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Author SHA1 Message Date
Azmikun1 af3ee6f80f new 2026-07-16 07:24:42 +07:00
Azmikun1 f0d5a49f88 new 2026-07-16 07:19:21 +07:00
Azmikun1 27f16b3dff new 2026-06-28 21:25:01 +07:00
Azmikun1 38b54f89b9 new 2026-06-28 21:20:28 +07:00
Azmikun1 51a4b77e36 new 2026-06-22 14:01:08 +07:00
Azmikun1 aab7013f5e update 2026-06-03 10:47:31 +07:00
Azmikun1 ae7589a031 update 2026-06-03 10:01:58 +07:00
Azmikun1 a620cadd3e new 2026-03-13 17:28:07 +07:00
Azmikun1 b4593e9726 new 2025-12-18 13:10:48 +07:00
Azmikun1 4c6f66a4da new 2025-12-18 08:30:49 +07:00
4 changed files with 2674 additions and 11 deletions
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58
app.py
View File

@ -110,7 +110,7 @@ def load_eth_data():
new_cols.append(col_name)
df.columns = new_cols
# Pastikan kolom pertama adalah Date
# Kolom pertama adalah Date
if 'Date' not in df.columns:
df = df.rename(columns={df.columns[0]: 'Date'})
@ -243,7 +243,7 @@ def predict_from_sequence_pure(model, initial_sequence_scaled, n_days):
def create_combined_chart(df, start_date, future_dates, future_predictions):
"""Membuat grafik gabungan dengan gaya yang sama seperti referensi."""
context_start_date = start_date - timedelta(days=60)
context_start_date = start_date - timedelta(days=609)
recent_df = df[(df["Date"] >= context_start_date) & (df["Date"] <= start_date)].copy()
window_size = 7
@ -253,18 +253,25 @@ def create_combined_chart(df, start_date, future_dates, future_predictions):
fig, ax = plt.subplots(figsize=(14, 8))
ax.plot(
recent_df["Date"], recent_df["Close"],
color="gray", linewidth=1.0, label="Harga Aktual (Harian)", alpha=0.5
)
ax.plot(
recent_df["Date"], recent_df["Trend_Aktual"],
color="#1f77b4", linewidth=2.5, label="Tren Harga Aktual", alpha=0.9
)
# Membuat tren prediksi menggunakan moving average 7 hari
pred_trend = (
pd.Series(predictions_flat)
.rolling(window=7, min_periods=1)
.mean()
)
ax.plot(
future_dates, predictions_flat,
color="#d62728", linewidth=2.5, label="Harga Prediksi (GRU)",
alpha=0.9, marker="o", markersize=4
future_dates,
pred_trend,
color="#d62728",
linewidth=2.5,
label="Tren Harga Prediksi (GRU)",
alpha=0.9
)
ax.scatter(
recent_df["Date"], recent_df["Close"],
@ -408,6 +415,39 @@ if df is not None and model is not None and scaler is not None:
st.markdown("</div>", unsafe_allow_html=True)
st.markdown("<div class='card'>", unsafe_allow_html=True)
#Test
st.subheader("📈 Grafik Detail Prediksi")
fig2, ax2 = plt.subplots(figsize=(12, 5))
ax2.plot(
future_dates,
future_predictions.flatten(),
marker='o',
linewidth=2.5
)
ax2.set_title(
"Grafik Detail Hasil Prediksi Harga Ethereum",
fontsize=14,
fontweight="bold"
)
ax2.set_xlabel("Tanggal")
ax2.set_ylabel("Harga Prediksi (USD)")
ax2.grid(True, alpha=0.3)
plt.xticks(rotation=45)
plt.tight_layout()
st.pyplot(fig2)
st.markdown("</div>", unsafe_allow_html=True)
st.markdown("<div class='card'>", unsafe_allow_html=True)
st.subheader("🧾 Tabel Detail Prediksi")
prediction_table_df = pd.DataFrame({
"Tanggal": [d.strftime("%Y-%m-%d") for d in future_dates],

212
eth_backup.csv
View File

@ -715,4 +715,214 @@ Date,Close,High,Low,Open,Volume
2025-12-14,3060.5947265625,3128.622802734375,3034.692626953125,3116.743896484375,15619543350
2025-12-15,2964.18310546875,3175.1181640625,2899.685791015625,3060.4814453125,28765976892
2025-12-16,2964.180908203125,2978.92138671875,2890.01171875,2964.379638671875,22709189818
2025-12-17,2933.59375,2969.88525390625,2920.556884765625,2962.631103515625,19631171584
2025-12-17,2831.403564453125,3025.8154296875,2791.333984375,2964.01953125,26159825528
2025-12-18,2827.069091796875,2994.552734375,2777.11962890625,2831.48828125,29194181349
2025-12-19,2977.970703125,3014.6123046875,2811.3916015625,2827.410400390625,27870687989
2025-12-20,2977.58251953125,2992.31005859375,2967.838623046875,2977.869140625,7612418215
2025-12-21,3001.61376953125,3009.80712890625,2945.394775390625,2977.508544921875,11178096676
2025-12-22,3006.07373046875,3073.353759765625,2965.175048828125,3001.61279296875,20342034264
