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-17.73%
22.61%
40.48%
-39.83%
46.85%
23.94%
10.20%
16.51%
32.07%
12.94%
73.80%
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126.33%
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232.71%
15.75%
13.90%
10.94%
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66.84%
57.22%
12.84%
42.45%
23.50%
14.29%
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161.91%
53.49%
51.10%
26.15%
20.38%
32.44%
25.21%
220.51%
17.12%
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23.09%
29.80%
83.49%
14.47%
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15.02%
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10.96%
28.17%
20.28%
25.48%
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111.41%
41.17%
12.69%
22.80%
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48.58%
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18.28%
19.23%
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56.65%
10.50%
14.04%
25.38%
89.69%
16.30%
22.71%
15.12%
11.40%
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21.69%
14.68%
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61.64%
62.65%
12.10%
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48.53%
76.73%
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14.28%
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11.32%
14.98%
83.75%
18.73%
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21.44%
103.24%
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75.75%
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134.81%
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39.79%
10.97%
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32.68%
17.78%
37.10%
60.70%
14.33%
29.18%
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22.43%
37.28%
19.05%
21.18%
23.52%
658.60%
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13.51%
102.22%
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15.61%
28.48%
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22.58%
294.76%
11.00%
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17.98%
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73.66%
48.33%
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41.15%
14.45%
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11.10%
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30.45%
28.40%
33.26%
10.29%
23.63%
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145.69%
12.46%
21.60%
15.88%
28.10%
15.99%
103.37%
26.35%
29.13%
28.16%
184.21%
69.98%
37.22%
29.03%
59.21%
13.61%
24.49%
113.92%
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158.20%
39.07%
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26.93%
13.87%
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47.99%
56.71%
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83.66%
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16.07%
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21.40%
11.26%
19.69%
41.91%
88.89%
10.98%
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206.82%
848.64%
14.96%
11.40%
17.56%
18.30%
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101.43%
14.59%
29.87%
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64.94%
215.13%
23.15%
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12.59%
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44.64%
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10.88%
647.80%
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67.31%
17.78%
23.46%
19.49%
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10.96%
25.86%
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16.99%
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31.80%
12.42%
56.51%
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18.37%
32.43%
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95.45%
17.73%
17.99%
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12.50%
24.06%
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55.47%
10.07%
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14.90%
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59.87%
18.96%
47.84%
62.31%
70.02%
119.20%
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151.94%
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22.41%
14.28%
55.87%
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116.62%
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40.00%
