.560000  3.590000  1322300\n",
+       " 2025-04-10  3.620000  3.710000  3.600000  3.700000   411800\n",
+       " 2025-04-11  3.670000  3.680000  3.600000  3.650000   359800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BALM3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BALM3.SA   BALM3.SA   BALM3.SA   BALM3.SA BALM3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  11.337557  11.337557  11.337557  11.337557        0\n",
+       " 2024-04-12  11.337557  11.337557  11.337557  11.337557      100\n",
+       " 2024-04-15  11.337557  11.337557  11.337557  11.337557      200\n",
+       " 2024-04-16  11.337557  11.337557  11.337557  11.337557        0\n",
+       " 2024-04-17  11.337557  11.337557  11.337557  11.337557        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  16.450001  16.450001  16.450001  16.450001        0\n",
+       " 2025-04-08  16.450001  16.450001  16.450001  16.450001        0\n",
+       " 2025-04-09  16.450001  16.450001  16.450001  16.450001        0\n",
+       " 2025-04-10  16.450001  16.450001  16.450001  16.450001        0\n",
+       " 2025-04-11  16.450001  16.450001  16.450001  16.450001        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TPIS3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      TPIS3.SA  TPIS3.SA  TPIS3.SA  TPIS3.SA TPIS3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  3.764188  3.764188  3.706572  3.725778    12700\n",
+       " 2024-04-12  3.744983  3.744983  3.696970  3.725778     9900\n",
+       " 2024-04-15  3.725778  3.744983  3.648957  3.744983    49900\n",
+       " 2024-04-16  3.687367  3.696970  3.591342  3.687367    38300\n",
+       " 2024-04-17  3.687367  3.696970  3.629752  3.696970    27500\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  4.050000  4.460000  4.010000  4.350000    76000\n",
+       " 2025-04-08  4.010000  4.250000  4.000000  4.170000    62800\n",
+       " 2025-04-09  4.200000  4.200000  4.110000  4.130000    15900\n",
+       " 2025-04-10  4.200000  4.250000  4.080000  4.080000     9600\n",
+       " 2025-04-11  4.150000  4.300000  4.120000  4.300000     6900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CEEB5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CEEB5.SA   CEEB5.SA   CEEB5.SA   CEEB5.SA CEEB5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  33.729664  33.729664  33.729664  33.729664        0\n",
+       " 2024-04-12  33.729664  33.729664  33.729664  33.729664        0\n",
+       " 2024-04-15  33.729664  33.729664  33.729664  33.729664        0\n",
+       " 2024-04-16  35.220722  35.220722  35.220722  35.220722        0\n",
+       " 2024-04-17  35.220722  35.220722  35.220722  35.220722        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  35.666794  35.666794  35.666794  35.666794        0\n",
+       " 2025-04-08  35.666794  35.666794  35.666794  35.666794        0\n",
+       " 2025-04-09  35.666794  35.666794  35.666794  35.666794        0\n",
+       " 2025-04-10  35.666794  35.666794  35.666794  35.666794        0\n",
+       " 2025-04-11  36.000000  36.000000  36.000000  36.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MDNE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       MDNE3.SA   MDNE3.SA   MDNE3.SA   MDNE3.SA MDNE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.830649  13.213939  12.734826  13.175610   374200\n",
+       " 2024-04-12  11.939499  12.878560  11.939499  12.792321   735700\n",
+       " 2024-04-15  11.316652  11.939499  11.297487  11.939499   629600\n",
+       " 2024-04-16  11.431639  11.604119  11.019601  11.144171   453900\n",
+       " 2024-04-17  11.450803  11.786182  11.354981  11.786182   465500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  14.830000  15.250000  14.300000  15.100000   596800\n",
+       " 2025-04-08  14.630000  15.210000  14.510000  15.030000   538500\n",
+       " 2025-04-09  15.350000  15.420000  14.160000  14.350000   632900\n",
+       " 2025-04-10  15.190000  15.490000  14.900000  15.490000   237800\n",
+       " 2025-04-11  15.470000  15.470000  14.950000  15.150000   289700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SBFG3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       SBFG3.SA   SBFG3.SA   SBFG3.SA   SBFG3.SA SBFG3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  13.469825  13.834407  13.203778  13.794992  1841800\n",
+       " 2024-04-12  12.543589  13.450117  12.514028  13.400850  2044300\n",
+       " 2024-04-15  11.528671  12.543588  11.499111  12.454907  3500500\n",
+       " 2024-04-16  11.183798  11.371015  10.661558  11.233065  4614900\n",
+       " 2024-04-17  11.272479  11.558232  11.134530  11.380869  2016100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  11.290000  11.800000  11.010000  11.500000  1240300\n",
+       " 2025-04-08  11.270000  11.700000  11.200000  11.400000  1158300\n",
+       " 2025-04-09  11.780000  11.780000  10.900000  11.090000  1604300\n",
+       " 2025-04-10  11.040000  11.670000  10.960000  11.600000  1492000\n",
+       " 2025-04-11  11.490000  11.600000  11.040000  11.090000  1208600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CAMB3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CAMB3.SA   CAMB3.SA   CAMB3.SA   CAMB3.SA CAMB3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  10.265225  10.312013  10.152935  10.302656    26300\n",
+       " 2024-04-12  10.274583  10.302656  10.124862  10.265226    53700\n",
+       " 2024-04-15   9.722487  10.162291   9.591482  10.162291   182800\n",
+       " 2024-04-16  10.012571  10.012571   9.610198   9.778633   132600\n",
+       " 2024-04-17   9.918997   9.993857   9.638270   9.993857    84500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   9.780000   9.800000   9.460000   9.760000    39500\n",
+       " 2025-04-08   9.510000  10.060000   9.510000   9.800000    40200\n",
+       " 2025-04-09   9.850000   9.950000   9.480000   9.510000    36600\n",
+       " 2025-04-10   9.500000   9.720000   9.500000   9.680000    23200\n",
+       " 2025-04-11   9.500000   9.630000   9.410000   9.520000    25500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CGRA4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CGRA4.SA   CGRA4.SA   CGRA4.SA   CGRA4.SA CGRA4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  25.455475  25.635373  25.149649  25.158644    20200\n",
+       " 2024-04-12  25.545425  25.635374  25.455476  25.590401     1400\n",
+       " 2024-04-15  24.331118  25.383517  24.205190  25.383517     8600\n",
+       " 2024-04-16  23.953333  24.717897  23.953333  24.555989     4600\n",
+       " 2024-04-17  24.061272  24.627948  23.836400  24.627948     3700\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  26.549999  26.840000  26.549999  26.750000     7100\n",
+       " 2025-04-08  25.790001  26.790001  25.500000  26.670000    20700\n",
+       " 2025-04-09  26.070000  26.389999  25.969999  25.969999     1700\n",
+       " 2025-04-10  26.309999  26.309999  26.260000  26.260000      500\n",
+       " 2025-04-11  26.400000  26.490000  26.250000  26.309999      800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CGRA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CGRA3.SA   CGRA3.SA   CGRA3.SA   CGRA3.SA CGRA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  24.756929  24.756929  24.324809  24.324809      900\n",
+       " 2024-04-12  24.216778  24.657901  24.216778  24.432838     1600\n",
+       " 2024-04-15  23.532587  24.486855  23.406552  24.477853     6500\n",
+       " 2024-04-16  23.415556  23.730645  23.415556  23.460568     1500\n",
+       " 2024-04-17  23.766653  23.766653  23.766653  23.766653      200\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  26.750000  26.750000  25.500000  26.690001     2100\n",
+       " 2025-04-08  25.610001  26.240000  25.610001  26.240000     2200\n",
+       " 2025-04-09  26.850000  26.850000  26.080000  26.080000      200\n",
+       " 2025-04-10  26.400000  27.030001  26.400000  27.030001      700\n",
+       " 2025-04-11  26.400000  26.400000  26.400000  26.400000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRSR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BRSR3.SA   BRSR3.SA   BRSR3.SA   BRSR3.SA BRSR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.130515  12.130515  12.011767  12.121381     2400\n",
+       " 2024-04-12  12.020904  12.130517  11.829081  12.130517     5800\n",
+       " 2024-04-15  11.555046  12.020902  11.555046  11.929558     9000\n",
+       " 2024-04-16  11.509376  11.774274  11.390628  11.591585     7200\n",
+       " 2024-04-17  11.198804  11.682928  11.180535  11.646390     6900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  11.850000  12.020000  11.710000  11.760000     4700\n",
+       " 2025-04-08  11.790000  12.030000  11.650000  11.920000     7600\n",
+       " 2025-04-09  12.150000  12.220000  11.650000  11.650000    12900\n",
+       " 2025-04-10  11.810000  12.300000  11.800000  12.020000     3100\n",
+       " 2025-04-11  11.800000  11.900000  11.750000  11.820000     3800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GOAU4': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       GOAU4.SA   GOAU4.SA   GOAU4.SA   GOAU4.SA  GOAU4.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  10.308517  10.327696  10.164677  10.270159   4141400\n",
+       " 2024-04-12  10.078372  10.318105  10.030425  10.308515   7390200\n",
+       " 2024-04-15  10.442766  10.672910  10.279748  10.298926  20664500\n",
+       " 2024-04-16  10.155087  10.394820  10.049604  10.327695  11015700\n",
+       " 2024-04-17  10.174265  10.490712  10.145497  10.327695  11805800\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07   8.010000   8.370000   7.850000   8.240000  30804800\n",
+       " 2025-04-08   7.820000   8.180000   7.720000   8.120000  25292200\n",
+       " 2025-04-09   8.260000   8.290000   7.670000   7.730000  32666500\n",
+       " 2025-04-10   8.050000   8.310000   7.910000   8.210000  22809100\n",
+       " 2025-04-11   8.160000   8.220000   7.980000   8.100000  16423600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SAPR3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      SAPR3.SA  SAPR3.SA  SAPR3.SA  SAPR3.SA SAPR3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.632747  4.680117  4.623273  4.680117   177500\n",
+       " 2024-04-12  4.556956  4.642221  4.556956  4.642221   322000\n",
+       " 2024-04-15  4.566430  4.613799  4.519060  4.594851   465200\n",
+       " 2024-04-16  4.500112  4.575903  4.471690  4.575903   352000\n",
+       " 2024-04-17  4.509586  4.575903  4.481164  4.481164   177400\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.450000  5.640000  5.450000  5.620000   177400\n",
+       " 2025-04-08  5.520000  5.610000  5.450000  5.450000   136300\n",
+       " 2025-04-09  5.570000  5.620000  5.450000  5.520000   182400\n",
+       " 2025-04-10  5.450000  5.580000  5.390000  5.570000   156300\n",
+       " 2025-04-11  5.440000  5.510000  5.380000  5.510000   123000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VLID3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       VLID3.SA   VLID3.SA   VLID3.SA   VLID3.SA VLID3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  16.378645  16.726349  16.378645  16.579948   434600\n",
+       " 2024-04-12  15.857089  16.433543  15.756438  16.396944   769700\n",
+       " 2024-04-15  15.884542  16.030943  15.628339  15.774740   457100\n",
+       " 2024-04-16  15.646638  15.811340  15.454485  15.646638   520300\n",
+       " 2024-04-17  16.131590  16.131590  15.719837  15.783888   421100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  25.090000  25.520000  24.270000  24.900000   368200\n",
+       " 2025-04-08  24.440001  25.430000  24.430000  25.190001   249800\n",
+       " 2025-04-09  25.040001  25.049999  24.120001  24.440001   546500\n",
+       " 2025-04-10  24.430000  25.040001  24.320000  25.040001   225400\n",
+       " 2025-04-11  25.110001  25.240000  24.330000  24.719999   368000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SAPR11': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      SAPR11.SA  SAPR11.SA  SAPR11.SA  SAPR11.SA SAPR11.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  23.902470  24.081975  23.789099  24.034737    494700\n",
+       " 2024-04-12  23.590698  23.996946  23.524565  23.996946   1110000\n",
+       " 2024-04-15  23.524565  23.807994  23.392299  23.713518   1173000\n",
+       " 2024-04-16  23.269480  23.524566  23.165557  23.420643    922200\n",
+       " 2024-04-17  23.326166  23.656833  23.260033  23.335614    698000\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  27.010000  28.059999  27.010000  27.860001   1158900\n",
+       " 2025-04-08  27.440001  27.740000  27.190001  27.400000    872100\n",
+       " 2025-04-09  27.730000  28.190001  27.150000  27.420000    931600\n",
+       " 2025-04-10  27.290001  27.990000  27.150000  27.549999    589700\n",
+       " 2025-04-11  27.590000  27.670000  27.250000  27.309999    316100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SAPR4': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      SAPR4.SA  SAPR4.SA  SAPR4.SA  SAPR4.SA SAPR4.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.826108  4.873330  4.816663  4.863886  1423300\n",
+       " 2024-04-12  4.797774  4.844997  4.769441  4.844997  2438100\n",
+       " 2024-04-15  4.788330  4.826108  4.750552  4.807219  3319900\n",
+       " 2024-04-16  4.731663  4.778885  4.703330  4.778885  2904400\n",
+       " 2024-04-17  4.722219  4.797774  4.722219  4.750553  1350900\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.400000  5.590000  5.400000  5.550000  1984000\n",
+       " 2025-04-08  5.460000  5.530000  5.420000  5.450000  1680300\n",
+       " 2025-04-09  5.570000  5.630000  5.410000  5.460000  1993500\n",
+       " 2025-04-10  5.490000  5.580000  5.440000  5.570000  1267600\n",
+       " 2025-04-11  5.530000  5.560000  5.460000  5.490000   711600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LAVV3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      LAVV3.SA  LAVV3.SA  LAVV3.SA  LAVV3.SA LAVV3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  8.281399  8.390126  8.227035  8.372004   420600\n",
+       " 2024-04-12  8.036761  8.308580  8.018641  8.272337   587200\n",
+       " 2024-04-15  7.810246  8.036762  7.710580  8.036762  1149100\n",
+       " 2024-04-16  7.665277  7.774004  7.475004  7.774004  1116200\n",
+       " 2024-04-17  7.601853  7.774004  7.565610  7.692458   378600\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  9.300000  9.440000  9.030000  9.250000  1198600\n",
+       " 2025-04-08  9.240000  9.560000  9.190000  9.380000   825400\n",
+       " 2025-04-09  9.420000  9.490000  9.130000  9.240000  1721200\n",
+       " 2025-04-10  9.280000  9.660000  9.250000  9.500000  1176900\n",
+       " 2025-04-11  9.540000  9.540000  8.950000  9.200000  1576300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRAP3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BRAP3.SA   BRAP3.SA   BRAP3.SA   BRAP3.SA BRAP3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  18.402342  18.438673  18.257013  18.393259    90100\n",
+       " 2024-04-12  18.120764  18.620333  18.093514  18.556752    81700\n",
+       " 2024-04-15  18.347843  18.593085  18.120766  18.184347    71500\n",
+       " 2024-04-16  17.966352  18.338759  17.939103  18.329676    86900\n",
+       " 2024-04-17  18.048101  18.384175  18.048101  18.202514    59500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  15.940000  16.180000  15.590000  15.700000   100200\n",
+       " 2025-04-08  15.200000  16.100000  15.200000  15.960000   210000\n",
+       " 2025-04-09  15.910000  16.040001  15.230000  15.280000    88900\n",
+       " 2025-04-10  16.090000  16.129999  15.890000  16.049999    45100\n",
+       " 2025-04-11  16.520000  16.580000  15.990000  16.110001    48100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CEEB3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CEEB3.SA   CEEB3.SA   CEEB3.SA   CEEB3.SA CEEB3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  36.061321  36.061321  36.061321  36.061321      100\n",
+       " 2024-04-12  36.337296  36.493682  36.337296  36.493682      200\n",
+       " 2024-04-15  36.567276  36.567276  36.153306  36.153306      700\n",
+       " 2024-04-16  37.132652  37.142230  36.768797  36.768797     1200\n",
+       " 2024-04-17  37.132652  37.132652  37.132652  37.132652        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  35.979507  37.079708  35.979507  37.069798     1500\n",
+       " 2025-04-08  36.911213  36.970681  36.911213  36.970681      200\n",
+       " 2025-04-09  37.416706  37.416706  36.822005  36.822005      200\n",
+       " 2025-04-10  37.406799  37.406799  36.366067  36.366067      200\n",
+       " 2025-04-11  37.740002  37.740002  37.740002  37.740002        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GOAU3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       GOAU3.SA   GOAU3.SA   GOAU3.SA   GOAU3.SA GOAU3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  10.444893  10.444893  10.291432  10.416118    17000\n",
+       " 2024-04-12  10.320207  10.521623  10.243477  10.444893    37000\n",
+       " 2024-04-15  10.713449  11.068326  10.368164  10.368164   279400\n",
+       " 2024-04-16  10.425710  10.684674  10.368163  10.684674    39400\n",
+       " 2024-04-17  10.492847  10.732629  10.444892  10.492847    30800\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   8.280000   8.600000   8.180000   8.600000   154300\n",
+       " 2025-04-08   8.080000   8.460000   8.080000   8.430000    55000\n",
+       " 2025-04-09   8.540000   8.590000   8.040000   8.080000    40600\n",
+       " 2025-04-10   8.440000   8.580000   8.250000   8.540000    37300\n",
+       " 2025-04-11   8.500000   8.570000   8.350000   8.430000    35400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LUXM3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     LUXM3.SA LUXM3.SA LUXM3.SA LUXM3.SA LUXM3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11  1.46446  1.46446  1.46446  1.46446        0\n",
+       " 2024-04-12  1.46446  1.46446  1.46446  1.46446        0\n",
+       " 2024-04-15  1.46446  1.46446  1.46446  1.46446        0\n",
+       " 2024-04-16  1.46446  1.46446  1.46446  1.46446        0\n",
+       " 2024-04-17  1.46446  1.46446  1.46446  1.46446        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07  1.66667  1.66667  1.66667  1.66667        0\n",
+       " 2025-04-08  1.66667  1.66667  1.66667  1.66667        0\n",
+       " 2025-04-09  1.66667  1.66667  1.66667  1.66667        0\n",
+       " 2025-04-10  1.66667  1.66667  1.66667  1.66667        0\n",
+       " 2025-04-11  1.66667  1.66667  1.66667  1.66667        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRAP4': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       BRAP4.SA   BRAP4.SA   BRAP4.SA   BRAP4.SA  BRAP4.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  18.834146  18.960732  18.698519  18.960732   2776400\n",
+       " 2024-04-12  18.653309  19.141569  18.590016  19.024026  12468300\n",
+       " 2024-04-15  18.879356  19.277198  18.662352  18.770855  10738800\n",
+       " 2024-04-16  18.472473  18.689477  18.409181  18.680435   6400500\n",
+       " 2024-04-17  18.671392  19.005941  18.617142  18.861272   4750800\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  16.520000  17.010000  16.320000  16.360001   5273500\n",
+       " 2025-04-08  15.900000  16.860001  15.890000  16.670000   9151600\n",
+       " 2025-04-09  16.719999  16.870001  15.760000  15.870000  10636100\n",
+       " 2025-04-10  16.900000  16.980000  16.639999  16.790001   4973900\n",
+       " 2025-04-11  17.170000  17.299999  16.809999  16.940001   4021500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RANI3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      RANI3.SA  RANI3.SA  RANI3.SA  RANI3.SA RANI3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  8.750152  8.842648  8.666905  8.805650   569000\n",
+       " 2024-04-12  8.611408  8.787151  8.583659  8.787151   655100\n",
+       " 2024-04-15  8.491163  8.639157  8.454165  8.629907   809500\n",
+       " 2024-04-16  8.426415  8.518912  8.333920  8.481914  1494200\n",
+       " 2024-04-17  8.417167  8.583660  8.417167  8.463414   764500\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  7.150000  7.350000  7.120000  7.190000   604200\n",
+       " 2025-04-08  7.060000  7.270000  7.050000  7.230000   601600\n",
+       " 2025-04-09  7.210000  7.310000  6.990000  7.030000   693200\n",
+       " 2025-04-10  7.090000  7.240000  7.060000  7.210000   433800\n",
+       " 2025-04-11  7.200000  7.210000  7.040000  7.090000   357500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CSMG3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CSMG3.SA   CSMG3.SA   CSMG3.SA   CSMG3.SA CSMG3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  19.715347  19.813969  19.222240  19.545000  1126400\n",
+       " 2024-04-12  18.917410  19.760176  18.836719  19.724313  1245800\n",
+       " 2024-04-15  19.114653  19.150516  18.791891  18.971203  1104800\n",
+       " 2024-04-16  18.720167  19.042929  18.603615  19.024998  1613900\n",
+       " 2024-04-17  19.033962  19.311897  18.818788  18.827754  1648400\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  19.549999  19.870001  19.280001  19.510000  2446900\n",
+       " 2025-04-08  19.570000  19.799999  19.410000  19.610001  2034700\n",
+       " 2025-04-09  19.980000  20.360001  19.440001  19.610001  2315000\n",
+       " 2025-04-10  19.620001  20.040001  19.510000  20.040001  2259300\n",
+       " 2025-04-11  19.750000  19.840000  19.500000  19.760000  1546700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'HAGA4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     HAGA4.SA HAGA4.SA HAGA4.SA HAGA4.SA HAGA4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.16     1.17     1.16     1.17     5600\n",
+       " 2024-04-12     1.18     1.18     1.17     1.17     5400\n",
+       " 2024-04-15     1.14     1.17     1.13     1.15     3800\n",
+       " 2024-04-16     1.15     1.17     1.11     1.13    20600\n",
+       " 2024-04-17     1.15     1.15     1.15     1.15      200\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.18     1.23     1.15     1.22     9900\n",
+       " 2025-04-08     1.22     1.23     1.16     1.22      800\n",
+       " 2025-04-09     1.22     1.22     1.21     1.21     4500\n",
+       " 2025-04-10     1.20     1.24     1.19     1.22     2300\n",
+       " 2025-04-11     1.23     1.23     1.17     1.17     1300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'POMO4': Price          Close      High       Low      Open    Volume\n",
+       " Ticker      POMO4.SA  POMO4.SA  POMO4.SA  POMO4.SA  POMO4.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11  7.057889  7.067151  6.872642  7.030102   4358900\n",
+       " 2024-04-12  6.650346  7.057888  6.483625  7.057888  11157600\n",
+       " 2024-04-15  6.585511  6.724446  6.502150  6.622560   8489500\n",
+       " 2024-04-16  6.789281  6.798544  6.492887  6.502149   9142600\n",
+       " 2024-04-17  6.742970  6.891167  6.687396  6.835593   4757000\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07  5.850000  6.060000  5.790000  5.950000  18818700\n",
+       " 2025-04-08  6.000000  6.100000  5.900000  5.910000  21125600\n",
+       " 2025-04-09  6.100000  6.230000  5.920000  5.920000  19272000\n",
+       " 2025-04-10  6.040000  6.110000  5.970000  6.100000  18496700\n",
+       " 2025-04-11  6.030000  6.110000  5.900000  6.090000  17242200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CMIG3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CMIG3.SA   CMIG3.SA   CMIG3.SA   CMIG3.SA CMIG3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  10.662266  10.816995  10.577868  10.662266   258960\n",
+       " 2024-04-12  10.451270  10.697431  10.451270  10.669298   198770\n",
+       " 2024-04-15  10.577868  10.577868  10.324674  10.465337   300820\n",
+       " 2024-04-16  10.345772  10.577866  10.345772  10.577866   331370\n",
+       " 2024-04-17  10.451270  10.606000  10.331707  10.430171   597090\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  14.020000  14.310000  13.930000  14.260000   304200\n",
+       " 2025-04-08  14.010000  14.200000  13.960000  14.180000   325000\n",
+       " 2025-04-09  14.370000  14.380000  13.840000  13.930000   138200\n",
+       " 2025-04-10  14.100000  14.350000  14.020000  14.350000    87700\n",
+       " 2025-04-11  14.260000  14.310000  14.050000  14.160000    66500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TECN3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      TECN3.SA  TECN3.SA  TECN3.SA  TECN3.SA TECN3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.181980  4.201119  3.981015  4.105422   187800\n",
+       " 2024-04-12  4.258537  4.258537  4.105421  4.134131   244800\n",
+       " 2024-04-15  4.076713  4.268107  4.076713  4.258537   107700\n",
+       " 2024-04-16  4.143701  4.229828  4.000154  4.076713   281900\n",
+       " 2024-04-17  4.086282  4.229829  4.086282  4.143701   168900\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.890000  5.890000  5.620000  5.890000   127000\n",
+       " 2025-04-08  5.830000  6.120000  5.830000  5.900000  1010200\n",
+       " 2025-04-09  5.980000  5.980000  5.750000  5.840000    94000\n",
+       " 2025-04-10  5.830000  6.050000  5.810000  5.980000    43200\n",
+       " 2025-04-11  5.870000  5.960000  5.700000  5.960000    76500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'DEXP4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       DEXP4.SA   DEXP4.SA   DEXP4.SA   DEXP4.SA DEXP4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  10.420301  10.429556  10.411047  10.429556      400\n",
+       " 2024-04-12  10.105656  10.114910  10.105656  10.114910      200\n",
+       " 2024-04-15  10.105656  10.105656  10.105656  10.105656        0\n",
+       " 2024-04-16   9.716976   9.902061   9.716976   9.902061      700\n",
+       " 2024-04-17  10.050130  10.188944  10.050130  10.188944      200\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   7.350000   7.700000   7.300000   7.700000     3800\n",
+       " 2025-04-08   7.400000   7.420000   7.360000   7.420000     9600\n",
+       " 2025-04-09   7.540000   7.690000   7.390000   7.390000    30800\n",
+       " 2025-04-10   7.550000   7.590000   7.540000   7.590000     5300\n",
+       " 2025-04-11   7.590000   7.640000   7.540000   7.550000     1800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EUCA4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       EUCA4.SA   EUCA4.SA   EUCA4.SA   EUCA4.SA EUCA4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  16.419817  16.419817  15.823936  15.871229    65900\n",
+       " 2024-04-12  16.192814  16.467107  15.776643  16.467107    88200\n",
+       " 2024-04-15  15.455057  16.230647  15.360473  16.230647   134700\n",
+       " 2024-04-16  15.010511  15.426681  14.660550  15.379390   116700\n",
+       " 2024-04-17  15.133471  15.445598  14.632175  15.445598    39800\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  12.000000  12.130000  11.850000  12.080000    35300\n",
+       " 2025-04-08  12.170000  12.350000  12.080000  12.130000    46800\n",
+       " 2025-04-09  12.350000  12.460000  11.980000  12.020000    11900\n",
+       " 2025-04-10  12.350000  12.400000  12.170000  12.400000    10300\n",
+       " 2025-04-11  12.350000  12.370000  12.140000  12.370000    45200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EQMA3B': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      EQMA3B.SA  EQMA3B.SA  EQMA3B.SA  EQMA3B.SA EQMA3B.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  26.690126  26.690126  26.690126  26.690126         0\n",
+       " 2024-04-12  26.690126  26.690126  26.690126  26.690126         0\n",
+       " 2024-04-15  27.159668  27.159668  27.159668  27.159668      1900\n",
+       " 2024-04-16  27.159668  27.159668  27.159668  27.159668         0\n",
+       " 2024-04-17  27.159668  27.159668  27.159668  27.159668         0\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  26.480000  26.480000  26.480000  26.480000         0\n",
+       " 2025-04-08  26.480000  26.480000  26.480000  26.480000         0\n",
+       " 2025-04-09  26.480000  26.480000  26.480000  26.480000         0\n",
+       " 2025-04-10  26.480000  26.480000  26.480000  26.480000         0\n",
+       " 2025-04-11  26.190001  26.190001  25.600000  25.600000      1700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CYRE3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       CYRE3.SA   CYRE3.SA   CYRE3.SA   CYRE3.SA  CYRE3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  23.210442  23.346461  22.676087  22.957837   5429800\n",
+       " 2024-04-12  22.073723  23.123002  22.015430  23.074425   5183900\n",
+       " 2024-04-15  20.742693  22.141732  20.441512  22.083438  13098300\n",
+       " 2024-04-16  20.626106  20.927290  20.052889  20.305493   9802200\n",
+       " 2024-04-17  20.402649  21.218755  20.266632  21.082738   7962000\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  24.260000  24.990000  23.740000  24.090000   6010600\n",
+       " 2025-04-08  24.549999  25.070000  24.500000  24.590000   7694000\n",
+       " 2025-04-09  24.840000  25.250000  24.100000  24.299999   7801500\n",
+       " 2025-04-10  24.730000  24.950001  24.420000  24.780001   4758900\n",
+       " 2025-04-11  24.920000  24.940001  23.969999  24.830000   7901500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'DEXP3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       DEXP3.SA   DEXP3.SA   DEXP3.SA   DEXP3.SA DEXP3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  10.907947  10.907947  10.661332  10.898461    44900\n",
+       " 2024-04-12  10.613905  10.851034  10.613905  10.832064    62400\n",
+       " 2024-04-15  10.319865  10.613905  10.319865  10.613905   150800\n",
+       " 2024-04-16   9.987885  10.395747   9.987885  10.348321   105600\n",
+       " 2024-04-17   9.968915  10.300895   9.968915  10.139647    91700\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   7.400000   7.570000   7.300000   7.530000   220300\n",
+       " 2025-04-08   7.410000   7.640000   7.330000   7.430000    91400\n",
+       " 2025-04-09   7.700000   7.760000   7.280000   7.490000   119000\n",
+       " 2025-04-10   7.570000   7.880000   7.550000   7.740000    76200\n",
+       " 2025-04-11   7.680000   7.700000   7.530000   7.560000    52400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'COCE6': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       COCE6.SA   COCE6.SA   COCE6.SA   COCE6.SA COCE6.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  33.352909  33.352909  33.352909  33.352909        0\n",
+       " 2024-04-12  33.352909  33.352909  33.352909  33.352909        0\n",
+       " 2024-04-15  33.352909  33.352909  33.352909  33.352909        0\n",
+       " 2024-04-16  33.352909  33.352909  33.352909  33.352909        0\n",
+       " 2024-04-17  33.352909  33.352909  33.352909  33.352909        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  35.000000  35.000000  35.000000  35.000000        0\n",
+       " 2025-04-08  35.000000  35.000000  35.000000  35.000000        0\n",
+       " 2025-04-09  35.000000  35.000000  35.000000  35.000000        0\n",
+       " 2025-04-10  35.000000  35.000000  35.000000  35.000000        0\n",
+       " 2025-04-11  35.000000  35.000000  35.000000  35.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AVLL3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     AVLL3.SA AVLL3.SA AVLL3.SA AVLL3.SA AVLL3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     3.77     3.82     3.70     3.82     3200\n",
+       " 2024-04-12     3.86     3.86     3.81     3.81    12000\n",
+       " 2024-04-15     3.86     3.86     3.85     3.85      200\n",
+       " 2024-04-16     3.86     3.86     3.86     3.86        0\n",
+       " 2024-04-17     3.86     3.86     3.86     3.86        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.91     2.06     1.87     2.06    25000\n",
+       " 2025-04-08     2.00     2.06     1.97     1.97    23600\n",
+       " 2025-04-09     2.01     2.01     1.99     2.00    13600\n",
+       " 2025-04-10     2.01     2.01     2.00     2.01     5200\n",
+       " 2025-04-11     2.00     2.01     2.00     2.00     3900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'WIZC3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      WIZC3.SA  WIZC3.SA  WIZC3.SA  WIZC3.SA WIZC3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  6.810549  6.945794  6.810549  6.945794   302700\n",
+       " 2024-04-12  6.820209  7.071378  6.781568  6.858850   652800\n",
+       " 2024-04-15  6.858850  6.974775  6.800888  6.858850   594600\n",
+       " 2024-04-16  6.781568  6.849191  6.627003  6.762247   691600\n",
+       " 2024-04-17  6.742927  6.907153  6.723606  6.781568   245100\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.900000  5.960000  5.740000  5.900000   393700\n",
+       " 2025-04-08  5.890000  6.010000  5.820000  5.900000   289800\n",
+       " 2025-04-09  5.940000  5.980000  5.790000  5.860000   437100\n",
+       " 2025-04-10  5.820000  5.950000  5.790000  5.880000   327200\n",
+       " 2025-04-11  5.920000  5.930000  5.840000  5.850000   206400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BOBR4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BOBR4.SA BOBR4.SA BOBR4.SA BOBR4.SA BOBR4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.15     2.18     2.09     2.18    25500\n",
+       " 2024-04-12     2.15     2.17     2.15     2.15     4100\n",
+       " 2024-04-15     2.19     2.20     2.10     2.14    29300\n",
+       " 2024-04-16     2.19     2.28     2.10     2.19    22300\n",
+       " 2024-04-17     2.11     2.22     2.10     2.19    44600\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.62     1.70     1.60     1.67    96800\n",
+       " 2025-04-08     1.65     1.70     1.63     1.63    11100\n",
+       " 2025-04-09     1.64     1.68     1.60     1.64    86000\n",
+       " 2025-04-10     1.63     1.70     1.62     1.66    24400\n",
+       " 2025-04-11     1.68     1.71     1.63     1.65    24300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ISAE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ISAE3.SA   ISAE3.SA   ISAE3.SA   ISAE3.SA ISAE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  31.717789  31.905524  30.976236  31.351706     3700\n",
+       " 2024-04-12  31.736563  31.961842  31.417413  31.961842     1100\n",
+       " 2024-04-15  31.708401  31.858588  31.464347  31.858588     2800\n",
+       " 2024-04-16  31.642694  31.943070  31.633309  31.943070      600\n",
+       " 2024-04-17  31.867975  31.867975  31.473730  31.473730      400\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  31.670000  31.670000  30.480000  30.480000     4100\n",
+       " 2025-04-08  32.290001  32.500000  31.120001  31.840000    17300\n",
+       " 2025-04-09  31.690001  32.250000  31.540001  32.250000     1800\n",
+       " 2025-04-10  31.930000  31.930000  31.389999  31.450001     1600\n",
+       " 2025-04-11  32.200001  32.200001  31.540001  31.540001     1400\n",
+       " \n",
+       " [251 rows x 5 columns],\n",
+       " 'LVTC3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     LVTC3.SA LVTC3.SA LVTC3.SA LVTC3.SA LVTC3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     3.84     3.85     3.83     3.83     4800\n",
+       " 2024-04-12     3.79     3.85     3.78     3.85     3600\n",
+       " 2024-04-15     3.83     3.85     3.78     3.85     8800\n",
+       " 2024-04-16     3.81     3.83     3.75     3.83     8800\n",
+       " 2024-04-17     3.77     3.84     3.75     3.84     5200\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     2.76     2.78     2.67     2.70    19800\n",
+       " 2025-04-08     2.66     2.90     2.66     2.74    24300\n",
+       " 2025-04-09     2.74     2.81     2.53     2.66    32900\n",
+       " 2025-04-10     2.72     2.85     2.72     2.74     8100\n",
+       " 2025-04-11     2.77     2.77     2.60     2.70    72500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SMTO3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       SMTO3.SA   SMTO3.SA   SMTO3.SA   SMTO3.SA SMTO3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  29.304775  30.602545  29.113928  29.953660  5768100\n",
+       " 2024-04-12  27.682564  29.209352  27.424918  29.199809  2878000\n",
+       " 2024-04-15  26.900084  27.930665  26.489759  27.682562  1999400\n",
+       " 2024-04-16  27.119562  27.520344  26.613813  26.680610  3153700\n",
+       " 2024-04-17  26.823748  27.348580  26.737866  27.110020  1977400\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  19.100000  19.129999  18.330000  18.639999  3106800\n",
+       " 2025-04-08  19.350000  19.760000  19.100000  19.110001  2561700\n",
+       " 2025-04-09  20.000000  20.230000  18.820000  19.299999  1971300\n",
+       " 2025-04-10  19.430000  20.040001  19.240000  19.870001  1239200\n",
+       " 2025-04-11  19.920000  20.030001  19.340000  19.430000  3128800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MRFG3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       MRFG3.SA   MRFG3.SA   MRFG3.SA   MRFG3.SA  MRFG3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11   8.886619   9.006593   8.758076   8.869480   5403000\n",
+       " 2024-04-12   8.526697   8.903758   8.500989   8.903758   5409400\n",
+       " 2024-04-15   8.938036   9.152275   8.432433   8.612393  13598400\n",
+       " 2024-04-16   8.903758   9.297957   8.860910   8.912327  11508200\n",
+       " 2024-04-17   8.329598   8.946605   8.312459   8.929466   9543400\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  18.549999  18.780001  18.040001  18.260000   4423500\n",
+       " 2025-04-08  18.590000  18.750000  18.410000  18.580000   4291000\n",
+       " 2025-04-09  19.610001  19.700001  18.129999  18.500000   8173900\n",
+       " 2025-04-10  19.930000  20.420000  19.420000  19.520000   6447700\n",
+       " 2025-04-11  20.160000  20.340000  19.799999  20.090000   5674600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BBDC3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       BBDC3.SA   BBDC3.SA   BBDC3.SA   BBDC3.SA  BBDC3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  11.441201  11.495085  11.351396  11.468143   3913100\n",
+       " 2024-04-12  11.270573  11.441202  11.243631  11.441202   4903900\n",
+       " 2024-04-15  11.162807  11.315476  11.099942  11.288533   5645900\n",
+       " 2024-04-16  11.046059  11.135863  11.010137  11.099941   5091800\n",