2025-12-23,2963.3740234375,3033.1962890625,2902.3330078125,3006.073974609375,21453213168
2025-12-24,2945.590576171875,2975.171142578125,2888.988037109375,2962.922607421875,13984770325
2025-12-25,2903.57958984375,2968.705078125,2891.10888671875,2945.423095703125,11828871179
2025-12-26,2925.74560546875,2991.219970703125,2894.15380859375,2903.625,18562196049
2025-12-27,2947.998291015625,2957.300537109375,2917.271240234375,2925.7451171875,7378783299
2025-12-28,2948.568115234375,2957.138671875,2925.745361328125,2947.898193359375,9227601389
2025-12-29,2934.538330078125,3051.94189453125,2908.748046875,2948.55908203125,25957694515
2025-12-30,2971.416748046875,3002.8046875,2916.330078125,2934.416259765625,18816704381
2025-12-31,2967.03759765625,3021.849609375,2959.143798828125,2971.407470703125,16451891101
2026-01-01,3000.394287109375,3006.01025390625,2966.84521484375,2966.997314453125,10268796662
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2026-04-30,2256.251220703125,2277.71826171875,2232.130859375,2253.484375,12309496389
2026-05-01,2295.09375,2324.7880859375,2256.078125,2256.344970703125,13243880777
2026-05-02,2316.23193359375,2339.74365234375,2292.72265625,2295.04443359375,6905015549
2026-05-03,2321.6357421875,2354.710205078125,2297.55322265625,2316.2109375,9861070993
2026-05-04,2346.39697265625,2397.6083984375,2309.260986328125,2321.81640625,25497505008
2026-05-05,2361.1826171875,2398.83349609375,2344.934326171875,2346.4150390625,17739612383
2026-05-06,2350.802001953125,2423.040283203125,2338.483154296875,2361.290771484375,22745786496
2026-05-07,2291.107666015625,2351.738037109375,2280.814697265625,2350.8525390625,23409823896
2026-05-08,2306.97216796875,2320.692138671875,2265.833251953125,2291.07568359375,20013463010
2026-05-09,2326.727294921875,2336.927001953125,2300.544921875,2307.069580078125,12217205123
2026-05-10,2369.0439453125,2381.263916015625,2313.127197265625,2326.744384765625,19587186882
2026-05-11,2339.36083984375,2374.303466796875,2305.080810546875,2369.193359375,15525623296
2026-05-12,2274.6435546875,2339.6904296875,2256.41943359375,2339.287109375,16145394773
2026-05-13,2257.576416015625,2322.233154296875,2233.55322265625,2274.591796875,15193768365
2026-05-14,2280.934814453125,2317.948486328125,2238.471923828125,2257.57177734375,17563432027
2026-05-15,2223.328857421875,2298.686279296875,2204.765380859375,2280.933349609375,18146855938
2026-05-16,2179.751953125,2229.845947265625,2162.048828125,2223.33837890625,11451672017
2026-05-17,2127.645263671875,2196.7822265625,2097.02099609375,2179.8544921875,10143205921
2026-05-18,2128.51611328125,2155.964111328125,2078.6162109375,2127.681396484375,19890789125
2026-05-19,2109.9638671875,2143.56298828125,2093.475341796875,2128.531982421875,12030742868
2026-05-20,2126.9833984375,2146.50634765625,2101.83349609375,2109.85400390625,12076799234
2026-05-21,2131.41064453125,2154.22216796875,2103.46044921875,2127.17236328125,14344389472
2026-05-22,2064.636962890625,2138.97998046875,2056.92919921875,2131.3701171875,13229489284
2026-05-23,2115.951416015625,2145.579345703125,2010.5504150390625,2064.634765625,16650709488
2026-05-24,2097.993896484375,2127.309814453125,2061.329833984375,2115.544921875,10602558120
2026-05-25,2111.370361328125,2138.411376953125,2090.516357421875,2097.993896484375,10167436482
2026-05-26,2070.858154296875,2138.006103515625,2054.361083984375,2111.366455078125,15924080901
2026-05-27,2022.1982421875,2092.980712890625,2014.632568359375,2070.86669921875,14534289020
2026-05-28,2007.552734375,2025.7589111328125,1966.2794189453125,2022.0908203125,18109844096
2026-05-29,2011.978515625,2042.5430908203125,1975.1915283203125,2007.5496826171875,14941194039
2026-05-30,2019.458251953125,2028.4417724609375,2000.165771484375,2011.909423828125,7478416074
2026-05-31,2004.341552734375,2034.1192626953125,1991.90673828125,2019.242431640625,9253505209
2026-06-01,2003.22119140625,2017.6077880859375,1956.1522216796875,2004.2425537109375,19458810001
2026-06-02,1857.71630859375,2003.970703125,1838.05859375,2003.26025390625,25205401403
2026-06-03,1811.7322998046875,1889.058837890625,1771.3145751953125,1857.6417236328125,24083350214