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75.00%
39.08%
28.84%
99.47%
38.72%
58.76%
339.73%
11.26%
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398.23%
52.90%
26.17%
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11.73%
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31.61%
19.61%
12.31%
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11.27%
191.46%
26.67%
40.31%
20.87%
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23.68%
44.34%
16.52%
12.94%
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16.33%
16.28%
35.90%
23.77%
17.11%
23.21%
103.18%
58.62%
13.73%
85.37%
46.43%
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14.81%
28.89%
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14.74%
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46.53%
13.24%
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12.85%
13.21%
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110.81%
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34.23%
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214.75%
45.82%
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39.69%
14.97%
11.75%
130.25%
63.58%
62.28%
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27.16%
16.76%
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21.19%
17.95%
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15.13%
11.07%
45.29%
34.21%
13.48%
20.88%
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88.15%
18.90%
25.08%
22.44%
17.51%
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170.47%
114.51%
36.07%
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42.21%
89.73%
123.90%
14.09%
11.03%
24.77%
31.71%
18.84%
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17.53%
37.22%
47.51%
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121.43%
14.28%
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11.25%
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13.19%
19.35%
52.09%
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21.77%
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30.99%
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58.81%
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14.98%
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98.03%
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52.96%
12.08%
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28.16%
16.53%
34.40%
30.31%
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39.39%
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13.08%
10.06%
26.03%
20.49%
13.36%
19.98%
136.95%
22.29%
46.78%
34.34%
61.67%
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26.67%
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45.06%
14.34%
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44.24%
18.70%
76.30%
26.28%
26.10%
13.00%
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15.87%
48.63%
14.51%
24.21%
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41.33%
12.37%
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13.66%
158.94%
18.92%
18.32%
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11.87%
14.86%
33.15%
38.47%
59.32%
15.73%
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14.54%
69.61%
-11.03%
81.96%
33.48%
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83.56%
37.36%
20.33%
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22.73%
37.41%
14.76%
316.00%
-10.62%
90.08%
21.92%
16.92%
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-28.48%
54.77%
31.74%
57.66%
172.59%
17.45%
94.94%
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14.99%
20.52%
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38.22%
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14.19%
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23.06%
42.21%
15.37%
17.97%
29.14%
62.00%
25.00%
14.14%
-27.07%
417.74%
35.87%
-19.89%
102.92%
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147.74%
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12.12%
19.82%
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83.85%
16.65%
27.02%
49.63%
29.64%
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26.53%
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21.04%
20.37%
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42.36%
25.08%
57.95%
15.13%
11.78%
24.53%
10.29%
52.47%
25.43%
10.90%
22.80%
21.26%
58.97%
39.74%
50.32%
23.15%
20.00%
13.92%
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46.58%
