Bitcoin MACD Research: Weekly Price and Histogram Analysis from 2018 to 2026

2026-09-04 13:49 GMT+0000 (updated)

This research examines the relationship between Bitcoin price dynamics and the MACD (Moving Average Convergence Divergence) histogram on the weekly timeframe, focusing on Bitcoin’s maximum price, minimum price, and weekly closing price.

Three related studies analyze whether changes in the MACD histogram are followed by corresponding Bitcoin price movements, as well as the persistence and potential termination of consecutive price movements.

Together, these studies provide a quantitative analysis of the relationship between MACD dynamics and Bitcoin price behavior.

Practical Use of the Maximum Bitcoin Price Dynamics and the MACD Histogram to Formulate Trader Forecasts

This research examines the correlation between the MACD histogram and Bitcoin’s weekly maximum price as a potential basis for forecasting medium-term price movements. The study analyzes whether Bitcoin’s maximum price increases or decreases following a corresponding increase or decrease in the MACD histogram, as well as the average and maximum lengths of consecutive price and MACD movements.

The results show that in 62.84% of cases, an increase in the MACD histogram in the previous week was followed by an increase in Bitcoin’s maximum price in the current week, while a decrease in the MACD histogram was followed by a decrease in the maximum price.

The study also identifies relationships between the length of MACD histogram sequences and the continuation or end of medium-term Bitcoin price trends. For rising MACD histogram sequences, the probability of a trend ending reaches 60.53%, while for falling sequences it reaches 64.86%. The probability that Bitcoin’s maximum price continues its direction of movement into the second week is 52.17%, while the probability of the movement ending after the fourth week reaches 90.68%.

The findings suggest that the MACD histogram may provide useful statistical information for analyzing medium-term Bitcoin price trends when combined with other indicators. However, the MACD histogram is not a standalone forecasting tool, and cryptocurrency market volatility and external factors must be taken into account.

DOI: 10.32702/2306-6814.2025.1.120
ResearchGate: link

Generating Trader Forecasts Based on the Dynamics of the Minimum Bitcoin Price and the MACD Histogram

This research examines the relationship between Bitcoin’s weekly minimum price and the MACD histogram as a potential basis for forming quantitative trading forecasts. The study analyzes how changes in the MACD histogram relate to subsequent changes in Bitcoin’s weekly minimum price and examines the average and maximum lengths of consecutive price movements.

The results show that in 61.26% of cases, an increase in the MACD histogram in the previous week was followed by an increase in Bitcoin’s minimum price in the current week, while a decrease in the MACD histogram was followed by a decrease in the minimum price. Under specific MACD conditions, the probability was substantially higher, reaching 83.33% and 82.35% for the respective patterns.

The study also examines the persistence of Bitcoin’s minimum-price movements. The minimum price continued in the same direction into the second week in 49.08% of cases. When the minimum price was falling, the decline ended after the third week with a probability of 92.59%, while rising sequences ended after the fifth week with a probability of 91.46%.

The findings suggest that the relationship between Bitcoin’s weekly minimum price and the MACD histogram may provide useful statistical information for analyzing price trends and potential changes in market direction. The MACD histogram should not, however, be considered a standalone forecasting tool and is best evaluated together with other market indicators and factors.

DOI: 10.25313/2520-2294-2025-1-10610
ResearchGate: link

Analysis of the Weekly Closing Price of Bitcoin: Influencing Factors and Trader Forecasts

This research examines the relationship between Bitcoin’s weekly closing price and the MACD histogram as a potential factor in forming quantitative forecasts within the framework of technical analysis. The study analyzes whether Bitcoin’s weekly closing price increases or decreases following a corresponding increase or decrease in the MACD histogram, as well as the average and maximum lengths of consecutive closing-price movements.

The results show that in 54.45% of cases, an increase in the MACD histogram in the previous week was followed by an increase in Bitcoin’s closing price in the current week, while a decrease in the MACD histogram was followed by a decrease in the closing price.

The study also examines the persistence of Bitcoin’s weekly closing-price movements. The closing price continued in the same direction into the second week in 48.02% of cases. When the closing price moved in the same direction for several consecutive weeks, the probability that the movement ended after the fourth week reached 95.48%.

Average and maximum durations of Bitcoin closing price series, based on the starting zone of each series
Average and maximum durations of Bitcoin closing price series, based on the starting zone of each series

The findings provide statistical insights into the relationship between the MACD histogram and Bitcoin’s weekly closing price and may be useful for analyzing the persistence and potential reversal of medium-term price movements.

DOI: 10.32782/2524-0072/2025-71-17
ResearchGate: link

Historical Bitcoin MACD Data

The Table 1 presents weekly Bitcoin data from April 2, 2018 through the week of August 17, 2026, with the latest weekly close occurring on August 23, 2026. It shows the date, weekly Bitcoin prices, and the corresponding MACD (Moving Average Convergence Divergence) histogram values.