+       " 2024-04-17  11.010139  11.126886  10.884411  11.073002   6652100\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  11.030000  11.260000  10.800000  10.960000  11571000\n",
+       " 2025-04-08  10.750000  11.170000  10.660000  11.080000   9068100\n",
+       " 2025-04-09  11.100000  11.270000  10.590000  10.710000  14919100\n",
+       " 2025-04-10  11.090000  11.100000  10.840000  11.010000   7576100\n",
+       " 2025-04-11  11.180000  11.340000  11.070000  11.140000   6381900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRSR5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BRSR5.SA   BRSR5.SA   BRSR5.SA   BRSR5.SA BRSR5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  14.855040  14.855040  14.855040  14.855040        0\n",
+       " 2024-04-12  14.855040  14.855040  14.855040  14.855040        0\n",
+       " 2024-04-15  14.855040  14.855040  14.855040  14.855040        0\n",
+       " 2024-04-16  14.855040  14.855040  14.855040  14.855040        0\n",
+       " 2024-04-17  14.167994  14.167994  14.167994  14.167994      100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  14.500000  14.500000  14.500000  14.500000      200\n",
+       " 2025-04-08  14.000000  14.000000  14.000000  14.000000      300\n",
+       " 2025-04-09  14.000000  14.000000  14.000000  14.000000        0\n",
+       " 2025-04-10  14.000000  14.000000  14.000000  14.000000        0\n",
+       " 2025-04-11  14.000000  14.000000  14.000000  14.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RAPT3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       RAPT3.SA   RAPT3.SA   RAPT3.SA   RAPT3.SA RAPT3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  10.615231  10.663219  10.528850  10.624828    13900\n",
+       " 2024-04-12  10.538447  10.548045  10.327295  10.519252    19700\n",
+       " 2024-04-15  10.288903  10.490458  10.288903  10.432871    13400\n",
+       " 2024-04-16   9.943380  10.269708   9.924185  10.269708    85100\n",
+       " 2024-04-17   9.818608  10.077751   9.818608  10.029761    29500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   7.850000   7.890000   7.550000   7.790000    16900\n",
+       " 2025-04-08   7.980000   8.460000   7.870000   7.950000    45600\n",
+       " 2025-04-09   8.050000   8.100000   7.810000   7.850000    29700\n",
+       " 2025-04-10   7.800000   8.130000   7.750000   8.050000    15300\n",
+       " 2025-04-11   7.830000   7.860000   7.570000   7.860000    44400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MYPK3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       MYPK3.SA   MYPK3.SA   MYPK3.SA   MYPK3.SA MYPK3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.974550  13.162587  12.786513  13.143783   551900\n",
+       " 2024-04-12  12.523260  12.983951  12.523260  12.936942  1007600\n",
+       " 2024-04-15  12.325822  12.551467  12.213000  12.513860  1154500\n",
+       " 2024-04-16  12.043766  12.250606  11.865130  12.250606  1294800\n",
+       " 2024-04-17  11.893336  12.212999  11.893336  12.053168   685100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  11.610000  11.800000  11.370000  11.610000  1882200\n",
+       " 2025-04-08  11.120000  11.750000  11.120000  11.750000   942800\n",
+       " 2025-04-09  11.350000  11.520000  10.980000  11.010000  1607500\n",
+       " 2025-04-10  10.880000  11.400000  10.800000  11.400000  1435600\n",
+       " 2025-04-11  10.900000  11.010000  10.810000  10.870000   999100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GGBR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       GGBR3.SA   GGBR3.SA   GGBR3.SA   GGBR3.SA GGBR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  16.245567  16.372921  16.110254  16.372921    29400\n",
+       " 2024-04-12  15.847584  16.436595  15.815746  16.341081    75840\n",
+       " 2024-04-15  16.396799  16.675385  15.903303  15.903303   153600\n",
+       " 2024-04-16  16.070457  16.380881  15.998820  16.380881    86160\n",
+       " 2024-04-17  16.380877  16.675381  16.086370  16.548029   374040\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  14.230000  14.900000  13.960000  14.700000    93700\n",
+       " 2025-04-08  13.660000  14.650000  13.600000  14.460000    92400\n",
+       " 2025-04-09  14.500000  14.580000  13.510000  13.700000   120700\n",
+       " 2025-04-10  14.030000  14.980000  13.980000  14.640000    59300\n",
+       " 2025-04-11  14.280000  14.480000  14.040000  14.040000    28700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RAPT4': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       RAPT4.SA   RAPT4.SA   RAPT4.SA   RAPT4.SA  RAPT4.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  12.843702  12.863031  12.592433  12.863031    937600\n",
+       " 2024-04-12  12.727733  12.843703  12.466799  12.843703   1405200\n",
+       " 2024-04-15  12.650419  12.853367  12.515120  12.660084   2341500\n",
+       " 2024-04-16  12.428143  12.582770  12.244523  12.582770   2749500\n",
+       " 2024-04-17  12.263851  12.660084  12.263851  12.447471   3018500\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07   8.320000   8.570000   8.140000   8.210000   2600800\n",
+       " 2025-04-08   8.330000   9.170000   8.280000   9.120000   7433600\n",
+       " 2025-04-09   8.560000   8.640000   8.150000   8.250000   3765100\n",
+       " 2025-04-10   8.210000   8.570000   8.130000   8.540000   4782900\n",
+       " 2025-04-11   7.980000   8.300000   7.900000   8.300000  10906700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MRSA6B': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      MRSA6B.SA  MRSA6B.SA  MRSA6B.SA  MRSA6B.SA MRSA6B.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  25.204742  25.204742  25.204742  25.204742         0\n",
+       " 2024-04-12  25.204742  25.204742  25.204742  25.204742         0\n",
+       " 2024-04-15  25.204742  25.204742  25.204742  25.204742         0\n",
+       " 2024-04-16  25.204742  25.204742  25.204742  25.204742         0\n",
+       " 2024-04-17  25.204742  25.204742  25.204742  25.204742         0\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  27.059999  27.059999  27.059999  27.059999         0\n",
+       " 2025-04-08  27.059999  27.059999  27.059999  27.059999         0\n",
+       " 2025-04-09  27.059999  27.059999  27.059999  27.059999         0\n",
+       " 2025-04-10  27.059999  27.059999  27.059999  27.059999         0\n",
+       " 2025-04-11  27.000000  27.000000  27.000000  27.000000       200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'WHRL3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      WHRL3.SA  WHRL3.SA  WHRL3.SA  WHRL3.SA WHRL3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.501505  4.519916  4.326600  4.519916     1300\n",
+       " 2024-04-12  4.464683  4.556738  4.464683  4.556738      300\n",
+       " 2024-04-15  4.455478  4.455478  4.363422  4.363422     1600\n",
+       " 2024-04-16  4.252956  4.418656  4.252956  4.418656      400\n",
+       " 2024-04-17  4.372628  4.437067  4.262161  4.437067      400\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.920000  3.960000  3.710000  3.850000     5200\n",
+       " 2025-04-08  3.920000  3.930000  3.800000  3.920000     1800\n",
+       " 2025-04-09  3.970000  3.970000  3.900000  3.900000     1100\n",
+       " 2025-04-10  3.910000  3.910000  3.840000  3.850000      600\n",
+       " 2025-04-11  3.900000  3.910000  3.780000  3.910000    11800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MRSA5B': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      MRSA5B.SA  MRSA5B.SA  MRSA5B.SA  MRSA5B.SA MRSA5B.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  25.199656  25.199656  25.199656  25.199656         0\n",
+       " 2024-04-12  25.199656  25.199656  25.199656  25.199656         0\n",
+       " 2024-04-15  25.199656  25.199656  25.199656  25.199656         0\n",
+       " 2024-04-16  25.199656  25.199656  25.199656  25.199656         0\n",
+       " 2024-04-17  25.199656  25.199656  25.199656  25.199656         0\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  27.059999  27.059999  27.059999  27.059999         0\n",
+       " 2025-04-08  27.059999  27.059999  27.059999  27.059999         0\n",
+       " 2025-04-09  27.059999  27.059999  27.059999  27.059999         0\n",
+       " 2025-04-10  27.059999  27.059999  27.059999  27.059999         0\n",
+       " 2025-04-11  27.059999  27.059999  27.059999  27.059999         0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GGBR4': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       GGBR4.SA   GGBR4.SA   GGBR4.SA   GGBR4.SA  GGBR4.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  18.269653  18.333562  18.069943  18.253677   5760120\n",
+       " 2024-04-12  17.822296  18.389479  17.670516  18.253675  13414920\n",
+       " 2024-04-15  18.445400  18.748961  18.133849  18.269653  30596400\n",
+       " 2024-04-16  17.910172  18.205746  17.790344  18.205746  14296200\n",
+       " 2024-04-17  17.982069  18.533273  17.950116  18.365516  13046400\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  14.600000  15.360000  14.300000  14.790000  27336400\n",
+       " 2025-04-08  14.000000  15.010000  13.960000  14.770000  21471100\n",
+       " 2025-04-09  15.000000  15.060000  13.740000  13.800000  19415200\n",
+       " 2025-04-10  14.540000  15.140000  14.340000  14.870000  14261000\n",
+       " 2025-04-11  14.680000  14.940000  14.420000  14.690000  12951000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LUXM4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       LUXM4.SA   LUXM4.SA   LUXM4.SA   LUXM4.SA LUXM4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  15.477571  15.477571  15.477571  15.477571        0\n",
+       " 2024-04-12  15.477571  15.477571  15.477571  15.477571        0\n",
+       " 2024-04-15  15.477571  15.477571  15.477571  15.477571        0\n",
+       " 2024-04-16  15.477571  15.477571  15.477571  15.477571        0\n",
+       " 2024-04-17  15.477571  15.477571  15.477571  15.477571        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  11.950000  11.950000  11.950000  11.950000        0\n",
+       " 2025-04-08  11.950000  11.950000  11.950000  11.950000        0\n",
+       " 2025-04-09  11.950000  11.950000  11.950000  11.950000        0\n",
+       " 2025-04-10  11.950000  11.950000  11.950000  11.950000      200\n",
+       " 2025-04-11  11.950000  11.950000  11.950000  11.950000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'KEPL3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       KEPL3.SA   KEPL3.SA   KEPL3.SA   KEPL3.SA KEPL3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  10.063003  10.158932  10.005445  10.130154   484700\n",
+       " 2024-04-12   9.497018  10.149339   9.458646  10.120560  1711900\n",
+       " 2024-04-15   9.525798   9.650506   9.333938   9.564170  1167800\n",
+       " 2024-04-16   9.573761   9.736841   9.257194   9.477832  1114600\n",
+       " 2024-04-17   9.506612   9.717657   9.449055   9.669692   736100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   7.330000   7.550000   7.230000   7.400000  1734400\n",
+       " 2025-04-08   7.280000   7.530000   7.220000   7.380000  1496100\n",
+       " 2025-04-09   7.440000   7.550000   7.140000   7.170000  1943300\n",
+       " 2025-04-10   7.350000   7.480000   7.240000   7.470000  1511500\n",
+       " 2025-04-11   7.430000   7.550000   7.230000   7.440000  1486500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BEES3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      BEES3.SA  BEES3.SA  BEES3.SA  BEES3.SA BEES3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  8.223259  8.297510  8.213978  8.213978     6400\n",
+       " 2024-04-12  8.288228  8.427448  8.186133  8.186133     7100\n",
+       " 2024-04-15  8.325354  8.390323  8.297509  8.297509     8500\n",
+       " 2024-04-16  8.204696  8.343915  8.167570  8.343915    11000\n",
+       " 2024-04-17  8.139728  8.260384  8.139728  8.213978     8100\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  8.460000  8.550000  8.410000  8.460000    10000\n",
+       " 2025-04-08  8.430000  8.540000  8.400000  8.430000    11000\n",
+       " 2025-04-09  8.400000  8.530000  8.270000  8.430000    20300\n",
+       " 2025-04-10  8.340000  8.510000  8.310000  8.420000    13100\n",
+       " 2025-04-11  8.350000  8.470000  8.320000  8.360000    15400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MRSA3B': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      MRSA3B.SA  MRSA3B.SA  MRSA3B.SA  MRSA3B.SA MRSA3B.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  27.159643  27.159643  27.159643  27.159643         0\n",
+       " 2024-04-12  27.159643  27.159643  27.159643  27.159643         0\n",
+       " 2024-04-15  27.159643  27.159643  27.159643  27.159643         0\n",
+       " 2024-04-16  27.159643  27.159643  27.159643  27.159643         0\n",
+       " 2024-04-17  27.159643  27.159643  27.159643  27.159643         0\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  29.000000  29.000000  27.600000  27.600000       700\n",
+       " 2025-04-08  27.600000  27.600000  27.600000  27.600000       800\n",
+       " 2025-04-09  27.000000  28.700001  27.000000  28.700001       200\n",
+       " 2025-04-10  27.000000  27.000000  27.000000  27.000000         0\n",
+       " 2025-04-11  28.389999  28.389999  28.389999  28.389999       100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'NEOE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       NEOE3.SA   NEOE3.SA   NEOE3.SA   NEOE3.SA NEOE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  19.902405  20.134277  19.825114  20.134277  1247400\n",
+       " 2024-04-12  19.699516  19.960374  19.515952  19.902406  1091500\n",
+       " 2024-04-15  19.660872  20.105293  19.235771  19.689854  4289700\n",
+       " 2024-04-16  19.110174  19.544934  19.052205  19.400014  3401800\n",
+       " 2024-04-17  19.177805  19.380693  18.994239  19.119837  1751200\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  20.360001  20.459999  20.000000  20.320000   795400\n",
+       " 2025-04-08  20.290001  20.480000  19.830000  20.270000  1586100\n",
+       " 2025-04-09  20.450001  20.590000  19.969999  20.290001  1243600\n",
+       " 2025-04-10  20.250000  20.480000  20.020000  20.450001  1078400\n",
+       " 2025-04-11  20.469999  20.530001  20.010000  20.360001  1397000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TRIS3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      TRIS3.SA  TRIS3.SA  TRIS3.SA  TRIS3.SA TRIS3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.990556  5.182132  4.971398  5.172553   415500\n",
+       " 2024-04-12  4.684034  4.971398  4.684034  4.971398   713100\n",
+       " 2024-04-15  4.339198  4.731928  4.329619  4.712771  1582200\n",
+       " 2024-04-16  4.463722  4.463722  4.109306  4.310461  1018000\n",
+       " 2024-04-17  4.415828  4.597825  4.339197  4.492458   766500\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  6.190000  6.380000  6.070000  6.240000   687000\n",
+       " 2025-04-08  6.220000  6.340000  6.170000  6.190000   363500\n",
+       " 2025-04-09  6.350000  6.450000  6.110000  6.150000   632400\n",
+       " 2025-04-10  6.300000  6.370000  6.230000  6.310000   178300\n",
+       " 2025-04-11  6.290000  6.310000  6.170000  6.250000   192100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GRND3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      GRND3.SA  GRND3.SA  GRND3.SA  GRND3.SA GRND3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  5.967340  5.985988  5.902072  5.967340   959200\n",
+       " 2024-04-12  5.799508  5.967340  5.790184  5.967340  1324800\n",
+       " 2024-04-15  5.641001  5.818156  5.641001  5.799508  2419700\n",
+       " 2024-04-16  5.547761  5.659649  5.501141  5.641001  4914800\n",
+       " 2024-04-17  5.529113  5.687621  5.501142  5.594381  2276600\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.590000  5.740000  5.560000  5.610000  2364600\n",
+       " 2025-04-08  5.500000  5.730000  5.490000  5.600000  1732000\n",
+       " 2025-04-09  5.640000  5.700000  5.430000  5.500000  2657400\n",
+       " 2025-04-10  5.430000  5.690000  5.430000  5.600000  4188400\n",
+       " 2025-04-11  5.580000  5.580000  5.460000  5.460000  1502100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BEES4': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      BEES4.SA  BEES4.SA  BEES4.SA  BEES4.SA BEES4.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  8.938201  9.059238  8.938201  9.059238     1500\n",
+       " 2024-04-12  9.003375  9.012686  8.891648  8.938201      700\n",
+       " 2024-04-15  8.947510  9.031306  8.761297  8.966131     5200\n",
+       " 2024-04-16  8.900957  8.947510  8.845093  8.947510     2700\n",
+       " 2024-04-17  8.863714  8.947509  8.863714  8.900957      800\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  8.700000  8.800000  8.630000  8.750000     2900\n",
+       " 2025-04-08  8.690000  8.880000  8.690000  8.750000     3900\n",
+       " 2025-04-09  8.700000  8.710000  8.660000  8.690000     1800\n",
+       " 2025-04-10  8.500000  8.740000  8.500000  8.700000     2100\n",
+       " 2025-04-11  8.550000  8.730000  8.470000  8.470000     2800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TAEE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TAEE3.SA   TAEE3.SA   TAEE3.SA   TAEE3.SA TAEE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  11.161378  11.179812  11.041561  11.096862    52000\n",
+       " 2024-04-12  10.977045  11.170595  10.940178  11.161378   108800\n",
+       " 2024-04-15  10.949396  11.041562  10.875663  10.977046    94200\n",
+       " 2024-04-16  10.958613  11.106080  10.921747  10.977046    80300\n",
+       " 2024-04-17  10.930962  11.069212  10.912529  10.940178    76300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  11.230000  11.370000  11.120000  11.270000   128200\n",
+       " 2025-04-08  11.260000  11.360000  11.230000  11.250000    76000\n",
+       " 2025-04-09  11.380000  11.490000  11.150000  11.150000   101800\n",
+       " 2025-04-10  11.220000  11.370000  11.220000  11.270000    78600\n",
+       " 2025-04-11  11.300000  11.430000  11.220000  11.220000    49600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TAEE11': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      TAEE11.SA  TAEE11.SA  TAEE11.SA  TAEE11.SA TAEE11.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  33.747559  33.784442  33.424837  33.572368   2812000\n",
+       " 2024-04-12  32.908478  33.756779  32.908478  33.664570   2769400\n",
+       " 2024-04-15  33.028347  33.138994  32.834714  33.046789   1926600\n",
+       " 2024-04-16  33.009903  33.470935  32.945359  33.000684   2986300\n",
+       " 2024-04-17  32.917702  33.378734  32.917702  33.028348   2353300\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  33.880001  34.389999  33.720001  34.020000   2304700\n",
+       " 2025-04-08  34.020000  34.299999  33.880001  33.959999   1638600\n",
+       " 2025-04-09  34.200001  34.770000  33.660000  34.020000   2245900\n",
+       " 2025-04-10  34.169998  34.279999  33.830002  34.200001   1168000\n",
+       " 2025-04-11  34.009998  34.290001  33.970001  34.180000   1140200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EQPA3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      EQPA3.SA  EQPA3.SA  EQPA3.SA  EQPA3.SA EQPA3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  7.353097  7.353097  7.325863  7.334941     2700\n",
+       " 2024-04-12  7.262318  7.307708  7.216928  7.280474     4200\n",
+       " 2024-04-15  7.489265  7.489265  7.198773  7.262318     8400\n",
+       " 2024-04-16  7.307708  7.452954  7.262318  7.452954    15300\n",
+       " 2024-04-17  7.398486  7.407564  7.380331  7.389409      700\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  6.250000  6.270000  6.040000  6.050000     5800\n",
+       " 2025-04-08  6.150000  6.270000  6.120000  6.250000    13600\n",
+       " 2025-04-09  6.150000  6.150000  6.030000  6.140000     4100\n",
+       " 2025-04-10  6.200000  6.200000  6.130000  6.130000     8000\n",
+       " 2025-04-11  6.210000  6.210000  6.130000  6.190000    11200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TAEE4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TAEE4.SA   TAEE4.SA   TAEE4.SA   TAEE4.SA TAEE4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  11.272153  11.290601  11.207582  11.235256    89300\n",
+       " 2024-04-12  11.069218  11.290602  11.059993  11.272154   219200\n",
+       " 2024-04-15  11.032320  11.096890  10.995423  11.069217   236800\n",
+       " 2024-04-16  11.050769  11.170685  11.013871  11.041545   158900\n",
+       " 2024-04-17  11.013871  11.143012  11.013871  11.069218   163100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  11.280000  11.420000  11.240000  11.350000   185700\n",
+       " 2025-04-08  11.300000  11.430000  11.300000  11.330000   123000\n",
+       " 2025-04-09  11.360000  11.600000  11.220000  11.310000   253900\n",
+       " 2025-04-10  11.380000  11.440000  11.280000  11.410000   167300\n",
+       " 2025-04-11  11.400000  11.420000  11.320000  11.390000   158200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ENGI3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ENGI3.SA   ENGI3.SA   ENGI3.SA   ENGI3.SA ENGI3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  14.497389  14.497389  13.914819  14.325483     4900\n",
+       " 2024-04-12  14.545140  14.621544  14.287282  14.468738     3500\n",
+       " 2024-04-15  14.306382  14.373235  14.086725  14.373235     9200\n",
+       " 2024-04-16  14.019873  14.306382  13.972121  14.296832     2800\n",
+       " 2024-04-17  13.838416  14.029422  13.809765  14.029422     2000\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  11.850000  12.000000  11.390000  11.500000     4000\n",
+       " 2025-04-08  11.220000  11.740000  11.220000  11.740000     6200\n",
+       " 2025-04-09  11.360000  11.850000  11.170000  11.170000     7500\n",
+       " 2025-04-10  11.220000  11.360000  11.100000  11.360000     4300\n",
+       " 2025-04-11  11.570000  11.570000  11.290000  11.390000     2500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'WHRL4': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      WHRL4.SA  WHRL4.SA  WHRL4.SA  WHRL4.SA WHRL4.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.271849  4.308517  4.271849  4.308517    11800\n",
+       " 2024-04-12  4.207679  4.207679  4.198512  4.198512      200\n",
+       " 2024-04-15  4.262682  4.271849  4.207680  4.207680    14300\n",
+       " 2024-04-16  4.262682  4.281016  4.262682  4.262682     3600\n",
+       " 2024-04-17  4.171011  4.216846  4.171011  4.216846     4100\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  4.240000  4.240000  4.100000  4.110000     2500\n",
+       " 2025-04-08  4.290000  4.290000  4.250000  4.250000     4500\n",
+       " 2025-04-09  4.350000  4.360000  4.200000  4.240000    14000\n",
+       " 2025-04-10  4.290000  4.360000  4.230000  4.350000     4200\n",
+       " 2025-04-11  4.230000  4.320000  4.140000  4.210000     5400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BBDC4': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       BBDC4.SA   BBDC4.SA   BBDC4.SA   BBDC4.SA  BBDC4.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  12.941076  12.986041  12.797186  12.914096  20195300\n",
+       " 2024-04-12  12.779201  12.923090  12.707256  12.905104  22530800\n",
+       " 2024-04-15  12.590343  12.851142  12.545377  12.815170  30053000\n",
+       " 2024-04-16  12.500411  12.608329  12.446453  12.527391  39993200\n",
+       " 2024-04-17  12.437461  12.563365  12.302565  12.527392  27611500\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  12.360000  12.670000  12.140000  12.390000  50116900\n",
+       " 2025-04-08  12.020000  12.540000  11.910000  12.470000  56053800\n",
+       " 2025-04-09  12.470000  12.620000  11.820000  11.910000  64688900\n",
+       " 2025-04-10  12.450000  12.450000  12.160000  12.390000  29807400\n",
+       " 2025-04-11  12.620000  12.800000  12.450000  12.520000  28170600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RSUL4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       RSUL4.SA   RSUL4.SA   RSUL4.SA   RSUL4.SA RSUL4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  79.335846  79.335846  78.858801  78.858801      400\n",
+       " 2024-04-12  79.832367  79.832367  79.832367  79.832367      100\n",
+       " 2024-04-15  76.629333  79.900514  76.629333  79.832365     1800\n",
+       " 2024-04-16  77.194008  77.281625  77.194008  77.281625      300\n",
+       " 2024-04-17  78.333076  78.975633  76.999289  78.975633     1500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  69.070000  69.449997  67.080002  69.449997     1500\n",
+       " 2025-04-08  67.449997  68.980003  66.900002  68.150002     3200\n",
+       " 2025-04-09  66.970001  68.949997  65.220001  68.949997     3500\n",
+       " 2025-04-10  66.550003  68.470001  66.070000  68.470001     1200\n",
+       " 2025-04-11  67.989998  68.000000  67.980003  68.000000      300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CMIN3': Price          Close      High       Low      Open    Volume\n",
+       " Ticker      CMIN3.SA  CMIN3.SA  CMIN3.SA  CMIN3.SA  CMIN3.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11  4.864770  4.941380  4.855194  4.903075   8202600\n",
+       " 2024-04-12  4.855194  4.970109  4.816888  4.912651   8935700\n",
+       " 2024-04-15  4.845617  4.912652  4.778583  4.874346  10306900\n",
+       " 2024-04-16  4.721125  4.759430  4.692396  4.759430  10924200\n",
+       " 2024-04-17  4.979685  4.998838  4.845617  4.864770  16995700\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07  5.670000  5.790000  5.440000  5.500000   8738400\n",
+       " 2025-04-08  5.430000  5.780000  5.380000  5.730000   8753700\n",
+       " 2025-04-09  5.740000  5.840000  5.380000  5.380000  13203000\n",
+       " 2025-04-10  5.700000  5.760000  5.570000  5.760000   7746900\n",
+       " 2025-04-11  5.810000  5.890000  5.690000  5.710000   5390700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ITSA4': Price          Close      High       Low      Open    Volume\n",
+       " Ticker      ITSA4.SA  ITSA4.SA  ITSA4.SA  ITSA4.SA  ITSA4.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11  8.830276  8.856741  8.733240  8.803812  19877865\n",
+       " 2024-04-12  8.733240  8.803811  8.697955  8.794991  12938100\n",
+       " 2024-04-15  8.583277  8.750885  8.521527  8.724420  21864255\n",
+       " 2024-04-16  8.459777  8.556813  8.433312  8.539169  22576470\n",
+       " 2024-04-17  8.424491  8.503884  8.380384  8.477419  24370920\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07  9.400000  9.530000  9.160000  9.230000  53530800\n",
+       " 2025-04-08  9.380000  9.570000  9.360000  9.490000  37742500\n",
+       " 2025-04-09  9.600000  9.770000  9.300000  9.360000  40346400\n",
+       " 2025-04-10  9.550000  9.640000  9.380000  9.570000  32716800\n",
+       " 2025-04-11  9.650000  9.790000  9.500000  9.600000  37822000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PLPL3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       PLPL3.SA   PLPL3.SA   PLPL3.SA   PLPL3.SA PLPL3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.539937  12.684489  12.079175  12.259866  1234300\n",
+       " 2024-04-12  11.482896  12.142417  11.347378  11.988830  2175200\n",
+       " 2024-04-15  10.940824  11.717794  10.769168  11.419655  1313900\n",
+       " 2024-04-16  10.651718  10.814340  10.525234  10.814340  1300200\n",
+       " 2024-04-17  10.534269  10.751098  10.254199  10.660753   607900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  11.950000  11.990000  11.180000  11.310000   879300\n",
+       " 2025-04-08  11.740000  12.180000  11.680000  11.990000   586500\n",
+       " 2025-04-09  12.230000  12.290000  11.500000  11.680000   799800\n",
+       " 2025-04-10  11.980000  12.230000  11.740000  12.230000   420800\n",
+       " 2025-04-11  11.960000  12.080000  11.750000  12.000000   402400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ITSA3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      ITSA3.SA  ITSA3.SA  ITSA3.SA  ITSA3.SA ITSA3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  8.810994  8.863913  8.740436  8.863913   121590\n",
+       " 2024-04-12  8.775714  8.810993  8.705156  8.810993    93135\n",
+       " 2024-04-15  8.546398  8.775713  8.546398  8.775713   198135\n",
+       " 2024-04-16  8.502301  8.590499  8.458202  8.590499   172200\n",
+       " 2024-04-17  8.449382  8.511121  8.431742  8.502301   116340\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  9.450000  9.610000  9.310000  9.420000   188600\n",
+       " 2025-04-08  9.480000  9.700000  9.460000  9.550000   137300\n",
+       " 2025-04-09  9.660000  9.760000  9.400000  9.420000   185900\n",
+       " 2025-04-10  9.610000  9.670000  9.440000  9.610000   105000\n",
+       " 2025-04-11  9.730000  9.790000  9.570000  9.590000   139700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BPAC5': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      BPAC5.SA  BPAC5.SA  BPAC5.SA  BPAC5.SA BPAC5.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  8.288607  8.577408  8.288607  8.471515     6200\n",
+       " 2024-04-12  8.269353  8.384873  8.134578  8.365620     7800\n",
+       " 2024-04-15  8.124952  8.153833  7.990179  8.124952     5400\n",
+       " 2024-04-16  7.855404  8.134579  7.855404  8.134579     2800\n",
+       " 2024-04-17  7.893911  8.144206  7.816898  7.980552     8200\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  8.000000  8.190000  7.640000  8.000000     3800\n",
+       " 2025-04-08  7.410000  8.180000  7.370000  7.950000    30200\n",
+       " 2025-04-09  7.270000  7.670000  7.100000  7.340000    40500\n",
+       " 2025-04-10  7.250000  7.390000  7.090000  7.270000    14300\n",
+       " 2025-04-11  7.340000  7.700000  7.310000  7.390000    13300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SANB3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       SANB3.SA   SANB3.SA   SANB3.SA   SANB3.SA SANB3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.355504  12.355504  12.202613  12.298170   213700\n",
+       " 2024-04-12  12.183500  12.355503  12.107055  12.355503   269300\n",
+       " 2024-04-15  12.164389  12.259946  12.107055  12.221723   151300\n",
+       " 2024-04-16  12.021053  12.135721  12.011497  12.135721   143500\n",
+       " 2024-04-17  12.001944  12.126167  11.973276  12.078389   152100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  12.480000  12.700000  12.240000  12.390000    96200\n",
+       " 2025-04-08  12.410000  12.700000  12.220000  12.490000    53300\n",
+       " 2025-04-09  12.650000  12.720000  12.100000  12.160000    69200\n",
+       " 2025-04-10  12.520000  12.620000  12.320000  12.620000    43900\n",
+       " 2025-04-11  12.470000  12.700000  12.470000  12.590000    70100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'INTB3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       INTB3.SA   INTB3.SA   INTB3.SA   INTB3.SA INTB3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  18.172039  18.317570  17.483191  18.317570  1871300\n",
+       " 2024-04-12  17.851870  18.433996  17.735445  18.404889  1238800\n",
+       " 2024-04-15  17.609316  17.754847  17.386168  17.754847  1543800\n",
+       " 2024-04-16  18.045912  18.589229  17.182423  17.531700  1490400\n",
+       " 2024-04-17  17.900381  18.181741  17.783955  18.181741   687200\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  12.010000  12.580000  11.670000  12.510000  4549400\n",
+       " 2025-04-08  11.680000  12.310000  11.680000  12.270000  2771900\n",
+       " 2025-04-09  12.000000  12.030000  11.270000  11.550000  4707700\n",
+       " 2025-04-10  11.420000  11.960000  11.330000  11.960000  5299200\n",
+       " 2025-04-11  11.600000  11.760000  11.260000  11.500000  3752600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VIVA3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       VIVA3.SA   VIVA3.SA   VIVA3.SA   VIVA3.SA  VIVA3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  23.010498  23.571250  22.774392  23.512224  13153500\n",
+       " 2024-04-12  22.410397  23.118714  22.056237  23.030174   9880400\n",
+       " 2024-04-15  21.574186  22.380882  21.269217  22.351368   7782900\n",
+       " 2024-04-16  22.085751  22.292342  21.141326  21.475809   6006200\n",
+       " 2024-04-17  22.046398  22.616988  21.820130  22.193964   3056800\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  19.290001  19.920000  19.020000  19.280001   2820000\n",
+       " 2025-04-08  19.309999  19.889999  19.090000  19.469999   2184800\n",
+       " 2025-04-09  20.000000  20.320000  18.920000  19.010000   3776700\n",
+       " 2025-04-10  19.860001  20.219999  19.540001  19.900000   2705600\n",
+       " 2025-04-11  19.900000  20.110001  19.430000  20.030001   3178400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SOND6': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       SOND6.SA   SOND6.SA   SOND6.SA   SOND6.SA SOND6.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  54.956573  54.956573  53.106368  53.106368      200\n",
+       " 2024-04-12  54.956573  54.956573  54.956573  54.956573        0\n",
+       " 2024-04-15  54.956573  54.956573  54.956573  54.956573        0\n",
+       " 2024-04-16  54.956573  54.956573  54.956573  54.956573        0\n",
+       " 2024-04-17  54.956573  54.956573  54.956573  54.956573        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  43.000000  43.000000  43.000000  43.000000        0\n",
+       " 2025-04-08  43.000000  43.000000  43.000000  43.000000        0\n",
+       " 2025-04-09  43.000000  43.000000  43.000000  43.000000        0\n",
+       " 2025-04-10  43.000000  43.000000  43.000000  43.000000        0\n",
+       " 2025-04-11  43.000000  43.000000  43.000000  43.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ETER3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      ETER3.SA  ETER3.SA  ETER3.SA  ETER3.SA ETER3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  7.191526  7.259924  7.064502  7.250153   182300\n",
+       " 2024-04-12  7.377178  7.377178  6.927707  7.171985   309600\n",
+       " 2024-04-15  7.035189  7.211069  6.927707  7.162214   264300\n",
+       " 2024-04-16  7.259924  7.347864  6.810454  7.054731   341000\n",
+       " 2024-04-17  7.269695  7.299008  7.123129  7.259924   133100\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  4.590000  4.740000  4.480000  4.740000   144400\n",
+       " 2025-04-08  4.530000  4.760000  4.530000  4.620000    88500\n",
+       " 2025-04-09  4.680000  4.680000  4.520000  4.530000    54800\n",
+       " 2025-04-10  4.490000  4.680000  4.440000  4.680000   114400\n",
+       " 2025-04-11  4.550000  4.560000  4.440000  4.480000    81200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EUCA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       EUCA3.SA   EUCA3.SA   EUCA3.SA   EUCA3.SA EUCA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  16.330338  16.790887  16.330338  16.387906      900\n",
+       " 2024-04-12  16.867645  16.877240  16.790887  16.858050     2100\n",
+       " 2024-04-15  16.867645  16.867645  16.858050  16.858050      300\n",
+       " 2024-04-16  16.320744  16.829268  16.320744  16.829268     1000\n",
+       " 2024-04-17  15.831408  16.330337  15.831408  16.330337     1900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  15.050000  15.050000  15.050000  15.050000        0\n",
+       " 2025-04-08  15.050000  15.050000  15.050000  15.050000        0\n",
+       " 2025-04-09  15.050000  15.050000  15.050000  15.050000        0\n",
+       " 2025-04-10  15.600000  15.600000  15.250000  15.250000      200\n",
+       " 2025-04-11  15.600000  15.600000  15.600000  15.600000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'WLMM3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       WLMM3.SA   WLMM3.SA   WLMM3.SA   WLMM3.SA WLMM3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  21.707058  21.707058  21.707058  21.707058        0\n",
+       " 2024-04-12  21.707058  21.707058  21.707058  21.707058        0\n",
+       " 2024-04-15  21.707058  21.707058  21.707058  21.707058        0\n",
+       " 2024-04-16  21.707058  21.707058  21.707058  21.707058        0\n",
+       " 2024-04-17  21.707058  21.707058  21.707058  21.707058        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  26.080000  26.080000  26.080000  26.080000        0\n",
+       " 2025-04-08  26.080000  26.080000  26.080000  26.080000        0\n",
+       " 2025-04-09  26.080000  26.080000  26.080000  26.080000        0\n",
+       " 2025-04-10  26.080000  26.080000  26.080000  26.080000        0\n",
+       " 2025-04-11  26.080000  26.080000  26.080000  26.080000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ROMI3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ROMI3.SA   ROMI3.SA   ROMI3.SA   ROMI3.SA ROMI3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  11.324949  11.398309  11.242419  11.370799   125700\n",
+       " 2024-04-12  11.068189  11.361629  11.022339  11.361629   283400\n",
+       " 2024-04-15  10.912298  11.141548  10.893959  11.141548   292500\n",
+       " 2024-04-16  10.774749  11.013169  10.738069  10.912298   314200\n",
+       " 2024-04-17  10.004469  10.453799   9.811899  10.453799  1045000\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   8.950000   9.050000   8.740000   8.950000   117800\n",
+       " 2025-04-08   8.800000   9.050000   8.800000   9.050000   100800\n",
+       " 2025-04-09   9.050000   9.060000   8.740000   8.830000   111300\n",
+       " 2025-04-10   8.820000   9.010000   8.780000   9.010000    62400\n",
+       " 2025-04-11   8.990000   8.990000   8.780000   8.830000    78300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SOND5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       SOND5.SA   SOND5.SA   SOND5.SA   SOND5.SA SOND5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  50.056282  50.056282  50.056282  50.056282        0\n",
+       " 2024-04-12  50.660805  50.660805  50.660805  50.660805      100\n",
+       " 2024-04-15  50.660805  50.660805  50.660805  50.660805        0\n",
+       " 2024-04-16  50.660805  50.660805  50.660805  50.660805        0\n",
+       " 2024-04-17  50.660805  50.660805  50.660805  50.660805        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  42.900002  42.900002  42.900002  42.900002        0\n",
+       " 2025-04-08  43.900002  43.900002  43.900002  43.900002      100\n",
+       " 2025-04-09  43.900002  43.900002  43.900002  43.900002        0\n",
+       " 2025-04-10  43.900002  43.900002  43.900002  43.900002        0\n",