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15.21%
25.01%
13.32%
59.48%
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38.67%
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42.20%
404.15%
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224.71%
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32.78%
223.92%
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39.63%
31.11%
29.30%
38.44%
95.20%
60.90%
10.94%
12.13%
10.57%
12.15%
33.00%
49.33%
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109.55%
38.99%
54.76%
10.45%
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21.52%
13.80%
10.50%
11.04%
15.55%
82.24%
15.51%
30.88%
13.75%
51.22%
45.02%
52.62%
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23.45%
55.16%
34.28%
36.79%
130.05%
32.73%
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16.89%
10.18%
25.18%
39.20%
12.70%
1142.50%
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166.36%
36.94%
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38.52%
80.20%
21.59%
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17.34%
59.66%
125.69%
31.04%
11.92%
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19.91%
10.17%
21.68%
51.67%
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24.00%
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31.75%
15.73%
75.22%
486.64%
161.65%
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138.75%
37.72%
138.80%
18.18%
97.37%
12.64%
17.82%
21.94%
11.22%
13.53%
34.50%
16.29%
12.77%
19.95%
42.84%
14.24%
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41.09%
12.04%
32.49%
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54.24%
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87.10%
30.36%
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14.70%
126.62%
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20.59%
23.56%
436.44%
14.25%
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83.12%
61.61%
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182.99%
20.55%
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25.35%
31.98%
208.30%
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15.93%
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21.31%
39.56%
36.88%
39.69%
194.59%
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77.58%
17.03%
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51.23%
75.47%
18.92%
19.35%
19.30%
18.75%
195.57%
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68.75%
28.17%
27.06%
13.21%
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18.72%
124.07%
65.50%
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122.01%
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87.32%
10.40%
18.62%
41.68%
11.75%
19.53%
44.56%
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131.53%
46.27%
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11.97%
15.45%
16.16%
99.97%
27.32%
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22.95%
118.69%
55.69%
62.46%
-31.95%
19.82%
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16.62%
84.68%
16.24%
56.01%
36.76%
17.93%
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22.45%
72.97%
11.21%
16.30%
21.35%
34.85%
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11.56%
29.71%
23.38%
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17.52%
27.36%
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12.50%
23.07%
70.51%
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32.40%
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78.04%
81.48%
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21.83%
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88.95%
188.98%
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63.04%
63.45%
11.93%
45.30%
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39.32%
20.47%
55.84%
21.82%
16.28%
11.11%
157.14%
17.19%
21.13%
18.42%
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23.91%
12.34%
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32.97%
17.31%
13.33%
22.06%
12.75%
14.58%
11.11%
21.33%
88.64%
29.41%
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34.82%
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93.47%
40.65%
237.87%
16.00%
14.29%
10.53%
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22.73%
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114.29%
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10.65%
17.98%
38.15%
103.89%
201.35%
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268.11%