The data can also be used alongside statistically calculated Bitcoin support and resistance levels, which are derived from historical price movements across multiple timeframes.

MACD Bitcoin histogram based on weekly closing prices for the period 2018-04-02 to 2024-11-11
MACD Bitcoin histogram based on weekly closing prices for the period Apr 2, 2028–Nov 11, 2024

The prices are taken from the crypto exchange Binance. These are spot prices. The MACD histogram is calculated manually.

Table 1 (click to expand)
Week Start DateWeekly Open Price, $Weekly High Price, $Weekly Low Price, $Weekly Close Price, $Weekly MACD Histogram
2026-08-2477,734.0081,478.8776,670.0177,682.001,965.67
2026-08-1762,900.0079,500.0062,751.1077,734.001,385.94
2026-08-1064,901.5965,391.1462,535.2462,900.00412.04
2026-08-0363,570.0165,474.4662,300.0064,901.59411.41
2026-07-2765,400.0065,744.6062,275.0063,570.00250.97
2026-07-2064,722.5566,956.1563,100.0065,399.99189.87
2026-07-1363,780.0065,600.0061,824.9764,722.54-28.63
2026-07-0663,650.0164,700.0061,306.8463,780.00-223.99
2026-06-2959,577.0163,999.0057,800.1963,650.00-339.21
2026-06-2263,312.0065,622.8358,115.0159,577.01-400.48
2026-06-1565,746.4567,292.1562,272.0763,311.9929.71
2026-06-0863,332.0165,800.0060,755.0065,746.45411.54
2026-06-0173,674.3974,092.0059,130.9163,332.01816.82
2026-05-2577,064.9678,080.0072,512.4973,674.391,720.81
2026-05-1877,457.6778,200.0074,289.6077,064.962,048.98
2026-05-1182,210.0782,380.0076,735.1677,457.672,145.06
2026-05-0478,568.5882,850.0078,202.0082,210.072,175.52
2026-04-2778,657.5579,485.6674,937.5278,568.571,662.63
2026-04-2073,801.8079,472.8273,724.3178,657.551,188.31
2026-04-1370,741.5678,333.0070,566.9973,801.79441.43
2026-04-0669,034.1873,790.0067,732.0170,740.98-170.07
2026-03-3066,010.9369,310.0065,712.1269,034.18-695.59
2026-03-2367,859.0072,026.0965,000.0066,010.93-1,178.46
2026-03-1672,815.2576,000.0067,360.6667,859.00-1,421.38
2026-03-0965,971.2073,913.7465,821.9772,815.24-1,761.43
2026-03-0265,776.4874,050.0065,259.2165,971.20-2,549.65
2026-02-2367,643.3969,988.8362,510.2865,776.47-2,791.90
2026-02-1668,832.5970,126.6765,631.8367,643.40-2,829.11
2026-02-0970,330.3871,453.5365,118.0068,832.58-2,756.15
2026-02-0276,968.2279,360.0060,000.0070,330.38-2,454.79
2026-01-2686,670.3690,600.0075,700.0076,968.21-1,855.68
2026-01-1993,673.1493,673.1486,074.7286,670.36-1,363.91
2026-01-1291,013.6697,924.4990,128.4493,673.14-1,403.27
2026-01-0591,529.7494,789.0889,311.0091,013.65-2,016.87
2025-12-2987,952.7191,810.0086,806.5091,529.73-2,516.60
2025-12-2288,658.8790,588.2386,420.0087,952.71-3,123.54
2025-12-1588,172.1690,365.8584,450.0188,658.86-3,443.17
2025-12-0890,395.3294,588.9987,577.3688,172.17-3,725.14
2025-12-0190,360.0194,150.0083,822.7690,395.31-3,814.50
2025-11-2486,830.0093,092.0085,272.0090,360.00-3,878.56
2025-11-1794,261.4596,043.0080,600.0086,830.00-3,680.79
2025-11-10104,722.95107,500.0093,005.5594,261.44-2,740.12
2025-11-03110,540.69110,750.0098,944.36104,722.96-1,822.32
2025-10-27114,559.41116,400.00106,304.34110,540.68-1,336.25
2025-10-20108,642.77115,466.80106,666.69114,559.40-1,113.44
2025-10-13114,958.81115,963.81103,528.23108,642.78-1,150.98
2025-10-06123,482.32126,199.63102,000.00114,958.80-593.20
2025-09-29112,163.96125,708.42111,560.65123,482.31-381.95
2025-09-22115,232.29115,379.25108,620.07112,163.95-968.16
2025-09-15115,268.01117,900.00114,384.00115,232.29-758.80
2025-09-08111,137.35116,665.63110,621.78115,268.01-765.98
2025-09-01108,246.36113,384.62107,255.00111,137.34-812.04
2025-08-25113,493.59113,667.28107,350.10108,246.35-494.83