+       " 2025-04-11  43.900002  43.900002  43.900002  43.900002        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LEVE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       LEVE3.SA   LEVE3.SA   LEVE3.SA   LEVE3.SA LEVE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  32.671577  32.838506  32.272804  32.458281   238900\n",
+       " 2024-04-12  31.753473  32.847778  31.716377  32.680853   410200\n",
+       " 2024-04-15  31.595816  31.938945  31.345423  31.938945   404200\n",
+       " 2024-04-16  31.363970  31.558719  31.122853  31.363970   341400\n",
+       " 2024-04-17  31.261959  31.883305  31.234139  31.540172   417500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  28.309999  28.690001  27.920000  28.010000   518400\n",
+       " 2025-04-08  29.010000  30.559999  28.860001  28.870001   994500\n",
+       " 2025-04-09  29.590000  29.590000  28.650000  29.010000   474800\n",
+       " 2025-04-10  29.150000  29.730000  28.700001  29.590000   389100\n",
+       " 2025-04-11  29.559999  29.740000  28.950001  29.209999   217000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SHUL4': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      SHUL4.SA  SHUL4.SA  SHUL4.SA  SHUL4.SA SHUL4.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  6.294287  6.331587  6.229013  6.247663   433200\n",
+       " 2024-04-12  6.145090  6.256988  6.126440  6.256988   659100\n",
+       " 2024-04-15  6.117115  6.229013  6.107790  6.182389   852800\n",
+       " 2024-04-16  6.005216  6.107790  5.967917  6.107790   604900\n",
+       " 2024-04-17  5.828043  6.070490  5.828043  6.005216   814600\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.150000  5.250000  5.050000  5.220000   924300\n",
+       " 2025-04-08  5.150000  5.250000  5.040000  5.170000   843400\n",
+       " 2025-04-09  5.320000  5.320000  5.010000  5.150000   776300\n",
+       " 2025-04-10  5.220000  5.400000  5.210000  5.300000   596400\n",
+       " 2025-04-11  5.300000  5.310000  5.120000  5.220000   312000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CEBR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CEBR3.SA   CEBR3.SA   CEBR3.SA   CEBR3.SA CEBR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  20.152208  20.152208  19.779020  19.797678     2000\n",
+       " 2024-04-12  20.189528  20.189528  19.937626  20.133550     4900\n",
+       " 2024-04-15  20.236177  20.236177  19.984274  20.170870     4700\n",
+       " 2024-04-16  20.152208  20.152208  20.021591  20.152208     1200\n",
+       " 2024-04-17  19.984274  20.236177  19.984274  20.236177     3300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  18.100000  18.350000  17.910000  18.290001    11000\n",
+       " 2025-04-08  18.000000  18.100000  17.809999  18.100000     6000\n",
+       " 2025-04-09  17.990000  18.000000  17.629999  17.809999     7000\n",
+       " 2025-04-10  17.850000  17.969999  17.700001  17.700001     5400\n",
+       " 2025-04-11  17.950001  18.000000  17.309999  17.850000     5800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VULC3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       VULC3.SA   VULC3.SA   VULC3.SA   VULC3.SA VULC3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  15.588694  15.783206  15.570168  15.681318   385700\n",
+       " 2024-04-12  15.218195  15.764679  15.097782  15.764679  1175500\n",
+       " 2024-04-15  14.894011  15.264508  14.690237  15.236722  2083500\n",
+       " 2024-04-16  14.912539  14.995901  14.616140  14.829176  1397000\n",
+       " 2024-04-17  14.699500  15.134835  14.625401  14.903274   957300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  14.910000  15.250000  14.750000  14.940000   802800\n",
+       " 2025-04-08  14.710000  15.280000  14.620000  15.040000   516300\n",
+       " 2025-04-09  15.150000  15.320000  14.530000  14.700000   791000\n",
+       " 2025-04-10  15.250000  15.260000  14.970000  15.200000   573000\n",
+       " 2025-04-11  15.380000  15.550000  15.090000  15.290000   520500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'FIQE3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      FIQE3.SA  FIQE3.SA  FIQE3.SA  FIQE3.SA FIQE3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  3.722432  3.722432  3.685208  3.722432   186300\n",
+       " 2024-04-12  3.610759  3.722432  3.582841  3.722432   453300\n",
+       " 2024-04-15  3.471168  3.629371  3.471168  3.610759   585600\n",
+       " 2024-04-16  3.554923  3.554923  3.424638  3.471168   243000\n",
+       " 2024-04-17  3.508392  3.573535  3.508392  3.554922   119200\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.540000  3.680000  3.490000  3.670000   895800\n",
+       " 2025-04-08  3.510000  3.620000  3.510000  3.580000   400700\n",
+       " 2025-04-09  3.580000  3.620000  3.480000  3.500000   580200\n",
+       " 2025-04-10  3.570000  3.600000  3.510000  3.600000   248700\n",
+       " 2025-04-11  3.610000  3.670000  3.550000  3.560000   870400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MILS3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       MILS3.SA   MILS3.SA   MILS3.SA   MILS3.SA MILS3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.552378  12.713306  12.495579  12.580776   283400\n",
+       " 2024-04-12  12.514512  12.542911  12.268387  12.542911  1175800\n",
+       " 2024-04-15  12.164258  12.514513  12.164258  12.514513  1578900\n",
+       " 2024-04-16  12.173724  12.514513  11.927600  12.050662  2603400\n",
+       " 2024-04-17  12.296786  12.599710  12.164258  12.164258  1093300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   9.190000   9.420000   9.010000   9.170000   894000\n",
+       " 2025-04-08   9.010000   9.330000   9.000000   9.240000   750700\n",
+       " 2025-04-09   9.230000   9.270000   8.910000   8.990000   820200\n",
+       " 2025-04-10   9.010000   9.200000   8.970000   9.140000   610900\n",
+       " 2025-04-11   9.130000   9.170000   8.920000   9.020000   748000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EGIE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       EGIE3.SA   EGIE3.SA   EGIE3.SA   EGIE3.SA EGIE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  38.421131  39.022930  38.421131  39.022930  1223200\n",
+       " 2024-04-12  38.383518  38.618596  38.251875  38.599789  1286000\n",
+       " 2024-04-15  38.928898  39.399054  38.411724  38.411724  3533700\n",
+       " 2024-04-16  37.753513  38.910096  37.753513  38.675018  5555700\n",
+       " 2024-04-17  38.092022  38.628003  37.885156  37.969784  3288000\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  39.060001  39.560001  38.599998  39.200001  1511600\n",
+       " 2025-04-08  39.049999  39.799999  38.950001  38.970001  1445100\n",
+       " 2025-04-09  39.860001  40.660000  38.630001  38.709999  2223300\n",
+       " 2025-04-10  39.560001  40.040001  39.360001  39.959999  1226900\n",
+       " 2025-04-11  39.650002  39.869999  39.270000  39.810001  1288300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PFRM3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      PFRM3.SA  PFRM3.SA  PFRM3.SA  PFRM3.SA PFRM3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  5.076204  5.076204  4.883437  4.883437   253000\n",
+       " 2024-04-12  4.938513  5.122101  4.810001  5.076204   320700\n",
+       " 2024-04-15  4.993590  4.993590  4.828361  4.874258   178800\n",
+       " 2024-04-16  4.883437  4.920155  4.699849  4.865078   240500\n",
+       " 2024-04-17  4.910975  5.076205  4.782464  5.030308   170000\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  6.370000  6.700000  6.330000  6.700000   434200\n",
+       " 2025-04-08  6.550000  6.750000  6.400000  6.420000   408100\n",
+       " 2025-04-09  6.870000  6.870000  6.480000  6.510000   509800\n",
+       " 2025-04-10  6.910000  6.910000  6.740000  6.820000   270200\n",
+       " 2025-04-11  7.000000  7.000000  6.720000  6.910000   338300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SBSP3': Price            Close        High         Low        Open   Volume\n",
+       " Ticker        SBSP3.SA    SBSP3.SA    SBSP3.SA    SBSP3.SA SBSP3.SA\n",
+       " Date                                                               \n",
+       " 2024-04-11   80.933090   82.318489   80.815181   82.220235  1647200\n",
+       " 2024-04-12   79.439598   80.874128   78.958148   80.874128  2491700\n",
+       " 2024-04-15   79.243095   79.449431   78.545482   79.410128  2361500\n",
+       " 2024-04-16   78.633904   79.105533   78.064020   78.604428  2551500\n",
+       " 2024-04-17   80.019310   80.500760   78.535649   78.820591  3325600\n",
+       " ...                ...         ...         ...         ...      ...\n",
+       " 2025-04-07  101.849998  104.000000  101.019997  103.180000  2812600\n",
+       " 2025-04-08  101.589996  103.699997  101.000000  102.110001  2593100\n",
+       " 2025-04-09  103.019997  104.000000   99.910004  101.169998  3779400\n",
+       " 2025-04-10  105.000000  105.000000  102.739998  103.279999  5104000\n",
+       " 2025-04-11  107.019997  107.589996  105.120003  105.500000  3714300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRBI11': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      BRBI11.SA  BRBI11.SA  BRBI11.SA  BRBI11.SA BRBI11.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  14.107090  14.483630  14.054548  14.361034    136800\n",
+       " 2024-04-12  13.660497  14.282224  13.397795  14.282224    328800\n",
+       " 2024-04-15  13.607956  13.975739  13.380281  13.616713    364600\n",
+       " 2024-04-16  13.143850  13.660497  13.143850  13.660497    255500\n",
+       " 2024-04-17  13.003742  13.397795  12.872391  13.248930    167600\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  13.650000  13.820000  13.400000  13.500000    417100\n",
+       " 2025-04-08  13.750000  14.030000  13.670000  13.710000    312100\n",
+       " 2025-04-09  14.100000  14.210000  13.610000  13.750000    354200\n",
+       " 2025-04-10  14.000000  14.170000  13.730000  14.120000    265700\n",
+       " 2025-04-11  14.100000  14.140000  13.930000  14.140000    280900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'FESA4': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      FESA4.SA  FESA4.SA  FESA4.SA  FESA4.SA FESA4.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  8.226345  8.479032  8.198269  8.413520   767800\n",
+       " 2024-04-12  7.992376  8.254421  7.983017  8.188910   814100\n",
+       " 2024-04-15  7.730330  8.160833  7.711612  8.001734  1495000\n",
+       " 2024-04-16  7.636743  7.805201  7.627384  7.702254  1062000\n",
+       " 2024-04-17  7.627385  7.805202  7.627385  7.711614   888000\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  6.890000  7.050000  6.820000  6.910000   665900\n",
+       " 2025-04-08  6.670000  7.030000  6.600000  6.910000  1159900\n",
+       " 2025-04-09  7.110000  7.160000  6.620000  6.620000   918500\n",
+       " 2025-04-10  6.900000  7.130000  6.790000  7.130000   573000\n",
+       " 2025-04-11  7.090000  7.090000  6.830000  6.900000   310500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CEBR5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CEBR5.SA   CEBR5.SA   CEBR5.SA   CEBR5.SA CEBR5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  18.941217  18.941217  18.451278  18.451278     2500\n",
+       " 2024-04-12  19.005926  19.005926  18.405058  18.405058     3200\n",
+       " 2024-04-15  19.209297  19.218542  18.395813  18.405057     4200\n",
+       " 2024-04-16  18.922728  19.089122  18.589940  18.589940     3300\n",
+       " 2024-04-17  18.580696  18.996681  18.580696  18.996681     1800\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  18.490000  18.490000  18.010000  18.010000     2900\n",
+       " 2025-04-08  18.200001  18.219999  18.120001  18.120001     2200\n",
+       " 2025-04-09  18.180000  18.180000  18.100000  18.100000      800\n",
+       " 2025-04-10  18.180000  18.180000  18.180000  18.180000      100\n",
+       " 2025-04-11  18.490000  18.490000  17.980000  17.980000     1200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CSUD3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CSUD3.SA   CSUD3.SA   CSUD3.SA   CSUD3.SA CSUD3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  18.074978  18.319108  18.065588  18.262771    39700\n",
+       " 2024-04-12  17.849632  17.934139  17.455269  17.934139    93500\n",
+       " 2024-04-15  17.370762  17.849632  17.229918  17.849632    89100\n",
+       " 2024-04-16  17.013956  17.427097  16.826163  17.427097    63600\n",
+       " 2024-04-17  16.835554  17.136021  16.797995  17.051515    71500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  16.709999  16.910000  15.800000  16.709999    94800\n",
+       " 2025-04-08  16.299999  17.200001  16.270000  16.709999    23100\n",
+       " 2025-04-09  16.500000  16.700001  16.160000  16.219999    49400\n",
+       " 2025-04-10  16.200001  16.879999  16.110001  16.879999    72000\n",
+       " 2025-04-11  16.690001  16.719999  16.209999  16.209999    26200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SANB11': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      SANB11.SA  SANB11.SA  SANB11.SA  SANB11.SA SANB11.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  25.787699  25.825413  25.561408  25.731127   2045300\n",
+       " 2024-04-12  25.504833  25.759411  25.429403  25.759411   1443200\n",
+       " 2024-04-15  25.410547  25.674552  25.401118  25.523692   2398000\n",
+       " 2024-04-16  25.193684  25.495406  25.193684  25.353973   2409100\n",
+       " 2024-04-17  25.174828  25.429403  25.080539  25.363402   1962400\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  26.500000  26.940001  25.930000  26.450001   2195900\n",
+       " 2025-04-08  26.100000  26.870001  25.820000  26.750000   1944000\n",
+       " 2025-04-09  26.750000  26.889999  25.590000  25.750000   2437000\n",
+       " 2025-04-10  26.350000  26.600000  26.049999  26.350000   1604900\n",
+       " 2025-04-11  26.620001  26.799999  26.299999  26.299999   5358300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VALE3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       VALE3.SA   VALE3.SA   VALE3.SA   VALE3.SA  VALE3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  56.929966  57.160042  56.442206  56.865545  16338700\n",
+       " 2024-04-12  56.718300  58.328831  56.515832  57.795053  25740900\n",
+       " 2024-04-15  57.049606  57.841064  57.021995  57.334898  28567300\n",
+       " 2024-04-16  56.543438  56.690686  55.862415  56.258146  29973800\n",
+       " 2024-04-17  57.160042  58.411655  57.021995  58.015924  34220700\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  52.049999  53.480000  51.169998  51.709999  35942800\n",
+       " 2025-04-08  49.200001  52.810001  49.020000  52.349998  46815300\n",
+       " 2025-04-09  51.849998  52.060001  48.770000  49.150002  56491900\n",
+       " 2025-04-10  52.779999  53.240002  51.459999  52.099998  38010400\n",
+       " 2025-04-11  53.660000  54.150002  52.560001  52.560001  22129900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MTRE3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      MTRE3.SA  MTRE3.SA  MTRE3.SA  MTRE3.SA MTRE3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.508009  4.508009  4.384260  4.508009   783700\n",
+       " 2024-04-12  4.180958  4.384260  4.180958  4.340064  2791300\n",
+       " 2024-04-15  4.021852  4.278189  3.986495  4.136761  2746600\n",
+       " 2024-04-16  3.933459  4.057208  3.915780  3.986495  1407100\n",
+       " 2024-04-17  3.809710  4.048369  3.774353  4.004173  1657800\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.440000  3.520000  3.320000  3.440000   848300\n",
+       " 2025-04-08  3.400000  3.560000  3.360000  3.440000   781500\n",
+       " 2025-04-09  3.610000  3.630000  3.310000  3.370000  1142600\n",
+       " 2025-04-10  3.580000  3.610000  3.490000  3.610000   506400\n",
+       " 2025-04-11  3.610000  3.610000  3.500000  3.610000   356200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'JSLG3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     JSLG3.SA JSLG3.SA JSLG3.SA JSLG3.SA JSLG3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    13.16    13.17    12.93    13.07   379800\n",
+       " 2024-04-12    13.15    13.23    12.96    13.07   402500\n",
+       " 2024-04-15    12.50    13.22    12.45    13.22   552000\n",
+       " 2024-04-16    11.95    12.45    11.90    12.45   501000\n",
+       " 2024-04-17    12.07    12.31    11.76    11.97   575900\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     5.29     5.50     5.10     5.28   607000\n",
+       " 2025-04-08     5.15     5.41     5.14     5.35   487900\n",
+       " 2025-04-09     5.42     5.50     5.03     5.17   942100\n",
+       " 2025-04-10     5.32     5.43     5.25     5.38   456600\n",
+       " 2025-04-11     5.65     5.79     5.33     5.33   751700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'FIGE4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       FIGE4.SA   FIGE4.SA   FIGE4.SA   FIGE4.SA FIGE4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  37.960209  37.960209  37.960209  37.960209        0\n",
+       " 2024-04-12  37.960209  37.960209  37.960209  37.960209        0\n",
+       " 2024-04-15  37.960209  37.960209  37.960209  37.960209        0\n",
+       " 2024-04-16  37.960209  37.960209  37.960209  37.960209        0\n",
+       " 2024-04-17  37.960209  37.960209  37.960209  37.960209        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  38.009998  38.009998  38.009998  38.009998        0\n",
+       " 2025-04-08  38.009998  38.009998  38.009998  38.009998        0\n",
+       " 2025-04-09  38.009998  38.009998  38.009998  38.009998        0\n",
+       " 2025-04-10  38.009998  38.009998  38.009998  38.009998        0\n",
+       " 2025-04-11  38.009998  38.009998  38.009998  38.009998        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SOND3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       SOND3.SA   SOND3.SA   SOND3.SA   SOND3.SA SOND3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  41.425064  41.425064  41.425064  41.425064        0\n",
+       " 2024-04-12  41.425064  41.425064  41.425064  41.425064        0\n",
+       " 2024-04-15  41.425064  41.425064  41.425064  41.425064        0\n",
+       " 2024-04-16  41.425064  41.425064  41.425064  41.425064        0\n",
+       " 2024-04-17  41.425064  41.425064  41.425064  41.425064        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  47.000000  47.000000  47.000000  47.000000        0\n",
+       " 2025-04-08  47.000000  47.000000  47.000000  47.000000        0\n",
+       " 2025-04-09  47.000000  47.000000  47.000000  47.000000        0\n",
+       " 2025-04-10  47.000000  47.000000  47.000000  47.000000        0\n",
+       " 2025-04-11  47.000000  47.000000  47.000000  47.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PATI3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       PATI3.SA   PATI3.SA   PATI3.SA   PATI3.SA PATI3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  26.491209  26.491209  26.491209  26.491209        0\n",
+       " 2024-04-12  26.491209  26.491209  26.491209  26.491209        0\n",
+       " 2024-04-15  26.491209  26.491209  26.491209  26.491209        0\n",
+       " 2024-04-16  26.491209  26.491209  26.491209  26.491209        0\n",
+       " 2024-04-17  26.491209  26.491209  26.491209  26.491209        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  28.000000  28.000000  28.000000  28.000000        0\n",
+       " 2025-04-08  28.000000  28.000000  28.000000  28.000000     2000\n",
+       " 2025-04-09  28.000000  28.000000  28.000000  28.000000     2200\n",
+       " 2025-04-10  28.000000  28.000000  27.700001  27.700001     2700\n",
+       " 2025-04-11  28.000000  28.000000  28.000000  28.000000     2300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'UGPA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       UGPA3.SA   UGPA3.SA   UGPA3.SA   UGPA3.SA UGPA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  26.714211  26.848839  26.368021  26.396871  2640000\n",
+       " 2024-04-12  25.887205  26.675745  25.742960  26.406487  4500300\n",
+       " 2024-04-15  25.877586  26.117995  25.627561  25.867970  3511200\n",
+       " 2024-04-16  25.906437  26.166077  25.396770  25.464084  4715800\n",
+       " 2024-04-17  25.762194  25.887205  25.502552  25.839124  3040700\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  16.730000  17.360001  16.389999  16.910000  9837200\n",
+       " 2025-04-08  16.510000  17.150000  16.209999  16.830000  8943000\n",
+       " 2025-04-09  16.870001  17.129999  16.260000  16.350000  8735100\n",
+       " 2025-04-10  16.790001  16.820000  16.410000  16.650000  4473300\n",
+       " 2025-04-11  16.780001  17.020000  16.600000  17.020000  4509000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'HBRE3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     HBRE3.SA HBRE3.SA HBRE3.SA HBRE3.SA HBRE3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     5.88     5.98     5.66     5.83   989700\n",
+       " 2024-04-12     5.62     5.88     5.56     5.87  1000700\n",
+       " 2024-04-15     5.44     5.71     5.40     5.62   706700\n",
+       " 2024-04-16     5.23     5.37     5.16     5.36  1001100\n",
+       " 2024-04-17     5.25     5.30     5.12     5.29   815100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.38     3.47     3.21     3.32   481100\n",
+       " 2025-04-08     3.49     3.65     3.42     3.47  1037900\n",
+       " 2025-04-09     3.65     3.67     3.43     3.43   753800\n",
+       " 2025-04-10     3.41     3.69     3.39     3.69   511300\n",
+       " 2025-04-11     3.67     3.69     3.43     3.46   512200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CPFE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CPFE3.SA   CPFE3.SA   CPFE3.SA   CPFE3.SA CPFE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  35.290001  35.639999  35.090000  35.639999  1857100\n",
+       " 2024-04-12  35.119999  35.320000  35.049999  35.290001   966100\n",
+       " 2024-04-15  35.150002  35.250000  34.790001  35.119999  2341300\n",
+       " 2024-04-16  34.889999  35.110001  34.520000  34.910000  2058200\n",
+       " 2024-04-17  35.099998  35.189999  34.830002  35.000000  1791000\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  37.430000  38.150002  37.200001  37.639999  1248700\n",
+       " 2025-04-08  38.700001  40.060001  37.099998  37.400002  4293600\n",
+       " 2025-04-09  38.700001  39.330002  38.180000  38.700001  2171100\n",
+       " 2025-04-10  38.150002  38.840000  37.910000  38.450001   890700\n",
+       " 2025-04-11  37.709999  38.560001  37.400002  38.209999  1929900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SANB4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       SANB4.SA   SANB4.SA   SANB4.SA   SANB4.SA SANB4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  13.923080  13.970892  13.741391  13.894392   241600\n",
+       " 2024-04-12  13.722266  13.942205  13.703141  13.942205   276500\n",
+       " 2024-04-15  13.674453  13.827454  13.674453  13.750953   130600\n",
+       " 2024-04-16  13.645765  13.703140  13.578827  13.703140   157700\n",
+       " 2024-04-17  13.578827  13.684016  13.492764  13.684016   230500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  14.000000  14.170000  13.690000  14.000000    89200\n",
+       " 2025-04-08  13.780000  14.110000  13.620000  14.000000    72300\n",
+       " 2025-04-09  13.960000  14.100000  13.490000  13.760000    76800\n",
+       " 2025-04-10  13.950000  13.970000  13.760000  13.960000    33200\n",
+       " 2025-04-11  13.960000  14.080000  13.880000  13.900000    74700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AGRO3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       AGRO3.SA   AGRO3.SA   AGRO3.SA   AGRO3.SA AGRO3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  23.603354  23.781457  23.303391  23.462746   212100\n",
+       " 2024-04-12  23.200277  23.650222  23.069044  23.650222   330900\n",
+       " 2024-04-15  23.172155  23.312765  23.031548  23.209652   261500\n",
+       " 2024-04-16  23.415876  23.903317  22.853445  23.069045   391100\n",
+       " 2024-04-17  23.322138  23.809578  23.294017  23.406503   205900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  22.000000  22.400000  21.889999  22.219999   316600\n",
+       " 2025-04-08  21.320000  22.180000  21.250000  22.000000   411700\n",
+       " 2025-04-09  21.940001  21.980000  21.190001  21.200001   240300\n",
+       " 2025-04-10  21.290001  21.990000  21.219999  21.780001   252700\n",
+       " 2025-04-11  22.040001  22.040001  21.309999  21.370001   221800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'UCAS3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      UCAS3.SA  UCAS3.SA  UCAS3.SA  UCAS3.SA UCAS3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  2.311985  2.449604  2.293636  2.440429   267700\n",
+       " 2024-04-12  2.293636  2.321160  2.266113  2.311985    43700\n",
+       " 2024-04-15  2.266113  2.293636  2.192717  2.293636    93000\n",
+       " 2024-04-16  2.238589  2.256938  2.183542  2.256938    17900\n",
+       " 2024-04-17  2.229415  2.247764  2.165193  2.247764    45800\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  1.450000  1.530000  1.430000  1.450000    60600\n",
+       " 2025-04-08  1.460000  1.520000  1.450000  1.450000    38200\n",
+       " 2025-04-09  1.540000  1.550000  1.460000  1.510000    90400\n",
+       " 2025-04-10  1.560000  1.630000  1.490000  1.570000   145100\n",
+       " 2025-04-11  1.530000  1.560000  1.510000  1.550000    20600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ITUB3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ITUB3.SA   ITUB3.SA   ITUB3.SA   ITUB3.SA ITUB3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  25.441872  25.594434  25.361104  25.540588   299860\n",
+       " 2024-04-12  25.307255  25.594431  25.208540  25.522637   289740\n",
+       " 2024-04-15  24.921368  25.388026  24.849574  25.343155   499730\n",
+       " 2024-04-16  24.661118  24.822654  24.553427  24.777784   831600\n",
+       " 2024-04-17  24.679066  24.966240  24.526503  24.957266   363660\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  27.510000  27.950001  27.020000  27.400000   439700\n",
+       " 2025-04-08  27.530001  28.020000  27.360001  27.600000   741000\n",
+       " 2025-04-09  28.010000  28.459999  27.200001  27.490000   728900\n",
+       " 2025-04-10  27.809999  28.150000  27.510000  28.010000   401000\n",
+       " 2025-04-11  28.150000  28.379999  27.780001  28.059999   376900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CEAB3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CEAB3.SA   CEAB3.SA   CEAB3.SA   CEAB3.SA CEAB3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  10.969296  11.428743  10.768288  11.132017  3334800\n",
+       " 2024-04-12  10.528994  10.969297  10.433275  10.969297  3383500\n",
+       " 2024-04-15   9.619672  10.634283   9.600528  10.538566  5108900\n",
+       " 2024-04-16   9.667531  10.002544   9.342089   9.514381  5545500\n",
+       " 2024-04-17   9.600528  10.136550   9.533525   9.811108  2870900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  10.920000  11.360000  10.600000  11.070000  4039000\n",
+       " 2025-04-08  10.830000  11.330000  10.710000  11.120000  3075500\n",
+       " 2025-04-09  11.610000  11.750000  10.540000  10.600000  4047500\n",
+       " 2025-04-10  11.700000  11.790000  11.290000  11.570000  2979100\n",
+       " 2025-04-11  12.050000  12.160000  11.710000  11.840000  4056000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CEBR6': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CEBR6.SA   CEBR6.SA   CEBR6.SA   CEBR6.SA CEBR6.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  20.079077  20.171183  19.811971  20.115920     4700\n",
+       " 2024-04-12  20.115919  20.254078  19.673811  20.254078     5600\n",
+       " 2024-04-15  20.723818  21.184347  20.014602  20.115919    17400\n",
+       " 2024-04-16  20.585661  20.668556  19.839604  19.848813     1900\n",
+       " 2024-04-17  20.530396  20.604080  20.429079  20.604080     2900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  19.570000  20.100000  19.070000  20.000000    21200\n",
+       " 2025-04-08  19.709999  19.840000  19.500000  19.540001     5700\n",
+       " 2025-04-09  19.700001  19.809999  19.510000  19.809999     6800\n",
+       " 2025-04-10  19.900000  19.900000  19.580000  19.690001     6300\n",
+       " 2025-04-11  19.920000  20.049999  19.790001  19.830000    15100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EQPA5': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      EQPA5.SA  EQPA5.SA  EQPA5.SA  EQPA5.SA EQPA5.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  6.867591  6.867591  6.867591  6.867591        0\n",
+       " 2024-04-12  6.867591  6.867591  6.867591  6.867591        0\n",
+       " 2024-04-15  6.867591  6.867591  6.867591  6.867591        0\n",
+       " 2024-04-16  6.867591  6.867591  6.867591  6.867591        0\n",
+       " 2024-04-17  6.867591  6.867591  6.867591  6.867591        0\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  7.450000  7.450000  7.450000  7.450000      600\n",
+       " 2025-04-08  7.450000  7.450000  7.450000  7.450000        0\n",
+       " 2025-04-09  7.450000  7.450000  7.450000  7.450000        0\n",
+       " 2025-04-10  7.450000  7.450000  7.450000  7.450000        0\n",
+       " 2025-04-11  7.450000  7.450000  7.450000  7.450000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TGMA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TGMA3.SA   TGMA3.SA   TGMA3.SA   TGMA3.SA TGMA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  23.628487  23.797453  23.450629  23.690737   116600\n",
+       " 2024-04-12  22.933802  23.902706  22.787552  23.802161   418400\n",
+       " 2024-04-15  22.869816  22.979502  22.467628  22.933800   247200\n",
+       " 2024-04-16  22.623020  22.769270  22.312239  22.577318   386900\n",
+       " 2024-04-17  22.485910  23.006925  22.202552  23.006925   228600\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  33.394901  33.689822  32.696918  32.706751   156400\n",
+       " 2025-04-08  33.385067  33.807788  33.385067  33.483376   179300\n",
+       " 2025-04-09  34.259998  34.397631  33.001670  33.237608   297400\n",
+       " 2025-04-10  34.169998  34.470001  33.619999  34.470001   146500\n",
+       " 2025-04-11  34.139999  34.450001  33.790001  34.230000   105100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EZTC3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       EZTC3.SA   EZTC3.SA   EZTC3.SA   EZTC3.SA EZTC3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  14.166580  14.194395  13.749371  13.897712  1808900\n",
+       " 2024-04-12  13.350703  14.148037  13.313618  14.055324  2885900\n",
+       " 2024-04-15  12.812966  13.387788  12.812966  13.387788  3348300\n",
+       " 2024-04-16  13.193090  13.424873  12.562641  12.775881  4136000\n",
+       " 2024-04-17  12.608998  13.480502  12.608998  13.332161  3896100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  14.810000  15.190000  14.390000  14.610000  2142000\n",
+       " 2025-04-08  14.870000  15.030000  14.540000  14.920000  1915300\n",
+       " 2025-04-09  15.330000  15.370000  14.480000  14.770000  2927300\n",
+       " 2025-04-10  15.200000  15.480000  14.920000  15.300000  2299300\n",
+       " 2025-04-11  15.500000  15.580000  14.670000  15.380000  2753100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EKTR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       EKTR3.SA   EKTR3.SA   EKTR3.SA   EKTR3.SA EKTR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  36.128891  36.128891  36.128891  36.128891        0\n",
+       " 2024-04-12  36.128891  36.128891  36.128891  36.128891        0\n",
+       " 2024-04-15  40.116062  40.116062  40.116062  40.116062        0\n",
+       " 2024-04-16  40.116062  40.116062  40.116062  40.116062        0\n",
+       " 2024-04-17  40.116062  40.116062  40.116062  40.116062        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  40.029999  40.029999  40.029999  40.029999        0\n",
+       " 2025-04-08  40.029999  40.029999  40.029999  40.029999        0\n",
+       " 2025-04-09  40.029999  40.029999  40.029999  40.029999        0\n",
+       " 2025-04-10  40.029999  40.029999  40.029999  40.029999        0\n",
+       " 2025-04-11  40.029999  40.029999  40.029999  40.029999        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'WLMM4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       WLMM4.SA   WLMM4.SA   WLMM4.SA   WLMM4.SA WLMM4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  25.418110  25.418110  23.951680  25.036839    10800\n",
+       " 2024-04-12  25.897144  25.897144  25.418111  25.418111      800\n",
+       " 2024-04-15  26.297970  26.297970  24.548032  26.190433     2000\n",
+       " 2024-04-16  26.395731  26.395731  25.535426  26.141550     1700\n",
+       " 2024-04-17  28.282536  28.321639  26.425059  26.425059     1100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  29.389999  29.389999  28.600000  28.629999     2100\n",
+       " 2025-04-08  29.980000  30.000000  29.309999  29.480000     1700\n",
+       " 2025-04-09  29.889999  30.350000  29.889999  30.350000     1400\n",
+       " 2025-04-10  31.000000  31.000000  29.400000  30.000000      600\n",
+       " 2025-04-11  30.500000  30.870001  30.000000  30.020000     1300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ALUP4': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      ALUP4.SA  ALUP4.SA  ALUP4.SA  ALUP4.SA ALUP4.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  9.098786  9.144556  8.924867  9.089632    26728\n",
+       " 2024-04-12  9.080479  9.135401  9.016403  9.126248    24544\n",
+       " 2024-04-15  8.952328  9.098787  8.906559  9.080479    42848\n",
+       " 2024-04-16  9.007249  9.016402  8.705176  8.934019    67080\n",
+       " 2024-04-17  8.915712  9.062171  8.906559  8.988942    51896\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  9.770000  9.830000  9.660000  9.760000    22400\n",
+       " 2025-04-08  9.730000  9.760000  9.650000  9.740000    23800\n",
+       " 2025-04-09  9.730000  9.980000  9.320000  9.600000    30500\n",
+       " 2025-04-10  9.750000  9.870000  9.680000  9.810000    17900\n",
+       " 2025-04-11  9.810000  9.840000  9.720000  9.750000    28700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ALUP11': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      ALUP11.SA  ALUP11.SA  ALUP11.SA  ALUP11.SA ALUP11.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  27.697763  27.844311  27.139044  27.624489   2502240\n",
+       " 2024-04-12  27.560371  27.697762  27.358867  27.697762    831792\n",
+       " 2024-04-15  27.258114  27.642806  27.056611  27.569531   1028248\n",
+       " 2024-04-16  27.267277  27.468782  26.919222  27.129886   1000480\n",
+       " 2024-04-17  27.349709  27.633647  27.258114  27.505417    524264\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  29.290001  29.879999  29.160000  29.639999   1111400\n",
+       " 2025-04-08  28.959999  29.639999  28.959999  29.450001    622100\n",
+       " 2025-04-09  29.790001  29.930000  28.639999  28.700001   1167800\n",
+       " 2025-04-10  29.830000  29.950001  29.389999  29.950001    856700\n",
+       " 2025-04-11  29.750000  29.980000  29.580000  29.980000    669600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ARML3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ARML3.SA   ARML3.SA   ARML3.SA   ARML3.SA ARML3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  11.616503  12.019785  11.527977  11.941096   445400\n",
+       " 2024-04-12  11.016497  11.724700  10.957480  11.724700   841300\n",
+       " 2024-04-15  10.613214  11.046004  10.475507  11.046004   881800\n",
+       " 2024-04-16  10.662395  10.947643  10.337801  10.564033  1345900\n",
+       " 2024-04-17  10.426328  10.927971  10.386983  10.721412   773300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   4.230000   4.290000   3.810000   3.860000  3726100\n",
+       " 2025-04-08   4.110000   4.380000   3.970000   4.240000  1871400\n",
+       " 2025-04-09   4.200000   4.240000   3.890000   4.120000  3624200\n",
+       " 2025-04-10   4.280000   4.310000   4.070000   4.100000  1412700\n",
+       " 2025-04-11   4.300000   4.460000   4.260000   4.290000  1328800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'POSI3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      POSI3.SA  POSI3.SA  POSI3.SA  POSI3.SA POSI3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  9.488132  9.679040  9.402224  9.535859  1894500\n",
+       " 2024-04-12  9.297224  9.526314  9.144498  9.497678  1325400\n",
+       " 2024-04-15  9.163589  9.459496  8.991771  9.249496  1430000\n",
+       " 2024-04-16  8.953589  9.106316  8.695863  9.096770  1883200\n",
+       " 2024-04-17  8.829499  9.125407  8.676773  9.029953  1399800\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  4.900000  5.010000  4.690000  4.800000  1864900\n",
+       " 2025-04-08  4.900000  5.060000  4.840000  4.970000  1475400\n",
+       " 2025-04-09  4.950000  5.070000  4.760000  4.910000  2131700\n",
+       " 2025-04-10  4.880000  5.010000  4.860000  5.010000   822000\n",
+       " 2025-04-11  4.970000  5.010000  4.860000  4.920000   902000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'DIRR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       DIRR3.SA   DIRR3.SA   DIRR3.SA   DIRR3.SA DIRR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  22.020693  22.410911  21.887664  22.038430  2222300\n",
+       " 2024-04-12  20.938726  22.331094  20.699274  22.277883  3933400\n",
+       " 2024-04-15  19.998653  21.036278  19.590699  20.947593  3266100\n",
+       " 2024-04-16  19.909971  20.034131  19.475409  19.892234  3093300\n",
+       " 2024-04-17  19.768072  20.371134  19.732597  19.954312  1542400\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  32.599998  32.790001  31.360001  31.740000  1982100\n",
+       " 2025-04-08  32.799999  33.660000  32.470001  32.750000  2663900\n",
+       " 2025-04-09  32.849998  33.400002  31.930000  32.700001  2077400\n",
+       " 2025-04-10  32.540001  32.910000  32.130001  32.910000  2753300\n",
+       " 2025-04-11  32.299999  32.680000  31.150000  32.500000  2925000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EQPA6': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     EQPA6.SA EQPA6.SA EQPA6.SA EQPA6.SA EQPA6.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11  8.24111  8.24111  8.24111  8.24111        0\n",
+       " 2024-04-12  8.24111  8.24111  8.24111  8.24111        0\n",