14.10%
40.19%
82.16%
113.54%
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27.70%
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36.72%
18.97%
16.93%
224.67%
14.96%
30.41%
10.76%
39.30%
34.78%
10.84%
10.67%
19.64%
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112.12%
17.86%
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32.03%
26.10%
90.86%
17.47%
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61.62%
19.24%
17.99%
50.59%
83.56%
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34.40%
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27.86%
45.66%
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291.69%
14.15%
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207.31%
46.21%
12.16%
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62.49%
61.46%
10.21%
24.78%
104.99%
30.94%
12.29%
12.48%
78.95%
39.88%
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60.31%
60.59%
33.10%
16.13%
10.53%
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10.04%
45.44%
24.88%
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84.14%
16.86%
32.30%
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21.44%
22.39%
15.56%
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131.42%
49.48%
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31.19%
35.50%
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16.35%
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34.27%
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13.80%
15.68%
34.34%
40.37%
37.71%
99.56%
22.86%
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39.29%
33.33%
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17.39%
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200.30%
19.13%
37.77%
58.93%
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53.71%
2166.67%
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33.33%
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39.62%
13.90%
50.40%
43.62%
16.83%
147.10%
10.98%
16.88%
43.27%
41.32%
10.13%
21.46%
47.29%
52.88%
12.70%
24.63%
15.70%
140.34%
40.94%
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13.81%
20.81%
36.37%
77.09%
25.06%
51.73%
13.72%
15.41%
2922.22%
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60.89%
29.65%
-10.45%
76.30%
11.63%
10.07%
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12.63%
12.43%
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67.43%
10.58%
11.54%
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22.69%
11.53%
16.91%
15.79%
22.19%
-18.16%
76.27%
10.38%
-20.61%
-11.49%
-14.38%
56.86%
28.88%
-14.27%
20.57%
-15.96%
140.00%
-15.84%
-10.30%
38.98%
68.46%
17.47%
13.99%
-13.60%
-22.17%
15.98%
10.31%
151.47%
-11.38%
137.41%
-21.94%
10.94%
16.29%
28.67%
12.81%
-10.98%
151.97%
19.47%
28.53%
57.36%
37.99%
-35.42%
-13.84%
14.96%
118.70%
141.35%
14.82%
-41.18%
11.69%
21.43%
12.90%
26.53%
-16.95%
-21.33%
15.38%
-19.75%
12.81%
25.90%
-31.62%
-10.89%
56.93%
20.03%
25.47%
15.22%
22.05%
-11.39%
77.72%
-28.65%
81.61%
54.79%
-16.47%
391.91%
-67.27%
38.21%
61.24%
-10.75%
19.64%
10.82%
-10.03%
119.19%
-10.68%
27.24%
-47.27%
21.57%
12.90%
581.31%
10.60%
15.93%
-10.67%
22.11%
26.49%
12.43%
46.15%
17.41%
26.37%
36.41%
-26.40%
26.17%
22.87%
120.45%
-20.86%
10.34%
15.34%
19.73%
39.44%
30.39%
-40.35%
83.52%
37.88%
16.77%
14.40%
13.11%
81.61%
-14.64%
19.47%
18.69%
159.22%
11.22%
10.18%
55.37%
14.94%
22.22%
40.00%
16.88%
34.55%
11.03%
10.21%
64.24%
12.47%
31.55%
-17.88%
4725.00%
-97.70%
-11.44%
-10.29%
134.17%
-10.43%
327.94%
34.39%
82.46%
15.20%
-18.62%
-20.63%
30.04%
30.39%
28.31%
28.24%
-19.47%
23.95%
78.95%
18.75%
-13.13%
78.48%
19.56%
75.65%
63.60%
22.16%
19.40%
-18.77%
63.57%
22.33%
-19.52%
18.89%
32.96%
10.10%
70.26%
-16.12%
102.17%
-11.36%
58.33%
-11.94%
-18.04%
115.89%
-15.29%
10.56%
18.45%
-35.45%
-25.25%
10.45%
20.20%
-14.55%
15.25%
-23.83%
83.62%
73.05%
-75.49%
-16.76%
22.20%
-18.94%
833.00%
-70.59%
-10.43%
-18.92%
59.54%
58.85%
12.65%
-22.26%
26.22%
17.06%
-13.12%
41.45%
-69.84%
-21.95%
17.35%
10.73%
17.19%
-10.92%
22.86%
-39.67%
25.30%
13.65%
13.04%
67.27%
97.92%
-18.14%
32.42%
11.60%
-15.76%
112.69%
36.38%
-11.18%
-16.44%
75.55%
95.43%
-18.22%
63.75%
-10.23%
-14.07%
16.97%
141.15%
-25.57%
68.17%
11.98%
-20.21%
105.89%
17.44%
77.76%
-41.02%
23.18%
73.56%
19.12%
19.16%
30.67%
18.42%
26.85%
30.12%
840.22%
14.18%
-80.21%
646.67%
16.90%
12.30%
19.54%
-10.47%
13.73%
14.46%
102.17%
60.85%
-11.60%
75.89%
