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The golden cross occurs when a short-term moving average crosses over a major long-term moving average to the upside and is interpreted by analysts and

The golden cross occurs when a short-term moving average crosses over a major long-term moving average to the upside and is interpreted by analysts and traders as signaling a definitive upward turn in a market. Basically, the short-term average trends up faster than the long-term average, until they cross.

Conversely, a similar downside moving average crossover constitutes the death cross and is understood to signal a decisive downturn in a market. The death cross occurs when the short term average trends down and crosses the long-term average, basically going in the opposite direction of the golden cross

from the insight of above information,please answer the following questions with the help of table in python

date volume open close high low adjclose
0 2019-03-01 1625900 80.000000 81.239998 81.440002 80.000000 81.239998
1 2019-02-28 1759100 79.180000 79.440002 79.750000 78.889999 79.440002
2 2019-02-27 1254400 78.250000 79.419998 79.550003 78.250000 79.419998
3 2019-02-26 1992600 79.209999 78.550003 79.269997 78.419998 78.550003
4 2019-02-25 1878000 78.900002 79.339996 79.839996 78.849998 79.339996
5 2019-02-22 2797700 78.160004 78.419998 78.459999 77.830002 78.419998
6 2019-02-21 3570800 77.669998 77.889999 78.580002 76.500000 77.889999
7 2019-02-20 2076500 77.529999 78.559998 78.800003 77.330002 78.559998
8 2019-02-19 2968000 78.000000 77.519997 78.320000 77.410004 77.519997
9 2019-02-15 1919700 77.629997 78.300003 78.309998 77.470001 78.300003
10 2019-02-14 1618100 77.000000 77.019997 77.279999 76.519997 77.019997
11 2019-02-13 1376400 77.370003 77.250000 77.489998 76.739998 77.250000
12 2019-02-12 2045500 76.800003 77.070000 77.250000 76.430000 77.070000
13 2019-02-11 1018000 76.000000 76.080002 76.389999 75.750000 76.080002
14 2019-02-08 1318100 75.070000 75.800003 75.809998 74.760002 75.800003
15 2019-02-07 1660600 75.720001 75.330002 76.120003 74.870003 75.330002
16 2019-02-06 1504900 76.110001 76.300003 76.690002 76.000000 76.300003
17 2019-02-05 1593500 75.800003 76.309998 76.510002 75.790001 76.309998
18 2019-02-04 2245900 76.180000 76.029999 76.230003 75.320000 76.029999
19 2019-02-01 1343900 76.160004 76.040001 76.589996 75.620003 76.040001
20 2019-01-31 2951300 75.209999 76.050003 76.309998 74.669998 76.050003

(1) find all death crosses (when 50DMA crosses below the 200DMA),

(2) what percentage of those death crosses result in a price decrease by more than 1%, 2%, 3%, 4%, 5%, 10%, 15%, 20% over a week, two weeks, three weeks, a month, two months, three months, four months, five months, six months?,

(3) Does your analytics support the hypothesis of a golden cross or death cross?

please answer in python

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