+       " 2024-04-15  8.24111  8.24111  8.24111  8.24111        0\n",
+       " 2024-04-16  8.24111  8.24111  8.24111  8.24111        0\n",
+       " 2024-04-17  8.24111  8.24111  8.24111  8.24111        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07  8.00000  8.00000  8.00000  8.00000        0\n",
+       " 2025-04-08  8.00000  8.00000  8.00000  8.00000        0\n",
+       " 2025-04-09  8.00000  8.00000  8.00000  8.00000        0\n",
+       " 2025-04-10  8.00000  8.00000  8.00000  8.00000        0\n",
+       " 2025-04-11  8.00000  8.00000  8.00000  8.00000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ALUP3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ALUP3.SA   ALUP3.SA   ALUP3.SA   ALUP3.SA ALUP3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11   9.438227   9.502433   9.337332   9.438227    15704\n",
+       " 2024-04-12   9.465743   9.575810   9.355677   9.410710    13832\n",
+       " 2024-04-15   9.337332   9.493261   9.254783   9.392365    29848\n",
+       " 2024-04-16   9.584982   9.713394   9.263955   9.291471    39936\n",
+       " 2024-04-17   9.484088   9.704221   9.447399   9.603327    27040\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   9.900000  10.180000   9.900000  10.030000     6700\n",
+       " 2025-04-08   9.910000  10.060000   9.770000  10.060000     7500\n",
+       " 2025-04-09   9.930000  10.350000   9.710000   9.910000     9600\n",
+       " 2025-04-10  10.150000  10.470000   9.870000   9.900000     9200\n",
+       " 2025-04-11  10.240000  10.300000  10.080000  10.150000    13800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'OFSA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       OFSA3.SA   OFSA3.SA   OFSA3.SA   OFSA3.SA OFSA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  22.379240  22.618028  22.350585  22.541616     4500\n",
+       " 2024-04-12  22.159555  22.684889  22.064040  22.684889     5300\n",
+       " 2024-04-15  21.634218  21.920765  21.634218  21.892110     4400\n",
+       " 2024-04-16  21.013369  21.395429  20.822337  21.175745    27500\n",
+       " 2024-04-17  20.822340  21.013371  20.822340  21.013371     1100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  22.000000  22.000000  21.980000  21.980000     3600\n",
+       " 2025-04-08  21.000000  21.000000  21.000000  21.000000      100\n",
+       " 2025-04-09  21.680000  21.760000  21.129999  21.129999     1500\n",
+       " 2025-04-10  22.350000  22.350000  21.000000  21.000000     7200\n",
+       " 2025-04-11  22.370001  22.370001  21.700001  22.129999     2200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MOVI3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      MOVI3.SA  MOVI3.SA  MOVI3.SA  MOVI3.SA MOVI3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  7.767569  7.920814  7.690947  7.805880  2964400\n",
+       " 2024-04-12  7.470658  7.796303  7.365303  7.729258  4924100\n",
+       " 2024-04-15  7.336569  7.633480  7.288681  7.508969  4093500\n",
+       " 2024-04-16  7.240791  7.346147  7.116280  7.298258  4293200\n",
+       " 2024-04-17  7.173747  7.403614  7.154592  7.279103  2090000\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.330000  5.540000  5.050000  5.270000  6561500\n",
+       " 2025-04-08  5.230000  5.500000  5.140000  5.450000  5750100\n",
+       " 2025-04-09  5.400000  5.450000  4.990000  5.140000  6433300\n",
+       " 2025-04-10  5.520000  5.520000  5.290000  5.440000  4268500\n",
+       " 2025-04-11  5.790000  5.940000  5.500000  5.580000  7857200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RECV3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       RECV3.SA   RECV3.SA   RECV3.SA   RECV3.SA RECV3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  18.973118  19.197448  18.895465  18.964490  1960600\n",
+       " 2024-04-12  18.567600  19.628852  18.541715  18.973119  3911100\n",
+       " 2024-04-15  18.205221  18.671136  17.885982  18.662508  4577800\n",
+       " 2024-04-16  17.868725  18.231104  17.773817  18.084426  3262900\n",
+       " 2024-04-17  17.592628  18.058545  17.359672  17.868726  6314300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  14.030000  14.470000  13.920000  14.040000  4783700\n",
+       " 2025-04-08  13.750000  14.420000  13.560000  14.060000  3294400\n",
+       " 2025-04-09  14.280000  14.390000  13.240000  13.410000  5896400\n",
+       " 2025-04-10  13.380000  14.310000  13.300000  14.080000  5071200\n",
+       " 2025-04-11  13.520000  13.640000  13.150000  13.410000  5275600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MULT3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       MULT3.SA   MULT3.SA   MULT3.SA   MULT3.SA  MULT3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  24.321709  24.638823  23.831623  23.927718   9480900\n",
+       " 2024-04-12  23.677870  24.475460  23.677870  24.360147   4517500\n",
+       " 2024-04-15  23.255051  23.725917  22.976374  23.639431  10080600\n",
+       " 2024-04-16  23.120518  23.447242  22.784184  23.024422   7111100\n",
+       " 2024-04-17  22.985985  23.360756  22.957156  23.303099   6050500\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  22.690001  23.049999  22.160000  22.570000   4753800\n",
+       " 2025-04-08  23.040001  23.610001  22.700001  22.700001  10179500\n",
+       " 2025-04-09  23.629999  23.799999  22.570000  22.870001   6363800\n",
+       " 2025-04-10  23.480000  23.700001  23.030001  23.340000   4408900\n",
+       " 2025-04-11  23.799999  23.959999  23.250000  23.660000   5227400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'HYPE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       HYPE3.SA   HYPE3.SA   HYPE3.SA   HYPE3.SA HYPE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  28.597157  29.394685  28.492717  29.214293  2953100\n",
+       " 2024-04-12  28.530695  28.644629  28.236369  28.587663  2849600\n",
+       " 2024-04-15  27.894567  28.625637  27.818612  28.483222  4138000\n",
+       " 2024-04-16  27.932549  28.321819  27.486312  27.828109  2692300\n",
+       " 2024-04-17  26.869171  28.160411  26.745745  28.160411  6282200\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  20.070000  20.559999  19.690001  19.969999  3162800\n",
+       " 2025-04-08  19.370001  20.110001  19.059999  19.940001  6557100\n",
+       " 2025-04-09  19.760000  20.299999  19.170000  19.290001  3328700\n",
+       " 2025-04-10  19.340000  19.790001  19.180000  19.639999  2565300\n",
+       " 2025-04-11  19.370001  19.629999  19.219999  19.629999  1413000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PTNT4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     PTNT4.SA PTNT4.SA PTNT4.SA PTNT4.SA PTNT4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     7.60     7.85     7.55     7.80    14100\n",
+       " 2024-04-12     7.60     7.73     7.50     7.73     5000\n",
+       " 2024-04-15     7.60     7.75     7.54     7.75     2900\n",
+       " 2024-04-16     7.60     7.60     7.45     7.50     2700\n",
+       " 2024-04-17     7.79     7.79     7.50     7.50     2000\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     7.43     7.59     7.43     7.56     4800\n",
+       " 2025-04-08     7.30     7.54     7.30     7.54     1700\n",
+       " 2025-04-09     7.17     7.44     7.17     7.44    12600\n",
+       " 2025-04-10     6.90     7.22     6.81     7.13    14000\n",
+       " 2025-04-11     7.00     7.14     6.97     7.08    12600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BBSE3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       BBSE3.SA   BBSE3.SA   BBSE3.SA   BBSE3.SA  BBSE3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  32.134933  32.250456  31.595820  31.836495   6484100\n",
+       " 2024-04-12  31.740229  32.211950  31.576568  32.134936   7022200\n",
+       " 2024-04-15  31.778734  32.029038  31.624702  31.769109   4548000\n",
+       " 2024-04-16  31.605452  31.884632  31.557314  31.672840   5705900\n",
+       " 2024-04-17  31.740229  31.836497  31.307013  31.624702   4880800\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  40.070000  40.580002  39.680000  39.849998   3727400\n",
+       " 2025-04-08  40.450001  40.810001  40.070000  40.070000   5219900\n",
+       " 2025-04-09  40.790001  41.310001  40.150002  40.450001  10919300\n",
+       " 2025-04-10  39.660000  41.000000  38.980000  40.520000  13103400\n",
+       " 2025-04-11  39.980000  40.110001  39.310001  39.840000   3160000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ITUB4': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       ITUB4.SA   ITUB4.SA   ITUB4.SA   ITUB4.SA  ITUB4.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  29.221836  29.337656  28.999109  29.150565  20085560\n",
+       " 2024-04-12  28.918932  29.159478  28.856568  29.132750  25088580\n",
+       " 2024-04-15  28.428928  29.070383  28.322019  28.918929  34782220\n",
+       " 2024-04-16  28.215107  28.393289  27.956742  28.250743  33859870\n",
+       " 2024-04-17  28.232929  28.304204  27.956747  28.232929  27870040\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  31.200001  31.620001  30.540001  30.900000  32292300\n",
+       " 2025-04-08  31.209999  31.770000  30.990000  31.540001  36022000\n",
+       " 2025-04-09  31.780001  32.349998  30.820000  31.000000  36802300\n",
+       " 2025-04-10  31.650000  32.040001  31.129999  31.660000  35288600\n",
+       " 2025-04-11  31.809999  32.130001  31.440001  31.760000  27525100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ELET3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       ELET3.SA   ELET3.SA   ELET3.SA   ELET3.SA  ELET3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  37.476593  39.232705  37.360806  39.078322  17852300\n",
+       " 2024-04-12  37.650272  38.209911  37.206421  37.640621   9449600\n",
+       " 2024-04-15  37.138878  37.688869  36.550290  37.659919  10144900\n",
+       " 2024-04-16  36.945900  37.476592  36.733621  36.762567   9366100\n",
+       " 2024-04-17  36.733624  37.245018  36.328369  37.100285   7784300\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  40.660000  41.369999  39.830002  40.540001  10793800\n",
+       " 2025-04-08  41.049999  41.630001  40.660000  40.860001   9105300\n",
+       " 2025-04-09  41.619999  42.400002  40.500000  40.799999   9081200\n",
+       " 2025-04-10  41.509998  41.810001  40.880001  41.349998   6629300\n",
+       " 2025-04-11  41.459999  41.930000  41.130001  41.900002   6319300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EQPA7': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      EQPA7.SA  EQPA7.SA  EQPA7.SA  EQPA7.SA EQPA7.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  6.876749  6.876749  6.876749  6.876749        0\n",
+       " 2024-04-12  6.876749  6.876749  6.876749  6.876749        0\n",
+       " 2024-04-15  6.876749  6.876749  6.876749  6.876749        0\n",
+       " 2024-04-16  6.876749  6.876749  6.876749  6.876749        0\n",
+       " 2024-04-17  6.876749  6.876749  6.876749  6.876749        0\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  8.250000  8.250000  8.250000  8.250000      400\n",
+       " 2025-04-08  8.250000  8.250000  8.250000  8.250000        0\n",
+       " 2025-04-09  8.250000  8.250000  8.250000  8.250000        0\n",
+       " 2025-04-10  8.250000  8.250000  8.250000  8.250000        0\n",
+       " 2025-04-11  8.250000  8.250000  8.250000  8.250000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'REDE3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      REDE3.SA  REDE3.SA  REDE3.SA  REDE3.SA REDE3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  6.383111  6.419848  6.291268  6.401480     6100\n",
+       " 2024-04-12  6.383111  6.419848  6.337190  6.392296     2600\n",
+       " 2024-04-15  6.300453  6.474955  6.300453  6.383111     3200\n",
+       " 2024-04-16  6.373927  6.383111  6.337190  6.337190     1200\n",
+       " 2024-04-17  6.346374  6.373927  6.226978  6.373927     1900\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  6.370000  6.620000  6.370000  6.570000     3200\n",
+       " 2025-04-08  6.410000  6.580000  6.400000  6.570000     1400\n",
+       " 2025-04-09  6.420000  6.450000  6.390000  6.450000     2200\n",
+       " 2025-04-10  6.390000  6.390000  6.390000  6.390000      100\n",
+       " 2025-04-11  6.460000  6.460000  6.420000  6.420000      800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CGAS3': Price            Close        High         Low        Open   Volume\n",
+       " Ticker        CGAS3.SA    CGAS3.SA    CGAS3.SA    CGAS3.SA CGAS3.SA\n",
+       " Date                                                               \n",
+       " 2024-04-11  109.958336  110.320071  109.958336  110.320071      300\n",
+       " 2024-04-12  107.583862  107.583862  107.583862  107.583862      100\n",
+       " 2024-04-15  107.583862  107.583862  107.583862  107.583862        0\n",
+       " 2024-04-16  106.665611  107.129375  106.665611  107.129375      500\n",
+       " 2024-04-17  106.665611  106.665611  106.665611  106.665611        0\n",
+       " ...                ...         ...         ...         ...      ...\n",
+       " 2025-04-07  135.000000  135.000000  135.000000  135.000000      100\n",
+       " 2025-04-08  133.000000  133.000000  133.000000  133.000000      500\n",
+       " 2025-04-09  133.000000  133.000000  133.000000  133.000000        0\n",
+       " 2025-04-10  125.070000  125.089996  125.070000  125.089996      200\n",
+       " 2025-04-11  125.070000  125.070000  125.070000  125.070000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CSED3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      CSED3.SA  CSED3.SA  CSED3.SA  CSED3.SA CSED3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.179241  4.227168  4.083387  4.217583   208300\n",
+       " 2024-04-12  3.949191  4.140900  3.939606  4.121729   260700\n",
+       " 2024-04-15  3.632873  3.949191  3.613702  3.949191   660400\n",
+       " 2024-04-16  3.537019  3.642458  3.489092  3.642458   914300\n",
+       " 2024-04-17  3.469920  3.594531  3.421993  3.575360   739000\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.390000  3.390000  3.200000  3.350000   733000\n",
+       " 2025-04-08  3.360000  3.460000  3.270000  3.370000  1179500\n",
+       " 2025-04-09  3.570000  3.620000  3.330000  3.330000   496400\n",
+       " 2025-04-10  3.620000  3.650000  3.520000  3.570000   513700\n",
+       " 2025-04-11  3.690000  3.700000  3.560000  3.610000  1817100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'JOPA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       JOPA3.SA   JOPA3.SA   JOPA3.SA   JOPA3.SA JOPA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  20.890005  20.890005  20.890005  20.890005        0\n",
+       " 2024-04-12  20.890005  20.890005  20.890005  20.890005        0\n",
+       " 2024-04-15  20.890005  20.890005  20.890005  20.890005        0\n",
+       " 2024-04-16  20.890005  20.890005  20.890005  20.890005        0\n",
+       " 2024-04-17  20.890005  20.890005  20.890005  20.890005        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  21.000000  21.000000  21.000000  21.000000        0\n",
+       " 2025-04-08  21.000000  21.000000  21.000000  21.000000        0\n",
+       " 2025-04-09  21.000000  21.000000  21.000000  21.000000        0\n",
+       " 2025-04-10  21.000000  21.000000  21.000000  21.000000        0\n",
+       " 2025-04-11  20.900000  20.900000  20.900000  20.900000      200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MELK3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      MELK3.SA  MELK3.SA  MELK3.SA  MELK3.SA MELK3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.427902  4.446012  4.364517  4.446012   153500\n",
+       " 2024-04-12  4.328298  4.509398  4.301132  4.482233   221300\n",
+       " 2024-04-15  4.283022  4.373572  4.219637  4.373572  4381800\n",
+       " 2024-04-16  4.237747  4.273967  4.138142  4.210582   202000\n",
+       " 2024-04-17  4.138142  4.292077  4.120032  4.292077   327700\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.210000  3.240000  3.130000  3.220000   518100\n",
+       " 2025-04-08  3.220000  3.280000  3.210000  3.230000   889100\n",
+       " 2025-04-09  3.280000  3.290000  3.170000  3.200000   590800\n",
+       " 2025-04-10  3.260000  3.280000  3.240000  3.260000   479600\n",
+       " 2025-04-11  3.270000  3.320000  3.240000  3.260000   465700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PSSA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       PSSA3.SA   PSSA3.SA   PSSA3.SA   PSSA3.SA PSSA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  29.849360  29.926390  29.483465  29.830101  1328800\n",
+       " 2024-04-12  29.502722  30.022679  29.319775  29.753071  1647200\n",
+       " 2024-04-15  29.262003  29.608641  29.194601  29.300519  2253700\n",
+       " 2024-04-16  28.780561  29.175343  28.742047  29.069427  1621000\n",
+       " 2024-04-17  28.607241  29.030910  28.510954  28.790189  1743200\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  39.150002  40.130001  38.619999  39.810001  3154800\n",
+       " 2025-04-08  39.200001  39.980000  39.049999  39.540001  2893900\n",
+       " 2025-04-09  39.669998  39.770000  38.669998  38.799999  2672300\n",
+       " 2025-04-10  38.799999  39.490002  38.549999  39.189999  1724700\n",
+       " 2025-04-11  38.990002  39.240002  38.430000  38.889999  1182800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'JBSS3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       JBSS3.SA   JBSS3.SA   JBSS3.SA   JBSS3.SA  JBSS3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  20.538496  20.676649  20.299035  20.538496   7617500\n",
+       " 2024-04-12  20.354294  20.418764  20.151671  20.308242   6907300\n",
+       " 2024-04-15  21.210833  21.450295  20.160881  20.262193  14180500\n",
+       " 2024-04-16  20.833218  21.505554  20.713486  21.210831  11443200\n",
+       " 2024-04-17  20.630596  20.971370  20.427975  20.925319   6657500\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  40.810001  41.700001  39.930000  39.980000  12473300\n",
+       " 2025-04-08  39.919998  41.529999  39.369999  41.130001   9288800\n",
+       " 2025-04-09  41.549999  41.950001  39.470001  39.900002  10280200\n",
+       " 2025-04-10  41.590000  42.770000  41.070000  41.080002  24989800\n",
+       " 2025-04-11  41.330002  41.970001  41.049999  41.830002   4056700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TTEN3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TTEN3.SA   TTEN3.SA   TTEN3.SA   TTEN3.SA TTEN3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  10.315307  10.384405  10.147498  10.354791   561800\n",
+       " 2024-04-12  10.078401  10.315307   9.930334  10.315307   836200\n",
+       " 2024-04-15   9.831623  10.078401   9.772396  10.078401  1294000\n",
+       " 2024-04-16   9.584846   9.851365   9.574974   9.782268  2032300\n",
+       " 2024-04-17   9.634201   9.752654   9.565103   9.604587   784200\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  13.980000  14.210000  13.530000  13.680000  1245300\n",
+       " 2025-04-08  14.090000  14.340000  13.980000  13.980000   837900\n",
+       " 2025-04-09  14.270000  14.470000  14.000000  14.070000  1172400\n",
+       " 2025-04-10  14.140000  14.310000  13.880000  14.180000  1780800\n",
+       " 2025-04-11  14.570000  14.770000  14.080000  14.150000   874400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VITT3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      VITT3.SA  VITT3.SA  VITT3.SA  VITT3.SA VITT3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  5.634974  5.731976  5.502698  5.731976   981200\n",
+       " 2024-04-12  5.714340  5.714340  5.529153  5.643792   491480\n",
+       " 2024-04-15  5.451550  5.781360  5.383649  5.781360  1047100\n",
+       " 2024-04-16  5.383649  5.529153  5.315747  5.451551   503200\n",
+       " 2024-04-17  5.461252  5.577655  5.383650  5.383650   980700\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.000000  5.190000  4.960000  5.160000   524900\n",
+       " 2025-04-08  5.050000  5.150000  4.970000  5.150000   172300\n",
+       " 2025-04-09  5.140000  5.150000  4.950000  5.020000   241900\n",
+       " 2025-04-10  4.910000  5.130000  4.910000  5.110000   264200\n",
+       " 2025-04-11  4.950000  4.960000  4.800000  4.960000   242200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PATI4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       PATI4.SA   PATI4.SA   PATI4.SA   PATI4.SA PATI4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  27.448904  27.448904  27.448904  27.448904        0\n",
+       " 2024-04-12  27.448904  27.448904  27.448904  27.448904        0\n",
+       " 2024-04-15  27.448904  27.448904  27.448904  27.448904        0\n",
+       " 2024-04-16  27.448904  27.448904  27.448904  27.448904        0\n",
+       " 2024-04-17  27.448904  27.448904  27.448904  27.448904        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  35.000000  35.000000  35.000000  35.000000        0\n",
+       " 2025-04-08  35.000000  35.000000  35.000000  35.000000        0\n",
+       " 2025-04-09  35.000000  35.000000  35.000000  35.000000        0\n",
+       " 2025-04-10  35.000000  35.000000  35.000000  35.000000        0\n",
+       " 2025-04-11  35.000000  35.000000  35.000000  35.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CGAS5': Price            Close        High         Low        Open   Volume\n",
+       " Ticker        CGAS5.SA    CGAS5.SA    CGAS5.SA    CGAS5.SA CGAS5.SA\n",
+       " Date                                                               \n",
+       " 2024-04-11  108.240707  108.240707  104.165548  104.165548     2100\n",
+       " 2024-04-12  107.125107  108.231483  106.940706  108.231483      700\n",
+       " 2024-04-15  105.004547  106.212341  105.004547  106.037170      800\n",
+       " 2024-04-16  106.027946  106.027946  103.492496  105.059862     1700\n",
+       " 2024-04-17  104.230087  104.230087  104.202422  104.211644      300\n",
+       " ...                ...         ...         ...         ...      ...\n",
+       " 2025-04-07  131.000000  131.000000  130.300003  130.309998      700\n",
+       " 2025-04-08  131.000000  131.000000  131.000000  131.000000        0\n",
+       " 2025-04-09  134.000000  134.000000  131.000000  131.000000      200\n",
+       " 2025-04-10  134.000000  134.000000  134.000000  134.000000      200\n",
+       " 2025-04-11  134.000000  134.000000  134.000000  134.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ELET6': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ELET6.SA   ELET6.SA   ELET6.SA   ELET6.SA ELET6.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  39.845482  41.543755  39.690265  41.543755  2699600\n",
+       " 2024-04-12  39.973309  40.365920  39.672004  39.845482  3075500\n",
+       " 2024-04-15  39.498524  40.009833  39.069393  39.991571  1446300\n",
+       " 2024-04-16  39.279392  39.891134  39.032868  39.032868  1609700\n",
+       " 2024-04-17  38.978085  39.489394  38.631128  39.315915  1809700\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  43.820000  44.320000  43.009998  43.500000  1478800\n",
+       " 2025-04-08  43.860001  44.529999  43.779999  43.820000  1881400\n",
+       " 2025-04-09  44.630001  45.070000  43.459999  43.610001  3027100\n",
+       " 2025-04-10  45.130001  45.130001  44.099998  44.400002  1366100\n",
+       " 2025-04-11  44.840000  45.380001  44.570000  45.380001  1966200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CRFB3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       CRFB3.SA   CRFB3.SA   CRFB3.SA   CRFB3.SA  CRFB3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  12.390010  12.665343  12.232676  12.655510   4931100\n",
+       " 2024-04-12  11.868842  12.291676  11.465675  12.291676   9631200\n",
+       " 2024-04-15  11.839342  11.898343  11.593509  11.868842   7100000\n",
+       " 2024-04-16  11.318175  11.632842  11.318175  11.613176   5822500\n",
+       " 2024-04-17  11.033009  11.436175  11.013341  11.396842   4704700\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07   8.240000   8.310000   8.150000   8.200000  13045300\n",
+       " 2025-04-08   8.230000   8.290000   8.210000   8.220000  12265100\n",
+       " 2025-04-09   8.240000   8.330000   8.220000   8.250000  21118600\n",
+       " 2025-04-10   8.300000   8.370000   8.240000   8.240000  16391000\n",
+       " 2025-04-11   8.290000   8.360000   8.250000   8.310000  24230800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'UNIP3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       UNIP3.SA   UNIP3.SA   UNIP3.SA   UNIP3.SA UNIP3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  53.475121  53.475121  51.868014  52.256831     8910\n",
+       " 2024-04-12  51.850731  53.155423  51.850731  53.155423    14520\n",
+       " 2024-04-15  51.755684  52.066738  51.755684  52.066738    15400\n",
+       " 2024-04-16  51.911213  52.274110  51.738408  51.833450     5610\n",
+       " 2024-04-17  51.764328  52.213628  51.496477  51.842091     7370\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  49.820000  50.500000  48.560001  50.000000     9400\n",
+       " 2025-04-08  49.380001  51.299999  49.290001  49.830002    19400\n",
+       " 2025-04-09  51.000000  51.000000  49.049999  49.299999    12500\n",
+       " 2025-04-10  49.299999  50.470001  49.299999  49.910000     5400\n",
+       " 2025-04-11  49.990002  50.549999  48.849998  50.000000     5500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'HAGA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     HAGA3.SA HAGA3.SA HAGA3.SA HAGA3.SA HAGA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.61     2.61     2.61     2.61      100\n",
+       " 2024-04-12     2.58     2.58     2.48     2.53     3000\n",
+       " 2024-04-15     2.55     2.55     2.55     2.55      900\n",
+       " 2024-04-16     2.62     2.62     2.62     2.62      100\n",
+       " 2024-04-17     2.62     2.62     2.62     2.62      100\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     2.20     2.30     2.12     2.30     3300\n",
+       " 2025-04-08     2.20     2.20     2.07     2.17     2300\n",
+       " 2025-04-09     2.30     2.30     2.15     2.15     1100\n",
+       " 2025-04-10     2.20     2.20     2.20     2.20      100\n",
+       " 2025-04-11     2.20     2.20     2.20     2.20      100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CPLE3': Price          Close      High       Low      Open    Volume\n",
+       " Ticker      CPLE3.SA  CPLE3.SA  CPLE3.SA  CPLE3.SA  CPLE3.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11  7.926394  8.146572  7.868956  8.127425  19277200\n",
+       " 2024-04-12  7.926394  7.983832  7.782800  7.935967   6996800\n",
+       " 2024-04-15  7.849810  7.945539  7.782799  7.916821   9338500\n",
+       " 2024-04-16  7.840236  7.916821  7.725361  7.821091   7422500\n",
+       " 2024-04-17  7.888102  7.945540  7.801945  7.840237   5675400\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07  9.430000  9.630000  9.310000  9.550000   7309000\n",
+       " 2025-04-08  9.400000  9.620000  9.320000  9.460000   6531900\n",
+       " 2025-04-09  9.530000  9.650000  9.260000  9.310000  10103000\n",
+       " 2025-04-10  9.490000  9.560000  9.400000  9.500000   6730400\n",
+       " 2025-04-11  9.630000  9.650000  9.400000  9.530000   9894700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EPAR3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      EPAR3.SA  EPAR3.SA  EPAR3.SA  EPAR3.SA EPAR3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  6.259340  6.259340  6.195141  6.203166    11100\n",
+       " 2024-04-12  6.171067  6.259340  6.146993  6.251315     2800\n",
+       " 2024-04-15  6.058720  6.179092  6.058720  6.179092    21900\n",
+       " 2024-04-16  6.018596  6.066744  6.018596  6.066744     5200\n",
+       " 2024-04-17  6.058720  6.251315  5.946373  6.251315     5900\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  4.750000  4.810000  4.750000  4.810000     7100\n",
+       " 2025-04-08  4.900000  5.110000  4.730000  5.110000     2600\n",
+       " 2025-04-09  4.770000  4.800000  4.710000  4.760000     4600\n",
+       " 2025-04-10  4.790000  4.980000  4.710000  4.980000    10700\n",
+       " 2025-04-11  4.700000  4.990000  4.700000  4.710000     6500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CPLE5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CPLE5.SA   CPLE5.SA   CPLE5.SA   CPLE5.SA CPLE5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  19.378006  19.378006  19.378006  19.378006      100\n",
+       " 2024-04-12  19.387745  20.877612  19.378007  19.378007      600\n",
+       " 2024-04-15  19.387745  19.397483  19.387745  19.397483      200\n",
+       " 2024-04-16  19.387745  19.387745  19.387745  19.387745        0\n",
+       " 2024-04-17  19.387745  19.387745  19.387745  19.387745        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   9.770000   9.800000   9.770000   9.800000      400\n",
+       " 2025-04-08   9.770000   9.990000   9.770000   9.990000      200\n",
+       " 2025-04-09   9.770000   9.770000   9.770000   9.770000        0\n",
+       " 2025-04-10   9.770000   9.770000   9.770000   9.770000      300\n",
+       " 2025-04-11   9.770000   9.770000   9.770000   9.770000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'YDUQ3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       YDUQ3.SA   YDUQ3.SA   YDUQ3.SA   YDUQ3.SA YDUQ3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  15.453492  16.092066  15.355251  15.934879  3969500\n",
+       " 2024-04-12  14.647906  15.247184  14.480895  15.237360  6207400\n",
+       " 2024-04-15  13.979859  14.638082  13.901266  14.638082  7050100\n",
+       " 2024-04-16  13.852145  14.205817  13.616363  13.753903  5061600\n",
+       " 2024-04-17  13.793200  14.107574  13.675309  14.028981  4093000\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  12.780000  13.140000  12.150000  12.310000  6137900\n",
+       " 2025-04-08  12.480000  13.140000  12.330000  12.750000  3076600\n",
+       " 2025-04-09  12.970000  13.340000  12.320000  12.380000  6414400\n",
+       " 2025-04-10  12.800000  13.230000  12.730000  12.900000  3915800\n",
+       " 2025-04-11  12.950000  13.160000  12.650000  12.940000  3179500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LPSB3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      LPSB3.SA  LPSB3.SA  LPSB3.SA  LPSB3.SA LPSB3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  2.081712  2.120990  2.081712  2.091531    43200\n",
+       " 2024-04-12  1.993337  2.081712  1.963879  2.071892   300500\n",
+       " 2024-04-15  2.003157  2.022795  1.914782  2.022795   140200\n",
+       " 2024-04-16  1.963879  2.012976  1.954060  1.954060    43300\n",
+       " 2024-04-17  2.052253  2.062073  1.934421  1.934421   159200\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  1.310000  1.360000  1.260000  1.330000   134000\n",
+       " 2025-04-08  1.320000  1.350000  1.280000  1.320000    49900\n",
+       " 2025-04-09  1.350000  1.350000  1.280000  1.320000    69800\n",
+       " 2025-04-10  1.340000  1.340000  1.290000  1.340000    38400\n",
+       " 2025-04-11  1.320000  1.350000  1.300000  1.330000    42200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'DESK3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       DESK3.SA   DESK3.SA   DESK3.SA   DESK3.SA DESK3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  14.731746  15.150375  14.731746  15.150375    91400\n",
+       " 2024-04-12  14.243345  14.781582  14.083868  14.781582   114800\n",
+       " 2024-04-15  13.615402  14.243345  13.575533  14.243345   285300\n",
+       " 2024-04-16  13.525696  13.725044  13.346284  13.565565    80200\n",
+       " 2024-04-17  13.276512  13.794815  13.216709  13.794815   107200\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   8.340000   8.600000   8.150000   8.600000   417400\n",
+       " 2025-04-08   8.190000   8.480000   8.190000   8.310000   181500\n",
+       " 2025-04-09   8.370000   8.520000   8.020000   8.170000   269100\n",
+       " 2025-04-10   8.060000   8.410000   7.980000   8.270000   147100\n",
+       " 2025-04-11   8.200000   8.290000   8.040000   8.080000   211400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BLAU3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BLAU3.SA   BLAU3.SA   BLAU3.SA   BLAU3.SA BLAU3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  11.641181  11.718789  11.476264  11.718789   234700\n",
+       " 2024-04-12  11.272543  11.641180  11.194935  11.641180   407900\n",
+       " 2024-04-15  10.641979  11.388954  10.632278  11.253141   688600\n",
+       " 2024-04-16  10.380052  10.632277  10.302444  10.632277   436700\n",
+       " 2024-04-17  10.137528  10.593475  10.089023  10.564372   306500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  12.480000  13.240000  12.310000  12.900000   356100\n",
+       " 2025-04-08  12.510000  12.870000  12.340000  12.590000   256000\n",
+       " 2025-04-09  12.620000  13.050000  12.180000  12.400000   446500\n",
+       " 2025-04-10  13.250000  13.430000  12.310000  12.490000   651200\n",
+       " 2025-04-11  12.850000  13.460000  12.670000  13.460000   433800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'FLRY3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       FLRY3.SA   FLRY3.SA   FLRY3.SA   FLRY3.SA FLRY3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  13.676952  13.769364  13.492129  13.584540  4121700\n",
+       " 2024-04-12  13.603024  13.695435  13.492129  13.676953  2501800\n",
+       " 2024-04-15  13.233376  13.630747  13.205652  13.612264  4518200\n",
+       " 2024-04-16  12.974622  13.214893  12.928416  13.140963  4808800\n",
+       " 2024-04-17  12.826764  13.057794  12.762076  13.002346  3847400\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  11.500000  11.860000  11.390000  11.600000  3472100\n",
+       " 2025-04-08  11.490000  11.770000  11.380000  11.600000  3312400\n",
+       " 2025-04-09  11.940000  12.070000  11.280000  11.370000  3491800\n",
+       " 2025-04-10  11.930000  11.980000  11.770000  11.870000  2106600\n",
+       " 2025-04-11  12.020000  12.100000  11.830000  12.010000  1955700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRFS3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       BRFS3.SA   BRFS3.SA   BRFS3.SA   BRFS3.SA  BRFS3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  16.826694  16.896391  16.179514  16.806781   7629800\n",
+       " 2024-04-12  16.179514  16.926261  15.920641  16.906347  12564800\n",
+       " 2024-04-15  17.822357  18.021490  16.806781  16.816738  24347800\n",
+       " 2024-04-16  17.702879  17.921924  17.384265  17.543573  10710000\n",
+       " 2024-04-17  16.995956  17.842270  16.856564  17.712835  12220800\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  19.200001  19.600000  18.870001  18.950001   6963000\n",
+       " 2025-04-08  19.059999  19.410000  18.780001  19.200001   4996800\n",
+       " 2025-04-09  20.559999  20.990000  18.850000  18.930000   9427600\n",
+       " 2025-04-10  20.350000  21.120001  20.070000  20.309999   5060800\n",
+       " 2025-04-11  20.540001  21.000000  20.260000  20.480000   4927800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'JOPA4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       JOPA4.SA   JOPA4.SA   JOPA4.SA   JOPA4.SA JOPA4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  34.523495  34.523495  34.523495  34.523495        0\n",
+       " 2024-04-12  34.523495  34.523495  34.523495  34.523495        0\n",
+       " 2024-04-15  34.523495  34.523495  34.523495  34.523495        0\n",
+       " 2024-04-16  34.523495  34.523495  34.523495  34.523495        0\n",
+       " 2024-04-17  34.523495  34.523495  34.523495  34.523495        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  24.000000  24.000000  24.000000  24.000000        0\n",
+       " 2025-04-08  24.000000  24.000000  24.000000  24.000000        0\n",
+       " 2025-04-09  24.000000  24.000000  24.000000  24.000000        0\n",
+       " 2025-04-10  24.000000  24.000000  24.000000  24.000000        0\n",
+       " 2025-04-11  24.000000  24.000000  24.000000  24.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BPAC11': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      BPAC11.SA  BPAC11.SA  BPAC11.SA  BPAC11.SA BPAC11.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  33.729939  34.196251  33.448207  34.099100   7352000\n",
+       " 2024-04-12  33.321911  33.856226  33.040180  33.856226   7706100\n",
+       " 2024-04-15  32.680733  33.428776  32.447579  33.370486  11013800\n",
+       " 2024-04-16  32.350430  32.807028  31.981264  32.505867  13007900\n",
+       " 2024-04-17  31.806395  32.719588  31.592667  32.398997   9944800\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  33.650002  34.450001  32.270000  32.610001  10317700\n",
+       " 2025-04-08  33.599998  34.400002  33.389999  33.650002  14001200\n",
+       " 2025-04-09  34.029999  34.820000  32.549999  33.400002  14262400\n",
+       " 2025-04-10  33.580002  33.709999  32.990002  33.709999   8755800\n",
+       " 2025-04-11  33.570000  33.840000  33.310001  33.759998   8776800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ODPV3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ODPV3.SA   ODPV3.SA   ODPV3.SA   ODPV3.SA ODPV3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  10.539479  10.758671  10.484681  10.758671  1820900\n",
+       " 2024-04-12  10.658207  10.731271  10.502946  10.685606  2156700\n",
+       " 2024-04-15  10.197723  10.339753  10.112506  10.320815  2103500\n",
+       " 2024-04-16  10.301879  10.339753  10.008351  10.140912  1353800\n",
+       " 2024-04-17  10.169317  10.368159   9.932601  10.301879  1029300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  10.630000  10.780000  10.500000  10.650000  1153500\n",
+       " 2025-04-08  10.670000  10.910000  10.540000  10.640000  1352600\n",
+       " 2025-04-09  10.810000  10.950000  10.510000  10.670000  1256100\n",
+       " 2025-04-10  10.860000  10.910000  10.620000  10.870000  1328700\n",
+       " 2025-04-11  10.830000  10.960000  10.740000  10.880000  1336600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EKTR4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       EKTR4.SA   EKTR4.SA   EKTR4.SA   EKTR4.SA EKTR4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  39.403172  39.426827  37.692046  38.212480     2700\n",
+       " 2024-04-12  36.320000  39.426833  36.320000  38.930054     1500\n",
+       " 2024-04-15  35.160728  36.318317  33.640837  36.309482     3400\n",
+       " 2024-04-16  35.054688  35.054688  34.966323  34.966323      200\n",