2025-08-18117,405.01117,543.75110,680.00113,493.59246.24
2025-08-11119,294.27124,474.00116,803.99117,405.01771.16
2025-08-04114,208.81119,311.11112,650.00119,294.011,044.24
2025-07-28119,415.56119,800.00111,920.00114,208.801,101.40
2025-07-21117,265.11120,247.80114,723.16119,415.551,523.17
2025-07-14119,086.65123,218.00115,736.92117,265.121,447.50
2025-07-07109,203.85119,488.00107,429.57119,086.641,339.14
2025-06-30108,356.93110,529.18105,100.19109,203.84788.54
2025-06-23100,963.87108,528.5099,613.33108,356.93774.98
2025-06-16105,594.02108,952.3898,200.00100,963.87702.26
2025-06-09105,734.01110,530.17102,664.31105,594.011,210.54
2025-06-02105,642.93106,794.67100,372.26105,734.001,381.66
2025-05-26109,004.20110,718.00103,068.55105,642.931,462.12
2025-05-19106,454.27111,980.00102,000.00109,004.191,419.76
2025-05-12104,118.00106,660.00100,718.37106,454.26838.78
2025-05-0594,277.61104,984.5793,377.00104,118.0054.10
2025-04-2893,749.2997,895.6892,800.0194,277.62-1,008.68
2025-04-2185,179.2495,758.0485,144.7693,749.30-1,661.98
2025-04-1483,760.0086,496.4283,111.6485,179.24-2,559.17
2025-04-0778,430.0086,100.0074,508.0083,760.00-2,957.67
2025-03-3182,390.0088,500.0077,153.8378,430.00-3,264.60
2025-03-2486,082.5088,756.4381,565.0082,389.99-3,012.33
2025-03-1782,574.5287,453.6781,134.6686,082.50-2,846.74
2025-03-1080,734.4885,309.7176,606.0082,574.53-2,817.02
2025-03-0394,269.9994,416.4680,000.0080,734.37-2,283.75
2025-02-2496,258.0096,500.0078,258.5294,270.00-1,171.77
2025-02-1796,118.1299,475.0093,388.0996,258.00-803.32
2025-02-1096,462.7598,826.0094,088.2396,118.12-480.46
2025-02-0397,700.59102,500.0191,231.0096,462.75-43.60
2025-01-27102,620.01106,457.4496,150.0097,700.59487.54
2025-01-20101,331.57109,588.0099,550.00102,620.001,033.55
2025-01-1394,545.07106,422.4389,256.69101,331.571,184.55
2025-01-0698,363.61102,724.3891,203.6794,545.061,328.52
2024-12-3093,738.1998,976.9191,530.4598,363.612,013.37
2024-12-2395,186.2899,963.7092,520.0093,738.202,428.91
2024-12-16104,463.99108,353.0092,232.5495,186.273,247.10
2024-12-09101,109.60105,250.0094,150.05104,463.994,029.71
2024-12-0297,185.17104,088.0090,500.00101,109.593,904.72
2024-11-2597,900.0598,871.8090,791.1097,185.183,642.97
2024-11-1889,855.9899,588.0189,376.9097,900.043,257.15
2024-11-1180,370.0193,265.6480,216.0189,855.992,246.54
2024-11-0468,775.9981,500.0066,835.0080,370.011,227.30
2024-10-2868,021.6973,620.1267,478.7368,775.99434.50
2024-10-2169,032.0069,519.5265,260.0068,021.70288.40
2024-10-1462,870.0269,400.0062,457.8169,031.9984.19
2024-10-0762,819.9164,478.1958,946.0062,870.02-374.27
2024-09-3065,602.0165,618.8059,828.1162,819.91-469.46
2024-09-2363,578.7666,498.0062,538.7565,602.01-600.77
2024-09-1659,132.0064,133.3257,493.3063,578.76-1,068.78
2024-09-0954,869.9560,625.0054,591.9659,132.00-1,547.78
2024-09-0257,301.7759,809.6552,550.0054,869.95-1,761.36
2024-08-2664,219.9964,481.0057,201.0057,301.86-1,558.07
2024-08-1958,427.3565,000.0057,787.3064,220.00-1,394.62
2024-08-1258,712.5961,800.0056,078.5458,427.35-1,770.89
2024-08-0558,161.0062,745.1449,000.0058,712.59-1,687.64
2024-07-2968,249.8870,079.9957,122.7758,161.00-1,503.50
2024-07-2268,165.3569,399.9963,456.7068,249.88-1,094.73
2024-07-1560,797.9168,366.6660,632.3068,165.34-1,450.63
2024-07-0855,857.8161,420.6954,260.1660,797.91-1,964.87
2024-07-0162,772.0163,861.7653,485.9355,857.81-1,952.51
2024-06-2463,210.0163,369.8058,402.0062,772.01-1,355.28
2024-06-1766,676.8667,298.8163,178.3263,210.01-1,088.95
2024-06-1069,648.1570,195.9465,078.0066,676.87-718.39
2024-06-0367,765.6271,997.0267,612.4869,648.14-524.86
2024-05-2768,507.6770,687.5666,670.0067,765.63-582.11