2026-06-04,1769.58056640625,1817.3465576171875,1717.802490234375,1811.7425537109375,27112623897
2026-06-05,1580.86083984375,1772.1077880859375,1540.1619873046875,1769.986083984375,39924177669
2026-06-06,1568.7677001953125,1599.9534912109375,1506.5057373046875,1580.88037109375,18426248218
2026-06-07,1686.396240234375,1714.970703125,1563.77587890625,1568.74951171875,15172606860
2026-06-08,1690.1485595703125,1713.4710693359375,1644.79150390625,1686.251220703125,17427269148
2026-06-09,1637.7066650390625,1695.52294921875,1613.834228515625,1690.21337890625,15196855528
2026-06-10,1620.1376953125,1665.7607421875,1603.8258056640625,1637.6348876953125,12655731412
2026-06-11,1672.2806396484375,1690.4488525390625,1620.08447265625,1620.1400146484375,12379882531
2026-06-12,1665.1278076171875,1689.4443359375,1650.628662109375,1671.8189697265625,9989137815
2026-06-13,1680.214599609375,1693.603271484375,1661.609130859375,1665.0487060546875,6101094488
2026-06-14,1724.61328125,1729.350830078125,1654.2105712890625,1680.146484375,7804982667
2026-06-15,1794.961181640625,1847.769775390625,1709.253662109375,1724.5716552734375,17921331594
2026-06-16,1790.398193359375,1837.2041015625,1758.130126953125,1794.93798828125,14698492893
2026-06-17,1747.885498046875,1807.2828369140625,1724.7178955078125,1790.396240234375,14185457929
2026-06-18,1709.533447265625,1760.880859375,1670.1038818359375,1747.8778076171875,12942260783
2026-06-19,1710.982421875,1717.1932373046875,1678.1962890625,1709.4986572265625,7855725190
2026-06-20,1739.3013916015625,1747.259521484375,1702.8017578125,1710.982177734375,7773536600
2026-06-21,1704.58056640625,1739.48583984375,1701.9364013671875,1739.341064453125,8498711726
2026-06-22,1726.5108642578125,1776.8321533203125,1704.5166015625,1704.6304931640625,13584368622
2026-06-23,1665.436767578125,1733.6123046875,1638.253173828125,1726.519775390625,10431438278
2026-06-24,1619.9249267578125,1687.4923095703125,1551.4842529296875,1665.309814453125,14059894232
2026-06-25,1564.816650390625,1656.646484375,1531.7803955078125,1619.8853759765625,15976182558
2026-06-26,1576.6160888671875,1590.2000732421875,1510.505859375,1564.6136474609375,15272225856
2026-06-27,1571.5882568359375,1607.865966796875,1561.972900390625,1576.5911865234375,6111411513
2026-06-28,1570.3612060546875,1585.2197265625,1548.761962890625,1571.564453125,6231562560
2026-06-29,1610.205810546875,1633.64501953125,1550.036376953125,1569.993408203125,11882501822
2026-06-30,1569.5838623046875,1611.3472900390625,1549.251953125,1610.163818359375,9639804637
2026-07-01,1608.960693359375,1642.454833984375,1551.1392822265625,1569.90966796875,11666600557
2026-07-02,1698.16943359375,1720.34326171875,1595.9393310546875,1609.0125732421875,13538465176
2026-07-03,1756.5186767578125,1772.543212890625,1693.038330078125,1698.41796875,10177742550
2026-07-04,1779.032958984375,1804.5887451171875,1743.564208984375,1756.57568359375,8083146790
2026-07-05,1783.0059814453125,1805.9140625,1749.1376953125,1779.042724609375,11323496681
2026-07-06,1797.57373046875,1829.513671875,1728.9652099609375,1783.002685546875,16997487730
2026-07-07,1768.511474609375,1810.329833984375,1756.712646484375,1797.562255859375,9901110376
2026-07-08,1742.6776123046875,1782.8583984375,1711.9000244140625,1768.3896484375,10110272581
2026-07-09,1744.484619140625,1760.206298828125,1721.298583984375,1742.664794921875,7763668656
2026-07-10,1795.6932373046875,1809.75830078125,1736.72314453125,1744.47314453125,9431692646
2026-07-11,1788.099609375,1827.83154296875,1786.295654296875,1795.8193359375,6901680020
2026-07-12,1805.7880859375,1824.98046875,1779.6370849609375,1787.568359375,6064480351
2026-07-13,1773.500732421875,1842.455078125,1749.3475341796875,1805.7579345703125,11436340419
2026-07-14,1889.4798583984375,1894.062255859375,1772.0177001953125,1773.471435546875,13835437084
2026-07-15,1932.93994140625,1938.8372802734375,1863.8087158203125,1889.969482421875,13269965824

1 Date Close High Low Open Volume
715 2025-12-14 3060.5947265625 3128.622802734375 3034.692626953125 3116.743896484375 15619543350