+       " 2024-04-17  35.346298  35.452336  35.028181  35.452336      300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  50.099998  50.099998  50.099998  50.099998        0\n",
+       " 2025-04-08  49.000000  49.009998  49.000000  49.009998      700\n",
+       " 2025-04-09  49.000000  49.000000  49.000000  49.000000      100\n",
+       " 2025-04-10  51.930000  51.930000  51.930000  51.930000      100\n",
+       " 2025-04-11  51.930000  51.930000  51.930000  51.930000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'DMVF3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     DMVF3.SA DMVF3.SA DMVF3.SA DMVF3.SA DMVF3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.78     6.93     6.67     6.72   139100\n",
+       " 2024-04-12     6.98     7.00     6.85     6.89   127500\n",
+       " 2024-04-15     6.90     7.00     6.80     6.98   132900\n",
+       " 2024-04-16     6.86     7.30     6.80     6.90   113600\n",
+       " 2024-04-17     7.21     7.23     6.81     6.81   115300\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     5.24     5.32     5.13     5.30    66100\n",
+       " 2025-04-08     5.21     5.33     5.11     5.16    86500\n",
+       " 2025-04-09     5.49     5.70     5.08     5.19   249900\n",
+       " 2025-04-10     5.62     5.72     5.35     5.40   227700\n",
+       " 2025-04-11     5.69     5.89     5.53     5.75    94000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'UNIP6': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       UNIP6.SA   UNIP6.SA   UNIP6.SA   UNIP6.SA UNIP6.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  55.460480  55.969293  55.356995  55.969293   163680\n",
+       " 2024-04-12  54.399738  55.883051  54.158267  55.572591   346940\n",
+       " 2024-04-15  53.649456  54.589461  53.520097  54.511846   238150\n",
+       " 2024-04-16  52.950916  53.675327  52.899175  53.658080   215490\n",
+       " 2024-04-17  52.847431  53.830557  52.778440  53.830557   149490\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  55.360001  55.910000  53.520000  54.980000   216100\n",
+       " 2025-04-08  53.279999  56.349998  53.080002  55.009998   138600\n",
+       " 2025-04-09  55.889999  55.889999  52.209999  52.299999   179100\n",
+       " 2025-04-10  54.560001  55.799999  53.869999  55.009998    93400\n",
+       " 2025-04-11  54.689999  55.619999  53.900002  54.200001   119200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PETR4': Price           Close       High        Low       Open     Volume\n",
+       " Ticker       PETR4.SA   PETR4.SA   PETR4.SA   PETR4.SA   PETR4.SA\n",
+       " Date                                                             \n",
+       " 2024-04-11  33.296608  33.686338  33.211885  33.550780   33195300\n",
+       " 2024-04-12  32.991596  33.932035  32.788260  33.652447   39613500\n",
+       " 2024-04-15  33.305084  33.423698  32.728959  32.991602   28692000\n",
+       " 2024-04-16  33.457584  33.643975  33.000073  33.050905   37303000\n",
+       " 2024-04-17  33.703281  33.847314  33.330496  33.457584   39221700\n",
+       " ...               ...        ...        ...        ...        ...\n",
+       " 2025-04-07  33.180000  34.549999  33.110001  33.919998   85724900\n",
+       " 2025-04-08  32.000000  33.939999  31.879999  33.700001   62128500\n",
+       " 2025-04-09  33.299999  33.580002  31.040001  31.309999  106391600\n",
+       " 2025-04-10  31.230000  33.020000  31.200001  33.000000   71250600\n",
+       " 2025-04-11  31.850000  32.299999  30.780001  31.500000   65329400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'UNIP5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       UNIP5.SA   UNIP5.SA   UNIP5.SA   UNIP5.SA UNIP5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  56.279312  56.279312  56.279312  56.279312      220\n",
+       " 2024-04-12  56.279312  56.279312  56.279312  56.279312      110\n",
+       " 2024-04-15  56.279312  56.279312  56.279312  56.279312        0\n",
+       " 2024-04-16  55.328499  55.337142  55.328499  55.337142      220\n",
+       " 2024-04-17  55.328499  55.328499  55.328499  55.328499        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  54.000000  54.000000  54.000000  54.000000      200\n",
+       " 2025-04-08  53.250000  55.470001  53.250000  55.470001      300\n",
+       " 2025-04-09  55.299999  55.540001  55.299999  55.540001      200\n",
+       " 2025-04-10  55.299999  55.299999  55.299999  55.299999        0\n",
+       " 2025-04-11  55.299999  55.299999  55.299999  55.299999        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LREN3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       LREN3.SA   LREN3.SA   LREN3.SA   LREN3.SA  LREN3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  14.563378  14.615733  14.240523  14.362685   9555590\n",
+       " 2024-04-12  14.013653  14.511023  13.970023  14.432490  16863880\n",
+       " 2024-04-15  13.839135  14.292878  13.778054  14.031103  18510470\n",
+       " 2024-04-16  14.031103  14.319055  13.455199  13.708249  16291990\n",
+       " 2024-04-17  13.664620  14.362686  13.507556  14.109637  16248210\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  12.120000  12.750000  12.030000  12.390000  26951700\n",
+       " 2025-04-08  11.990000  12.570000  11.910000  12.300000  17882800\n",
+       " 2025-04-09  12.760000  12.780000  11.770000  11.860000  28772800\n",
+       " 2025-04-10  12.670000  12.960000  12.490000  12.650000  19449300\n",
+       " 2025-04-11  12.800000  12.980000  12.540000  12.750000  15532900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CPLE6': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       CPLE6.SA   CPLE6.SA   CPLE6.SA   CPLE6.SA  CPLE6.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11   8.830221   9.184579   8.791912   9.175002  33423200\n",
+       " 2024-04-12   8.830221   8.973880   8.753603   8.811066  17565500\n",
+       " 2024-04-15   8.830221   8.945148   8.772757   8.830221  26609300\n",
+       " 2024-04-16   8.791912   8.906839   8.676985   8.801489  20761500\n",
+       " 2024-04-17   8.820644   8.897262   8.763180   8.811067  16751700\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  10.530000  10.780000  10.410000  10.530000  23823400\n",
+       " 2025-04-08  10.470000  10.720000  10.440000  10.560000  23991100\n",
+       " 2025-04-09  10.630000  10.820000  10.320000  10.400000  26298200\n",
+       " 2025-04-10  10.620000  10.690000  10.490000  10.520000  12650200\n",
+       " 2025-04-11  10.680000  10.760000  10.520000  10.680000  12342000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BMIN4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BMIN4.SA BMIN4.SA BMIN4.SA BMIN4.SA BMIN4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    15.30    15.30    15.30    15.30        0\n",
+       " 2024-04-12    15.37    15.60    15.37    15.60      200\n",
+       " 2024-04-15    15.10    15.40    15.10    15.40      400\n",
+       " 2024-04-16    15.10    15.10    15.10    15.10      100\n",
+       " 2024-04-17    15.10    15.10    15.10    15.10        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    15.37    15.89    15.37    15.70      900\n",
+       " 2025-04-08    15.43    15.43    15.40    15.40      300\n",
+       " 2025-04-09    15.43    15.43    15.43    15.43      100\n",
+       " 2025-04-10    16.90    17.00    16.90    17.00      400\n",
+       " 2025-04-11    16.93    16.93    16.93    16.93      200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MTSA4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       MTSA4.SA   MTSA4.SA   MTSA4.SA   MTSA4.SA MTSA4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  46.232647  46.232647  45.022662  45.022662     1700\n",
+       " 2024-04-12  45.773037  46.148227  45.773037  46.120086      700\n",
+       " 2024-04-15  44.544296  45.951254  44.187866  45.951254     4800\n",
+       " 2024-04-16  44.403595  44.403595  44.084684  44.197240     1500\n",
+       " 2024-04-17  45.679241  45.716761  44.347319  45.716761     2000\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  41.439999  43.180000  41.439999  43.180000     4500\n",
+       " 2025-04-08  41.090000  42.790001  41.090000  42.790001     2200\n",
+       " 2025-04-09  40.000000  40.619999  40.000000  40.599998     3700\n",
+       " 2025-04-10  39.009998  40.000000  39.009998  40.000000      900\n",
+       " 2025-04-11  39.660000  39.660000  39.660000  39.660000      400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'IGTI3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      IGTI3.SA  IGTI3.SA  IGTI3.SA  IGTI3.SA IGTI3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  3.081331  3.187584  3.081331  3.090990    43800\n",
+       " 2024-04-12  3.033034  3.081331  3.033034  3.081331    40100\n",
+       " 2024-04-15  2.975078  3.042694  2.975078  3.042694    62400\n",
+       " 2024-04-16  2.917122  2.955759  2.917122  2.955759    56300\n",
+       " 2024-04-17  2.907463  2.955759  2.907463  2.936441    45000\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  2.070000  2.160000  2.060000  2.110000   123800\n",
+       " 2025-04-08  2.110000  2.150000  2.060000  2.110000    37900\n",
+       " 2025-04-09  2.170000  2.200000  2.080000  2.100000   126300\n",
+       " 2025-04-10  2.140000  2.220000  2.100000  2.130000    42200\n",
+       " 2025-04-11  2.210000  2.220000  2.120000  2.140000    59000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BMKS3': Price            Close        High         Low        Open   Volume\n",
+       " Ticker        BMKS3.SA    BMKS3.SA    BMKS3.SA    BMKS3.SA BMKS3.SA\n",
+       " Date                                                               \n",
+       " 2024-04-11  358.922638  358.922638  358.922638  358.922638        0\n",
+       " 2024-04-12  384.238800  397.864289  372.430043  395.012007       17\n",
+       " 2024-04-15  381.513702  384.238800  376.971873  384.238800      222\n",
+       " 2024-04-16  374.246765  381.513693  363.346374  381.513693       34\n",
+       " 2024-04-17  381.513702  381.513702  367.888213  374.246775       92\n",
+       " ...                ...         ...         ...         ...      ...\n",
+       " 2025-04-07  375.000000  375.000000  351.079987  351.079987       11\n",
+       " 2025-04-08  361.049988  361.100006  355.579987  355.579987       41\n",
+       " 2025-04-09  366.000000  366.000000  351.510010  361.059998       39\n",
+       " 2025-04-10  365.010010  378.000000  362.000000  377.989990       16\n",
+       " 2025-04-11  380.000000  384.500000  377.799988  377.799988       99\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CURY3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CURY3.SA   CURY3.SA   CURY3.SA   CURY3.SA CURY3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  18.284657  18.320527  17.665903  18.186016  1848400\n",
+       " 2024-04-12  17.585194  18.401233  17.504486  18.293622  1629400\n",
+       " 2024-04-15  16.311817  17.621066  16.186272  17.540359  6305900\n",
+       " 2024-04-16  16.392521  16.464261  15.737895  16.105561  3244500\n",
+       " 2024-04-17  16.706383  16.948505  16.491164  16.509099  3013500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  25.360001  26.100000  24.629999  25.139999  2415400\n",
+       " 2025-04-08  26.090000  26.590000  25.510000  25.530001  2291500\n",
+       " 2025-04-09  26.150000  26.820000  25.730000  26.000000  4180200\n",
+       " 2025-04-10  25.620001  26.240000  25.350000  26.240000  1915100\n",
+       " 2025-04-11  25.930000  26.070000  25.010000  25.629999  2740500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BMIN3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BMIN3.SA BMIN3.SA BMIN3.SA BMIN3.SA BMIN3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    20.01    20.01    20.01    20.01        0\n",
+       " 2024-04-12    20.01    20.01    20.01    20.01        0\n",
+       " 2024-04-15    20.01    20.01    20.01    20.01        0\n",
+       " 2024-04-16    20.01    20.01    20.01    20.01        0\n",
+       " 2024-04-17    20.01    20.01    20.01    20.01        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    20.00    20.00    20.00    20.00        0\n",
+       " 2025-04-08    17.51    17.51    17.51    17.51      100\n",
+       " 2025-04-09    17.51    17.51    17.51    17.51        0\n",
+       " 2025-04-10    17.51    17.51    17.51    17.51        0\n",
+       " 2025-04-11    17.51    17.51    17.51    17.51        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BPAN4': Price          Close      High       Low      Open    Volume\n",
+       " Ticker      BPAN4.SA  BPAN4.SA  BPAN4.SA  BPAN4.SA  BPAN4.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11  8.969240  8.978885  8.728132  8.882441   2748800\n",
+       " 2024-04-12  9.027106  9.036751  8.766709  8.959596   3865000\n",
+       " 2024-04-15  8.911374  9.133194  8.892086  9.065683  11079300\n",
+       " 2024-04-16  8.728132  8.843864  8.525601  8.843864   5236200\n",
+       " 2024-04-17  8.728132  8.930664  8.612400  8.757065   3174600\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07  7.250000  7.300000  6.850000  6.940000   1627900\n",
+       " 2025-04-08  7.030000  7.330000  7.000000  7.320000   1475500\n",
+       " 2025-04-09  7.140000  7.260000  6.910000  7.000000   1600600\n",
+       " 2025-04-10  7.140000  7.170000  7.020000  7.160000   1563700\n",
+       " 2025-04-11  7.250000  7.280000  7.090000  7.180000   4313300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PETR3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       PETR3.SA   PETR3.SA   PETR3.SA   PETR3.SA  PETR3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  33.574791  33.996230  33.574791  33.814431   7219900\n",
+       " 2024-04-12  33.302094  34.235875  33.029398  33.880542  10318000\n",
+       " 2024-04-15  33.789639  33.905328  33.136818  33.219455  13367800\n",
+       " 2024-04-16  33.954914  34.186292  33.442575  33.583054  10944200\n",
+       " 2024-04-17  34.004494  34.268927  33.880539  34.037546  10628800\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  35.630001  37.570000  35.520000  37.200001  28421800\n",
+       " 2025-04-08  34.490002  36.520000  34.130001  36.139999  18081300\n",
+       " 2025-04-09  35.570000  35.990002  33.450001  33.700001  29549700\n",
+       " 2025-04-10  33.259998  35.299999  33.180000  35.209999  16049900\n",
+       " 2025-04-11  33.919998  34.290001  32.740002  33.560001  19003500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PTNT3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     PTNT3.SA PTNT3.SA PTNT3.SA PTNT3.SA PTNT3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    10.00    10.41     9.70    10.41    14100\n",
+       " 2024-04-12     9.90     9.90     9.75     9.75     4600\n",
+       " 2024-04-15     9.80    10.00     9.80     9.81     1500\n",
+       " 2024-04-16     9.87     9.87     9.87     9.87      100\n",
+       " 2024-04-17     9.87     9.87     9.87     9.87      200\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     9.09     9.09     8.95     9.07     1200\n",
+       " 2025-04-08     9.19     9.19     9.19     9.19      100\n",
+       " 2025-04-09     9.11     9.32     8.60     8.60      900\n",
+       " 2025-04-10     9.11     9.11     9.11     9.11        0\n",
+       " 2025-04-11     9.11     9.11     9.11     9.11        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ANIM3': Price          Close      High       Low      Open    Volume\n",
+       " Ticker      ANIM3.SA  ANIM3.SA  ANIM3.SA  ANIM3.SA  ANIM3.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11  3.976929  4.073499  3.924254  4.073499   3563800\n",
+       " 2024-04-12  3.660882  4.003266  3.616986  4.003266  12494900\n",
+       " 2024-04-15  3.318497  3.678440  3.257044  3.643324  13453300\n",
+       " 2024-04-16  3.169252  3.292160  3.107799  3.292160  11699600\n",
+       " 2024-04-17  3.063904  3.283381  2.984892  3.186811   8811100\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07  2.230000  2.390000  2.160000  2.290000  19274000\n",
+       " 2025-04-08  2.180000  2.330000  2.110000  2.280000  13956200\n",
+       " 2025-04-09  2.480000  2.480000  2.130000  2.130000  19476000\n",
+       " 2025-04-10  2.370000  2.500000  2.340000  2.470000   9665000\n",
+       " 2025-04-11  2.530000  2.580000  2.380000  2.400000  12060900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BMOB3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BMOB3.SA   BMOB3.SA   BMOB3.SA   BMOB3.SA BMOB3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.589216  12.665688  12.484067  12.560539   157900\n",
+       " 2024-04-12  12.331123  12.522304  12.225975  12.503186   482300\n",
+       " 2024-04-15  12.006117  12.331122  11.862731  12.331122   492800\n",
+       " 2024-04-16  12.006117  12.283328  11.757582  11.986998  1951800\n",
+       " 2024-04-17  12.101707  12.292887  11.986998  12.015675   450100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  17.209999  17.379999  16.709999  16.830000   628400\n",
+       " 2025-04-08  16.580000  17.459999  16.580000  17.410000   297800\n",
+       " 2025-04-09  16.830000  16.990000  16.420000  16.760000   369000\n",
+       " 2025-04-10  16.650000  16.809999  16.549999  16.760000   320700\n",
+       " 2025-04-11  16.860001  17.080000  16.410000  16.900000   604800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'KLBN4': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      KLBN4.SA  KLBN4.SA  KLBN4.SA  KLBN4.SA KLBN4.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.384663  4.402132  4.340991  4.375929  1259720\n",
+       " 2024-04-12  4.349726  4.410867  4.340991  4.367194   873510\n",
+       " 2024-04-15  4.306054  4.358459  4.279850  4.349725  4099040\n",
+       " 2024-04-16  4.279850  4.340991  4.253647  4.288585  1139930\n",
+       " 2024-04-17  4.262382  4.306054  4.244912  4.288585   914980\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.600000  3.720000  3.600000  3.660000  4527300\n",
+       " 2025-04-08  3.610000  3.680000  3.580000  3.620000  3335400\n",
+       " 2025-04-09  3.710000  3.740000  3.590000  3.600000  2860600\n",
+       " 2025-04-10  3.610000  3.740000  3.580000  3.740000  2777300\n",
+       " 2025-04-11  3.590000  3.640000  3.560000  3.620000  4055300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CXSE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CXSE3.SA   CXSE3.SA   CXSE3.SA   CXSE3.SA CXSE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  14.616921  14.771936  14.352485  14.452789  3055400\n",
+       " 2024-04-12  14.388958  14.817527  14.270418  14.680750  3709200\n",
+       " 2024-04-15  14.215707  14.489261  14.170114  14.407195  2808900\n",
+       " 2024-04-16  14.042457  14.197471  13.951272  14.151879  2583200\n",
+       " 2024-04-17  14.024220  14.133641  13.923917  14.069812  3328800\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  14.750000  15.120000  14.700000  14.930000  5520400\n",
+       " 2025-04-08  15.130000  15.280000  14.790000  14.860000  5430500\n",
+       " 2025-04-09  15.520000  15.680000  15.050000  15.100000  5149100\n",
+       " 2025-04-10  15.160000  15.460000  15.020000  15.430000  2427400\n",
+       " 2025-04-11  15.280000  15.300000  15.010000  15.190000  2017800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'KLBN11': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      KLBN11.SA  KLBN11.SA  KLBN11.SA  KLBN11.SA KLBN11.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  21.646969  21.681315  21.294917  21.492410   3740770\n",
+       " 2024-04-12  21.406542  21.707075  21.355023  21.500995   3319800\n",
+       " 2024-04-15  20.994381  21.380780  20.899927  21.380780   5375920\n",
+       " 2024-04-16  20.994381  21.294914  20.831234  20.951448   4983880\n",
+       " 2024-04-17  20.917105  21.166117  20.822651  21.037317   3742970\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  18.110001  18.709999  18.080000  18.450001   7195700\n",
+       " 2025-04-08  18.139999  18.490000  18.000000  18.290001   5867100\n",
+       " 2025-04-09  18.639999  18.820000  18.040001  18.139999   7243900\n",
+       " 2025-04-10  18.209999  18.680000  17.990000  18.639999   5632400\n",
+       " 2025-04-11  18.090000  18.340000  17.879999  18.299999   6870800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PNVL3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       PNVL3.SA   PNVL3.SA   PNVL3.SA   PNVL3.SA PNVL3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  11.625176  11.663734  11.374551  11.470944   211600\n",
+       " 2024-04-12  11.461305  11.625175  11.384189  11.625175   271000\n",
+       " 2024-04-15  11.085367  11.567340  11.027530  11.567340   321600\n",
+       " 2024-04-16  10.854020  11.085367  10.680510  11.085367   442500\n",
+       " 2024-04-17  10.796183  10.969693  10.699789  10.882938   367100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   8.550000   8.880000   8.490000   8.700000   299100\n",
+       " 2025-04-08   8.550000   8.740000   8.500000   8.530000   172700\n",
+       " 2025-04-09   8.810000   8.930000   8.410000   8.550000   284300\n",
+       " 2025-04-10   8.700000   8.890000   8.530000   8.770000   138900\n",
+       " 2025-04-11   8.720000   8.750000   8.540000   8.700000   399600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MDIA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       MDIA3.SA   MDIA3.SA   MDIA3.SA   MDIA3.SA MDIA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  34.734890  35.390448  34.470709  35.390448   916300\n",
+       " 2024-04-12  34.186954  34.832730  33.834717  34.832730   923600\n",
+       " 2024-04-15  33.658600  34.186959  33.208511  34.177176  2267400\n",
+       " 2024-04-16  33.423767  34.049973  33.306354  33.502045  1178600\n",
+       " 2024-04-17  33.413982  33.766220  33.335705  33.746655   784500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  24.000000  24.219999  22.780001  23.530001   770400\n",
+       " 2025-04-08  23.780001  24.480000  23.719999  24.200001   573800\n",
+       " 2025-04-09  23.740000  24.129999  23.290001  23.690001   589800\n",
+       " 2025-04-10  23.260000  24.020000  23.219999  23.600000   643000\n",
+       " 2025-04-11  23.889999  23.889999  23.340000  23.400000   310700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'KLBN3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      KLBN3.SA  KLBN3.SA  KLBN3.SA  KLBN3.SA KLBN3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  4.369087  4.395302  4.334134  4.360349   240020\n",
+       " 2024-04-12  4.325397  4.404041  4.325397  4.377826   293150\n",
+       " 2024-04-15  4.246753  4.334134  4.194324  4.325397   729630\n",
+       " 2024-04-16  4.238014  4.299182  4.194324  4.246752   236500\n",
+       " 2024-04-17  4.255491  4.290444  4.211800  4.246753   220000\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  3.730000  3.830000  3.700000  3.800000  1258800\n",
+       " 2025-04-08  3.730000  3.820000  3.720000  3.760000   706000\n",
+       " 2025-04-09  3.840000  3.880000  3.720000  3.750000   542200\n",
+       " 2025-04-10  3.730000  3.850000  3.710000  3.810000   643300\n",
+       " 2025-04-11  3.720000  3.760000  3.670000  3.740000   982800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GMAT3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      GMAT3.SA  GMAT3.SA  GMAT3.SA  GMAT3.SA GMAT3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  7.993287  8.080698  7.886451  7.915588  3294800\n",
+       " 2024-04-12  7.750478  7.993287  7.653354  7.993287  5413800\n",
+       " 2024-04-15  7.468819  7.740765  7.429969  7.711628  7839800\n",
+       " 2024-04-16  7.206584  7.429969  7.167735  7.429969  7342700\n",
+       " 2024-04-17  7.128886  7.352270  7.080324  7.226009  5394900\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  6.950000  7.190000  6.790000  6.860000  3833400\n",
+       " 2025-04-08  6.760000  7.010000  6.740000  7.000000  3728000\n",
+       " 2025-04-09  7.260000  7.270000  6.680000  6.710000  5060600\n",
+       " 2025-04-10  7.440000  7.440000  7.190000  7.240000  7364800\n",
+       " 2025-04-11  7.570000  7.700000  7.360000  7.470000  7086800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AFLT3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      AFLT3.SA  AFLT3.SA  AFLT3.SA  AFLT3.SA AFLT3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  6.905704  7.369797  6.692221  7.369797     2300\n",
+       " 2024-04-12  6.812885  6.961395  6.812885  6.961395      200\n",
+       " 2024-04-15  7.342591  7.896199  7.342591  7.663101     3700\n",
+       " 2024-04-16  7.342591  7.352303  7.342591  7.352303     1300\n",
+       " 2024-04-17  7.342591  7.342591  7.332879  7.332879      600\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  7.300000  7.300000  7.300000  7.300000        0\n",
+       " 2025-04-08  7.300000  7.300000  7.300000  7.300000        0\n",
+       " 2025-04-09  7.300000  7.300000  7.300000  7.300000        0\n",
+       " 2025-04-10  7.300000  7.300000  7.300000  7.300000        0\n",
+       " 2025-04-11  7.300000  7.300000  7.300000  7.300000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GGPS3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       GGPS3.SA   GGPS3.SA   GGPS3.SA   GGPS3.SA GGPS3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  19.576731  19.712612  19.091437  19.421437  2658000\n",
+       " 2024-04-12  19.247751  19.784037  19.013736  19.676780  3524400\n",
+       " 2024-04-15  18.584709  19.189249  18.409197  19.150246  4285300\n",
+       " 2024-04-16  17.989922  18.584709  17.989922  18.487202  4761700\n",
+       " 2024-04-17  17.960669  18.418948  17.960669  17.999670  4398900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  12.685575  12.958593  12.383305  12.685575  2748700\n",
+       " 2025-04-08  12.432059  12.939093  12.393057  12.831835  1793200\n",
+       " 2025-04-09  12.666074  12.773331  12.120039  12.324802  3061100\n",
+       " 2025-04-10  12.705076  12.919590  12.422308  12.519815  2390700\n",
+       " 2025-04-11  13.190000  13.260000  12.530000  12.750000  2624400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'FESA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       FESA3.SA   FESA3.SA   FESA3.SA   FESA3.SA FESA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  15.358855  15.358855  15.358855  15.358855      100\n",
+       " 2024-04-12  15.281965  15.281965  15.272355  15.272355      500\n",
+       " 2024-04-15  14.830235  14.993627  14.830235  14.993627      200\n",
+       " 2024-04-16  14.416948  14.513062  14.416948  14.513062      600\n",
+       " 2024-04-17  14.416948  14.416948  14.378503  14.397725      500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  11.990000  11.990000  11.990000  11.990000        0\n",
+       " 2025-04-08  11.680000  11.680000  11.680000  11.680000      100\n",
+       " 2025-04-09  12.560000  12.560000  11.680000  11.680000      200\n",
+       " 2025-04-10  12.600000  12.600000  12.600000  12.600000      100\n",
+       " 2025-04-11  12.600000  12.600000  12.600000  12.600000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'B3SA3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       B3SA3.SA   B3SA3.SA   B3SA3.SA   B3SA3.SA  B3SA3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  11.649279  11.727071  11.503420  11.610383  37532200\n",
+       " 2024-04-12  11.386733  11.659003  11.386733  11.581212  38489000\n",
+       " 2024-04-15  11.163080  11.445075  11.026946  11.396455  51176300\n",
+       " 2024-04-16  11.017222  11.143634  10.842191  11.026947  49107500\n",
+       " 2024-04-17  10.929708  11.172806  10.832469  11.056119  48295800\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  11.950000  12.250000  11.620000  11.860000  50560500\n",
+       " 2025-04-08  11.740000  12.170000  11.650000  12.020000  35507800\n",
+       " 2025-04-09  12.170000  12.250000  11.600000  11.620000  71372100\n",
+       " 2025-04-10  11.860000  12.170000  11.750000  12.160000  37053200\n",
+       " 2025-04-11  11.940000  12.000000  11.710000  11.950000  46094000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VAMO3': Price          Close      High       Low      Open    Volume\n",
+       " Ticker      VAMO3.SA  VAMO3.SA  VAMO3.SA  VAMO3.SA  VAMO3.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11  7.867762  8.239692  7.839152  8.001275   8149700\n",
+       " 2024-04-12  7.724711  7.944055  7.667491  7.839151   9274900\n",
+       " 2024-04-15  7.228804  7.762858  7.152510  7.743784  10745000\n",
+       " 2024-04-16  7.123900  7.266951  7.018997  7.066680   9274100\n",
+       " 2024-04-17  7.305097  7.381390  7.162047  7.200194   9737800\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07  4.230000  4.460000  4.130000  4.180000  11947600\n",
+       " 2025-04-08  4.130000  4.420000  4.090000  4.300000  11753300\n",
+       " 2025-04-09  4.350000  4.450000  3.970000  3.990000  14177600\n",
+       " 2025-04-10  4.320000  4.370000  4.150000  4.370000   9614600\n",
+       " 2025-04-11  4.870000  4.920000  4.410000  4.450000  16814500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GUAR3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      GUAR3.SA  GUAR3.SA  GUAR3.SA  GUAR3.SA GUAR3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  7.946223  8.162581  7.828210  8.083906  1687900\n",
+       " 2024-04-12  7.503674  7.946223  7.415164  7.946223  2054000\n",
+       " 2024-04-15  7.257813  7.582349  7.100462  7.523343  5231500\n",
+       " 2024-04-16  7.110297  7.277482  6.884105  7.080793  3752000\n",
+       " 2024-04-17  7.041455  7.336489  6.913608  7.198807  2354900\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  6.260000  6.600000  6.160000  6.250000  1669100\n",
+       " 2025-04-08  6.410000  6.610000  6.320000  6.380000  2616900\n",
+       " 2025-04-09  6.680000  6.740000  6.260000  6.270000  2198900\n",
+       " 2025-04-10  6.390000  6.700000  6.340000  6.690000  1440300\n",
+       " 2025-04-11  6.590000  6.630000  6.300000  6.440000  1491200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'IGTI11': Price           Close       High        Low       Open    Volume\n",
+       " Ticker      IGTI11.SA  IGTI11.SA  IGTI11.SA  IGTI11.SA IGTI11.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  22.022909  22.284166  21.868091  22.061613   3689700\n",
+       " 2024-04-12  21.539103  22.177728  21.393961  21.935824   3150400\n",
+       " 2024-04-15  20.871447  21.452016  20.745658  21.442339   4399400\n",
+       " 2024-04-16  20.697277  21.084324  20.532783  20.755335   3417100\n",
+       " 2024-04-17  20.619865  20.968207  20.406991  20.929502   2811000\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  18.500000  18.870001  18.040001  18.250000   3281100\n",
+       " 2025-04-08  18.370001  18.840000  18.260000  18.580000   2108800\n",
+       " 2025-04-09  18.860001  19.200001  18.080000  18.129999   3248600\n",
+       " 2025-04-10  18.620001  18.870001  18.330000  18.629999   1789400\n",
+       " 2025-04-11  19.000000  19.059999  18.530001  18.780001   2297200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TFCO4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TFCO4.SA   TFCO4.SA   TFCO4.SA   TFCO4.SA TFCO4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  11.703998  11.791998  11.303109  11.537775   128200\n",
+       " 2024-04-12  11.371552  11.674662  11.342218  11.655107   488700\n",
+       " 2024-04-15  11.244440  11.420440  11.117329  11.420440   229000\n",
+       " 2024-04-16  11.097774  11.127107  11.029329  11.048884    77800\n",
+       " 2024-04-17  10.951106  11.107550  10.853329  11.087995   218500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  10.580000  10.900000  10.500000  10.730000   412700\n",
+       " 2025-04-08  10.670000  11.000000  10.590000  10.600000   209700\n",
+       " 2025-04-09  10.920000  11.000000  10.500000  10.580000   727100\n",
+       " 2025-04-10  10.780000  10.890000  10.720000  10.860000   235500\n",
+       " 2025-04-11  10.870000  10.880000  10.650000  10.850000   186600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TASA4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TASA4.SA   TASA4.SA   TASA4.SA   TASA4.SA TASA4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.590453  12.736741  12.580700  12.687978   193800\n",
+       " 2024-04-12  12.463671  12.668473  12.356394  12.668473   352400\n",
+       " 2024-04-15  12.141839  12.473424  12.141839  12.463671   590400\n",
+       " 2024-04-16  11.995552  12.219859  11.995552  12.141839   366400\n",
+       " 2024-04-17  11.868770  12.180849  11.849264  12.073572   302800\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   8.130000   8.240000   8.050000   8.240000   311500\n",
+       " 2025-04-08   8.020000   8.310000   8.020000   8.150000   307700\n",
+       " 2025-04-09   8.130000   8.250000   7.970000   8.020000   259200\n",
+       " 2025-04-10   8.400000   8.520000   8.130000   8.220000   363500\n",
+       " 2025-04-11   8.570000   8.580000   8.320000   8.430000   169600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TASA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TASA3.SA   TASA3.SA   TASA3.SA   TASA3.SA TASA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  13.182427  13.319134  13.075015  13.319134     4100\n",
+       " 2024-04-12  12.996898  13.289840  12.987133  13.182428     8300\n",
+       " 2024-04-15  12.684424  13.016426  12.674659  13.016426    27800\n",
+       " 2024-04-16  12.743013  12.821131  12.547718  12.684424    15000\n",
+       " 2024-04-17  12.723484  12.918779  12.674660  12.743014    13100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   8.120000   8.380000   8.120000   8.380000     4000\n",
+       " 2025-04-08   8.170000   8.320000   8.090000   8.160000     6600\n",
+       " 2025-04-09   8.150000   8.200000   8.050000   8.170000    21200\n",
+       " 2025-04-10   8.350000   8.550000   8.160000   8.230000    11800\n",
+       " 2025-04-11   8.590000   8.600000   8.370000   8.370000     4000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SOJA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       SOJA3.SA   SOJA3.SA   SOJA3.SA   SOJA3.SA SOJA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  16.248447  16.521039  16.034267  16.326331   204200\n",
+       " 2024-04-12  16.258183  16.452890  16.044002  16.258183   358800\n",
+       " 2024-04-15  16.141356  16.297122  15.975853  16.258182   443600\n",
+       " 2024-04-16  16.141356  16.404213  15.878498  16.073208   222000\n",
+       " 2024-04-17  16.180300  16.394479  16.024531  16.199769   181600\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  10.020000  10.210000   9.940000  10.090000   966400\n",
+       " 2025-04-08   9.870000  10.230000   9.860000  10.050000  1242400\n",
+       " 2025-04-09   9.990000  10.150000   9.690000   9.870000  1017600\n",
+       " 2025-04-10   9.560000  10.150000   9.550000  10.110000  1473800\n",
+       " 2025-04-11   9.950000   9.990000   9.600000   9.620000  1718000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ASAI3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       ASAI3.SA   ASAI3.SA   ASAI3.SA   ASAI3.SA  ASAI3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  13.948981  14.047352  13.830936  13.948981   5563300\n",
+       " 2024-04-12  13.752238  14.037515  13.712890  13.811261   8459200\n",
+       " 2024-04-15  13.506311  13.752238  13.378430  13.693216  16579900\n",
+       " 2024-04-16  12.788205  13.299734  12.739020  13.280059  17806100\n",
+       " 2024-04-17  12.630812  12.916087  12.502930  12.896412  11080000\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07   8.010000   8.210000   7.640000   7.770000  17470600\n",
+       " 2025-04-08   7.670000   8.210000   7.580000   8.130000  19370700\n",
+       " 2025-04-09   8.200000   8.390000   7.490000   7.580000  22700800\n",
+       " 2025-04-10   8.220000   8.330000   8.020000   8.160000  12172800\n",
+       " 2025-04-11   8.300000   8.470000   8.160000   8.300000  11854100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ABEV3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       ABEV3.SA   ABEV3.SA   ABEV3.SA   ABEV3.SA  ABEV3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  11.454531  11.557810  11.332474  11.360642  21019300\n",
+       " 2024-04-12  11.379418  11.463919  11.313696  11.416974  16269700\n",
+       " 2024-04-15  11.332474  11.407585  11.247973  11.360641  31625300\n",
+       " 2024-04-16  11.210418  11.370030  11.210418  11.266752  31317300\n",
+       " 2024-04-17  11.182251  11.304308  11.116529  11.266752  26530200\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  13.180000  13.600000  12.990000  13.290000  50069000\n",
+       " 2025-04-08  13.240000  13.480000  13.150000  13.160000  39798300\n",
+       " 2025-04-09  13.670000  13.880000  13.150000  13.190000  51912400\n",
+       " 2025-04-10  13.600000  13.740000  13.520000  13.670000  21741000\n",
+       " 2025-04-11  13.480000  13.730000  13.440000  13.730000  35635500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VIVT3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       VIVT3.SA   VIVT3.SA   VIVT3.SA   VIVT3.SA VIVT3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  46.501060  47.282668  46.322136  47.084912  1849700\n",
+       " 2024-04-12  46.209133  46.425723  45.681781  46.322136  1615800\n",
+       " 2024-04-15  45.964294  46.406890  45.700616  46.162050  2138800\n",
+       " 2024-04-16  45.851292  46.359810  45.455780  45.606452  2174100\n",
+       " 2024-04-17  46.058460  46.143213  45.531108  45.898373  1835400\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  49.520000  51.160000  49.259998  50.939999  2181500\n",
+       " 2025-04-08  50.040001  50.270000  49.520000  49.520000  1537900\n",
+       " 2025-04-09  50.730000  51.799999  49.740002  49.849998  2493500\n",
+       " 2025-04-10  50.639999  51.099998  50.060001  50.419998  1397300\n",
+       " 2025-04-11  50.450001  51.119999  49.930000  51.020000  1257700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EQTL3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       EQTL3.SA   EQTL3.SA   EQTL3.SA   EQTL3.SA  EQTL3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  31.234989  31.578553  30.940505  31.254622   9087100\n",
+       " 2024-04-12  31.058298  31.264438  30.891423  31.028851   5813700\n",
+       " 2024-04-15  30.911057  31.303702  30.587124  30.950322  12828200\n",
+       " 2024-04-16  30.753998  31.215356  30.587123  30.587123   8850100\n",
+       " 2024-04-17  30.567492  30.979770  30.479146  30.861977   8782500\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  32.790001  33.619999  32.599998  33.270000  18873000\n",