2024-05-2066,274.0071,979.0066,060.3168,507.67-542.39
2024-05-1361,484.0067,700.0060,749.2166,274.01-620.64
2024-05-0664,012.0065,500.0060,187.1261,483.99-579.53
2024-04-2963,118.6264,734.0056,552.8264,012.00-93.41
2024-04-2264,941.1567,232.3562,391.2463,118.62314.84
2024-04-1565,661.8566,867.0759,600.0164,941.15912.72
2024-04-0869,360.3872,797.9960,660.5765,661.841,487.75
2024-04-0171,280.0071,288.2364,493.0769,360.392,093.74
2024-03-2567,210.0071,769.5466,385.0671,280.012,400.67
2024-03-1868,393.4768,956.0060,775.0067,209.992,393.51
2024-03-1168,955.8873,777.0064,533.0068,393.482,504.44
2024-03-0463,113.9769,990.0059,005.0068,955.882,268.28
2024-02-2651,728.8564,000.0050,901.4463,113.971,570.46
2024-02-1952,137.6852,985.0050,521.0051,728.85854.77
2024-02-1248,300.0052,816.6247,710.0152,137.67740.52
2024-02-0542,582.8848,592.6642,258.1048,299.99397.69
2024-01-2942,031.0543,882.3641,804.8842,582.88153.91
2024-01-2241,580.3242,842.6838,555.0042,031.06281.33
2024-01-1541,732.3543,578.0140,280.0041,580.33464.97
2024-01-0843,929.0148,969.4841,500.0041,732.35713.70
2024-01-0142,283.5845,879.6340,750.0043,929.02985.78
2023-12-2542,991.5043,802.3241,300.0042,283.581,066.78
2023-12-1841,374.6444,398.2640,542.9342,991.501,230.90
2023-12-1143,789.5043,804.5040,222.0041,374.651,278.21
2023-12-0439,972.2644,700.0039,972.2643,789.511,376.34
2023-11-2737,447.4240,250.0036,707.0039,972.261,141.53
2023-11-2037,359.8538,414.0035,632.0137,447.431,034.68
2023-11-1337,064.1337,980.0034,800.0037,359.861,013.50
2023-11-0635,011.8937,972.2434,523.0637,064.13886.38
2023-10-3034,525.8835,984.9934,025.0035,011.88625.73
2023-10-2329,992.4635,280.0029,883.6034,525.89355.94
2023-10-1627,154.1430,379.9927,112.6629,992.46-63.10
2023-10-0927,917.0627,987.9326,538.6627,154.15-271.80
2023-10-0227,992.5828,580.0027,160.5027,917.05-300.29
2023-09-2526,248.3928,065.5125,990.4627,992.57-406.52
2023-09-1826,527.5027,483.5726,122.0826,248.38-559.01
2023-09-1125,841.6026,888.0024,901.0026,527.51-588.76
2023-09-0425,971.2126,445.5025,372.5125,841.61-628.22
2023-08-2826,101.7828,142.8525,333.7525,971.21-583.78
2023-08-2126,190.0026,819.2725,300.0026,101.77-494.49
2023-08-1429,303.8529,695.3225,166.0026,189.99-343.34
2023-08-0729,088.4330,244.0028,701.0329,303.84-103.64
2023-07-3129,281.0930,047.5028,585.7029,088.42-52.01
2023-07-2430,083.7530,099.5828,861.9029,281.0933.86
2023-07-1730,232.0030,417.4629,512.0030,083.75125.41
2023-07-1030,160.7131,804.2029,900.0030,231.99156.41
2023-07-0330,617.0231,500.0029,701.0230,160.71155.27
2023-06-2630,462.6731,282.0029,500.0030,617.03125.89
2023-06-1926,339.9831,431.9426,256.6130,462.660.75
2023-06-1225,925.5426,839.9924,800.0026,339.97-204.07
2023-06-0527,115.2027,391.7725,351.0225,925.55-114.83
2023-05-2928,065.0128,447.1426,505.0027,115.2157.78
2023-05-2226,747.7828,261.3225,871.8928,065.00185.25
2023-05-1526,917.6127,663.5926,361.2026,747.78254.64
2023-05-0828,430.0928,631.0125,811.4626,917.62457.09
2023-05-0129,233.2029,820.0027,666.9528,430.10704.40
2023-04-2427,590.5930,036.0026,942.8229,233.21867.56
2023-04-1730,304.6630,485.0027,125.0027,590.60957.60
2023-04-1028,323.7631,000.0028,170.0030,304.651,175.62
2023-04-0328,171.8728,775.0027,200.2428,323.761,139.49
2023-03-2727,968.0529,184.6826,508.1428,171.871,183.22
2023-03-2027,972.8728,868.0526,601.8027,968.051,168.60
2023-03-1321,998.0528,390.1021,813.8827,972.871,071.70
2023-03-0622,430.2422,602.1919,549.0921,997.11834.65
2023-02-2723,554.8524,000.0021,971.1322,430.241,006.64
2023-02-2024,272.5125,250.0022,722.0023,554.851,167.35
2023-02-1321,782.3725,250.0021,351.0724,271.761,229.88