716 2025-12-15 2964.18310546875 3175.1181640625 2899.685791015625 3060.4814453125 28765976892
717 2025-12-16 2964.180908203125 2978.92138671875 2890.01171875 2964.379638671875 22709189818
718 2025-12-17 2933.59375 2831.403564453125 2969.88525390625 3025.8154296875 2920.556884765625 2791.333984375 2962.631103515625 2964.01953125 19631171584 26159825528
719 2025-12-18 2827.069091796875 2994.552734375 2777.11962890625 2831.48828125 29194181349
720 2025-12-19 2977.970703125 3014.6123046875 2811.3916015625 2827.410400390625 27870687989
721 2025-12-20 2977.58251953125 2992.31005859375 2967.838623046875 2977.869140625 7612418215
722 2025-12-21 3001.61376953125 3009.80712890625 2945.394775390625 2977.508544921875 11178096676
723 2025-12-22 3006.07373046875 3073.353759765625 2965.175048828125 3001.61279296875 20342034264
724 2025-12-23 2963.3740234375 3033.1962890625 2902.3330078125 3006.073974609375 21453213168
725 2025-12-24 2945.590576171875 2975.171142578125 2888.988037109375 2962.922607421875 13984770325
726 2025-12-25 2903.57958984375 2968.705078125 2891.10888671875 2945.423095703125 11828871179
727 2025-12-26 2925.74560546875 2991.219970703125 2894.15380859375 2903.625 18562196049
728 2025-12-27 2947.998291015625 2957.300537109375 2917.271240234375 2925.7451171875 7378783299
729 2025-12-28 2948.568115234375 2957.138671875 2925.745361328125 2947.898193359375 9227601389
730 2025-12-29 2934.538330078125 3051.94189453125 2908.748046875 2948.55908203125 25957694515
731 2025-12-30 2971.416748046875 3002.8046875 2916.330078125 2934.416259765625 18816704381
732 2025-12-31 2967.03759765625 3021.849609375 2959.143798828125 2971.407470703125 16451891101
733 2026-01-01 3000.394287109375 3006.01025390625 2966.84521484375 2966.997314453125 10268796662
734 2026-01-02 3124.422607421875 3146.984375 2989.9013671875 3000.453125 25242778003
735 2026-01-03 3125.91748046875 3135.025634765625 3077.4658203125 3124.310302734375 11460707919
736 2026-01-04 3140.71044921875 3160.551025390625 3119.427490234375 3125.960205078125 13890479323
737 2026-01-05 3226.13037109375 3261.245849609375 3134.0927734375 3141.486328125 27211995956
738 2026-01-06 3295.94677734375 3303.5634765625 3184.0146484375 3226.116455078125 27853981622
739 2026-01-07 3166.843994140625 3296.394287109375 3126.552001953125 3295.91259765625 22665982583
740 2026-01-08 3104.382568359375 3179.866455078125 3052.509765625 3166.924072265625 22760237888
741 2026-01-09 3083.047119140625 3140.709228515625 3058.096923828125 3104.334716796875 18879517395
742 2026-01-10 3082.39599609375 3099.16748046875 3075.135498046875 3083.16650390625 6960662969
743 2026-01-11 3118.88525390625 3141.9580078125 3080.747802734375 3082.407470703125 10497219711
744 2026-01-12 3092.3251953125 3166.219970703125 3068.07275390625 3118.828857421875 21152711365
745 2026-01-13 3322.095458984375 3352.580078125 3088.512939453125 3092.008544921875 27237310134
746 2026-01-14 3354.72265625 3397.897705078125 3280.378662109375 3322.192138671875 33926411912
747 2026-01-15 3317.101318359375 3382.44873046875 3276.820068359375 3354.765869140625 27598686935
748 2026-01-16 3295.482177734375 3325.25048828125 3251.814453125 3317.341796875 22732887284
749 2026-01-17 3308.8642578125 3328.283447265625 3282.661865234375 3295.482666015625 11206492253
750 2026-01-18 3281.15771484375 3367.167724609375 3278.4267578125 3308.90576171875 13557863288
751 2026-01-19 3186.62109375 3282.65478515625 3166.0166015625 3282.19921875 27956112545
752 2026-01-20 2935.605712890625 3197.391845703125 2925.54345703125 3186.62109375 32985301273
753 2026-01-21 2978.901123046875 3064.390625 2867.264404296875 2935.882080078125 35797876195
754 2026-01-22 2949.63330078125 3034.338134765625 2905.562744140625 2979.307861328125 21993593333
755 2026-01-23 2953.25634765625 3013.9541015625 2892.52099609375 2949.44580078125 22417700837
756 2026-01-24 2948.74072265625 2965.46875 2942.444580078125 2953.23828125 8198666763
757 2026-01-25 2815.90234375 2955.016845703125 2785.896728515625 2948.534423828125 22414089670