+       " 2025-04-08  32.959999  33.669998  32.669998  32.730000   9053600\n",
+       " 2025-04-09  33.380001  33.900002  32.320000  32.919998  11678100\n",
+       " 2025-04-10  33.200001  33.439999  32.680000  33.099998   7200400\n",
+       " 2025-04-11  33.599998  33.759998  32.970001  33.320000   6674900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ALOS3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ALOS3.SA   ALOS3.SA   ALOS3.SA   ALOS3.SA ALOS3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  21.651133  21.808967  21.456162  21.678986  7734600\n",
+       " 2024-04-12  21.205484  21.623281  21.056935  21.623281  6334000\n",
+       " 2024-04-15  20.741264  21.168344  20.527724  21.168344  7318000\n",
+       " 2024-04-16  20.499872  20.880531  20.314184  20.611285  9148000\n",
+       " 2024-04-17  20.267763  20.778402  20.156350  20.629853  6391300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  19.150000  19.770000  18.959999  19.190001  3651800\n",
+       " 2025-04-08  19.190001  19.610001  19.000000  19.200001  3488100\n",
+       " 2025-04-09  19.580000  19.940001  18.809999  18.920000  4853600\n",
+       " 2025-04-10  19.629999  19.629999  19.230000  19.469999  3170700\n",
+       " 2025-04-11  19.750000  19.959999  19.500000  19.690001  3495400\n",
+       " \n",
+       " [251 rows x 5 columns],\n",
+       " 'ENMT3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ENMT3.SA   ENMT3.SA   ENMT3.SA   ENMT3.SA ENMT3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  73.651344  73.651344  73.651344  73.651344        0\n",
+       " 2024-04-12  72.207016  72.216583  70.781817  70.791384     1400\n",
+       " 2024-04-15  69.060097  71.250508  69.060097  70.160086     3700\n",
+       " 2024-04-16  69.060097  69.060097  69.060097  69.060097        0\n",
+       " 2024-04-17  72.694839  72.694839  72.694839  72.694839      100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  81.989998  81.989998  81.989998  81.989998        0\n",
+       " 2025-04-08  75.010002  77.040001  75.010002  77.040001      500\n",
+       " 2025-04-09  75.010002  75.010002  75.010002  75.010002        0\n",
+       " 2025-04-10  75.000000  76.989998  75.000000  76.989998      200\n",
+       " 2025-04-11  77.000000  77.000000  73.510002  73.510002      200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'STBP3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       STBP3.SA   STBP3.SA   STBP3.SA   STBP3.SA STBP3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.407434  12.763270  12.210788  12.716450  6537700\n",
+       " 2024-04-12  11.901773  12.416799  11.714492  12.416799  7477600\n",
+       " 2024-04-15  12.060964  12.285702  11.901774  11.976687  8726500\n",
+       " 2024-04-16  12.032870  12.145239  11.798768  11.967321  5122000\n",
+       " 2024-04-17  12.117146  12.332521  12.060962  12.154603  5230600\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  13.300000  13.340000  13.260000  13.290000  4759200\n",
+       " 2025-04-08  13.320000  13.330000  13.270000  13.300000  4442200\n",
+       " 2025-04-09  13.330000  13.350000  13.290000  13.350000  6234700\n",
+       " 2025-04-10  13.340000  13.350000  13.280000  13.310000  4736000\n",
+       " 2025-04-11  13.330000  13.350000  13.310000  13.350000  2073600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PORT3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       PORT3.SA   PORT3.SA   PORT3.SA   PORT3.SA PORT3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  16.149210  16.362801  16.065631  16.344227  1288000\n",
+       " 2024-04-12  15.917048  16.158497  15.824184  16.158497  1094800\n",
+       " 2024-04-15  15.777752  16.000628  15.740607  16.000628  1026000\n",
+       " 2024-04-16  15.740606  15.787038  15.619881  15.684886  1106700\n",
+       " 2024-04-17  15.684884  15.814896  15.619879  15.768463   438900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  17.000000  17.100000  16.830000  16.969999  1363900\n",
+       " 2025-04-08  16.910000  17.080000  16.879999  17.059999  1038100\n",
+       " 2025-04-09  17.049999  17.100000  16.870001  16.910000   680500\n",
+       " 2025-04-10  17.040001  17.080000  16.900000  17.020000   659100\n",
+       " 2025-04-11  17.120001  17.139999  16.950001  17.030001  4669200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MERC4': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      MERC4.SA  MERC4.SA  MERC4.SA  MERC4.SA MERC4.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  7.197647  7.197647  7.197647  7.197647      100\n",
+       " 2024-04-12  7.102941  7.102941  6.629412  6.638882      900\n",
+       " 2024-04-15  7.301823  7.301823  7.301823  7.301823      100\n",
+       " 2024-04-16  7.301823  7.301823  7.301823  7.301823        0\n",
+       " 2024-04-17  7.301823  7.301823  7.301823  7.301823        0\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  9.600000  9.600000  9.600000  9.600000      500\n",
+       " 2025-04-08  9.600000  9.600000  9.600000  9.600000        0\n",
+       " 2025-04-09  9.600000  9.600000  9.600000  9.600000        0\n",
+       " 2025-04-10  9.600000  9.600000  9.600000  9.600000        0\n",
+       " 2025-04-11  9.600000  9.600000  9.600000  9.600000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AZZA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       AZZA3.SA   AZZA3.SA   AZZA3.SA   AZZA3.SA AZZA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  52.503540  53.087452  52.338096  52.707909  2448700\n",
+       " 2024-04-12  51.248123  53.145842  51.111877  53.038791  2519900\n",
+       " 2024-04-15  49.593704  51.481693  48.785959  51.248126  3709200\n",
+       " 2024-04-16  50.021908  50.888045  48.659442  48.824882  2986500\n",
+       " 2024-04-17  49.476921  51.471957  49.233624  50.508503  3023100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  24.219999  24.719999  23.299999  23.780001  2822900\n",
+       " 2025-04-08  24.750000  24.950001  24.020000  24.740000  2780800\n",
+       " 2025-04-09  25.730000  25.760000  24.270000  24.480000  3623600\n",
+       " 2025-04-10  25.230000  25.780001  25.040001  25.400000   973200\n",
+       " 2025-04-11  26.240000  26.440001  25.100000  25.440001  2167800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BAUH4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BAUH4.SA   BAUH4.SA   BAUH4.SA   BAUH4.SA BAUH4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  77.942886  77.942886  76.903645  76.903645      600\n",
+       " 2024-04-12  77.893394  77.893394  76.923443  76.923443      300\n",
+       " 2024-04-15  77.962677  77.962677  76.923443  76.923443      400\n",
+       " 2024-04-16  77.962677  77.962677  76.923443  76.923443      500\n",
+       " 2024-04-17  77.972580  77.972580  76.953138  76.953138      300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  78.989998  78.989998  78.989998  78.989998        0\n",
+       " 2025-04-08  78.989998  78.989998  78.989998  78.989998        0\n",
+       " 2025-04-09  78.989998  78.989998  78.989998  78.989998        0\n",
+       " 2025-04-10  78.989998  78.989998  78.989998  78.989998        0\n",
+       " 2025-04-11  78.989998  78.989998  78.989998  78.989998        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ENMT4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ENMT4.SA   ENMT4.SA   ENMT4.SA   ENMT4.SA ENMT4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  71.487358  71.487358  71.487358  71.487358        0\n",
+       " 2024-04-12  71.487358  71.487358  71.487358  71.487358        0\n",
+       " 2024-04-15  76.253189  76.253189  76.253189  76.253189      100\n",
+       " 2024-04-16  76.253189  76.253189  76.253189  76.253189        0\n",
+       " 2024-04-17  76.253189  76.253189  76.253189  76.253189        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  79.989998  79.989998  79.989998  79.989998        0\n",
+       " 2025-04-08  79.989998  79.989998  79.989998  79.989998        0\n",
+       " 2025-04-09  79.989998  79.989998  79.989998  79.989998        0\n",
+       " 2025-04-10  79.989998  79.989998  79.989998  79.989998        0\n",
+       " 2025-04-11  79.989998  79.989998  79.989998  79.989998        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MNPR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       MNPR3.SA   MNPR3.SA   MNPR3.SA   MNPR3.SA MNPR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  19.500000  19.500000  18.299999  18.590000     1900\n",
+       " 2024-04-12  19.309999  19.309999  18.629999  18.629999     2600\n",
+       " 2024-04-15  19.309999  19.309999  19.309999  19.309999        0\n",
+       " 2024-04-16  19.309999  19.309999  19.309999  19.309999        0\n",
+       " 2024-04-17  19.500000  19.500000  18.150000  18.510000     2500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  27.870001  27.879999  27.200001  27.299999      500\n",
+       " 2025-04-08  27.639999  27.870001  27.000000  27.510000     2700\n",
+       " 2025-04-09  27.500000  27.600000  27.000000  27.590000     2100\n",
+       " 2025-04-10  27.549999  27.580000  27.000000  27.150000     3500\n",
+       " 2025-04-11  27.370001  27.490000  26.000000  27.480000     1800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'REAG3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     REAG3.SA REAG3.SA REAG3.SA REAG3.SA REAG3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     5.11     5.12     5.11     5.11    10000\n",
+       " 2024-04-12     5.17     5.19     5.12     5.12   150400\n",
+       " 2024-04-15     5.12     5.17     5.12     5.16     7800\n",
+       " 2024-04-16     5.13     5.13     5.12     5.12    52500\n",
+       " 2024-04-17     5.13     5.13     5.12     5.12     9200\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     4.45     4.45     4.20     4.20     3500\n",
+       " 2025-04-08     4.41     4.42     4.40     4.41      400\n",
+       " 2025-04-09     4.41     4.41     4.25     4.41     2900\n",
+       " 2025-04-10     4.41     4.41     4.41     4.41        0\n",
+       " 2025-04-11     4.28     4.31     4.24     4.24    15000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ELET5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ELET5.SA   ELET5.SA   ELET5.SA   ELET5.SA ELET5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  93.807648  93.807648  93.807648  93.807648        0\n",
+       " 2024-04-12  93.807648  93.807648  93.807648  93.807648        0\n",
+       " 2024-04-15  93.807648  93.807648  93.807648  93.807648        0\n",
+       " 2024-04-16  93.807648  93.807648  93.807648  93.807648        0\n",
+       " 2024-04-17  93.807648  93.807648  93.807648  93.807648        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  75.000000  75.000000  75.000000  75.000000        0\n",
+       " 2025-04-08  75.000000  75.000000  75.000000  75.000000        0\n",
+       " 2025-04-09  75.000000  75.000000  75.000000  75.000000        0\n",
+       " 2025-04-10  75.000000  75.000000  75.000000  75.000000        0\n",
+       " 2025-04-11  75.000000  75.000000  75.000000  75.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TEND3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TEND3.SA   TEND3.SA   TEND3.SA   TEND3.SA TEND3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  12.891570  13.543058  12.812601  13.543058  4661900\n",
+       " 2024-04-12  11.943951  12.881699  11.943951  12.881699  3277200\n",
+       " 2024-04-15  11.262849  12.022919  10.927234  11.943951  3295100\n",
+       " 2024-04-16  11.401044  11.667561  10.868008  11.085170  4148600\n",
+       " 2024-04-17  11.203624  11.697175  11.164140  11.628078  4450200\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  13.710000  13.850000  13.100000  13.400000  1758100\n",
+       " 2025-04-08  13.750000  14.290000  13.600000  13.880000  1839500\n",
+       " 2025-04-09  14.360000  14.480000  13.570000  13.720000  3879600\n",
+       " 2025-04-10  14.250000  14.440000  13.960000  14.280000  1276800\n",
+       " 2025-04-11  14.500000  14.650000  13.960000  14.300000  1368700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MGLU3': Price           Close       High      Low       Open    Volume\n",
+       " Ticker       MGLU3.SA   MGLU3.SA MGLU3.SA   MGLU3.SA  MGLU3.SA\n",
+       " Date                                                          \n",
+       " 2024-04-11  17.299999  18.000000    17.10  17.600000   9889330\n",
+       " 2024-04-12  16.600000  17.299999    16.50  17.299999   8806720\n",
+       " 2024-04-15  15.300000  16.600000    15.20  16.600000  18345150\n",
+       " 2024-04-16  15.200000  15.700000    14.50  14.900000  23922440\n",
+       " 2024-04-17  15.200000  15.800000    14.90  15.600000  12675440\n",
+       " ...               ...        ...      ...        ...       ...\n",
+       " 2025-04-07  10.140000  10.880000    10.05  10.410000  53646600\n",
+       " 2025-04-08   8.780000  10.420000     8.73  10.390000  53611700\n",
+       " 2025-04-09   9.770000   9.870000     8.48   8.660000  53457200\n",
+       " 2025-04-10  10.210000  10.490000     9.58   9.700000  41659100\n",
+       " 2025-04-11  10.470000  10.540000    10.03  10.340000  27424500\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RDOR3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       RDOR3.SA   RDOR3.SA   RDOR3.SA   RDOR3.SA  RDOR3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  24.136866  24.313837  23.753429  24.294173   6828900\n",
+       " 2024-04-12  24.127037  24.382660  23.674777  23.832084   5577200\n",
+       " 2024-04-15  23.566626  23.891072  23.438814  23.891072   7542400\n",
+       " 2024-04-16  23.114367  23.497803  22.966891  23.428981   6284600\n",
+       " 2024-04-17  22.976725  23.537132  22.681772  23.183190   5831200\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  28.260000  29.530001  27.870001  28.430000  13539500\n",
+       " 2025-04-08  28.770000  29.020000  28.250000  28.250000  12575400\n",
+       " 2025-04-09  29.030001  29.660000  28.360001  28.590000   8976400\n",
+       " 2025-04-10  28.879999  29.049999  28.360001  28.620001   5106700\n",
+       " 2025-04-11  29.059999  29.209999  28.719999  28.900000   6658900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SLCE3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       SLCE3.SA   SLCE3.SA   SLCE3.SA   SLCE3.SA  SLCE3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  17.973080  18.795689  17.915687  18.795689  10414700\n",
+       " 2024-04-12  17.695686  17.973079  17.600034  17.915686   3988600\n",
+       " 2024-04-15  17.313078  17.810471  17.265251  17.695687   2973900\n",
+       " 2024-04-16  17.313078  17.533078  17.169600  17.236556   3567800\n",
+       " 2024-04-17  17.322643  17.427860  17.265251  17.427860   2278200\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  18.719999  19.219999  18.280001  18.290001   6446800\n",
+       " 2025-04-08  18.639999  18.980000  18.610001  18.750000   2335300\n",
+       " 2025-04-09  18.730000  19.219999  18.500000  18.510000   3157900\n",
+       " 2025-04-10  18.980000  19.129999  18.639999  18.730000   2081800\n",
+       " 2025-04-11  20.120001  20.129999  19.049999  19.059999   5086700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'HBTS5': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       HBTS5.SA   HBTS5.SA   HBTS5.SA   HBTS5.SA HBTS5.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  40.009998  40.009998  40.009998  40.009998        0\n",
+       " 2024-04-12  42.500000  42.500000  42.500000  42.500000      100\n",
+       " 2024-04-15  40.000000  40.020000  40.000000  40.020000      400\n",
+       " 2024-04-16  40.000000  40.000000  40.000000  40.000000      100\n",
+       " 2024-04-17  40.000000  40.000000  40.000000  40.000000        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  30.000000  30.000000  30.000000  30.000000        0\n",
+       " 2025-04-08  30.000000  30.000000  30.000000  30.000000      100\n",
+       " 2025-04-09  29.000000  29.000000  29.000000  29.000000      500\n",
+       " 2025-04-10  29.000000  29.000000  29.000000  29.000000        0\n",
+       " 2025-04-11  29.000000  29.000000  29.000000  29.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRST3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      BRST3.SA  BRST3.SA  BRST3.SA  BRST3.SA BRST3.SA\n",
+       " Date                                                       \n",
+       " 2024-12-05  3.016372  3.105089  2.927655  3.016372    78000\n",
+       " 2024-12-06  3.016372  3.174091  3.016372  3.134661   122000\n",
+       " 2024-12-09  2.967085  3.055801  2.957227  3.016372   466900\n",
+       " 2024-12-10  3.026229  3.026229  2.937512  2.967085   205900\n",
+       " 2024-12-11  2.957227  3.045944  2.937512  2.957227   239100\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  2.490000  2.540000  2.400000  2.500000   337700\n",
+       " 2025-04-08  2.410000  2.540000  2.410000  2.490000   262600\n",
+       " 2025-04-09  2.550000  2.550000  2.420000  2.420000   201000\n",
+       " 2025-04-10  2.500000  2.560000  2.480000  2.560000   165200\n",
+       " 2025-04-11  2.460000  2.520000  2.460000  2.490000   155100\n",
+       " \n",
+       " [86 rows x 5 columns],\n",
+       " 'PEAB3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       PEAB3.SA   PEAB3.SA   PEAB3.SA   PEAB3.SA PEAB3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  37.925766  37.925766  37.925766  37.925766        0\n",
+       " 2024-04-12  37.925766  37.925766  37.925766  37.925766        0\n",
+       " 2024-04-15  38.849598  38.849598  38.849598  38.849598      200\n",
+       " 2024-04-16  43.760502  43.760502  41.815591  41.815591     1500\n",
+       " 2024-04-17  43.760502  43.760502  43.760502  43.760502        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  39.500000  40.000000  39.500000  39.990002     1400\n",
+       " 2025-04-08  39.500000  39.500000  39.500000  39.500000        0\n",
+       " 2025-04-09  39.500000  39.500000  39.500000  39.500000        0\n",
+       " 2025-04-10  39.500000  39.500000  39.500000  39.500000        0\n",
+       " 2025-04-11  39.500000  39.500000  39.500000  39.500000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BPAC3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BPAC3.SA   BPAC3.SA   BPAC3.SA   BPAC3.SA BPAC3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  16.987297  17.095185  16.751907  16.899026     4200\n",
+       " 2024-04-12  16.722483  16.967680  16.722483  16.840178     3200\n",
+       " 2024-04-15  16.663637  16.722484  16.281129  16.722484     3100\n",
+       " 2024-04-16  16.644018  16.644018  16.232086  16.241894     2500\n",
+       " 2024-04-17  15.888814  16.232089  15.879006  16.232089    26000\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  17.760000  17.760000  16.360001  16.959999     3300\n",
+       " 2025-04-08  18.530001  19.850000  17.680000  17.760000    33300\n",
+       " 2025-04-09  19.240000  20.290001  18.030001  18.299999    58600\n",
+       " 2025-04-10  18.459999  19.250000  18.350000  19.219999    10700\n",
+       " 2025-04-11  18.930000  19.200001  18.350000  18.440001     4900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LIPR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       LIPR3.SA   LIPR3.SA   LIPR3.SA   LIPR3.SA LIPR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  50.627102  50.627102  50.627102  50.627102        0\n",
+       " 2024-04-12  50.627102  50.627102  50.627102  50.627102      100\n",
+       " 2024-04-15  48.773701  48.998059  48.773701  48.998059      500\n",
+       " 2024-04-16  48.773701  48.773701  48.773701  48.773701        0\n",
+       " 2024-04-17  48.773701  48.773701  48.773701  48.773701        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  41.250000  41.250000  41.250000  41.250000        0\n",
+       " 2025-04-08  41.250000  41.250000  41.250000  41.250000        0\n",
+       " 2025-04-09  41.250000  41.250000  41.250000  41.250000        0\n",
+       " 2025-04-10  41.250000  41.250000  41.250000  41.250000        0\n",
+       " 2025-04-11  41.250000  41.250000  41.250000  41.250000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CCRO3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       CCRO3.SA   CCRO3.SA   CCRO3.SA   CCRO3.SA  CCRO3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  13.190962  13.346493  13.152079  13.327052   6323000\n",
+       " 2024-04-12  12.938225  13.200683  12.821576  13.190962   8934700\n",
+       " 2024-04-15  12.636884  12.918783  12.529957  12.879901  16593000\n",
+       " 2024-04-16  12.423028  12.520235  12.306380  12.461911  11122700\n",
+       " 2024-04-17  12.325822  12.500793  12.228615  12.423028   7021200\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  11.590000  12.040000  11.470000  11.590000  11436000\n",
+       " 2025-04-08  11.560000  11.770000  11.460000  11.650000  11370400\n",
+       " 2025-04-09  11.710000  11.860000  11.340000  11.480000  14340500\n",
+       " 2025-04-10  11.640000  11.730000  11.530000  11.580000  15767300\n",
+       " 2025-04-11  11.700000  11.890000  11.670000  11.790000  17300200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SRNA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     SRNA3.SA SRNA3.SA SRNA3.SA SRNA3.SA SRNA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     8.93     9.26     8.85     9.16  3072700\n",
+       " 2024-04-12     8.60     8.96     8.58     8.95  2286700\n",
+       " 2024-04-15     8.50     8.63     8.42     8.60  2572200\n",
+       " 2024-04-16     8.34     8.68     8.31     8.37  2775300\n",
+       " 2024-04-17     8.38     8.57     8.32     8.35  1950500\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     8.69     8.98     8.49     8.68  7482100\n",
+       " 2025-04-08     8.65     8.90     8.56     8.70  5060200\n",
+       " 2025-04-09     8.64     8.71     8.36     8.50  4690000\n",
+       " 2025-04-10     8.70     8.77     8.48     8.64  3828200\n",
+       " 2025-04-11     9.15     9.33     8.79     8.79  8789800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BSLI3': Price          Close       High       Low       Open   Volume\n",
+       " Ticker      BSLI3.SA   BSLI3.SA  BSLI3.SA   BSLI3.SA BSLI3.SA\n",
+       " Date                                                         \n",
+       " 2024-04-11  9.504672   9.504672  9.264807   9.264807      800\n",
+       " 2024-04-12  9.504672   9.904448  9.504672   9.904448      600\n",
+       " 2024-04-15  9.244818   9.494678  9.234823   9.494678     1000\n",
+       " 2024-04-16  9.904448   9.904448  9.904448   9.904448      100\n",
+       " 2024-04-17  9.904448   9.904448  9.904448   9.904448        0\n",
+       " ...              ...        ...       ...        ...      ...\n",
+       " 2025-04-07  9.600000  10.830000  8.600000  10.760000    48500\n",
+       " 2025-04-08  9.970000  11.000000  9.200000   9.800000    21000\n",
+       " 2025-04-09  9.980000  10.000000  9.250000   9.800000    12400\n",
+       " 2025-04-10  9.520000  11.710000  9.350000  10.010000    35300\n",
+       " 2025-04-11  9.620000  10.000000  8.750000   9.520000    13300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'FRAS3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       FRAS3.SA   FRAS3.SA   FRAS3.SA   FRAS3.SA FRAS3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  17.198971  17.392543  17.082826  17.324793   118500\n",
+       " 2024-04-12  17.063469  17.150577  16.850539  17.140898   275200\n",
+       " 2024-04-15  16.695681  17.063469  16.540822  17.063469   421300\n",
+       " 2024-04-16  16.744074  16.840861  16.444036  16.695681   287400\n",
+       " 2024-04-17  16.773109  17.015076  16.724717  16.831181   174200\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  27.010000  27.280001  26.540001  26.870001   305600\n",
+       " 2025-04-08  26.830000  27.379999  26.760000  27.150000   189200\n",
+       " 2025-04-09  27.290001  27.309999  26.580000  26.709999   243300\n",
+       " 2025-04-10  27.200001  27.330000  26.920000  27.150000   190000\n",
+       " 2025-04-11  27.299999  27.469999  26.930000  27.200001   201300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BSLI4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       BSLI4.SA   BSLI4.SA   BSLI4.SA   BSLI4.SA BSLI4.SA\n",
+       " Date                                                           \n",
+       " 2024-12-09   8.045039   8.045039   8.045039   8.045039      100\n",
+       " 2024-12-10   8.274898   8.274898   8.274898   8.274898      100\n",
+       " 2024-12-13   8.454786   8.494762   8.015058   8.494762     1300\n",
+       " 2024-12-16   7.915119   7.995070   7.905125   7.925113      600\n",
+       " 2024-12-17   7.995070   7.995070   7.995070   7.995070      800\n",
+       " 2024-12-18   7.600000   7.600000   7.200000   7.200000     1200\n",
+       " 2024-12-19   7.750000   7.750000   7.750000   7.750000      100\n",
+       " 2024-12-26   8.120000   8.120000   8.120000   8.120000      100\n",
+       " 2024-12-27   8.120000   8.120000   8.120000   8.120000      100\n",
+       " 2025-01-02   8.470000   8.470000   8.170000   8.170000      200\n",
+       " 2025-01-03   8.390000   8.390000   8.390000   8.390000      300\n",
+       " 2025-01-06   8.460000   8.460000   8.370000   8.370000      200\n",
+       " 2025-01-09   7.900000   7.900000   7.900000   7.900000      400\n",
+       " 2025-01-14   8.000000   8.000000   7.950000   7.950000     1500\n",
+       " 2025-01-21   7.940000   7.940000   7.550000   7.710000      400\n",
+       " 2025-01-22   7.200000   7.310000   7.200000   7.310000      600\n",
+       " 2025-01-23   7.000000   7.500000   7.000000   7.220000     2300\n",
+       " 2025-01-24   7.020000   7.050000   7.020000   7.050000      500\n",
+       " 2025-01-29   7.120000   7.600000   6.900000   7.600000     1400\n",
+       " 2025-01-30   7.070000   7.450000   7.070000   7.450000     4400\n",
+       " 2025-01-31   7.070000   7.200000   7.070000   7.110000      900\n",
+       " 2025-02-03   7.200000   7.200000   7.200000   7.200000      100\n",
+       " 2025-02-04   7.160000   7.190000   7.000000   7.190000      500\n",
+       " 2025-02-05   7.070000   7.190000   7.020000   7.190000      400\n",
+       " 2025-02-07   7.030000   7.830000   7.030000   7.340000     2100\n",
+       " 2025-02-10   7.180000   7.180000   7.030000   7.030000      300\n",
+       " 2025-02-11   7.200000   7.200000   7.200000   7.200000      200\n",
+       " 2025-02-12   7.400000   7.400000   7.380000   7.380000     1000\n",
+       " 2025-02-14   7.330000   7.330000   7.010000   7.200000      900\n",
+       " 2025-02-17   7.370000   7.370000   7.310000   7.310000     2600\n",
+       " 2025-02-18   7.120000   7.120000   7.120000   7.120000      100\n",
+       " 2025-02-19   7.000000   7.120000   7.000000   7.110000     2800\n",
+       " 2025-02-20   6.920000   7.030000   6.920000   7.030000     1400\n",
+       " 2025-02-21   7.050000   7.140000   6.850000   6.990000     4500\n",
+       " 2025-02-24   6.800000   6.840000   6.800000   6.840000     1400\n",
+       " 2025-02-25   6.820000   6.820000   6.820000   6.820000      300\n",
+       " 2025-02-26   6.820000   6.820000   6.820000   6.820000      200\n",
+       " 2025-02-27   6.620000   6.620000   6.620000   6.620000      200\n",
+       " 2025-02-28   6.680000   6.690000   6.680000   6.680000      700\n",
+       " 2025-03-05   6.460000   6.460000   6.460000   6.460000      100\n",
+       " 2025-03-06   6.030000   6.210000   6.030000   6.210000     1000\n",
+       " 2025-03-07   6.890000   6.890000   6.400000   6.400000      600\n",
+       " 2025-03-11   6.630000   6.660000   6.630000   6.660000      300\n",
+       " 2025-03-12   6.500000   6.500000   6.400000   6.400000      500\n",
+       " 2025-03-20   6.450000   6.810000   6.330000   6.330000     1000\n",
+       " 2025-03-21   6.550000   6.800000   6.350000   6.350000     1000\n",
+       " 2025-03-24   6.830000   6.830000   6.790000   6.790000      600\n",
+       " 2025-03-26   6.540000   6.540000   6.540000   6.540000      300\n",
+       " 2025-03-27   6.830000   6.830000   6.390000   6.390000      400\n",
+       " 2025-03-28   6.830000   6.830000   6.780000   6.780000     2500\n",
+       " 2025-03-31  13.000000  13.300000   7.000000   7.000000   294100\n",
+       " 2025-04-01  12.420000  24.500000  10.950000  12.650000   341800\n",
+       " 2025-04-02  13.000000  16.150000  12.350000  12.360000   129900\n",
+       " 2025-04-03  13.000000  14.010000  11.000000  12.930000    41500\n",
+       " 2025-04-04  11.000000  12.980000  10.220000  12.980000    16200\n",
+       " 2025-04-07   9.990000  10.100000   9.090000  10.100000    31900\n",
+       " 2025-04-08  10.070000  10.980000   9.530000   9.670000    15100\n",
+       " 2025-04-09  10.190000  10.490000   9.410000  10.490000     2200\n",
+       " 2025-04-10  10.030000  11.800000   9.800000  10.120000    11700\n",
+       " 2025-04-11  10.030000  10.300000   9.500000   9.940000     8100,\n",
+       " 'PGMN3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     PGMN3.SA PGMN3.SA PGMN3.SA PGMN3.SA PGMN3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     2.64     2.71     2.64     2.71   530800\n",
+       " 2024-04-12     2.60     2.67     2.57     2.67  1036800\n",
+       " 2024-04-15     2.50     2.61     2.45     2.60   947200\n",
+       " 2024-04-16     2.50     2.52     2.40     2.50  1108400\n",
+       " 2024-04-17     2.50     2.54     2.47     2.51   777000\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     3.20     3.24     3.04     3.17  1692800\n",
+       " 2025-04-08     3.22     3.30     3.15     3.20  1059400\n",
+       " 2025-04-09     3.38     3.40     3.12     3.16  1435200\n",
+       " 2025-04-10     3.35     3.42     3.32     3.38   691200\n",
+       " 2025-04-11     3.43     3.45     3.35     3.38   590000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EMAE4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       EMAE4.SA   EMAE4.SA   EMAE4.SA   EMAE4.SA EMAE4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  75.588493  79.240302  75.097659  77.551831    18300\n",
+       " 2024-04-12  76.462181  79.024337  74.773710  77.041370    27600\n",
+       " 2024-04-15  75.588493  76.275658  73.821487  76.069509     6400\n",
+       " 2024-04-16  68.706993  74.165076  68.706993  74.165076    21600\n",
+       " 2024-04-17  66.979263  70.680151  65.919059  70.640884    19700\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  34.119999  34.990002  33.130001  34.990002     1100\n",
+       " 2025-04-08  32.990002  34.430000  32.330002  34.430000    12100\n",
+       " 2025-04-09  32.490002  34.000000  31.510000  32.410000     6200\n",
+       " 2025-04-10  32.500000  32.889999  32.009998  32.490002     1500\n",
+       " 2025-04-11  32.500000  33.040001  32.200001  33.040001     1200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CALI3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CALI3.SA   CALI3.SA   CALI3.SA   CALI3.SA CALI3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  28.382231  28.382231  28.382231  28.382231        0\n",
+       " 2024-04-12  28.382231  28.382231  28.382231  28.382231        0\n",
+       " 2024-04-15  28.382231  28.382231  28.382231  28.382231        0\n",
+       " 2024-04-16  29.000000  29.000000  29.000000  29.000000        0\n",
+       " 2024-04-17  28.379999  28.379999  28.379999  28.379999      100\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  25.000000  25.000000  25.000000  25.000000        0\n",
+       " 2025-04-08  25.000000  25.000000  25.000000  25.000000        0\n",
+       " 2025-04-09  25.000000  25.000000  25.000000  25.000000        0\n",
+       " 2025-04-10  25.000000  25.000000  25.000000  25.000000        0\n",
+       " 2025-04-11  25.000000  25.000000  25.000000  25.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RENT3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       RENT3.SA   RENT3.SA   RENT3.SA   RENT3.SA  RENT3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  50.920563  51.264621  50.652963  51.216836   5160500\n",
+       " 2024-04-12  49.553886  51.073475  49.381857  50.576503  14262200\n",
+       " 2024-04-15  48.340134  49.601679  48.340134  49.515664   9887300\n",
+       " 2024-04-16  47.852718  48.999579  47.499104  47.795374  11494000\n",
+       " 2024-04-17  47.785816  48.712862  47.365302  48.082090   8991300\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  35.810001  37.500000  34.959999  35.650002  15628500\n",
+       " 2025-04-08  35.700001  36.799999  35.680000  36.169998  11835700\n",
+       " 2025-04-09  36.970001  37.570000  34.820000  35.560001  13152400\n",
+       " 2025-04-10  37.400002  37.590000  36.299999  36.680000  10248500\n",
+       " 2025-04-11  38.570000  39.480000  37.250000  37.560001  13522200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PEAB4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       PEAB4.SA   PEAB4.SA   PEAB4.SA   PEAB4.SA PEAB4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  45.457779  45.457779  45.457779  45.457779      200\n",
+       " 2024-04-12  44.610126  45.457779  44.610126  45.457779      700\n",
+       " 2024-04-15  44.610126  44.610126  44.610126  44.610126      100\n",
+       " 2024-04-16  48.877956  48.877956  46.325145  46.325145     1400\n",
+       " 2024-04-17  48.877956  48.877956  48.877956  48.877956        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  50.000000  50.000000  50.000000  50.000000        0\n",
+       " 2025-04-08  50.000000  50.000000  50.000000  50.000000        0\n",
+       " 2025-04-09  50.000000  50.000000  50.000000  50.000000        0\n",
+       " 2025-04-10  50.000000  50.000000  50.000000  50.000000        0\n",
+       " 2025-04-11  50.000000  50.000000  50.000000  50.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EMBR3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       EMBR3.SA   EMBR3.SA   EMBR3.SA   EMBR3.SA  EMBR3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  32.619999  32.799999  31.940001  32.730000   3463600\n",
+       " 2024-04-12  31.760000  32.560001  31.620001  32.250000   4228300\n",
+       " 2024-04-15  31.420000  32.480000  31.200001  31.799999  10356800\n",
+       " 2024-04-16  31.760000  31.900000  30.809999  31.200001   7487800\n",
+       " 2024-04-17  31.940001  32.439999  31.709999  32.060001   4542100\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  60.110001  61.450001  58.119999  58.529999   8967300\n",
+       " 2025-04-08  60.599998  62.240002  60.070000  61.240002   8253700\n",
+       " 2025-04-09  62.450001  63.119999  58.549999  59.860001   8200100\n",
+       " 2025-04-10  60.919998  62.599998  60.259998  62.520000   5144300\n",
+       " 2025-04-11  60.709999  61.880001  59.650002  61.189999   3994200\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'DXCO3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      DXCO3.SA  DXCO3.SA  DXCO3.SA  DXCO3.SA DXCO3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  7.533205  7.592677  7.414259  7.473732  2275200\n",
+       " 2024-04-12  7.216018  7.503469  7.186281  7.483645  6412700\n",
+       " 2024-04-15  7.414259  7.781007  7.364699  7.443996  7304100\n",
+       " 2024-04-16  7.116896  7.354787  7.116896  7.325051  5728500\n",
+       " 2024-04-17  7.097072  7.235842  7.067336  7.146633  3078000\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.310000  5.450000  5.150000  5.310000  2897800\n",
+       " 2025-04-08  5.150000  5.420000  5.150000  5.320000  3050500\n",
+       " 2025-04-09  5.200000  5.300000  5.050000  5.150000  7839300\n",
+       " 2025-04-10  5.140000  5.270000  5.030000  5.210000  3228800\n",
+       " 2025-04-11  5.200000  5.210000  5.090000  5.150000  2374000\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MERC3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      MERC3.SA  MERC3.SA  MERC3.SA  MERC3.SA MERC3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  15.12680  15.12680  15.12680  15.12680        0\n",
+       " 2024-04-12  15.12680  15.12680  15.12680  15.12680        0\n",
+       " 2024-04-15  15.12680  15.12680  15.12680  15.12680        0\n",
+       " 2024-04-16  15.12680  15.12680  15.12680  15.12680        0\n",
+       " 2024-04-17  15.12680  15.12680  15.12680  15.12680        0\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  14.52131  14.52131  14.52131  14.52131        0\n",
+       " 2025-04-08  14.52131  14.52131  14.52131  14.52131        0\n",
+       " 2025-04-09  14.52131  14.52131  14.52131  14.52131        0\n",
+       " 2025-04-10  14.52131  14.52131  14.52131  14.52131        0\n",
+       " 2025-04-11  14.52131  14.52131  14.52131  14.52131        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'EVEN3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      EVEN3.SA  EVEN3.SA  EVEN3.SA  EVEN3.SA EVEN3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  7.176135  7.257888  7.058047  7.185219   628200\n",
+       " 2024-04-12  6.903624  7.139800  6.885456  7.139800  1490900\n",
+       " 2024-04-15  6.721949  6.903623  6.649279  6.903623  1268000\n",
+       " 2024-04-16  6.703782  6.830953  6.449437  6.685614  1368100\n",
+       " 2024-04-17  6.740117  6.830954  6.658363  6.694698   936600\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  5.530000  5.730000  5.460000  5.680000  1976400\n",
+       " 2025-04-08  5.540000  5.750000  5.500000  5.570000   869400\n",
+       " 2025-04-09  5.660000  5.750000  5.460000  5.460000  1200300\n",
+       " 2025-04-10  5.540000  5.660000  5.500000  5.660000   955100\n",
+       " 2025-04-11  5.600000  5.630000  5.480000  5.570000   977800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TOTS3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TOTS3.SA   TOTS3.SA   TOTS3.SA   TOTS3.SA TOTS3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  26.903484  27.265855  26.903484  27.128742  3275100\n",
+       " 2024-04-12  26.815338  27.089564  26.492144  26.580288  4225900\n",
+       " 2024-04-15  26.345238  26.746782  26.247300  26.658638  3627700\n",
+       " 2024-04-16  25.914314  26.276685  25.884934  26.012252  4768300\n",
+       " 2024-04-17  26.531322  26.639055  25.904522  25.953490  8115600\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  33.480000  34.279999  33.009998  34.009998  3507500\n",
+       " 2025-04-08  33.810001  34.139999  33.290001  33.299999  3826000\n",
+       " 2025-04-09  34.240002  34.610001  33.529999  33.770000  3984500\n",
+       " 2025-04-10  33.860001  34.369999  33.549999  33.900002  2221500\n",