2023-02-0622,932.9123,452.0021,451.0021,783.541,176.29
2023-01-3023,743.3724,255.0022,500.0022,932.911,272.73
2023-01-2322,706.0223,960.5422,300.0023,742.301,234.38
2023-01-1620,872.9923,371.8020,407.1522,707.881,023.41
2023-01-0917,127.8321,258.0017,104.6620,871.50746.93
2023-01-0216,617.1717,176.9916,548.7017,127.83474.41
2022-12-2616,832.1116,972.8316,333.0016,616.75427.93
2022-12-1916,739.0017,061.2716,256.3016,832.11418.54
2022-12-1217,085.0518,387.9516,527.3216,738.21396.72
2022-12-0517,106.6517,424.2516,678.8317,085.05389.90
2022-11-2816,428.7717,324.0015,995.2717,105.70364.15
2022-11-2116,279.5016,812.6315,476.0016,428.78344.98
2022-11-1416,331.7817,190.0015,815.2116,280.23410.26
2022-11-0720,905.5821,069.7715,588.0016,329.85552.27
2022-10-3120,627.4821,480.6520,031.2420,905.58786.14
2022-10-2419,570.4021,085.0019,157.0020,627.48688.17
2022-10-1719,262.9819,706.6618,650.0019,570.40566.05
2022-10-1019,439.9619,951.8718,190.0019,262.98497.40
2022-10-0319,057.7420,475.0018,959.6819,439.02445.54
2022-09-2618,809.1320,385.8618,471.2819,056.80377.40
2022-09-1919,417.4519,956.0018,125.9818,807.38347.43
2022-09-1221,826.8722,799.0019,320.0119,416.18368.73
2022-09-0520,000.3021,860.0018,510.7721,826.87383.92
2022-08-2919,555.6120,576.2519,540.0020,000.30205.96
2022-08-2221,516.7021,900.0019,520.0019,555.61167.56
2022-08-1524,305.2525,211.3220,761.9021,515.61215.09
2022-08-0823,174.3925,047.5622,664.6924,305.24151.48
2022-08-0123,296.3623,647.6822,400.0023,174.39-167.79
2022-07-2522,577.1324,668.0020,706.5023,293.32-468.53
2022-07-1820,799.5824,276.7420,762.4522,579.68-842.42
2022-07-1120,861.1121,684.5418,910.9420,798.16-1,218.68
2022-07-0419,315.8322,527.3719,055.3120,862.47-1,461.59
2022-06-2721,038.0821,539.8518,626.0019,315.83-1,663.78
2022-06-2020,574.0021,888.0019,637.0321,038.07-1,625.41
2022-06-1326,574.5326,895.8417,622.0020,574.00-1,545.31
2022-06-0629,919.2031,765.6426,560.0026,574.53-1,188.64
2022-05-3029,468.1032,399.0029,282.3629,919.21-1,084.38
2022-05-2330,293.9330,670.5128,019.5629,468.10-1,125.46
2022-05-1631,328.8931,328.9028,654.4730,293.94-1,012.45
2022-05-0934,038.3934,243.1526,700.0031,328.89-797.15
2022-05-0238,468.3540,023.7733,713.9534,038.40-461.64
2022-04-2539,450.1240,797.3137,386.3838,468.35-135.79
2022-04-1839,678.1142,976.0038,536.5139,450.13-29.46
2022-04-1142,158.8542,414.7139,200.0039,678.1268.33
2022-04-0446,407.3647,200.0041,868.0042,158.85220.96
2022-03-2846,827.7648,189.8444,200.0046,407.35219.20
2022-03-2141,262.1146,999.0040,467.9446,827.76-207.92
2022-03-1437,777.3542,400.0037,555.0041,262.11-887.40
2022-03-0738,420.8042,594.0637,155.0037,777.34-1,303.95
2022-02-2837,699.0845,400.0037,450.1738,420.81-1,481.24
2022-02-2138,386.8940,348.4534,322.2837,699.07-1,687.08
2022-02-1442,053.6544,751.4038,000.0038,386.89-1,787.61
2022-02-0742,380.8745,821.0041,645.8542,053.66-1,861.39
2022-01-3137,881.7542,656.0036,250.0042,380.87-2,196.11
2022-01-2436,244.5538,919.9832,917.1737,881.76-2,585.92
2022-01-1743,071.6643,505.0034,008.0036,244.55-2,547.58
2022-01-1041,864.6244,500.0039,650.0043,071.66-2,130.17
2022-01-0347,286.1847,570.0040,501.0041,864.62-2,013.94
2021-12-2750,775.4852,088.0045,678.0047,286.18-1,577.69
2021-12-2046,681.2451,810.0045,558.8550,775.49-1,349.58
2021-12-1350,053.9050,189.9745,456.0046,681.23-1,281.63
2021-12-0649,396.3251,936.3346,751.0050,053.90-707.66
2021-11-2957,274.8959,176.9942,000.3049,396.33-139.27
2021-11-2258,617.7059,444.0053,256.6457,274.88780.44
2021-11-1565,519.1166,401.8255,600.0058,622.021,314.12
2021-11-0863,273.5869,000.0062,278.0065,519.101,855.10