758 2026-01-26 2926.45703125 2945.99755859375 2811.074951171875 2815.768798828125 29668620102
759 2026-01-27 3022.2109375 3031.03857421875 2898.3115234375 2926.201171875 27976005223
760 2026-01-28 3006.607421875 3040.718505859375 2981.589599609375 3022.237548828125 21751566455
761 2026-01-29 2818.232666015625 3008.03759765625 2751.64501953125 3006.26171875 37487198041
762 2026-01-30 2702.375244140625 2823.91455078125 2633.8388671875 2818.135498046875 41877689970
763 2026-01-31 2445.091796875 2709.53369140625 2248.69873046875 2702.301513671875 47569532203
764 2026-02-01 2267.96484375 2472.646240234375 2224.117919921875 2445.0693359375 40358630560
765 2026-02-02 2344.356689453125 2393.0634765625 2158.937255859375 2267.5625 48844346396
766 2026-02-03 2227.558837890625 2357.2060546875 2109.05517578125 2344.44580078125 47906083919
767 2026-02-04 2143.504150390625 2291.13134765625 2074.102783203125 2227.967041015625 45219604814
768 2026-02-05 1821.68310546875 2167.139892578125 1818.664306640625 2143.618896484375 60381662655
769 2026-02-06 2063.386962890625 2090.328125 1748.627685546875 1821.12939453125 64998454203
770 2026-02-07 2090.54931640625 2115.824951171875 1995.9185791015625 2063.333740234375 41145430304
771 2026-02-08 2088.762939453125 2148.12060546875 2066.3837890625 2090.633544921875 19541713443
772 2026-02-09 2103.567626953125 2144.97607421875 2008.3623046875 2087.92138671875 26750982266
773 2026-02-10 2019.4974365234375 2122.021484375 1990.1405029296875 2104.181884765625 23267337087
774 2026-02-11 1940.621337890625 2030.409423828125 1903.6851806640625 2019.580078125 23922680362
775 2026-02-12 1946.940673828125 1999.5028076171875 1897.3348388671875 1940.8411865234375 20106364835
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777 2026-02-14 2086.009765625 2105.067626953125 2042.6414794921875 2048.330322265625 16925555543
778 2026-02-15 1966.04296875 2100.47900390625 1929.3944091796875 2085.95361328125 31030538835
779 2026-02-16 1997.917724609375 2021.0836181640625 1938.5450439453125 1965.9232177734375 19219250473
780 2026-02-17 1992.1943359375 2013.8560791015625 1941.7789306640625 1997.9217529296875 20929890501
781 2026-02-18 1953.97412109375 2037.1585693359375 1923.8134765625 1992.195068359375 20187307041
782 2026-02-19 1948.2010498046875 1985.8076171875 1906.822021484375 1953.994140625 17380103826
783 2026-02-20 1969.0223388671875 1980.2437744140625 1923.622802734375 1948.268798828125 21682976627
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785 2026-02-22 1957.805908203125 1982.2142333984375 1934.8607177734375 1973.57080078125 9488829492
786 2026-02-23 1855.5028076171875 1958.1396484375 1838.0416259765625 1958.1396484375 23731172668
787 2026-02-24 1852.969482421875 1868.3206787109375 1804.1136474609375 1855.4727783203125 18475122228
788 2026-02-25 2054.6279296875 2145.506103515625 1847.05419921875 1852.87548828125 27717195805
789 2026-02-26 2026.7926025390625 2082.78662109375 1976.3575439453125 2053.78271484375 23327720766
790 2026-02-27 1930.7618408203125 2062.627197265625 1888.6287841796875 2026.735107421875 21136821039
791 2026-02-28 1965.050537109375 1983.9927978515625 1837.303466796875 1930.7469482421875 21675923669
792 2026-03-01 1939.066650390625 2053.28564453125 1909.098388671875 1965.3902587890625 23649071468
793 2026-03-02 2027.2689208984375 2085.427978515625 1922.4390869140625 1939.0587158203125 26235436166
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798 2026-03-07 1969.4554443359375 1994.9705810546875 1950.0224609375 1978.6905517578125 10236899078
799 2026-03-08 1936.604736328125 1978.7071533203125 1915.301025390625 1969.4522705078125 16314032554
800 2026-03-09 1992.938232421875 2052.327392578125 1930.59912109375 1936.637451171875 24015826480
801 2026-03-10 2037.1204833984375 2087.9853515625 1992.01416015625 1992.986083984375 23552353781
802 2026-03-11 2051.5732421875 2085.286376953125 2008.0386962890625 2037.1212158203125 19031715359
803 2026-03-12 2073.13623046875 2094.32568359375 2019.27783203125 2051.7666015625 20624954899