+       " 2025-04-11  34.700001  34.880001  33.500000  34.200001  2769800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'SMFT3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       SMFT3.SA   SMFT3.SA   SMFT3.SA   SMFT3.SA SMFT3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  25.133623  25.415806  24.676295  25.153084  1914700\n",
+       " 2024-04-12  24.228697  25.406076  24.131392  25.016859  3317100\n",
+       " 2024-04-15  23.547569  24.287078  23.382152  24.287078  3699600\n",
+       " 2024-04-16  23.430803  23.946515  23.061049  23.401611  2570800\n",
+       " 2024-04-17  23.129162  24.257888  22.944284  24.228696  3582300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  20.180000  20.610001  19.520000  19.719999  2737500\n",
+       " 2025-04-08  20.330000  20.910000  20.219999  20.219999  2902900\n",
+       " 2025-04-09  20.820000  21.389999  19.959999  20.100000  4287700\n",
+       " 2025-04-10  20.850000  21.139999  20.590000  20.690001  4838500\n",
+       " 2025-04-11  21.610001  21.750000  20.959999  21.059999  4486600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'RADL3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       RADL3.SA   RADL3.SA   RADL3.SA   RADL3.SA  RADL3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  25.953600  26.012697  25.677811  25.805857   4329100\n",
+       " 2024-04-12  25.963449  26.347582  25.687661  25.717210   6572900\n",
+       " 2024-04-15  25.805857  26.012697  25.658112  25.835404   6162400\n",
+       " 2024-04-16  24.840599  25.835405  24.811052  25.618715   7498900\n",
+       " 2024-04-17  24.525410  24.889844  24.328420  24.830746   8494400\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  19.400000  20.040001  19.000000  19.420000   9705600\n",
+       " 2025-04-08  19.379999  19.879999  19.200001  19.340000  13238100\n",
+       " 2025-04-09  21.180000  21.230000  19.250000  19.379999  17253900\n",
+       " 2025-04-10  20.590000  21.740000  20.400000  21.000000  15604700\n",
+       " 2025-04-11  21.379999  21.770000  20.559999  20.730000  10223600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ODER4': Price            Close        High         Low        Open   Volume\n",
+       " Ticker        ODER4.SA    ODER4.SA    ODER4.SA    ODER4.SA ODER4.SA\n",
+       " Date                                                               \n",
+       " 2024-04-11   99.470703   99.470703   99.470703   99.470703        0\n",
+       " 2024-04-12   99.470703   99.470703   99.470703   99.470703        0\n",
+       " 2024-04-15   99.470703   99.470703   99.470703   99.470703        0\n",
+       " 2024-04-16   99.470703   99.470703   99.470703   99.470703        0\n",
+       " 2024-04-17   99.470703   99.470703   99.470703   99.470703        0\n",
+       " ...                ...         ...         ...         ...      ...\n",
+       " 2025-04-07  100.000000  100.000000  100.000000  100.000000        0\n",
+       " 2025-04-08  100.000000  100.000000  100.000000  100.000000        0\n",
+       " 2025-04-09  100.000000  100.000000  100.000000  100.000000        0\n",
+       " 2025-04-10  100.000000  100.000000  100.000000  100.000000        0\n",
+       " 2025-04-11  100.000000  100.000000  100.000000  100.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'WEGE3': Price           Close       High        Low       Open    Volume\n",
+       " Ticker       WEGE3.SA   WEGE3.SA   WEGE3.SA   WEGE3.SA  WEGE3.SA\n",
+       " Date                                                            \n",
+       " 2024-04-11  37.636528  38.128637  37.439684  37.616843   4135800\n",
+       " 2024-04-12  37.380630  37.853055  37.075521  37.400315   6024400\n",
+       " 2024-04-15  37.045994  37.498734  36.878678  37.380628   4838200\n",
+       " 2024-04-16  38.158161  38.384531  36.445619  36.701518  13386100\n",
+       " 2024-04-17  37.616840  38.236895  37.459366  38.158160   6574700\n",
+       " ...               ...        ...        ...        ...       ...\n",
+       " 2025-04-07  44.000000  44.070000  42.650002  43.150002   9948200\n",
+       " 2025-04-08  44.000000  44.770000  43.750000  44.520000   8394700\n",
+       " 2025-04-09  45.410000  46.080002  43.660000  43.770000  11604000\n",
+       " 2025-04-10  44.910000  45.459999  44.299999  45.400002   5364200\n",
+       " 2025-04-11  45.119999  45.349998  44.740002  45.099998   3282900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRGE6': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BRGE6.SA BRGE6.SA BRGE6.SA BRGE6.SA BRGE6.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    12.92    12.92    12.92    12.92        0\n",
+       " 2024-04-12    12.92    12.92    12.92    12.92        0\n",
+       " 2024-04-15    12.92    12.92    12.92    12.92        0\n",
+       " 2024-04-16    12.92    12.92    12.92    12.92        0\n",
+       " 2024-04-17    12.92    12.92    12.92    12.92        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    12.92    12.92    12.92    12.92        0\n",
+       " 2025-04-08    12.92    12.92    12.92    12.92        0\n",
+       " 2025-04-09    12.92    12.92    12.92    12.92        0\n",
+       " 2025-04-10    12.92    12.92    12.92    12.92        0\n",
+       " 2025-04-11    12.92    12.92    12.92    12.92        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRGE7': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BRGE7.SA BRGE7.SA BRGE7.SA BRGE7.SA BRGE7.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    13.07    13.07    13.07    13.07        0\n",
+       " 2024-04-12    13.07    13.07    13.07    13.07        0\n",
+       " 2024-04-15    13.07    13.07    13.07    13.07        0\n",
+       " 2024-04-16    13.07    13.07    13.07    13.07        0\n",
+       " 2024-04-17    13.07    13.07    13.07    13.07        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    13.07    13.07    13.07    13.07        0\n",
+       " 2025-04-08    13.07    13.07    13.07    13.07        0\n",
+       " 2025-04-09    13.07    13.07    13.07    13.07        0\n",
+       " 2025-04-10    13.07    13.07    13.07    13.07        0\n",
+       " 2025-04-11    13.07    13.07    13.07    13.07        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'AURE3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     AURE3.SA AURE3.SA AURE3.SA AURE3.SA  AURE3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11    11.98    12.04    11.93    12.01   2230800\n",
+       " 2024-04-12    11.93    12.04    11.91    11.98   1969600\n",
+       " 2024-04-15    11.83    12.00    11.76    11.93   7131500\n",
+       " 2024-04-16    11.60    11.77    11.26    11.75  14513900\n",
+       " 2024-04-17    11.75    11.80    11.59    11.71   8522100\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     7.50     7.70     7.38     7.62   5197900\n",
+       " 2025-04-08     7.52     7.65     7.45     7.52   5613200\n",
+       " 2025-04-09     7.71     7.89     7.40     7.52   6219300\n",
+       " 2025-04-10     7.67     7.77     7.60     7.67   3848100\n",
+       " 2025-04-11     7.87     7.91     7.68     7.72   4186600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRGE8': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BRGE8.SA BRGE8.SA BRGE8.SA BRGE8.SA BRGE8.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    13.17    13.17    13.17    13.17        0\n",
+       " 2024-04-12    13.17    13.17    13.17    13.17        0\n",
+       " 2024-04-15    13.17    13.17    13.17    13.17        0\n",
+       " 2024-04-16    13.17    13.17    13.17    13.17        0\n",
+       " 2024-04-17    13.17    13.17    13.17    13.17        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    13.17    13.17    13.17    13.17        0\n",
+       " 2025-04-08    13.17    13.17    13.17    13.17        0\n",
+       " 2025-04-09    13.17    13.17    13.17    13.17        0\n",
+       " 2025-04-10    13.17    13.17    13.17    13.17        0\n",
+       " 2025-04-11    13.17    13.17    13.17    13.17        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRGE11': Price          Close      High       Low      Open    Volume\n",
+       " Ticker     BRGE11.SA BRGE11.SA BRGE11.SA BRGE11.SA BRGE11.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11     13.18     13.18     13.18     13.18         0\n",
+       " 2024-04-12     13.18     13.18     13.18     13.18         0\n",
+       " 2024-04-15     13.18     13.18     13.18     13.18         0\n",
+       " 2024-04-16     13.18     13.18     13.18     13.18         0\n",
+       " 2024-04-17     13.18     13.18     13.18     13.18         0\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07     13.18     13.18     13.18     13.18         0\n",
+       " 2025-04-08     13.18     13.18     13.18     13.18         0\n",
+       " 2025-04-09     13.18     13.18     13.18     13.18         0\n",
+       " 2025-04-10     13.18     13.18     13.18     13.18         0\n",
+       " 2025-04-11     13.18     13.18     13.18     13.18         0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRGE5': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BRGE5.SA BRGE5.SA BRGE5.SA BRGE5.SA BRGE5.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    13.18    13.18    13.18    13.18        0\n",
+       " 2024-04-12    13.18    13.18    13.18    13.18        0\n",
+       " 2024-04-15    13.18    13.18    13.18    13.18        0\n",
+       " 2024-04-16    13.18    13.18    13.18    13.18        0\n",
+       " 2024-04-17    13.18    13.18    13.18    13.18        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    13.18    13.18    13.18    13.18        0\n",
+       " 2025-04-08    13.18    13.18    13.18    13.18        0\n",
+       " 2025-04-09    13.18    13.18    13.18    13.18        0\n",
+       " 2025-04-10    13.18    13.18    13.18    13.18        0\n",
+       " 2025-04-11    13.18    13.18    13.18    13.18        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRGE12': Price          Close      High       Low      Open    Volume\n",
+       " Ticker     BRGE12.SA BRGE12.SA BRGE12.SA BRGE12.SA BRGE12.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11     13.47     13.47     13.47     13.47         0\n",
+       " 2024-04-12     13.47     13.47     13.47     13.47         0\n",
+       " 2024-04-15     13.47     13.47     13.47     13.47         0\n",
+       " 2024-04-16     13.47     13.47     13.47     13.47         0\n",
+       " 2024-04-17     13.47     13.47     13.47     13.47         0\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07     13.47     13.47     13.47     13.47         0\n",
+       " 2025-04-08     13.47     13.47     13.47     13.47         0\n",
+       " 2025-04-09     13.47     13.47     13.47     13.47         0\n",
+       " 2025-04-10     13.47     13.47     13.47     13.47         0\n",
+       " 2025-04-11     13.47     13.47     13.47     13.47         0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRGE3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BRGE3.SA BRGE3.SA BRGE3.SA BRGE3.SA BRGE3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     13.5     13.5     13.5     13.5        0\n",
+       " 2024-04-12     13.5     13.5     13.5     13.5        0\n",
+       " 2024-04-15     13.5     13.5     13.5     13.5        0\n",
+       " 2024-04-16     13.5     13.5     13.5     13.5        0\n",
+       " 2024-04-17     13.5     13.5     13.5     13.5        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     13.5     13.5     13.5     13.5        0\n",
+       " 2025-04-08     13.5     13.5     13.5     13.5        0\n",
+       " 2025-04-09     13.5     13.5     13.5     13.5        0\n",
+       " 2025-04-10     13.5     13.5     13.5     13.5        0\n",
+       " 2025-04-11     13.5     13.5     13.5     13.5        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'TUPY3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       TUPY3.SA   TUPY3.SA   TUPY3.SA   TUPY3.SA TUPY3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  26.690273  26.886731  26.334776  26.568655   321300\n",
+       " 2024-04-12  25.670561  26.662207  25.567654  26.662207   653200\n",
+       " 2024-04-15  25.399260  25.661205  25.305708  25.539587  1039000\n",
+       " 2024-04-16  25.165382  25.408617  24.669560  25.165382   669900\n",
+       " 2024-04-17  25.258932  25.689269  25.099894  25.174736   545500\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  17.570000  17.740000  16.990000  17.190001  1061100\n",
+       " 2025-04-08  17.549999  17.719999  17.160000  17.469999  1019300\n",
+       " 2025-04-09  17.969999  18.000000  17.100000  17.400000  1134700\n",
+       " 2025-04-10  18.040001  18.110001  17.680000  18.020000   957900\n",
+       " 2025-04-11  18.940001  19.139999  17.799999  18.030001  1161900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CRIV4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CRIV4.SA CRIV4.SA CRIV4.SA CRIV4.SA CRIV4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.74     6.74     6.74     6.74        0\n",
+       " 2024-04-12     6.74     6.74     6.74     6.74        0\n",
+       " 2024-04-15     6.74     6.74     6.74     6.74        0\n",
+       " 2024-04-16     6.74     6.74     6.74     6.74        0\n",
+       " 2024-04-17     6.74     6.74     6.74     6.74        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     6.74     6.74     6.74     6.74        0\n",
+       " 2025-04-08     6.74     6.74     6.74     6.74        0\n",
+       " 2025-04-09     6.74     6.74     6.74     6.74        0\n",
+       " 2025-04-10     6.74     6.74     6.74     6.74        0\n",
+       " 2025-04-11     6.74     6.74     6.74     6.74        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ELMD3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ELMD3.SA   ELMD3.SA   ELMD3.SA   ELMD3.SA ELMD3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  18.576899  18.576899  18.187382  18.447059    42600\n",
+       " 2024-04-12  18.257298  18.826589  17.717967  18.826589    79300\n",
+       " 2024-04-15  17.957668  18.077520  17.648054  18.007607    37700\n",
+       " 2024-04-16  17.278513  18.047557  17.268527  18.047557   116600\n",
+       " 2024-04-17  17.378389  17.578142  17.158663  17.578142    85300\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  30.330000  30.420000  30.250000  30.299999   130500\n",
+       " 2025-04-08  30.330000  30.440001  30.280001  30.280001   238500\n",
+       " 2025-04-09  30.350000  30.450001  30.299999  30.389999   198300\n",
+       " 2025-04-10  30.389999  30.420000  30.320000  30.320000   102500\n",
+       " 2025-04-11  30.469999  30.490000  30.340000  30.340000   308900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CRIV3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     CRIV3.SA CRIV3.SA CRIV3.SA CRIV3.SA CRIV3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     6.98     6.98     6.98     6.98        0\n",
+       " 2024-04-12     6.98     6.98     6.98     6.98        0\n",
+       " 2024-04-15     6.98     6.98     6.98     6.98        0\n",
+       " 2024-04-16     6.98     6.98     6.98     6.98        0\n",
+       " 2024-04-17     6.98     6.98     6.98     6.98        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     6.98     6.98     6.98     6.98        0\n",
+       " 2025-04-08     6.98     6.98     6.98     6.98        0\n",
+       " 2025-04-09     6.98     6.98     6.98     6.98        0\n",
+       " 2025-04-10     6.98     6.98     6.98     6.98        0\n",
+       " 2025-04-11     6.98     6.98     6.98     6.98        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LWSA3': Price          Close      High       Low      Open    Volume\n",
+       " Ticker      LWSA3.SA  LWSA3.SA  LWSA3.SA  LWSA3.SA  LWSA3.SA\n",
+       " Date                                                        \n",
+       " 2024-04-11  5.366859  5.406177  5.209589  5.268565   6281900\n",
+       " 2024-04-12  5.121124  5.337371  4.993341  5.337371  10347600\n",
+       " 2024-04-15  4.983512  5.160441  4.983512  5.121124   7209400\n",
+       " 2024-04-16  4.767265  4.924536  4.747606  4.924536   9453700\n",
+       " 2024-04-17  4.944194  5.003171  4.688629  4.806582   9189600\n",
+       " ...              ...       ...       ...       ...       ...\n",
+       " 2025-04-07  2.620000  2.660000  2.470000  2.530000  14152900\n",
+       " 2025-04-08  2.690000  2.780000  2.610000  2.640000  12941500\n",
+       " 2025-04-09  2.840000  2.890000  2.660000  2.670000  15073500\n",
+       " 2025-04-10  2.970000  3.010000  2.800000  2.830000  18503800\n",
+       " 2025-04-11  2.940000  3.060000  2.910000  2.960000  10289700\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MOAR3': Price            Close        High         Low        Open   Volume\n",
+       " Ticker        MOAR3.SA    MOAR3.SA    MOAR3.SA    MOAR3.SA MOAR3.SA\n",
+       " Date                                                               \n",
+       " 2024-04-11  357.625671  357.625671  357.625671  357.625671        0\n",
+       " 2024-04-12  357.625671  357.625671  357.625671  357.625671        0\n",
+       " 2024-04-15  357.625671  357.625671  357.625671  357.625671        0\n",
+       " 2024-04-16  357.625671  357.625671  357.625671  357.625671        0\n",
+       " 2024-04-17  357.625671  357.625671  357.625671  357.625671        0\n",
+       " ...                ...         ...         ...         ...      ...\n",
+       " 2025-04-07  226.000000  226.000000  220.000000  220.000000      300\n",
+       " 2025-04-08  232.000000  232.000000  232.000000  232.000000      200\n",
+       " 2025-04-09  238.000000  245.000000  233.000000  239.000000     1100\n",
+       " 2025-04-10  249.990005  249.990005  220.000000  220.000000     2200\n",
+       " 2025-04-11  249.990005  249.990005  249.990005  249.990005        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LOGN3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       LOGN3.SA   LOGN3.SA   LOGN3.SA   LOGN3.SA LOGN3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  37.799999  37.799999  35.799999  36.189999    39300\n",
+       " 2024-04-12  36.299999  37.770000  36.049999  37.360001    44700\n",
+       " 2024-04-15  36.000000  36.820000  35.849998  36.349998    30700\n",
+       " 2024-04-16  35.700001  36.590000  34.860001  35.689999    31600\n",
+       " 2024-04-17  35.349998  36.180000  35.349998  35.599998    26400\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  21.090000  21.290001  20.650000  20.750000    44600\n",
+       " 2025-04-08  21.080000  21.190001  20.540001  20.540001    28300\n",
+       " 2025-04-09  21.620001  21.620001  21.000000  21.129999    21200\n",
+       " 2025-04-10  21.230000  21.410000  20.879999  21.350000    26100\n",
+       " 2025-04-11  21.219999  21.360001  21.190001  21.290001     8900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ALPA4': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     ALPA4.SA ALPA4.SA ALPA4.SA ALPA4.SA  ALPA4.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11     9.36     9.44     9.11     9.18   5461900\n",
+       " 2024-04-12     9.25     9.38     9.19     9.25   2644200\n",
+       " 2024-04-15     8.91     9.27     8.91     9.27   6444900\n",
+       " 2024-04-16     8.46     8.88     8.41     8.88   8428200\n",
+       " 2024-04-17     8.35     8.60     8.03     8.51  10222000\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07     7.17     7.42     6.94     7.15   3278100\n",
+       " 2025-04-08     7.15     7.32     7.10     7.10   2132800\n",
+       " 2025-04-09     7.35     7.49     6.98     7.10   3818200\n",
+       " 2025-04-10     7.23     7.45     7.13     7.27   1897800\n",
+       " 2025-04-11     7.28     7.28     7.11     7.24    914300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ALPA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ALPA3.SA ALPA3.SA ALPA3.SA ALPA3.SA ALPA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     9.90     9.90     9.90     9.90      300\n",
+       " 2024-04-12     9.64     9.65     9.51     9.51      700\n",
+       " 2024-04-15     9.64     9.64     9.64     9.64     2700\n",
+       " 2024-04-16     9.20     9.46     9.19     9.46     5800\n",
+       " 2024-04-17     9.06     9.18     8.80     9.00     4600\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     6.78     7.14     6.60     7.00    23100\n",
+       " 2025-04-08     6.70     6.95     6.70     6.90     1200\n",
+       " 2025-04-09     6.75     7.35     6.75     6.78    20800\n",
+       " 2025-04-10     7.05     7.27     7.05     7.25    10000\n",
+       " 2025-04-11     7.40     7.40     7.01     7.08     7400\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CEGR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       CEGR3.SA   CEGR3.SA   CEGR3.SA   CEGR3.SA CEGR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  66.395882  66.395882  66.395882  66.395882        0\n",
+       " 2024-04-12  66.395882  66.395882  66.395882  66.395882        0\n",
+       " 2024-04-15  66.395882  66.395882  66.395882  66.395882        0\n",
+       " 2024-04-16  66.395882  66.395882  66.395882  66.395882        0\n",
+       " 2024-04-17  66.395882  66.395882  66.395882  66.395882        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  56.009998  56.009998  56.009998  56.009998        0\n",
+       " 2025-04-08  56.009998  56.009998  56.009998  56.009998        0\n",
+       " 2025-04-09  60.009998  60.009998  60.009998  60.009998      200\n",
+       " 2025-04-10  60.009998  60.009998  60.009998  60.009998        0\n",
+       " 2025-04-11  96.720001  96.720001  96.720001  96.720001      100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MNDL3': Price         Close     High        Low       Open   Volume\n",
+       " Ticker     MNDL3.SA MNDL3.SA   MNDL3.SA   MNDL3.SA MNDL3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  11.0425  11.0425  11.042500  11.042500      400\n",
+       " 2024-04-12  11.7325  11.7825  11.732500  11.782500      800\n",
+       " 2024-04-15  11.0000  11.0000  10.750000  10.797500     2000\n",
+       " 2024-04-16  11.0000  11.0000  11.000000  11.000000        0\n",
+       " 2024-04-17  11.0000  11.0000  11.000000  11.000000        0\n",
+       " ...             ...      ...        ...        ...      ...\n",
+       " 2025-04-07  17.5000  17.5000  17.490000  17.500000     1300\n",
+       " 2025-04-08  17.6500  17.6500  17.000000  17.000000      700\n",
+       " 2025-04-09  18.0000  18.0000  17.650000  17.650000      700\n",
+       " 2025-04-10  18.5000  18.5000  17.030001  18.000000     1600\n",
+       " 2025-04-11  18.5000  18.5000  18.200001  18.200001     1600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'CASN3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      CASN3.SA  CASN3.SA  CASN3.SA  CASN3.SA CASN3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  9.572997  9.572997  9.572997  9.572997        0\n",
+       " 2024-04-12  9.572997  9.572997  9.572997  9.572997        0\n",
+       " 2024-04-15  9.572997  9.572997  9.572997  9.572997        0\n",
+       " 2024-04-16  9.572997  9.572997  9.572997  9.572997        0\n",
+       " 2024-04-17  9.572997  9.572997  9.572997  9.572997        0\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  8.807370  8.807370  8.807370  8.807370        0\n",
+       " 2025-04-08  8.807370  8.807370  8.807370  8.807370        0\n",
+       " 2025-04-09  8.807370  8.807370  8.807370  8.807370        0\n",
+       " 2025-04-10  8.807370  8.807370  8.807370  8.807370        0\n",
+       " 2025-04-11  8.807370  8.807370  8.807370  8.807370        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'GPAR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       GPAR3.SA   GPAR3.SA   GPAR3.SA   GPAR3.SA GPAR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  47.500000  47.500000  47.500000  47.500000        0\n",
+       " 2024-04-12  47.500000  47.500000  47.500000  47.500000        0\n",
+       " 2024-04-15  47.500000  47.500000  47.500000  47.500000        0\n",
+       " 2024-04-16  47.500000  47.500000  47.500000  47.500000        0\n",
+       " 2024-04-17  47.500000  47.500000  47.500000  47.500000        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  22.910000  22.910000  22.910000  22.910000        0\n",
+       " 2025-04-08  23.309999  23.309999  23.309999  23.309999      100\n",
+       " 2025-04-09  25.330000  25.330000  25.330000  25.330000      100\n",
+       " 2025-04-10  25.330000  25.330000  25.330000  25.330000        0\n",
+       " 2025-04-11  25.330000  25.330000  25.330000  25.330000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ORVR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       ORVR3.SA   ORVR3.SA   ORVR3.SA   ORVR3.SA ORVR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  37.369999  37.599998  36.770000  37.599998   291100\n",
+       " 2024-04-12  36.919998  38.049999  36.380001  37.849998   394500\n",
+       " 2024-04-15  35.849998  36.779999  35.599998  36.770000   521100\n",
+       " 2024-04-16  35.540001  36.000000  35.040001  35.380001   259300\n",
+       " 2024-04-17  35.660000  36.189999  35.500000  35.939999   175400\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  40.950001  41.830002  40.770000  41.200001   304100\n",
+       " 2025-04-08  40.970001  41.689999  40.910000  41.439999   225100\n",
+       " 2025-04-09  41.450001  41.720001  40.200001  40.910000   640800\n",
+       " 2025-04-10  40.830002  41.650002  40.509998  41.639999   278200\n",
+       " 2025-04-11  41.459999  41.779999  40.549999  40.630001   166800\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'HETA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     HETA3.SA HETA3.SA HETA3.SA HETA3.SA HETA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     96.0     96.0     96.0     96.0        0\n",
+       " 2024-04-12     96.0     96.0     96.0     96.0        0\n",
+       " 2024-04-15     96.0     96.0     96.0     96.0        0\n",
+       " 2024-04-16     96.0     96.0     96.0     96.0        0\n",
+       " 2024-04-17     96.0     96.0     96.0     96.0        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     96.0     96.0     96.0     96.0        0\n",
+       " 2025-04-08     96.0     96.0     96.0     96.0        0\n",
+       " 2025-04-09     96.0     96.0     96.0     96.0        0\n",
+       " 2025-04-10     96.0     96.0     96.0     96.0        0\n",
+       " 2025-04-11     96.0     96.0     96.0     96.0        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRIV4': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BRIV4.SA BRIV4.SA BRIV4.SA BRIV4.SA BRIV4.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    12.54    12.54    12.54    12.54        0\n",
+       " 2024-04-12    12.54    12.54    12.54    12.54        0\n",
+       " 2024-04-15    12.54    12.54    12.54    12.54        0\n",
+       " 2024-04-16    12.54    12.54    12.54    12.54        0\n",
+       " 2024-04-17    12.54    12.54    12.54    12.54        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    12.54    12.54    12.54    12.54        0\n",
+       " 2025-04-08    12.54    12.54    12.54    12.54        0\n",
+       " 2025-04-09    12.54    12.54    12.54    12.54        0\n",
+       " 2025-04-10    12.54    12.54    12.54    12.54        0\n",
+       " 2025-04-11    12.54    12.54    12.54    12.54        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MSPA4': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       MSPA4.SA   MSPA4.SA   MSPA4.SA   MSPA4.SA MSPA4.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  36.682190  36.682190  36.682190  36.682190        0\n",
+       " 2024-04-12  36.682190  36.682190  36.682190  36.682190        0\n",
+       " 2024-04-15  36.682190  36.682190  36.682190  36.682190        0\n",
+       " 2024-04-16  36.682190  36.682190  36.682190  36.682190        0\n",
+       " 2024-04-17  36.682190  36.682190  36.682190  36.682190        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  36.299999  36.299999  36.299999  36.299999        0\n",
+       " 2025-04-08  36.299999  36.299999  36.299999  36.299999        0\n",
+       " 2025-04-09  36.299999  36.299999  36.299999  36.299999        0\n",
+       " 2025-04-10  36.299999  36.299999  36.299999  36.299999        0\n",
+       " 2025-04-11  36.299999  36.299999  36.299999  36.299999        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'BRIV3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     BRIV3.SA BRIV3.SA BRIV3.SA BRIV3.SA BRIV3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11    12.86    12.86    12.86    12.86        0\n",
+       " 2024-04-12    12.86    12.86    12.86    12.86        0\n",
+       " 2024-04-15    12.86    12.86    12.86    12.86        0\n",
+       " 2024-04-16    12.86    12.86    12.86    12.86        0\n",
+       " 2024-04-17    12.86    12.86    12.86    12.86        0\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07    12.86    12.86    12.86    12.86        0\n",
+       " 2025-04-08    12.86    12.86    12.86    12.86        0\n",
+       " 2025-04-09    12.86    12.86    12.86    12.86        0\n",
+       " 2025-04-10    12.86    12.86    12.86    12.86        0\n",
+       " 2025-04-11    12.86    12.86    12.86    12.86        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'PRNR3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       PRNR3.SA   PRNR3.SA   PRNR3.SA   PRNR3.SA PRNR3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  13.484495  13.564050  13.235887  13.514328   364400\n",
+       " 2024-04-12  13.285608  13.404940  13.037000  13.385052   936800\n",
+       " 2024-04-15  12.559673  13.404940  12.529841  13.295553   603900\n",
+       " 2024-04-16  12.330954  12.579562  12.151957  12.500007   377500\n",
+       " 2024-04-17  12.281233  12.629283  12.022680  12.340898  1042800\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  16.670000  17.070000  16.320000  16.700001   297500\n",
+       " 2025-04-08  16.639999  17.040001  16.350000  16.830000   185900\n",
+       " 2025-04-09  17.209999  17.209999  16.340000  16.650000   464100\n",
+       " 2025-04-10  16.799999  17.150000  16.760000  17.100000   262600\n",
+       " 2025-04-11  17.100000  17.190001  16.690001  16.750000   146300\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'QUAL3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     QUAL3.SA QUAL3.SA QUAL3.SA QUAL3.SA QUAL3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     1.56     1.61     1.56     1.57  6041400\n",
+       " 2024-04-12     1.47     1.58     1.46     1.56  7762100\n",
+       " 2024-04-15     1.37     1.48     1.37     1.48  8344600\n",
+       " 2024-04-16     1.36     1.45     1.35     1.37  9196600\n",
+       " 2024-04-17     1.35     1.41     1.34     1.40  6304300\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     1.80     1.83     1.70     1.78  2931900\n",
+       " 2025-04-08     1.77     1.85     1.75     1.81  2710800\n",
+       " 2025-04-09     1.94     1.95     1.75     1.76  4674700\n",
+       " 2025-04-10     1.93     1.95     1.87     1.92  2586500\n",
+       " 2025-04-11     2.01     2.01     1.90     1.90  2702900\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'MSPA3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       MSPA3.SA   MSPA3.SA   MSPA3.SA   MSPA3.SA MSPA3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  42.711071  42.711071  42.711071  42.711071        0\n",
+       " 2024-04-12  42.711071  42.711071  42.711071  42.711071        0\n",
+       " 2024-04-15  42.711071  42.711071  42.711071  42.711071        0\n",
+       " 2024-04-16  42.711071  42.711071  42.711071  42.711071        0\n",
+       " 2024-04-17  42.711071  42.711071  42.711071  42.711071        0\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  47.000000  47.000000  47.000000  47.000000        0\n",
+       " 2025-04-08  47.000000  47.000000  47.000000  47.000000        0\n",
+       " 2025-04-09  47.000000  47.000000  47.000000  47.000000        0\n",
+       " 2025-04-10  47.000000  47.000000  47.000000  47.000000        0\n",
+       " 2025-04-11  47.000000  47.000000  47.000000  47.000000        0\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ESPA3': Price         Close     High      Low     Open   Volume\n",
+       " Ticker     ESPA3.SA ESPA3.SA ESPA3.SA ESPA3.SA ESPA3.SA\n",
+       " Date                                                   \n",
+       " 2024-04-11     0.98     1.01     0.98     0.99   404500\n",
+       " 2024-04-12     0.96     0.98     0.95     0.98  1083600\n",
+       " 2024-04-15     0.94     0.98     0.94     0.97  1136400\n",
+       " 2024-04-16     0.93     0.96     0.93     0.94   966500\n",
+       " 2024-04-17     0.88     0.96     0.86     0.94  1450700\n",
+       " ...             ...      ...      ...      ...      ...\n",
+       " 2025-04-07     0.70     0.70     0.69     0.70   255700\n",
+       " 2025-04-08     0.70     0.71     0.68     0.71   648700\n",
+       " 2025-04-09     0.72     0.72     0.68     0.70   286300\n",
+       " 2025-04-10     0.72     0.72     0.71     0.71    97000\n",
+       " 2025-04-11     0.72     0.73     0.71     0.72   316600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'LAND3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       LAND3.SA   LAND3.SA   LAND3.SA   LAND3.SA LAND3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  14.454132  15.110234  14.314959  14.702656    66300\n",
+       " 2024-04-12  14.215549  14.295077  13.479920  14.175786   108000\n",
+       " 2024-04-15  14.414369  14.911416  13.947144  13.947144    69500\n",
+       " 2024-04-16  14.424310  14.633070  14.096259  14.523719    70600\n",
+       " 2024-04-17  14.235431  14.483954  14.235431  14.394486    37900\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07  14.780000  14.780000  14.030000  14.500000    25200\n",
+       " 2025-04-08  14.570000  14.820000  14.250000  14.760000    27400\n",
+       " 2025-04-09  14.580000  14.580000  14.100000  14.340000    53500\n",
+       " 2025-04-10  14.230000  14.690000  14.230000  14.690000    15100\n",
+       " 2025-04-11  14.160000  14.360000  14.160000  14.220000    42100\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'ENEV3': Price         Close     High      Low     Open    Volume\n",
+       " Ticker     ENEV3.SA ENEV3.SA ENEV3.SA ENEV3.SA  ENEV3.SA\n",
+       " Date                                                    \n",
+       " 2024-04-11    12.70    12.80    12.58    12.80   5988400\n",
+       " 2024-04-12    12.53    12.72    12.39    12.57   7501000\n",
+       " 2024-04-15    12.25    12.50    12.20    12.46  16798400\n",
+       " 2024-04-16    12.15    12.27    12.04    12.04  11519800\n",
+       " 2024-04-17    12.05    12.22    11.98    12.19   7606700\n",
+       " ...             ...      ...      ...      ...       ...\n",
+       " 2025-04-07    11.70    12.07    11.48    11.87  22764900\n",
+       " 2025-04-08    11.95    12.04    11.68    11.76   6428700\n",
+       " 2025-04-09    12.34    12.54    11.75    11.92   9696700\n",
+       " 2025-04-10    12.22    12.39    12.09    12.15   6443700\n",
+       " 2025-04-11    12.44    12.50    12.20    12.34   9079600\n",
+       " \n",
+       " [252 rows x 5 columns],\n",
+       " 'VSTE3': Price           Close       High        Low       Open   Volume\n",
+       " Ticker       VSTE3.SA   VSTE3.SA   VSTE3.SA   VSTE3.SA VSTE3.SA\n",
+       " Date                                                           \n",
+       " 2024-04-11  15.950663  16.349429  15.950663  15.950663     1300\n",
+       " 2024-04-12  15.950663  16.379337  15.761249  15.761249     1200\n",
+       " 2024-04-15  15.113253  15.950663  15.093315  15.950663     3700\n",
+       " 2024-04-16  14.893930  15.053438  14.854054  14.854054     4400\n",
+       " 2024-04-17  14.903900  14.903900  14.335658  14.614794     8000\n",
+       " ...               ...        ...        ...        ...      ...\n",
+       " 2025-04-07   6.730000   6.770000   6.620000   6.700000     9800\n",
+       " 2025-04-08   6.790000   6.950000   6.640000   6.730000     2300\n",
+       " 2025-04-09   6.700000   6.720000   6.620000   6.620000     2400\n",
+       " 2025-04-10   6.770000   6.800000   6.620000   6.800000      400\n",
+       " 2025-04-11   6.800000   6.840000   6.630000   6.840000     2900\n",
+       " \n",
+       " [248 rows x 5 columns],\n",
+       " 'LJQQ3': Price          Close      High       Low      Open   Volume\n",
+       " Ticker      LJQQ3.SA  LJQQ3.SA  LJQQ3.SA  LJQQ3.SA LJQQ3.SA\n",
+       " Date                                                       \n",
+       " 2024-04-11  5.107094  5.286788  5.069264  5.173297  1288300\n",
+       " 2024-04-12  4.861197  5.154382  4.794994  5.154382  2200500\n",
+       " 2024-04-15  4.586927  4.870655  4.511267  4.861197  3043400\n",
+       " 2024-04-16  4.501810  4.539640  4.331573  4.520725  3112900\n",
+       " 2024-04-17  4.463979  4.690961  4.445064  4.568012  2079200\n",
+       " ...              ...       ...       ...       ...      ...\n",
+       " 2025-04-07  2.700000  2.820000  2.600000  2.790000  3618300\n",
+       " 2025-04-08  2.570000  2.770000  2.560000  2.730000  3233600\n",
+       " 2025-04-09  2.750000  2.770000  2.480000  2.490000  4656400\n",
+       " 2025-04-10  2.540000  2.760000  2.510000  2.760000  3996400\n",
+       " 2025-04-11  2.580000  2.620000  2.490000  2.550000  3066700\n",
+       " \n",
+       " [252 rows x 5 columns]}"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 28
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-04-13T22:34:03.425386Z",
+     "start_time": "2025-04-13T22:34:03.421453Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "def tratar_csv_acao(dados, ticker):\n",
+    "    \"\"\"\n",
+    "    Trata o formato do CSV de ações removendo linhas desnecessárias\n",
+    "    e ajustando o cabeçalho\n",
+    "\n",
+    "    Args:\n",
+    "        dados: DataFrame com os dados originais ou caminho para o arquivo CSV\n",
+    "        ticker: Ticker da ação\n",
+    "\n",
+    "    Returns:\n",
+    "        DataFrame tratado com o formato correto\n",
+    "    \"\"\"\n",
+    "    # Verificar se dados é um DataFrame ou um caminho para arquivo\n",
+    "    if isinstance(dados, str):\n",
+    "        # Se for um caminho, carregar o CSV\n",
+    "        dados = pd.read_csv(dados)\n",
+    "\n",
+    "    # Pular as duas primeiras linhas após o cabeçalho\n",
+    "    dados_tratados = dados.iloc[3:].copy()\n",
+    "\n",
+    "    # Renomear as colunas, removendo o nome do ticker de cada coluna\n",
+    "    colunas_originais = dados.columns.tolist()\n",