2021-11-0161,299.8164,270.0059,405.0063,273.591,802.20
2021-10-2560,852.2263,710.6357,820.0061,299.801,743.84
2021-10-1861,528.3267,000.0059,510.6360,852.221,660.52
2021-10-1154,659.0162,933.0053,879.0061,528.331,395.31
2021-10-0448,200.0156,561.3146,891.0054,659.00753.71
2021-09-2743,160.9049,228.0840,753.8848,200.01338.57
2021-09-2047,241.7547,347.2539,600.0043,160.90280.45
2021-09-1346,025.2348,843.2043,370.0047,241.75653.44
2021-09-0651,756.8852,920.0042,843.0546,025.24755.50
2021-08-3048,767.8451,900.0046,512.0051,756.88958.52
2021-08-2349,239.2250,500.0046,250.0048,767.83600.92
2021-08-1646,973.8249,757.0443,927.7049,239.22270.21
2021-08-0943,794.3648,144.0042,779.0046,973.82-340.09
2021-08-0239,850.2745,310.0037,332.7043,794.37-1,065.80
2021-07-2635,381.0242,599.0035,205.7839,845.44-1,823.10
2021-07-1931,778.5735,398.0029,278.0035,381.02-2,493.00
2021-07-1234,259.0034,678.4331,020.0031,778.56-2,921.56
2021-07-0535,288.1335,293.7832,077.0034,258.99-3,026.06
2021-06-2834,702.4936,600.0032,699.0035,286.51-3,234.79
2021-06-2135,600.1735,750.0028,805.0034,700.34-3,455.40
2021-06-1439,020.5641,330.0033,336.0035,600.16-3,524.00
2021-06-0735,796.3139,380.0031,000.0039,020.57-3,508.18
2021-05-3135,641.2639,476.0034,153.8435,796.31-3,628.46
2021-05-2434,681.4440,841.0033,379.0035,641.27-3,292.04
2021-05-1746,426.8346,686.0030,000.0034,655.25-2,580.79
2021-05-1058,240.8359,500.0043,825.3946,431.50-1,258.38
2021-05-0356,578.2159,500.0052,900.0058,240.84-380.30
2021-04-2649,066.7658,458.0748,753.4456,578.21-292.52
2021-04-1956,150.0157,526.8146,930.0049,066.77-102.66
2021-04-1259,998.8064,854.0050,931.3056,150.01828.64
2021-04-0558,202.0161,500.0055,473.0060,002.431,378.61
2021-03-2955,777.6560,200.0054,800.0158,202.011,606.14
2021-03-2257,351.5658,430.7350,427.5655,777.631,880.79
2021-03-1558,976.0860,633.4353,271.3457,351.562,277.02
2021-03-0850,959.1161,844.0049,274.6758,968.312,433.82
2021-03-0145,134.1152,640.0044,950.5350,971.752,199.43
2021-02-2257,412.3557,508.4743,000.0045,135.662,348.17
2021-02-1548,580.4758,352.8045,570.7957,408.572,883.77
2021-02-0838,795.6949,707.4337,988.8948,577.792,156.50
2021-02-0133,092.9740,955.5132,296.1638,795.691,634.43
2021-01-2532,259.4538,531.9029,241.7233,092.981,588.11
2021-01-1835,824.9937,850.0028,850.0032,259.901,895.30
2021-01-1138,150.0240,100.0030,420.0035,828.612,250.75
2021-01-0433,000.0541,950.0028,130.0038,150.022,212.19
2020-12-2826,281.5434,778.1125,880.0033,000.051,683.41
2020-12-2123,455.5428,422.0021,815.0026,281.661,185.50
2020-12-1419,174.9924,295.0019,000.0023,455.52944.30
2020-12-0719,358.6719,420.9117,572.3319,174.99740.84
2020-11-3018,185.0019,888.0018,001.1219,359.40766.14
2020-11-2318,413.8819,484.2116,188.0018,184.99702.38
2020-11-1615,957.0018,965.9015,864.0018,414.43642.99
2020-11-0915,475.1016,480.0014,805.5415,957.00455.17
2020-11-0213,761.4915,960.0013,195.0515,475.10354.05
2020-10-2613,029.6414,100.0012,765.0013,761.50200.23
2020-10-1911,503.1413,350.0011,407.9613,028.83101.90
2020-10-1211,369.0211,720.0111,172.0011,503.141.17
2020-10-0510,666.6211,491.0010,525.0011,369.02-13.86
2020-09-2810,774.2610,950.0010,374.0010,666.63-32.57
2020-09-2110,920.2810,988.8610,136.8210,774.252.22
2020-09-1410,332.8411,179.7910,212.3410,920.2836.86
2020-09-0710,255.8910,580.119,850.0010,332.8364.47
2020-08-3111,711.1712,050.859,825.0010,256.20153.36
2020-08-2411,648.1211,824.9011,117.6411,711.16280.81
2020-08-1711,910.9912,468.0011,376.8111,648.13303.74
2020-08-1011,681.6912,067.3511,125.0011,911.00313.57
2020-08-0311,071.3611,909.9410,936.0011,681.68269.61
2020-07-279,931.5412,123.469,917.2111,071.35194.75