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805 2026-03-14 2097.086669921875 2105.5712890625 2062.659423828125 2092.558349609375 10073411269
806 2026-03-15 2177.476318359375 2201.95556640625 2084.20947265625 2096.880859375 15333885132
807 2026-03-16 2351.176025390625 2384.466552734375 2166.00244140625 2177.782958984375 38938369545
808 2026-03-17 2318.053466796875 2375.455078125 2297.668701171875 2351.134765625 26737564550
809 2026-03-18 2203.671630859375 2348.904296875 2154.584228515625 2318.556884765625 25617966362
810 2026-03-19 2137.423828125 2232.203857421875 2099.88916015625 2203.478759765625 24090913749
811 2026-03-20 2146.4970703125 2175.699462890625 2117.276123046875 2137.394287109375 17970488517
812 2026-03-21 2076.68994140625 2166.7158203125 2072.38330078125 2146.7099609375 8654913047
813 2026-03-22 2053.04833984375 2125.9765625 2027.0478515625 2077.201171875 16438149794
814 2026-03-23 2152.14599609375 2195.99169921875 2023.2718505859375 2052.953125 28509077302
815 2026-03-24 2155.704345703125 2174.325927734375 2103.3828125 2152.114501953125 18389631713
816 2026-03-25 2168.021484375 2198.369873046875 2146.6162109375 2155.719482421875 17086301657
817 2026-03-26 2059.578369140625 2171.156982421875 2033.7310791015625 2168.02880859375 18628112246
818 2026-03-27 1991.27197265625 2075.17041015625 1971.5067138671875 2059.44873046875 19453998121
819 2026-03-28 1992.694580078125 2038.7030029296875 1982.1300048828125 1991.283447265625 8641221084
820 2026-03-29 1982.5596923828125 2016.545166015625 1939.5286865234375 1992.69384765625 9451184647
821 2026-03-30 2023.514892578125 2082.064697265625 1979.076904296875 1982.5506591796875 17840662425
822 2026-03-31 2104.708251953125 2118.796875 2011.7952880859375 2023.5206298828125 21278561395
823 2026-04-01 2138.737060546875 2165.666259765625 2082.291748046875 2104.717529296875 19542997434
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825 2026-04-03 2053.38525390625 2075.764404296875 2042.176025390625 2056.704833984375 9609678843
826 2026-04-04 2065.3515625 2082.00244140625 2044.87158203125 2053.58447265625 6926913517
827 2026-04-05 2108.99560546875 2120.49951171875 2022.6453857421875 2065.37060546875 9928800793
828 2026-04-06 2107.761474609375 2172.985107421875 2089.10009765625 2108.935791015625 19097527675
829 2026-04-07 2241.806640625 2270.594970703125 2061.467529296875 2107.784912109375 22588914083
830 2026-04-08 2190.33544921875 2269.8798828125 2181.231201171875 2242.276611328125 21469476310
831 2026-04-09 2189.14404296875 2243.972900390625 2158.017578125 2190.33251953125 17218638798
832 2026-04-10 2245.148681640625 2257.18408203125 2176.851318359375 2189.380859375 17131968712
833 2026-04-11 2285.39013671875 2327.457763671875 2230.751953125 2245.1044921875 12620960384
834 2026-04-12 2192.201171875 2288.448486328125 2177.485595703125 2285.43017578125 15307071617
835 2026-04-13 2370.71484375 2393.759033203125 2176.32470703125 2192.33154296875 23709131572
836 2026-04-14 2323.30859375 2415.52734375 2304.412353515625 2370.314453125 25185167270
837 2026-04-15 2359.43701171875 2384.999267578125 2310.70703125 2323.34326171875 17004367348
838 2026-04-16 2348.64501953125 2369.17236328125 2285.7099609375 2359.70458984375 20602833116
839 2026-04-17 2421.07177734375 2464.783447265625 2318.141845703125 2348.85498046875 26467618336
840 2026-04-18 2351.1005859375 2427.278076171875 2341.125732421875 2421.102294921875 14400085617
841 2026-04-19 2264.9169921875 2355.783203125 2254.697509765625 2350.86181640625 17083701612
842 2026-04-20 2315.21240234375 2346.2734375 2262.052978515625 2264.87353515625 19084768822
843 2026-04-21 2327.970458984375 2338.012451171875 2287.3798828125 2315.178466796875 16107716719
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845 2026-04-23 2331.513916015625 2380.135986328125 2287.55322265625 2376.087890625 19909161913
846 2026-04-24 2315.690185546875 2337.2666015625 2301.52734375 2331.56884765625 13371168064
847 2026-04-25 2318.8291015625 2323.410400390625 2302.201171875 2315.741455078125 6545621782
848 2026-04-26 2369.72900390625 2379.32421875 2307.565185546875 2318.906494140625 10622966933