+    "    colunas_novas = [nome_col for nome_col, _ in colunas_originais]\n",
+    "    dados_tratados.columns = colunas_novas\n",
+    "\n",
+    "    return dados_tratados"
+   ],
+   "id": "c35a4881789ac8b4",
+   "outputs": [],
+   "execution_count": 71
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-04-13T22:34:03.654289Z",
+     "start_time": "2025-04-13T22:34:03.647494Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "def salvar_dados_historicos_csv(dados_historicos, diretorio='dados_acoes'):\n",
+    "    \"\"\"\n",
+    "    Salva os dados históricos das ações em arquivos CSV\n",
+    "\n",
+    "    Args:\n",
+    "        dados_historicos: Dicionário com ticker como chave e DataFrame como valor\n",
+    "        diretorio: Diretório onde os arquivos CSV serão salvos\n",
+    "\n",
+    "    Returns:\n",
+    "        Lista de arquivos CSV salvos\n",
+    "    \"\"\"\n",
+    "\n",
+    "    if not os.path.exists(diretorio):\n",
+    "        os.makedirs(diretorio)\n",
+    "\n",
+    "    arquivos_salvos = []\n",
+    "\n",
+    "    for ticker, dados in dados_historicos.items():\n",
+    "        try:\n",
+    "            caminho_arquivo = os.path.join(diretorio, f\"{ticker}.csv\")\n",
+    "\n",
+    "            dados_tratado = tratar_csv_acao(dados, ticker)\n",
+    "\n",
+    "            dados_tratado.to_csv(caminho_arquivo)\n",
+    "            arquivos_salvos.append(caminho_arquivo)\n",
+    "            print(f\"Dados de {ticker} salvos em {caminho_arquivo}\")\n",
+    "        except Exception as e:\n",
+    "            print(f\"Erro ao salvar {ticker}: {e}\")\n",
+    "\n",
+    "    print(f\"\\nTotal de {len(arquivos_salvos)} arquivos CSV salvos no diretório '{diretorio}'\")\n",
+    "    return arquivos_salvos"
+   ],
+   "id": "43c27e867e282d74",
+   "outputs": [],
+   "execution_count": 72
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-04-13T22:34:04.924766Z",
+     "start_time": "2025-04-13T22:34:03.994823Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "arquivos = salvar_dados_historicos_csv(acoes_historico)",
+   "id": "d7c8256cc3b61145",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dados de SEER3 salvos em dados_acoes/SEER3.csv\n",
+      "Dados de FRIO3 salvos em dados_acoes/FRIO3.csv\n",
+      "Dados de USIM6 salvos em dados_acoes/USIM6.csv\n",
+      "Dados de AMBP3 salvos em dados_acoes/AMBP3.csv\n",
+      "Dados de CLSA3 salvos em dados_acoes/CLSA3.csv\n",
+      "Dados de OPCT3 salvos em dados_acoes/OPCT3.csv\n",
+      "Dados de FICT3 salvos em dados_acoes/FICT3.csv\n",
+      "Dados de AURA33 salvos em dados_acoes/AURA33.csv\n",
+      "Dados de USIM5 salvos em dados_acoes/USIM5.csv\n",
+      "Dados de USIM3 salvos em dados_acoes/USIM3.csv\n",
+      "Dados de PETZ3 salvos em dados_acoes/PETZ3.csv\n",
+      "Dados de ALPK3 salvos em dados_acoes/ALPK3.csv\n",
+      "Dados de DTCY3 salvos em dados_acoes/DTCY3.csv\n",
+      "Dados de CASH3 salvos em dados_acoes/CASH3.csv\n",
+      "Dados de JALL3 salvos em dados_acoes/JALL3.csv\n",
+      "Dados de RAIL3 salvos em dados_acoes/RAIL3.csv\n",
+      "Dados de FIEI3 salvos em dados_acoes/FIEI3.csv\n",
+      "Dados de DOHL3 salvos em dados_acoes/DOHL3.csv\n",
+      "Dados de SCAR3 salvos em dados_acoes/SCAR3.csv\n",
+      "Dados de HAPV3 salvos em dados_acoes/HAPV3.csv\n",
+      "Dados de MAPT4 salvos em dados_acoes/MAPT4.csv\n",
+      "Dados de MAPT3 salvos em dados_acoes/MAPT3.csv\n",
+      "Dados de SIMH3 salvos em dados_acoes/SIMH3.csv\n",
+      "Dados de ATED3 salvos em dados_acoes/ATED3.csv\n",
+      "Dados de DOHL4 salvos em dados_acoes/DOHL4.csv\n",
+      "Dados de TELB3 salvos em dados_acoes/TELB3.csv\n",
+      "Dados de BIOM3 salvos em dados_acoes/BIOM3.csv\n",
+      "Dados de CBAV3 salvos em dados_acoes/CBAV3.csv\n",
+      "Dados de TELB4 salvos em dados_acoes/TELB4.csv\n",
+      "Dados de CVCB3 salvos em dados_acoes/CVCB3.csv\n",
+      "Dados de ECPR4 salvos em dados_acoes/ECPR4.csv\n",
+      "Dados de ECPR3 salvos em dados_acoes/ECPR3.csv\n",
+      "Dados de ENJU3 salvos em dados_acoes/ENJU3.csv\n",
+      "Dados de SUZB3 salvos em dados_acoes/SUZB3.csv\n",
+      "Dados de BRAV3 salvos em dados_acoes/BRAV3.csv\n",
+      "Dados de RAIZ4 salvos em dados_acoes/RAIZ4.csv\n",
+      "Dados de ZAMP3 salvos em dados_acoes/ZAMP3.csv\n",
+      "Dados de AALR3 salvos em dados_acoes/AALR3.csv\n",
+      "Dados de GFSA3 salvos em dados_acoes/GFSA3.csv\n",
+      "Dados de MRVE3 salvos em dados_acoes/MRVE3.csv\n",
+      "Dados de NGRD3 salvos em dados_acoes/NGRD3.csv\n",
+      "Dados de CRPG3 salvos em dados_acoes/CRPG3.csv\n",
+      "Dados de ONCO3 salvos em dados_acoes/ONCO3.csv\n",
+      "Dados de PTBL3 salvos em dados_acoes/PTBL3.csv\n",
+      "Dados de CRPG6 salvos em dados_acoes/CRPG6.csv\n",
+      "Dados de RCSL3 salvos em dados_acoes/RCSL3.csv\n",
+      "Dados de AZTE3 salvos em dados_acoes/AZTE3.csv\n",
+      "Dados de CRPG5 salvos em dados_acoes/CRPG5.csv\n",
+      "Dados de MEAL3 salvos em dados_acoes/MEAL3.csv\n",
+      "Dados de CSNA3 salvos em dados_acoes/CSNA3.csv\n",
+      "Dados de AMOB3 salvos em dados_acoes/AMOB3.csv\n",
+      "Dados de ADHM3 salvos em dados_acoes/ADHM3.csv\n",
+      "Dados de RPAD5 salvos em dados_acoes/RPAD5.csv\n",
+      "Dados de KRSA3 salvos em dados_acoes/KRSA3.csv\n",
+      "Dados de MATD3 salvos em dados_acoes/MATD3.csv\n",
+      "Dados de MGEL3 salvos em dados_acoes/MGEL3.csv\n",
+      "Dados de TRAD3 salvos em dados_acoes/TRAD3.csv\n",
+      "Dados de DMFN3 salvos em dados_acoes/DMFN3.csv\n",
+      "Dados de CEED4 salvos em dados_acoes/CEED4.csv\n",
+      "Dados de PDTC3 salvos em dados_acoes/PDTC3.csv\n",
+      "Dados de MLAS3 salvos em dados_acoes/MLAS3.csv\n",
+      "Dados de RPAD3 salvos em dados_acoes/RPAD3.csv\n",
+      "Dados de RPAD6 salvos em dados_acoes/RPAD6.csv\n",
+      "Dados de HBSA3 salvos em dados_acoes/HBSA3.csv\n",
+      "Dados de DOTZ3 salvos em dados_acoes/DOTZ3.csv\n",
+      "Dados de BEEF3 salvos em dados_acoes/BEEF3.csv\n",
+      "Dados de RCSL4 salvos em dados_acoes/RCSL4.csv\n",
+      "Dados de WEST3 salvos em dados_acoes/WEST3.csv\n",
+      "Dados de AMAR3 salvos em dados_acoes/AMAR3.csv\n",
+      "Dados de AZEV4 salvos em dados_acoes/AZEV4.csv\n",
+      "Dados de RNEW11 salvos em dados_acoes/RNEW11.csv\n",
+      "Dados de DASA3 salvos em dados_acoes/DASA3.csv\n",
+      "Dados de RNEW3 salvos em dados_acoes/RNEW3.csv\n",
+      "Dados de RNEW4 salvos em dados_acoes/RNEW4.csv\n",
+      "Dados de AZEV3 salvos em dados_acoes/AZEV3.csv\n",
+      "Dados de CEED3 salvos em dados_acoes/CEED3.csv\n",
+      "Dados de LUPA3 salvos em dados_acoes/LUPA3.csv\n",
+      "Dados de ESTR3 salvos em dados_acoes/ESTR3.csv\n",
+      "Dados de SNSY5 salvos em dados_acoes/SNSY5.csv\n",
+      "Dados de NTCO3 salvos em dados_acoes/NTCO3.csv\n",
+      "Dados de CSAN3 salvos em dados_acoes/CSAN3.csv\n",
+      "Dados de GPIV33 salvos em dados_acoes/GPIV33.csv\n",
+      "Dados de BIED3 salvos em dados_acoes/BIED3.csv\n",
+      "Dados de ESTR4 salvos em dados_acoes/ESTR4.csv\n",
+      "Dados de TXRX3 salvos em dados_acoes/TXRX3.csv\n",
+      "Dados de MGEL4 salvos em dados_acoes/MGEL4.csv\n",
+      "Dados de VIVR3 salvos em dados_acoes/VIVR3.csv\n",
+      "Dados de MBLY3 salvos em dados_acoes/MBLY3.csv\n",
+      "Dados de RDNI3 salvos em dados_acoes/RDNI3.csv\n",
+      "Dados de PCAR3 salvos em dados_acoes/PCAR3.csv\n",
+      "Dados de BRKM3 salvos em dados_acoes/BRKM3.csv\n",
+      "Dados de BRKM5 salvos em dados_acoes/BRKM5.csv\n",
+      "Dados de PLAS3 salvos em dados_acoes/PLAS3.csv\n",
+      "Dados de TCSA3 salvos em dados_acoes/TCSA3.csv\n",
+      "Dados de BHIA3 salvos em dados_acoes/BHIA3.csv\n",
+      "Dados de SHOW3 salvos em dados_acoes/SHOW3.csv\n",
+      "Dados de BRPR3 salvos em dados_acoes/BRPR3.csv\n",
+      "Dados de BRKM6 salvos em dados_acoes/BRKM6.csv\n",
+      "Dados de BDLL3 salvos em dados_acoes/BDLL3.csv\n",
+      "Dados de BDLL4 salvos em dados_acoes/BDLL4.csv\n",
+      "Dados de CTNM3 salvos em dados_acoes/CTNM3.csv\n",
+      "Dados de VVEO3 salvos em dados_acoes/VVEO3.csv\n",
+      "Dados de CTSA3 salvos em dados_acoes/CTSA3.csv\n",
+      "Dados de INEP3 salvos em dados_acoes/INEP3.csv\n",
+      "Dados de INEP4 salvos em dados_acoes/INEP4.csv\n",
+      "Dados de AERI3 salvos em dados_acoes/AERI3.csv\n",
+      "Dados de ATMP3 salvos em dados_acoes/ATMP3.csv\n",
+      "Dados de TXRX4 salvos em dados_acoes/TXRX4.csv\n",
+      "Dados de NEXP3 salvos em dados_acoes/NEXP3.csv\n",
+      "Dados de RPMG3 salvos em dados_acoes/RPMG3.csv\n",
+      "Dados de FHER3 salvos em dados_acoes/FHER3.csv\n",
+      "Dados de CTSA4 salvos em dados_acoes/CTSA4.csv\n",
+      "Dados de JFEN3 salvos em dados_acoes/JFEN3.csv\n",
+      "Dados de TEKA3 salvos em dados_acoes/TEKA3.csv\n",
+      "Dados de GOLL4 salvos em dados_acoes/GOLL4.csv\n",
+      "Dados de SEQL3 salvos em dados_acoes/SEQL3.csv\n",
+      "Dados de PMAM3 salvos em dados_acoes/PMAM3.csv\n",
+      "Dados de TEKA4 salvos em dados_acoes/TEKA4.csv\n",
+      "Dados de AGXY3 salvos em dados_acoes/AGXY3.csv\n",
+      "Dados de IFCM3 salvos em dados_acoes/IFCM3.csv\n",
+      "Dados de CTNM4 salvos em dados_acoes/CTNM4.csv\n",
+      "Dados de PDGR3 salvos em dados_acoes/PDGR3.csv\n",
+      "Dados de SGPS3 salvos em dados_acoes/SGPS3.csv\n",
+      "Dados de GSHP3 salvos em dados_acoes/GSHP3.csv\n",
+      "Dados de OSXB3 salvos em dados_acoes/OSXB3.csv\n",
+      "Dados de TENE5 salvos em dados_acoes/TENE5.csv\n",
+      "Dados de VSPT3 salvos em dados_acoes/VSPT3.csv\n",
+      "Dados de IRBR3 salvos em dados_acoes/IRBR3.csv\n",
+      "Dados de GEPA3 salvos em dados_acoes/GEPA3.csv\n",
+      "Dados de GEPA4 salvos em dados_acoes/GEPA4.csv\n",
+      "Dados de TIMS3 salvos em dados_acoes/TIMS3.csv\n",
+      "Dados de OIBR3 salvos em dados_acoes/OIBR3.csv\n",
+      "Dados de CORR3 salvos em dados_acoes/CORR3.csv\n",
+      "Dados de BPHA3 salvos em dados_acoes/BPHA3.csv\n",
+      "Dados de AMER3 salvos em dados_acoes/AMER3.csv\n",
+      "Dados de AZUL4 salvos em dados_acoes/AZUL4.csv\n",
+      "Dados de RSID3 salvos em dados_acoes/RSID3.csv\n",
+      "Dados de SLED4 salvos em dados_acoes/SLED4.csv\n",
+      "Dados de OIBR4 salvos em dados_acoes/OIBR4.csv\n",
+      "Dados de CORR4 salvos em dados_acoes/CORR4.csv\n",
+      "Dados de SLED3 salvos em dados_acoes/SLED3.csv\n",
+      "Dados de HOOT4 salvos em dados_acoes/HOOT4.csv\n",
+      "Dados de MWET4 salvos em dados_acoes/MWET4.csv\n",
+      "Dados de MWET3 salvos em dados_acoes/MWET3.csv\n",
+      "Dados de NORD3 salvos em dados_acoes/NORD3.csv\n",
+      "Dados de LIGT3 salvos em dados_acoes/LIGT3.csv\n",
+      "Dados de APTI4 salvos em dados_acoes/APTI4.csv\n",
+      "Dados de SYNE3 salvos em dados_acoes/SYNE3.csv\n",
+      "Dados de CTKA4 salvos em dados_acoes/CTKA4.csv\n",
+      "Dados de CEDO4 salvos em dados_acoes/CEDO4.csv\n",
+      "Dados de CTKA3 salvos em dados_acoes/CTKA3.csv\n",
+      "Dados de CEDO3 salvos em dados_acoes/CEDO3.csv\n",
+      "Dados de MMAQ4 salvos em dados_acoes/MMAQ4.csv\n",
+      "Dados de MMAQ3 salvos em dados_acoes/MMAQ3.csv\n",
+      "Dados de FIGE3 salvos em dados_acoes/FIGE3.csv\n",
+      "Dados de AHEB3 salvos em dados_acoes/AHEB3.csv\n",
+      "Dados de AHEB5 salvos em dados_acoes/AHEB5.csv\n",
+      "Dados de PRIO3 salvos em dados_acoes/PRIO3.csv\n",
+      "Dados de AHEB6 salvos em dados_acoes/AHEB6.csv\n",
+      "Dados de VBBR3 salvos em dados_acoes/VBBR3.csv\n",
+      "Dados de VTRU3 salvos em dados_acoes/VTRU3.csv\n",
+      "Dados de JHSF3 salvos em dados_acoes/JHSF3.csv\n",
+      "Dados de BGIP4 salvos em dados_acoes/BGIP4.csv\n",
+      "Dados de BOBR3 salvos em dados_acoes/BOBR3.csv\n",
+      "Dados de BGIP3 salvos em dados_acoes/BGIP3.csv\n",
+      "Dados de PINE4 salvos em dados_acoes/PINE4.csv\n",
+      "Dados de HETA4 salvos em dados_acoes/HETA4.csv\n",
+      "Dados de PINE3 salvos em dados_acoes/PINE3.csv\n",
+      "Dados de CAML3 salvos em dados_acoes/CAML3.csv\n",
+      "Dados de HBOR3 salvos em dados_acoes/HBOR3.csv\n",
+      "Dados de CLSC3 salvos em dados_acoes/CLSC3.csv\n",
+      "Dados de CMIG4 salvos em dados_acoes/CMIG4.csv\n",
+      "Dados de COCE5 salvos em dados_acoes/COCE5.csv\n",
+      "Dados de ISAE4 salvos em dados_acoes/ISAE4.csv\n",
+      "Dados de BALM4 salvos em dados_acoes/BALM4.csv\n",
+      "Dados de BMEB3 salvos em dados_acoes/BMEB3.csv\n",
+      "Dados de BNBR3 salvos em dados_acoes/BNBR3.csv\n",
+      "Dados de COCE3 salvos em dados_acoes/COCE3.csv\n",
+      "Dados de TKNO4 salvos em dados_acoes/TKNO4.csv\n",
+      "Dados de ALLD3 salvos em dados_acoes/ALLD3.csv\n",
+      "Dados de CLSC4 salvos em dados_acoes/CLSC4.csv\n",
+      "Dados de POMO3 salvos em dados_acoes/POMO3.csv\n",
+      "Dados de BAZA3 salvos em dados_acoes/BAZA3.csv\n",
+      "Dados de BMEB4 salvos em dados_acoes/BMEB4.csv\n",
+      "Dados de EALT3 salvos em dados_acoes/EALT3.csv\n",
+      "Dados de ENGI4 salvos em dados_acoes/ENGI4.csv\n",
+      "Dados de BBAS3 salvos em dados_acoes/BBAS3.csv\n",
+      "Dados de EALT4 salvos em dados_acoes/EALT4.csv\n",
+      "Dados de NUTR3 salvos em dados_acoes/NUTR3.csv\n",
+      "Dados de ECOR3 salvos em dados_acoes/ECOR3.csv\n",
+      "Dados de BRSR6 salvos em dados_acoes/BRSR6.csv\n",
+      "Dados de BPAR3 salvos em dados_acoes/BPAR3.csv\n",
+      "Dados de COGN3 salvos em dados_acoes/COGN3.csv\n",
+      "Dados de LOGG3 salvos em dados_acoes/LOGG3.csv\n",
+      "Dados de ABCB4 salvos em dados_acoes/ABCB4.csv\n",
+      "Dados de ENGI11 salvos em dados_acoes/ENGI11.csv\n",
+      "Dados de CBEE3 salvos em dados_acoes/CBEE3.csv\n",
+      "Dados de BMGB4 salvos em dados_acoes/BMGB4.csv\n",
+      "Dados de BALM3 salvos em dados_acoes/BALM3.csv\n",
+      "Dados de TPIS3 salvos em dados_acoes/TPIS3.csv\n",
+      "Dados de CEEB5 salvos em dados_acoes/CEEB5.csv\n",
+      "Dados de MDNE3 salvos em dados_acoes/MDNE3.csv\n",
+      "Dados de SBFG3 salvos em dados_acoes/SBFG3.csv\n",
+      "Dados de CAMB3 salvos em dados_acoes/CAMB3.csv\n",
+      "Dados de CGRA4 salvos em dados_acoes/CGRA4.csv\n",
+      "Dados de CGRA3 salvos em dados_acoes/CGRA3.csv\n",
+      "Dados de BRSR3 salvos em dados_acoes/BRSR3.csv\n",
+      "Dados de GOAU4 salvos em dados_acoes/GOAU4.csv\n",
+      "Dados de SAPR3 salvos em dados_acoes/SAPR3.csv\n",
+      "Dados de VLID3 salvos em dados_acoes/VLID3.csv\n",
+      "Dados de SAPR11 salvos em dados_acoes/SAPR11.csv\n",
+      "Dados de SAPR4 salvos em dados_acoes/SAPR4.csv\n",
+      "Dados de LAVV3 salvos em dados_acoes/LAVV3.csv\n",
+      "Dados de BRAP3 salvos em dados_acoes/BRAP3.csv\n",
+      "Dados de CEEB3 salvos em dados_acoes/CEEB3.csv\n",
+      "Dados de GOAU3 salvos em dados_acoes/GOAU3.csv\n",
+      "Dados de LUXM3 salvos em dados_acoes/LUXM3.csv\n",
+      "Dados de BRAP4 salvos em dados_acoes/BRAP4.csv\n",
+      "Dados de RANI3 salvos em dados_acoes/RANI3.csv\n",
+      "Dados de CSMG3 salvos em dados_acoes/CSMG3.csv\n",
+      "Dados de HAGA4 salvos em dados_acoes/HAGA4.csv\n",
+      "Dados de POMO4 salvos em dados_acoes/POMO4.csv\n",
+      "Dados de CMIG3 salvos em dados_acoes/CMIG3.csv\n",
+      "Dados de TECN3 salvos em dados_acoes/TECN3.csv\n",
+      "Dados de DEXP4 salvos em dados_acoes/DEXP4.csv\n",
+      "Dados de EUCA4 salvos em dados_acoes/EUCA4.csv\n",
+      "Dados de EQMA3B salvos em dados_acoes/EQMA3B.csv\n",
+      "Dados de CYRE3 salvos em dados_acoes/CYRE3.csv\n",
+      "Dados de DEXP3 salvos em dados_acoes/DEXP3.csv\n",
+      "Dados de COCE6 salvos em dados_acoes/COCE6.csv\n",
+      "Dados de AVLL3 salvos em dados_acoes/AVLL3.csv\n",
+      "Dados de WIZC3 salvos em dados_acoes/WIZC3.csv\n",
+      "Dados de BOBR4 salvos em dados_acoes/BOBR4.csv\n",
+      "Dados de ISAE3 salvos em dados_acoes/ISAE3.csv\n",
+      "Dados de LVTC3 salvos em dados_acoes/LVTC3.csv\n",
+      "Dados de SMTO3 salvos em dados_acoes/SMTO3.csv\n",
+      "Dados de MRFG3 salvos em dados_acoes/MRFG3.csv\n",
+      "Dados de BBDC3 salvos em dados_acoes/BBDC3.csv\n",
+      "Dados de BRSR5 salvos em dados_acoes/BRSR5.csv\n",
+      "Dados de RAPT3 salvos em dados_acoes/RAPT3.csv\n",
+      "Dados de MYPK3 salvos em dados_acoes/MYPK3.csv\n",
+      "Dados de GGBR3 salvos em dados_acoes/GGBR3.csv\n",
+      "Dados de RAPT4 salvos em dados_acoes/RAPT4.csv\n",
+      "Dados de MRSA6B salvos em dados_acoes/MRSA6B.csv\n",
+      "Dados de WHRL3 salvos em dados_acoes/WHRL3.csv\n",
+      "Dados de MRSA5B salvos em dados_acoes/MRSA5B.csv\n",
+      "Dados de GGBR4 salvos em dados_acoes/GGBR4.csv\n",
+      "Dados de LUXM4 salvos em dados_acoes/LUXM4.csv\n",
+      "Dados de KEPL3 salvos em dados_acoes/KEPL3.csv\n",
+      "Dados de BEES3 salvos em dados_acoes/BEES3.csv\n",
+      "Dados de MRSA3B salvos em dados_acoes/MRSA3B.csv\n",
+      "Dados de NEOE3 salvos em dados_acoes/NEOE3.csv\n",
+      "Dados de TRIS3 salvos em dados_acoes/TRIS3.csv\n",
+      "Dados de GRND3 salvos em dados_acoes/GRND3.csv\n",
+      "Dados de BEES4 salvos em dados_acoes/BEES4.csv\n",
+      "Dados de TAEE3 salvos em dados_acoes/TAEE3.csv\n",
+      "Dados de TAEE11 salvos em dados_acoes/TAEE11.csv\n",
+      "Dados de EQPA3 salvos em dados_acoes/EQPA3.csv\n",
+      "Dados de TAEE4 salvos em dados_acoes/TAEE4.csv\n",
+      "Dados de ENGI3 salvos em dados_acoes/ENGI3.csv\n",
+      "Dados de WHRL4 salvos em dados_acoes/WHRL4.csv\n",
+      "Dados de BBDC4 salvos em dados_acoes/BBDC4.csv\n",
+      "Dados de RSUL4 salvos em dados_acoes/RSUL4.csv\n",
+      "Dados de CMIN3 salvos em dados_acoes/CMIN3.csv\n",
+      "Dados de ITSA4 salvos em dados_acoes/ITSA4.csv\n",
+      "Dados de PLPL3 salvos em dados_acoes/PLPL3.csv\n",
+      "Dados de ITSA3 salvos em dados_acoes/ITSA3.csv\n",
+      "Dados de BPAC5 salvos em dados_acoes/BPAC5.csv\n",
+      "Dados de SANB3 salvos em dados_acoes/SANB3.csv\n",
+      "Dados de INTB3 salvos em dados_acoes/INTB3.csv\n",
+      "Dados de VIVA3 salvos em dados_acoes/VIVA3.csv\n",
+      "Dados de SOND6 salvos em dados_acoes/SOND6.csv\n",
+      "Dados de ETER3 salvos em dados_acoes/ETER3.csv\n",
+      "Dados de EUCA3 salvos em dados_acoes/EUCA3.csv\n",
+      "Dados de WLMM3 salvos em dados_acoes/WLMM3.csv\n",
+      "Dados de ROMI3 salvos em dados_acoes/ROMI3.csv\n",
+      "Dados de SOND5 salvos em dados_acoes/SOND5.csv\n",
+      "Dados de LEVE3 salvos em dados_acoes/LEVE3.csv\n",
+      "Dados de SHUL4 salvos em dados_acoes/SHUL4.csv\n",
+      "Dados de CEBR3 salvos em dados_acoes/CEBR3.csv\n",
+      "Dados de VULC3 salvos em dados_acoes/VULC3.csv\n",
+      "Dados de FIQE3 salvos em dados_acoes/FIQE3.csv\n",
+      "Dados de MILS3 salvos em dados_acoes/MILS3.csv\n",
+      "Dados de EGIE3 salvos em dados_acoes/EGIE3.csv\n",
+      "Dados de PFRM3 salvos em dados_acoes/PFRM3.csv\n",
+      "Dados de SBSP3 salvos em dados_acoes/SBSP3.csv\n",
+      "Dados de BRBI11 salvos em dados_acoes/BRBI11.csv\n",
+      "Dados de FESA4 salvos em dados_acoes/FESA4.csv\n",
+      "Dados de CEBR5 salvos em dados_acoes/CEBR5.csv\n",
+      "Dados de CSUD3 salvos em dados_acoes/CSUD3.csv\n",
+      "Dados de SANB11 salvos em dados_acoes/SANB11.csv\n",
+      "Dados de VALE3 salvos em dados_acoes/VALE3.csv\n",
+      "Dados de MTRE3 salvos em dados_acoes/MTRE3.csv\n",
+      "Dados de JSLG3 salvos em dados_acoes/JSLG3.csv\n",
+      "Dados de FIGE4 salvos em dados_acoes/FIGE4.csv\n",
+      "Dados de SOND3 salvos em dados_acoes/SOND3.csv\n",
+      "Dados de PATI3 salvos em dados_acoes/PATI3.csv\n",
+      "Dados de UGPA3 salvos em dados_acoes/UGPA3.csv\n",
+      "Dados de HBRE3 salvos em dados_acoes/HBRE3.csv\n",
+      "Dados de CPFE3 salvos em dados_acoes/CPFE3.csv\n",
+      "Dados de SANB4 salvos em dados_acoes/SANB4.csv\n",
+      "Dados de AGRO3 salvos em dados_acoes/AGRO3.csv\n",
+      "Dados de UCAS3 salvos em dados_acoes/UCAS3.csv\n",
+      "Dados de ITUB3 salvos em dados_acoes/ITUB3.csv\n",
+      "Dados de CEAB3 salvos em dados_acoes/CEAB3.csv\n",
+      "Dados de CEBR6 salvos em dados_acoes/CEBR6.csv\n",
+      "Dados de EQPA5 salvos em dados_acoes/EQPA5.csv\n",
+      "Dados de TGMA3 salvos em dados_acoes/TGMA3.csv\n",
+      "Dados de EZTC3 salvos em dados_acoes/EZTC3.csv\n",
+      "Dados de EKTR3 salvos em dados_acoes/EKTR3.csv\n",
+      "Dados de WLMM4 salvos em dados_acoes/WLMM4.csv\n",
+      "Dados de ALUP4 salvos em dados_acoes/ALUP4.csv\n",
+      "Dados de ALUP11 salvos em dados_acoes/ALUP11.csv\n",
+      "Dados de ARML3 salvos em dados_acoes/ARML3.csv\n",
+      "Dados de POSI3 salvos em dados_acoes/POSI3.csv\n",
+      "Dados de DIRR3 salvos em dados_acoes/DIRR3.csv\n",
+      "Dados de EQPA6 salvos em dados_acoes/EQPA6.csv\n",
+      "Dados de ALUP3 salvos em dados_acoes/ALUP3.csv\n",
+      "Dados de OFSA3 salvos em dados_acoes/OFSA3.csv\n",
+      "Dados de MOVI3 salvos em dados_acoes/MOVI3.csv\n",
+      "Dados de RECV3 salvos em dados_acoes/RECV3.csv\n",
+      "Dados de MULT3 salvos em dados_acoes/MULT3.csv\n",
+      "Dados de HYPE3 salvos em dados_acoes/HYPE3.csv\n",
+      "Dados de PTNT4 salvos em dados_acoes/PTNT4.csv\n",
+      "Dados de BBSE3 salvos em dados_acoes/BBSE3.csv\n",
+      "Dados de ITUB4 salvos em dados_acoes/ITUB4.csv\n",
+      "Dados de ELET3 salvos em dados_acoes/ELET3.csv\n",
+      "Dados de EQPA7 salvos em dados_acoes/EQPA7.csv\n",
+      "Dados de REDE3 salvos em dados_acoes/REDE3.csv\n",
+      "Dados de CGAS3 salvos em dados_acoes/CGAS3.csv\n",
+      "Dados de CSED3 salvos em dados_acoes/CSED3.csv\n",
+      "Dados de JOPA3 salvos em dados_acoes/JOPA3.csv\n",
+      "Dados de MELK3 salvos em dados_acoes/MELK3.csv\n",
+      "Dados de PSSA3 salvos em dados_acoes/PSSA3.csv\n",
+      "Dados de JBSS3 salvos em dados_acoes/JBSS3.csv\n",
+      "Dados de TTEN3 salvos em dados_acoes/TTEN3.csv\n",
+      "Dados de VITT3 salvos em dados_acoes/VITT3.csv\n",
+      "Dados de PATI4 salvos em dados_acoes/PATI4.csv\n",
+      "Dados de CGAS5 salvos em dados_acoes/CGAS5.csv\n",
+      "Dados de ELET6 salvos em dados_acoes/ELET6.csv\n",
+      "Dados de CRFB3 salvos em dados_acoes/CRFB3.csv\n",
+      "Dados de UNIP3 salvos em dados_acoes/UNIP3.csv\n",
+      "Dados de HAGA3 salvos em dados_acoes/HAGA3.csv\n",
+      "Dados de CPLE3 salvos em dados_acoes/CPLE3.csv\n",
+      "Dados de EPAR3 salvos em dados_acoes/EPAR3.csv\n",
+      "Dados de CPLE5 salvos em dados_acoes/CPLE5.csv\n",
+      "Dados de YDUQ3 salvos em dados_acoes/YDUQ3.csv\n",
+      "Dados de LPSB3 salvos em dados_acoes/LPSB3.csv\n",
+      "Dados de DESK3 salvos em dados_acoes/DESK3.csv\n",
+      "Dados de BLAU3 salvos em dados_acoes/BLAU3.csv\n",
+      "Dados de FLRY3 salvos em dados_acoes/FLRY3.csv\n",
+      "Dados de BRFS3 salvos em dados_acoes/BRFS3.csv\n",
+      "Dados de JOPA4 salvos em dados_acoes/JOPA4.csv\n",
+      "Dados de BPAC11 salvos em dados_acoes/BPAC11.csv\n",
+      "Dados de ODPV3 salvos em dados_acoes/ODPV3.csv\n",
+      "Dados de EKTR4 salvos em dados_acoes/EKTR4.csv\n",
+      "Dados de DMVF3 salvos em dados_acoes/DMVF3.csv\n",
+      "Dados de UNIP6 salvos em dados_acoes/UNIP6.csv\n",
+      "Dados de PETR4 salvos em dados_acoes/PETR4.csv\n",
+      "Dados de UNIP5 salvos em dados_acoes/UNIP5.csv\n",
+      "Dados de LREN3 salvos em dados_acoes/LREN3.csv\n",
+      "Dados de CPLE6 salvos em dados_acoes/CPLE6.csv\n",
+      "Dados de BMIN4 salvos em dados_acoes/BMIN4.csv\n",
+      "Dados de MTSA4 salvos em dados_acoes/MTSA4.csv\n",
+      "Dados de IGTI3 salvos em dados_acoes/IGTI3.csv\n",
+      "Dados de BMKS3 salvos em dados_acoes/BMKS3.csv\n",
+      "Dados de CURY3 salvos em dados_acoes/CURY3.csv\n",
+      "Dados de BMIN3 salvos em dados_acoes/BMIN3.csv\n",
+      "Dados de BPAN4 salvos em dados_acoes/BPAN4.csv\n",
+      "Dados de PETR3 salvos em dados_acoes/PETR3.csv\n",
+      "Dados de PTNT3 salvos em dados_acoes/PTNT3.csv\n",
+      "Dados de ANIM3 salvos em dados_acoes/ANIM3.csv\n",
+      "Dados de BMOB3 salvos em dados_acoes/BMOB3.csv\n",
+      "Dados de KLBN4 salvos em dados_acoes/KLBN4.csv\n",
+      "Dados de CXSE3 salvos em dados_acoes/CXSE3.csv\n",
+      "Dados de KLBN11 salvos em dados_acoes/KLBN11.csv\n",
+      "Dados de PNVL3 salvos em dados_acoes/PNVL3.csv\n",
+      "Dados de MDIA3 salvos em dados_acoes/MDIA3.csv\n",
+      "Dados de KLBN3 salvos em dados_acoes/KLBN3.csv\n",
+      "Dados de GMAT3 salvos em dados_acoes/GMAT3.csv\n",
+      "Dados de AFLT3 salvos em dados_acoes/AFLT3.csv\n",
+      "Dados de GGPS3 salvos em dados_acoes/GGPS3.csv\n",
+      "Dados de FESA3 salvos em dados_acoes/FESA3.csv\n",
+      "Dados de B3SA3 salvos em dados_acoes/B3SA3.csv\n",
+      "Dados de VAMO3 salvos em dados_acoes/VAMO3.csv\n",
+      "Dados de GUAR3 salvos em dados_acoes/GUAR3.csv\n",
+      "Dados de IGTI11 salvos em dados_acoes/IGTI11.csv\n",
+      "Dados de TFCO4 salvos em dados_acoes/TFCO4.csv\n",
+      "Dados de TASA4 salvos em dados_acoes/TASA4.csv\n",
+      "Dados de TASA3 salvos em dados_acoes/TASA3.csv\n",
+      "Dados de SOJA3 salvos em dados_acoes/SOJA3.csv\n",
+      "Dados de ASAI3 salvos em dados_acoes/ASAI3.csv\n",
+      "Dados de ABEV3 salvos em dados_acoes/ABEV3.csv\n",
+      "Dados de VIVT3 salvos em dados_acoes/VIVT3.csv\n",
+      "Dados de EQTL3 salvos em dados_acoes/EQTL3.csv\n",
+      "Dados de ALOS3 salvos em dados_acoes/ALOS3.csv\n",
+      "Dados de ENMT3 salvos em dados_acoes/ENMT3.csv\n",
+      "Dados de STBP3 salvos em dados_acoes/STBP3.csv\n",
+      "Dados de PORT3 salvos em dados_acoes/PORT3.csv\n",
+      "Dados de MERC4 salvos em dados_acoes/MERC4.csv\n",
+      "Dados de AZZA3 salvos em dados_acoes/AZZA3.csv\n",
+      "Dados de BAUH4 salvos em dados_acoes/BAUH4.csv\n",
+      "Dados de ENMT4 salvos em dados_acoes/ENMT4.csv\n",
+      "Dados de MNPR3 salvos em dados_acoes/MNPR3.csv\n",
+      "Dados de REAG3 salvos em dados_acoes/REAG3.csv\n",
+      "Dados de ELET5 salvos em dados_acoes/ELET5.csv\n",
+      "Dados de TEND3 salvos em dados_acoes/TEND3.csv\n",
+      "Dados de MGLU3 salvos em dados_acoes/MGLU3.csv\n",
+      "Dados de RDOR3 salvos em dados_acoes/RDOR3.csv\n",
+      "Dados de SLCE3 salvos em dados_acoes/SLCE3.csv\n",
+      "Dados de HBTS5 salvos em dados_acoes/HBTS5.csv\n",
+      "Dados de BRST3 salvos em dados_acoes/BRST3.csv\n",
+      "Dados de PEAB3 salvos em dados_acoes/PEAB3.csv\n",
+      "Dados de BPAC3 salvos em dados_acoes/BPAC3.csv\n",
+      "Dados de LIPR3 salvos em dados_acoes/LIPR3.csv\n",
+      "Dados de CCRO3 salvos em dados_acoes/CCRO3.csv\n",
+      "Dados de SRNA3 salvos em dados_acoes/SRNA3.csv\n",
+      "Dados de BSLI3 salvos em dados_acoes/BSLI3.csv\n",
+      "Dados de FRAS3 salvos em dados_acoes/FRAS3.csv\n",
+      "Dados de BSLI4 salvos em dados_acoes/BSLI4.csv\n",
+      "Dados de PGMN3 salvos em dados_acoes/PGMN3.csv\n",
+      "Dados de EMAE4 salvos em dados_acoes/EMAE4.csv\n",
+      "Dados de CALI3 salvos em dados_acoes/CALI3.csv\n",
+      "Dados de RENT3 salvos em dados_acoes/RENT3.csv\n",
+      "Dados de PEAB4 salvos em dados_acoes/PEAB4.csv\n",
+      "Dados de EMBR3 salvos em dados_acoes/EMBR3.csv\n",
+      "Dados de DXCO3 salvos em dados_acoes/DXCO3.csv\n",
+      "Dados de MERC3 salvos em dados_acoes/MERC3.csv\n",
+      "Dados de EVEN3 salvos em dados_acoes/EVEN3.csv\n",
+      "Dados de TOTS3 salvos em dados_acoes/TOTS3.csv\n",
+      "Dados de SMFT3 salvos em dados_acoes/SMFT3.csv\n",
+      "Dados de RADL3 salvos em dados_acoes/RADL3.csv\n",
+      "Dados de ODER4 salvos em dados_acoes/ODER4.csv\n",
+      "Dados de WEGE3 salvos em dados_acoes/WEGE3.csv\n",
+      "Dados de BRGE6 salvos em dados_acoes/BRGE6.csv\n",
+      "Dados de BRGE7 salvos em dados_acoes/BRGE7.csv\n",
+      "Dados de AURE3 salvos em dados_acoes/AURE3.csv\n",
+      "Dados de BRGE8 salvos em dados_acoes/BRGE8.csv\n",
+      "Dados de BRGE11 salvos em dados_acoes/BRGE11.csv\n",
+      "Dados de BRGE5 salvos em dados_acoes/BRGE5.csv\n",
+      "Dados de BRGE12 salvos em dados_acoes/BRGE12.csv\n",
+      "Dados de BRGE3 salvos em dados_acoes/BRGE3.csv\n",
+      "Dados de TUPY3 salvos em dados_acoes/TUPY3.csv\n",
+      "Dados de CRIV4 salvos em dados_acoes/CRIV4.csv\n",
+      "Dados de ELMD3 salvos em dados_acoes/ELMD3.csv\n",
+      "Dados de CRIV3 salvos em dados_acoes/CRIV3.csv\n",
+      "Dados de LWSA3 salvos em dados_acoes/LWSA3.csv\n",
+      "Dados de MOAR3 salvos em dados_acoes/MOAR3.csv\n",
+      "Dados de LOGN3 salvos em dados_acoes/LOGN3.csv\n",
+      "Dados de ALPA4 salvos em dados_acoes/ALPA4.csv\n",
+      "Dados de ALPA3 salvos em dados_acoes/ALPA3.csv\n",
+      "Dados de CEGR3 salvos em dados_acoes/CEGR3.csv\n",
+      "Dados de MNDL3 salvos em dados_acoes/MNDL3.csv\n",
+      "Dados de CASN3 salvos em dados_acoes/CASN3.csv\n",
+      "Dados de GPAR3 salvos em dados_acoes/GPAR3.csv\n",
+      "Dados de ORVR3 salvos em dados_acoes/ORVR3.csv\n",
+      "Dados de HETA3 salvos em dados_acoes/HETA3.csv\n",
+      "Dados de BRIV4 salvos em dados_acoes/BRIV4.csv\n",
+      "Dados de MSPA4 salvos em dados_acoes/MSPA4.csv\n",
+      "Dados de BRIV3 salvos em dados_acoes/BRIV3.csv\n",
+      "Dados de PRNR3 salvos em dados_acoes/PRNR3.csv\n",
+      "Dados de QUAL3 salvos em dados_acoes/QUAL3.csv\n",
+      "Dados de MSPA3 salvos em dados_acoes/MSPA3.csv\n",
+      "Dados de ESPA3 salvos em dados_acoes/ESPA3.csv\n",
+      "Dados de LAND3 salvos em dados_acoes/LAND3.csv\n",
+      "Dados de ENEV3 salvos em dados_acoes/ENEV3.csv\n",
+      "Dados de VSTE3 salvos em dados_acoes/VSTE3.csv\n",
+      "Dados de LJQQ3 salvos em dados_acoes/LJQQ3.csv\n",
+      "\n",
+      "Total de 468 arquivos CSV salvos no diretório 'dados_acoes'\n"
+     ]
+    }
+   ],
+   "execution_count": 73
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "outputs": [],
+   "execution_count": null,
+   "source": [
+    "def carregar_arquivos_csv(diretorio='dados_acoes'):\n",
+    "    \"\"\"\n",
+    "    Carrega todos os arquivos CSV de ações de um diretório\n",
+    "\n",
+    "    Args:\n",
+    "        diretorio: Caminho para o diretório contendo os arquivos CSV\n",
+    "\n",
+    "    Returns:\n",
+    "        Um dicionário com o ticker como chave e o DataFrame como valor\n",
+    "    \"\"\"\n",
+    "    arquivos = glob.glob(os.path.join(diretorio, \"*.csv\"))\n",
+    "    acoes = {}\n",
+    "\n",
+    "    for arquivo in arquivos:\n",
+    "        ticker = os.path.basename(arquivo).split('.')[0]\n",
+    "        try:\n",
+    "            acoes[ticker] = pd.read_csv(arquivo)\n",
+    "            print(f\"Arquivo {ticker}.csv carregado com sucesso\")\n",
+    "        except Exception as e:\n",
+    "            print(f\"Erro ao carregar {ticker}.csv: {e}\")\n",
+    "\n",
+    "    print(f\"\\nTotal de {len(acoes)} arquivos carregados\")\n",
+    "    return acoes"
+   ],
+   "id": "a2b5d71e242560e7"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-04-13T22:13:09.211937Z",
+     "start_time": "2025-04-13T22:13:09.206201Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# https://www.dias-uteis.com/#am1d\n",
+    "dias_uteis_6meses = 122\n",
+    "dias_uteis_12meses = dias_uteis_6meses * 2\n",
+    "\n",
+    "\n",
+    "def calcular_metricas_tecnicas(dados_historicos):\n",
+    "    resultados = []\n",
+    "\n",
+    "    for ticker, data in dados_historicos.items():\n",
+    "        if len(data) < 50:  # Ignorar ações com poucos dados\n",
+    "            continue\n",
+    "\n",
+    "        try:\n",
+    "            # Calcular retornos diários\n",
+    "            retornos = data['Close'].pct_change().dropna()\n",
+    "\n",
+    "            # Momentum de 6 meses\n",
+    "            preco_atual = data['Close'][-1]\n",
+    "            preco_6m = data['Close'][max(0, len(data) - dias_uteis_6meses)]\n",
+    "            momentum_6m = ((preco_atual / preco_6m) - 1) * 100\n",
+    "\n",
+    "            # Momentum de 12 meses\n",
+    "            preco_12m = data['Close'][max(0, len(data) - dias_uteis_12meses)]\n",
+    "            momentum_12m = ((preco_atual / preco_12m) - 1) * 100\n",
+    "\n",
+    "            # Volatilidade (anualizada)\n",
+    "            volatilidade = retornos.std() * np.sqrt(dias_uteis_12meses) * 100\n",
+    "\n",
+    "            resultados.append({\n",
+    "                'Ticker': ticker,\n",
+    "                'Momentum_6m': momentum_6m,\n",
+    "                'Momentum_12m': momentum_12m,\n",
+    "                'Volatilidade': volatilidade\n",
+    "            })\n",
+    "\n",
+    "        except Exception as e:\n",
+    "            print(f\"Erro nos cálculos para {ticker}: {e}\")\n",
+    "\n",
+    "    return pd.DataFrame(resultados)"
+   ],
+   "id": "fbca0e518ee0f867",
+   "outputs": [],
+   "execution_count": 26
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-04-13T22:13:10.813177Z",
+     "start_time": "2025-04-13T22:13:10.101016Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "acoes_resultados = calcular_metricas_tecnicas(acoes_historico)\n",
+    "acoes_resultados"
+   ],
+   "id": "18533d822a81c3e",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Erro nos cálculos para SEER3: -1\n",
+      "Erro nos cálculos para FRIO3: -1\n",
+      "Erro nos cálculos para USIM6: -1\n",
+      "Erro nos cálculos para AMBP3: -1\n",
+      "Erro nos cálculos para CLSA3: -1\n",
+      "Erro nos cálculos para OPCT3: -1\n",
+      "Erro nos cálculos para FICT3: -1\n",
+      "Erro nos cálculos para AURA33: -1\n",
+      "Erro nos cálculos para USIM5: -1\n",
+      "Erro nos cálculos para USIM3: -1\n",
+      "Erro nos cálculos para PETZ3: -1\n",
+      "Erro nos cálculos para ALPK3: -1\n",
+      "Erro nos cálculos para DTCY3: -1\n",
+      "Erro nos cálculos para CASH3: -1\n",
+      "Erro nos cálculos para JALL3: -1\n",
+      "Erro nos cálculos para RAIL3: -1\n",
+      "Erro nos cálculos para FIEI3: -1\n",
+      "Erro nos cálculos para DOHL3: -1\n",
+      "Erro nos cálculos para SCAR3: -1\n",
+      "Erro nos cálculos para HAPV3: -1\n",
+      "Erro nos cálculos para MAPT4: -1\n",
+      "Erro nos cálculos para MAPT3: -1\n",
+      "Erro nos cálculos para SIMH3: -1\n",
+      "Erro nos cálculos para ATED3: -1\n",
+      "Erro nos cálculos para DOHL4: -1\n",
+      "Erro nos cálculos para TELB3: -1\n",
+      "Erro nos cálculos para BIOM3: -1\n",
+      "Erro nos cálculos para CBAV3: -1\n",
+      "Erro nos cálculos para TELB4: -1\n",
+      "Erro nos cálculos para CVCB3: -1\n",
+      "Erro nos cálculos para ECPR4: -1\n",
+      "Erro nos cálculos para ECPR3: -1\n",
+      "Erro nos cálculos para ENJU3: -1\n",
+      "Erro nos cálculos para SUZB3: -1\n",
+      "Erro nos cálculos para BRAV3: -1\n",
+      "Erro nos cálculos para RAIZ4: -1\n",
+      "Erro nos cálculos para ZAMP3: -1\n",
+      "Erro nos cálculos para AALR3: -1\n",
+      "Erro nos cálculos para GFSA3: -1\n",
+      "Erro nos cálculos para MRVE3: -1\n",
+      "Erro nos cálculos para NGRD3: -1\n",
+      "Erro nos cálculos para CRPG3: -1\n",
+      "Erro nos cálculos para ONCO3: -1\n",
+      "Erro nos cálculos para PTBL3: -1\n",
+      "Erro nos cálculos para CRPG6: -1\n",
+      "Erro nos cálculos para RCSL3: -1\n",
+      "Erro nos cálculos para CRPG5: -1\n",
+      "Erro nos cálculos para MEAL3: -1\n",
+      "Erro nos cálculos para CSNA3: -1\n",
+      "Erro nos cálculos para AMOB3: -1\n",
+      "Erro nos cálculos para ADHM3: -1\n",
+      "Erro nos cálculos para RPAD5: -1\n",
+      "Erro nos cálculos para KRSA3: -1\n",
+      "Erro nos cálculos para MATD3: -1\n",
+      "Erro nos cálculos para MGEL3: -1\n",
+      "Erro nos cálculos para TRAD3: -1\n",
+      "Erro nos cálculos para DMFN3: -1\n",
+      "Erro nos cálculos para CEED4: -1\n",
+      "Erro nos cálculos para PDTC3: -1\n",
+      "Erro nos cálculos para MLAS3: -1\n",
+      "Erro nos cálculos para RPAD3: -1\n",
+      "Erro nos cálculos para RPAD6: -1\n",
+      "Erro nos cálculos para HBSA3: -1\n",
+      "Erro nos cálculos para DOTZ3: -1\n",
+      "Erro nos cálculos para BEEF3: -1\n",
+      "Erro nos cálculos para RCSL4: -1\n",
+      "Erro nos cálculos para WEST3: -1\n",
+      "Erro nos cálculos para AMAR3: -1\n",
+      "Erro nos cálculos para AZEV4: -1\n",
+      "Erro nos cálculos para RNEW11: -1\n",
+      "Erro nos cálculos para DASA3: -1\n",
+      "Erro nos cálculos para RNEW3: -1\n",
+      "Erro nos cálculos para RNEW4: -1\n",
+      "Erro nos cálculos para AZEV3: -1\n",
+      "Erro nos cálculos para CEED3: -1\n",
+      "Erro nos cálculos para LUPA3: -1\n",
+      "Erro nos cálculos para ESTR3: -1\n",
+      "Erro nos cálculos para SNSY5: -1\n",
+      "Erro nos cálculos para NTCO3: -1\n",
+      "Erro nos cálculos para CSAN3: -1\n",
+      "Erro nos cálculos para GPIV33: -1\n",
+      "Erro nos cálculos para BIED3: -1\n",
+      "Erro nos cálculos para ESTR4: -1\n",
+      "Erro nos cálculos para TXRX3: -1\n",
+      "Erro nos cálculos para MGEL4: -1\n",
+      "Erro nos cálculos para VIVR3: -1\n",
+      "Erro nos cálculos para MBLY3: -1\n",
+      "Erro nos cálculos para RDNI3: -1\n",
+      "Erro nos cálculos para PCAR3: -1\n",
+      "Erro nos cálculos para BRKM3: -1\n",
+      "Erro nos cálculos para BRKM5: -1\n",
+      "Erro nos cálculos para PLAS3: -1\n",
+      "Erro nos cálculos para TCSA3: -1\n",
+      "Erro nos cálculos para BHIA3: -1\n",
+      "Erro nos cálculos para SHOW3: -1\n",
+      "Erro nos cálculos para BRPR3: -1\n",
+      "Erro nos cálculos para BRKM6: -1\n",
+      "Erro nos cálculos para BDLL3: -1\n",
+      "Erro nos cálculos para BDLL4: -1\n",
+      "Erro nos cálculos para CTNM3: -1\n",
+      "Erro nos cálculos para VVEO3: -1\n",
+      "Erro nos cálculos para CTSA3: -1\n",
+      "Erro nos cálculos para INEP3: -1\n",
+      "Erro nos cálculos para INEP4: -1\n",
+      "Erro nos cálculos para AERI3: -1\n",
+      "Erro nos cálculos para ATMP3: -1\n",
+      "Erro nos cálculos para TXRX4: -1\n",
+      "Erro nos cálculos para NEXP3: -1\n",
+      "Erro nos cálculos para RPMG3: -1\n",
+      "Erro nos cálculos para FHER3: -1\n",
+      "Erro nos cálculos para CTSA4: -1\n",
+      "Erro nos cálculos para JFEN3: -1\n",
+      "Erro nos cálculos para TEKA3: -1\n",
+      "Erro nos cálculos para GOLL4: -1\n",
+      "Erro nos cálculos para SEQL3: -1\n",
+      "Erro nos cálculos para PMAM3: -1\n",
+      "Erro nos cálculos para TEKA4: -1\n",
+      "Erro nos cálculos para AGXY3: -1\n",
+      "Erro nos cálculos para IFCM3: -1\n",
+      "Erro nos cálculos para CTNM4: -1\n",
+      "Erro nos cálculos para PDGR3: -1\n",
+      "Erro nos cálculos para SGPS3: -1\n",
+      "Erro nos cálculos para GSHP3: -1\n",
+      "Erro nos cálculos para OSXB3: -1\n",
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