2020-07-209,208.9910,111.009,131.009,931.54116.63
2020-07-139,303.319,343.829,047.259,208.9994.47
2020-07-069,069.419,470.009,055.929,302.75121.36
2020-06-299,116.169,292.008,893.039,069.41141.52
2020-06-229,294.699,780.008,833.009,116.35182.97
2020-06-159,342.109,589.008,910.459,294.69226.92
2020-06-089,746.999,992.729,113.009,342.10258.45
2020-06-019,448.2710,380.009,266.009,746.99281.70
2020-05-258,718.149,740.008,642.729,448.27254.34
2020-05-189,681.119,950.008,700.008,720.34221.18
2020-05-118,722.779,939.008,200.009,680.04226.15
2020-05-048,894.1510,067.008,117.008,722.77120.54
2020-04-277,693.109,460.007,606.008,894.1643.32
2020-04-207,121.407,738.006,751.007,693.10-96.61
2020-04-136,903.797,293.086,468.277,120.74-185.00
2020-04-066,772.787,459.696,739.986,903.79-248.13
2020-03-305,880.507,198.005,857.766,772.78-302.53
2020-03-235,816.056,957.965,688.005,881.42-348.12
2020-03-165,360.336,900.004,442.125,816.19-299.52
2020-03-098,034.768,179.313,782.135,361.30-190.09
2020-03-028,530.309,188.008,000.008,033.3145.84
2020-02-249,936.409,990.008,411.008,531.88144.77
2020-02-179,910.7010,250.009,350.009,936.40238.34
2020-02-1010,151.7210,500.009,638.129,917.27223.80
2020-02-039,331.5910,166.009,093.0110,151.75183.81
2020-01-278,614.399,578.008,535.009,331.5181.56
2020-01-208,701.728,818.008,238.008,615.00-3.41
2020-01-138,184.979,198.988,055.898,701.70-63.99
2020-01-067,357.648,455.007,346.768,184.98-162.36
2019-12-307,388.437,495.006,871.047,358.75-251.61
2019-12-237,500.717,695.387,076.427,388.24-287.91
2019-12-167,119.607,518.546,435.007,501.44-324.72
2019-12-097,510.117,650.007,008.357,118.59-368.87
2019-12-027,391.507,750.007,067.007,510.11-371.69
2019-11-256,900.237,850.006,515.007,390.89-388.52
2019-11-188,502.878,503.526,790.006,903.28-375.66
2019-11-119,040.169,072.328,350.688,502.40-280.39
2019-11-049,196.469,513.688,696.009,039.47-275.44
2019-10-289,528.239,902.108,913.009,194.71-307.91
2019-10-218,223.3510,370.007,300.009,529.93-359.48
2019-10-148,275.248,403.007,816.018,223.35-456.65
2019-10-077,855.308,779.517,762.008,275.01-452.59
2019-09-308,043.048,500.007,710.007,854.25-427.32
2019-09-2310,028.0510,049.997,750.008,043.82-323.87
2019-09-1610,303.3410,355.009,653.0010,028.87-168.03
2019-09-0910,381.2410,480.009,880.0010,302.01-125.62
2019-09-029,723.5910,905.879,712.5010,381.18-94.05
2019-08-2610,142.6910,604.009,320.009,724.98-63.13
2019-08-1910,306.1710,949.969,762.0010,142.6938.72
2019-08-1211,539.0811,577.899,750.0010,306.78135.63
2019-08-0510,929.9912,330.7010,927.8011,549.97242.52
2019-07-299,541.5411,040.009,395.0010,929.23247.02
2019-07-2210,590.1510,683.169,165.009,541.54278.44
2019-07-1510,174.1811,100.009,060.0010,589.45429.17
2019-07-0811,410.0013,147.0810,103.0010,174.18510.68
2019-07-0110,854.1012,000.009,727.0011,406.24625.46
2019-06-2410,905.9513,970.0010,525.1010,854.10617.87
2019-06-178,953.0011,392.648,950.0010,906.07599.60
2019-06-107,627.579,333.007,511.008,953.33506.56
2019-06-038,726.008,800.957,444.587,628.13508.31
2019-05-278,612.549,074.268,005.008,725.98599.09
2019-05-208,147.948,740.007,461.008,614.43579.46
2019-05-136,968.248,366.006,870.008,148.48510.63
2019-05-065,773.187,521.785,619.146,967.31407.27
2019-04-295,309.815,900.005,178.805,775.62332.13
2019-04-225,257.415,600.005,102.005,307.52310.84
2019-04-155,131.285,333.424,950.005,256.14304.80
2019-04-085,170.275,422.004,861.225,131.30282.28
2019-04-014,102.445,275.014,067.005,170.27243.94
2019-03-253,991.354,140.003,888.714,103.95167.93
2019-03-183,981.854,069.323,880.013,992.18151.58
2019-03-113,915.994,056.983,810.433,981.14135.21