849 2026-04-27 2303.06396484375 2403.7265625 2267.409423828125 2369.841796875 17879618684
850 2026-04-28 2289.419677734375 2310.442138671875 2259.057373046875 2303.079833984375 12761522276
851 2026-04-29 2253.415771484375 2345.939697265625 2221.223876953125 2289.412109375 21884731493
852 2026-04-30 2256.251220703125 2277.71826171875 2232.130859375 2253.484375 12309496389
853 2026-05-01 2295.09375 2324.7880859375 2256.078125 2256.344970703125 13243880777
854 2026-05-02 2316.23193359375 2339.74365234375 2292.72265625 2295.04443359375 6905015549
855 2026-05-03 2321.6357421875 2354.710205078125 2297.55322265625 2316.2109375 9861070993
856 2026-05-04 2346.39697265625 2397.6083984375 2309.260986328125 2321.81640625 25497505008
857 2026-05-05 2361.1826171875 2398.83349609375 2344.934326171875 2346.4150390625 17739612383
858 2026-05-06 2350.802001953125 2423.040283203125 2338.483154296875 2361.290771484375 22745786496
859 2026-05-07 2291.107666015625 2351.738037109375 2280.814697265625 2350.8525390625 23409823896
860 2026-05-08 2306.97216796875 2320.692138671875 2265.833251953125 2291.07568359375 20013463010
861 2026-05-09 2326.727294921875 2336.927001953125 2300.544921875 2307.069580078125 12217205123
862 2026-05-10 2369.0439453125 2381.263916015625 2313.127197265625 2326.744384765625 19587186882
863 2026-05-11 2339.36083984375 2374.303466796875 2305.080810546875 2369.193359375 15525623296
864 2026-05-12 2274.6435546875 2339.6904296875 2256.41943359375 2339.287109375 16145394773
865 2026-05-13 2257.576416015625 2322.233154296875 2233.55322265625 2274.591796875 15193768365
866 2026-05-14 2280.934814453125 2317.948486328125 2238.471923828125 2257.57177734375 17563432027
867 2026-05-15 2223.328857421875 2298.686279296875 2204.765380859375 2280.933349609375 18146855938
868 2026-05-16 2179.751953125 2229.845947265625 2162.048828125 2223.33837890625 11451672017
869 2026-05-17 2127.645263671875 2196.7822265625 2097.02099609375 2179.8544921875 10143205921
870 2026-05-18 2128.51611328125 2155.964111328125 2078.6162109375 2127.681396484375 19890789125
871 2026-05-19 2109.9638671875 2143.56298828125 2093.475341796875 2128.531982421875 12030742868
872 2026-05-20 2126.9833984375 2146.50634765625 2101.83349609375 2109.85400390625 12076799234
873 2026-05-21 2131.41064453125 2154.22216796875 2103.46044921875 2127.17236328125 14344389472
874 2026-05-22 2064.636962890625 2138.97998046875 2056.92919921875 2131.3701171875 13229489284
875 2026-05-23 2115.951416015625 2145.579345703125 2010.5504150390625 2064.634765625 16650709488
876 2026-05-24 2097.993896484375 2127.309814453125 2061.329833984375 2115.544921875 10602558120
877 2026-05-25 2111.370361328125 2138.411376953125 2090.516357421875 2097.993896484375 10167436482
878 2026-05-26 2070.858154296875 2138.006103515625 2054.361083984375 2111.366455078125 15924080901
879 2026-05-27 2022.1982421875 2092.980712890625 2014.632568359375 2070.86669921875 14534289020
880 2026-05-28 2007.552734375 2025.7589111328125 1966.2794189453125 2022.0908203125 18109844096
881 2026-05-29 2011.978515625 2042.5430908203125 1975.1915283203125 2007.5496826171875 14941194039
882 2026-05-30 2019.458251953125 2028.4417724609375 2000.165771484375 2011.909423828125 7478416074
883 2026-05-31 2004.341552734375 2034.1192626953125 1991.90673828125 2019.242431640625 9253505209
884 2026-06-01 2003.22119140625 2017.6077880859375 1956.1522216796875 2004.2425537109375 19458810001
885 2026-06-02 1857.71630859375 2003.970703125 1838.05859375 2003.26025390625 25205401403
886 2026-06-03 1811.7322998046875 1889.058837890625 1771.3145751953125 1857.6417236328125 24083350214
887 2026-06-04 1769.58056640625 1817.3465576171875 1717.802490234375 1811.7425537109375 27112623897
888 2026-06-05 1580.86083984375 1772.1077880859375 1540.1619873046875 1769.986083984375 39924177669
889 2026-06-06 1568.7677001953125 1599.9534912109375 1506.5057373046875 1580.88037109375 18426248218
890 2026-06-07 1686.396240234375 1714.970703125 1563.77587890625 1568.74951171875 15172606860
891 2026-06-08 1690.1485595703125 1713.4710693359375 1644.79150390625 1686.251220703125 17427269148
892 2026-06-09 1637.7066650390625 1695.52294921875 1613.834228515625 1690.21337890625 15196855528
893 2026-06-10 1620.1376953125 1665.7607421875 1603.8258056640625 1637.6348876953125 12655731412
894 2026-06-11 1672.2806396484375 1690.4488525390625 1620.08447265625 1620.1400146484375 12379882531
895 2026-06-12 1665.1278076171875 1689.4443359375 1650.628662109375 1671.8189697265625 9989137815
896 2026-06-13 1680.214599609375 1693.603271484375 1661.609130859375 1665.0487060546875 6101094488
897 2026-06-14 1724.61328125 1729.350830078125 1654.2105712890625 1680.146484375 7804982667
898 2026-06-15 1794.961181640625 1847.769775390625 1709.253662109375 1724.5716552734375 17921331594
899 2026-06-16 1790.398193359375 1837.2041015625 1758.130126953125 1794.93798828125 14698492893
900 2026-06-17 1747.885498046875 1807.2828369140625 1724.7178955078125 1790.396240234375 14185457929
901 2026-06-18 1709.533447265625 1760.880859375 1670.1038818359375 1747.8778076171875 12942260783
902 2026-06-19 1710.982421875 1717.1932373046875 1678.1962890625 1709.4986572265625 7855725190
903 2026-06-20 1739.3013916015625 1747.259521484375 1702.8017578125 1710.982177734375 7773536600
904 2026-06-21 1704.58056640625 1739.48583984375 1701.9364013671875 1739.341064453125 8498711726
905 2026-06-22 1726.5108642578125 1776.8321533203125 1704.5166015625 1704.6304931640625 13584368622
906 2026-06-23 1665.436767578125 1733.6123046875 1638.253173828125 1726.519775390625 10431438278
907 2026-06-24 1619.9249267578125 1687.4923095703125 1551.4842529296875 1665.309814453125 14059894232
908 2026-06-25 1564.816650390625 1656.646484375 1531.7803955078125 1619.8853759765625 15976182558
909 2026-06-26 1576.6160888671875 1590.2000732421875 1510.505859375 1564.6136474609375 15272225856
910 2026-06-27 1571.5882568359375 1607.865966796875 1561.972900390625 1576.5911865234375 6111411513
911 2026-06-28 1570.3612060546875 1585.2197265625 1548.761962890625 1571.564453125 6231562560
912 2026-06-29 1610.205810546875 1633.64501953125 1550.036376953125 1569.993408203125 11882501822
913 2026-06-30 1569.5838623046875 1611.3472900390625 1549.251953125 1610.163818359375 9639804637
914 2026-07-01 1608.960693359375 1642.454833984375 1551.1392822265625 1569.90966796875 11666600557
915 2026-07-02 1698.16943359375 1720.34326171875 1595.9393310546875 1609.0125732421875 13538465176
916 2026-07-03 1756.5186767578125 1772.543212890625 1693.038330078125 1698.41796875 10177742550
917 2026-07-04 1779.032958984375 1804.5887451171875 1743.564208984375 1756.57568359375 8083146790
918 2026-07-05 1783.0059814453125 1805.9140625 1749.1376953125 1779.042724609375 11323496681
919 2026-07-06 1797.57373046875 1829.513671875 1728.9652099609375 1783.002685546875 16997487730
920 2026-07-07 1768.511474609375 1810.329833984375 1756.712646484375 1797.562255859375 9901110376
921 2026-07-08 1742.6776123046875 1782.8583984375 1711.9000244140625 1768.3896484375 10110272581
922 2026-07-09 1744.484619140625 1760.206298828125 1721.298583984375 1742.664794921875 7763668656
923 2026-07-10 1795.6932373046875 1809.75830078125 1736.72314453125 1744.47314453125 9431692646
924 2026-07-11 1788.099609375 1827.83154296875 1786.295654296875 1795.8193359375 6901680020
925 2026-07-12 1805.7880859375 1824.98046875 1779.6370849609375 1787.568359375 6064480351
926 2026-07-13 1773.500732421875 1842.455078125 1749.3475341796875 1805.7579345703125 11436340419
927 2026-07-14 1889.4798583984375 1894.062255859375 1772.0177001953125 1773.471435546875 13835437084
928 2026-07-15 1932.93994140625 1938.8372802734375 1863.8087158203125 1889.969482421875 13269965824

2413
model gru dari google colab.ipynb Normal file
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2
test_koneksi.py
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@ -14,7 +14,7 @@ print(f"Tanggal mulai: {start_date}")
print("-" * 30)
try:
# Kita akan mencoba mengunduh data dengan cara yang paling dasar
# Kita akan mencoba mengunduh data
data = yf.download(
tickers=ticker_symbol,
start=start_date,