2019-03-043,807.323,971.753,670.693,916.82110.49
2019-02-253,743.563,888.003,677.173,807.7580.40
2019-02-183,667.624,198.003,655.003,743.5649.24
2019-02-113,679.753,700.113,568.113,667.5814.70
2019-02-043,458.113,733.583,373.103,680.06-20.97
2019-01-283,550.053,557.753,349.923,458.11-64.41
2019-01-213,539.263,662.943,434.853,550.84-92.82
2019-01-143,477.563,720.003,467.023,539.28-127.16
2019-01-073,987.624,069.803,441.303,476.81-157.79
2018-12-313,803.124,027.713,630.333,987.60-175.23
2018-12-243,929.714,198.003,535.003,801.91-229.11
2018-12-173,229.224,139.993,216.003,929.71-266.34
2018-12-103,548.493,610.003,156.263,228.67-306.64
2018-12-034,160.554,179.003,222.003,545.37-265.05
2018-11-264,088.694,450.383,689.124,161.01-201.02
2018-11-195,661.945,664.003,652.664,085.78-137.96
2018-11-126,450.716,498.005,403.425,662.00-12.10
2018-11-056,485.856,615.156,355.006,449.8134.78
2018-10-296,489.936,525.006,245.026,485.8531.96
2018-10-226,590.126,639.006,453.006,489.9326.76
2018-10-156,339.347,680.006,300.006,590.1121.55
2018-10-086,615.266,715.606,205.006,339.347.08
2018-10-016,626.576,697.006,430.006,615.2614.87
2018-09-246,706.816,814.806,325.026,626.573.90
2018-09-176,500.086,839.036,123.006,708.00-9.06
2018-09-106,252.266,584.996,169.686,505.00-31.27
2018-09-037,302.007,410.006,111.006,250.81-37.42
2018-08-276,700.007,345.456,646.507,302.01-12.35
2018-08-206,477.536,882.546,220.006,700.00-72.62
2018-08-136,308.566,620.005,880.006,477.53-95.71
2018-08-067,024.197,160.005,971.006,308.33-96.47
2018-07-308,210.998,273.006,882.297,024.19-67.31
2018-07-237,394.788,491.777,375.008,211.00-83.31
2018-07-166,354.157,700.006,330.407,394.79-218.23
2018-07-096,712.106,802.066,070.006,353.01-327.94
2018-07-026,360.826,818.166,271.626,712.10-366.10
2018-06-256,137.956,528.995,780.006,356.81-430.73
2018-06-186,444.066,841.745,750.006,136.97-460.78
2018-06-116,765.006,922.006,118.686,449.61-448.50
2018-06-047,714.267,765.006,622.816,764.99-425.62
2018-05-287,338.997,786.697,032.957,714.26-389.62
2018-05-218,526.978,595.317,231.117,338.99-401.82
2018-05-148,679.718,879.997,911.908,526.98-356.43
2018-05-079,661.029,689.678,153.008,679.71-383.61
2018-04-309,417.0410,020.008,800.499,659.01-420.17
2018-04-238,785.709,759.828,651.629,419.00-554.19
2018-04-168,355.079,035.007,825.408,787.02-709.88
2018-04-097,011.048,429.546,611.008,355.00-849.22
2018-04-026,813.017,520.006,500.007,018.00-973.78
Table 1. MACD Bitcoin data: weekly prices and histogram

  • Independent researcher specializing in quantitative Bitcoin forecasting, statistical modeling, and data-driven financial research. Co-author of the peer-reviewed research paper Bitcoin’s Weekly Closing Price Forecasting Model. Author of non-fiction and fiction books exploring Bitcoin through mathematical analysis and creative storytelling.

    ORCID | Web of Science

  • Photo of Larysa Dokiienko
    (Reviewer)

    Scientific Reviewer of the Bitcoin Forecasting Lab. PhD in Economics, Associate Professor, and financial researcher with over 25 years of experience in financial and investment management. Co-author of Bitcoin’s Weekly Closing Price Forecasting Model and author of more than 100 scientific and educational publications.
    ORCID | Scopus | Web of Science

  • Photo of Ihor Yaskal
    (Reviewer)

    Scientific Reviewer of the Bitcoin Forecasting Lab. PhD in Economics and Associate Professor with extensive experience in financial management, economic research, and higher education. Author and co-author of more than 30 scientific publications in national and international journals.

    ORCID | Scopus | Web of Science