-28.00%
17.83%
154.19%
82.22%
16.77%
-25.34%
84.38%
-14.83%
22.51%
27.21%
12.61%
49.69%
122.46%
-76.46%
158.46%
-41.47%
10.14%
-27.92%
12.49%
15.39%
18.19%
25.33%
-21.72%
21.13%
18.94%
32.60%
71.11%
15.64%
-15.66%
-12.38%
-31.37%
93.09%
36.55%
46.75%
71.26%
18.47%
-33.23%
52.67%
-22.03%
16.13%
24.90%
74.00%
-11.34%
-43.54%
-10.48%
-22.38%
63.23%
12.10%
110.84%
33.90%
-10.28%
-10.58%
-18.88%
57.06%
171.14%
20.72%
-32.95%
13.07%
16.41%
48.84%
15.22%
-10.21%
-14.85%
11.15%
28.80%
-34.97%
119.07%
11.39%
-11.24%
73.91%
15.10%
12.45%
-14.75%
53.85%
16.45%
-11.69%
47.27%

6.71%
8.30%
9.76%
1.65%
0.41%
14.31%
15.30%
0.62%
0.00%
2.12%
47.65%
91.55%
3.07%
4.42%
48.35%
-7.91%
10.95%
-17.71%
13.36%
22.62%
30.97%
28.72%
11.80%
10.72%
6.94%
10.27%
8.15%
16.02%
9.88%
44.76%
44.82%
49.29%
259.65%
4523.94%
425.54%
14.75%
42.10%
-3.01%
14.63%
23.46%
19.85%
3.99%
8.91%
2.72%
21.70%
-73.77%
-27.22%
9.50%
27.07%
40.56%
39.56%
26.16%
31.49%
8.16%
-16.20%
8.94%
-13.84%
-3.36%
-16.85%
1.15%
16.29%
-16.65%
9.38%
-10.61%
-3.47%
579.46%
-89.91%
-2.77%
3.94%
20.13%
17.70%
23.08%
15.15%
8.20%
9.40%
39.44%
33.70%
6.86%
8.77%
12.65%
8.38%
2.24%
6.23%
12.14%
2.63%
7.09%
3.51%
-2.41%
3.53%
17.82%
26.26%
10.85%
-12.87%
13.52%
36.68%
18.15%
23.47%
-3.98%
-1.06%
56.00%
43.48%
17.03%
18.45%
-2.50%
-9.30%
1.30%
-9.61%
7.34%
26.18%
116.84%
24.11%
0.81%
42.09%
-30.80%
9.29%
27.26%
9.20%
65.96%
52.02%
0.00%
32.10%
38.65%
68.27%
-13.88%
-17.10%
10.14%
90.45%
-38.32%
-16.49%
-12.74%
30.79%
-10.87%
-0.87%
20.28%
1.81%
-0.57%
17.73%
4.29%
88.61%
7.54%
-0.14%
7.75%
12.52%
-12.18%
4.50%
8.51%
9.65%
5.72%
4.16%
1.31%
3.30%
11.17%
-2.84%
9.93%
3.43%
6.36%
7.72%
49.15%
13.77%
15.32%
21.20%
-0.15%
39.34%
29.22%
9.99%
-23.01%
9.05%
8.18%
3.58%
6.79%
-2.73%
2.35%
3.98%
12.48%
21.14%
17.48%
6.76%
12.52%
7.76%
9.73%
8.98%
12.12%
4.37%
-8.85%
20.00%
19.51%
10.85%
16.48%
9.27%
6.83%
10.76%
9.54%
225.62%
339.08%
17.30%
9.50%
143.86%
228.06%
37.70%
54.06%
82.69%
-8.53%
4.53%
130.92%
76.10%
3.79%
19.23%
-51.60%
12.19%
4.55%
3.91%
2.00%
0.41%
2.65%
6.94%
-4.89%
-2.36%
6.85%
24.48%
11.72%
61.80%
9.03%
3.59%
-8.69%
6.46%
8.00%
-6.73%
-0.89%
-7.25%
51.85%
0.00%
23.35%
2.96%
37.33%
11.25%
49.10%
28.32%
-2.84%
-10.67%
-6.67%
25.70%
13.00%
9.31%
4.20%
2.62%
5.38%
4.88%
6.75%
8.61%
14.66%
-8.10%
10.09%
6.78%
13.98%
44.79%
41.21%
31.46%
-36.88%
8.29%
14.25%
20.12%
32.90%
-5.99%
3.47%
-1.73%
-1.49%
-35.47%
-15.27%
34.79%
60.39%
56.40%
67.41%
39.06%
19.71%
117.99%
91.33%
2.99%
1.12%
-0.25%
10.27%
10.29%
18.72%
25.31%
10.33%
4.50%
4.26%
9.05%
-1.22%
-8.34%
-0.37%
32.89%
126.74%
50.40%
203.89%
23.59%
5.13%
6.01%
27.54%
31.94%
31.10%
33.35%
15.65%
33.18%
14.74%
8.39%
-0.82%
-8.21%
-3.36%
5.53%
6.58%
7.94%
10.86%
22.60%
14.85%
12.50%
16.78%
8.65%
14.32%
-11.16%
-3.21%
45.84%
61.12%
11.53%
29.82%
13.32%
10.70%
19.80%
4.26%
4.36%
33.29%
31.88%
60.78%
59.32%
6.87%
6.55%
47.20%
6.10%
23.75%
12.18%
10.68%
-9.70%
14.20%
3.17%
2.81%
30.28%
-5.42%
-4.06%
8.10%
3.82%
19.80%
-0.70%
5.34%
13.32%
12.62%
15.07%
30.05%
1.55%
18.97%
1.50%
12.99%
18.81%
24.72%
14.07%
13.63%
10.04%
13.07%
19.68%
8.20%
11.47%
10.18%
12.07%
-35.09%
-19.67%
2348.30%
-95.48%
36.46%
17.54%
34.02%
14.98%
12.28%
14.60%
0.00%
74.21%
18.40%
20.96%
15.07%
28.21%
19.33%
15.16%
14.90%
15.90%
30.14%
21.61%
8.24%
7.86%
64.12%
29.38%
13.99%
4.53%
18.09%
8.73%
9.73%
28.66%
10.58%
13.16%
23.64%
18.50%
11.55%
6.05%
7.93%
12.77%
15.14%
-47.84%
7.41%
24.99%
9.51%
4.30%
5.08%
14.79%
8.12%
161.71%
10.50%
12.80%
10.14%
12.03%
11.48%
12.65%
12.72%
12.45%
6.88%
11.65%
-7.78%
-9.16%
3.93%
-4.90%
-8.64%
15.68%
11.76%
-21.98%
7.48%
8.93%
23.07%
35.07%
3.83%
-16.23%
-9.33%
-25.58%
21.59%
-17.99%
1.77%
0.96%
20.77%
27.26%
2.18%
11.33%
31.13%
51.09%
74.14%
11.64%
12.21%
11.25%
6.06%
12.03%
5.92%
-19.13%
-12.41%
7.62%
3.89%
16.21%
-15.95%
-5.69%
5.81%
19.13%
8.53%
12.44%
18.60%
15.43%
31.95%
9.90%
16.34%
10.82%
0.47%
31.34%
32.25%
16.46%
29.24%
21.15%
14.15%
55.64%
24.01%
66.00%
27.43%
70.07%
7.33%
7.85%
59.39%
24.44%
14.57%
3.20%
2.39%
1.82%
3.63%
12.41%
9.43%
13.15%
5.96%
23.22%
2.25%
-0.30%
20.83%
1.94%
-8.20%
20.79%
37.13%
9.98%
18.83%
9.89%
9.33%
38.65%
7.69%
-27.57%
269.93%
7.47%
2.37%
3.77%
1.37%
-13.97%
20.83%
-13.69%
11.94%
8.84%
22.95%
10.90%
7.70%
-9.48%
3.06%
3.99%
-30.54%
22.87%
17.18%
25.36%
31.01%
10.00%
5.06%
192.53%
38.56%
76.20%
7.22%
-2.26%
-1.50%
2.61%
-15.38%
5.66%
13.92%
2.92%
475.44%
-85.54%
6.70%
1.67%
1.57%
5.37%
10.83%
29.64%
-29.80%
15.70%
5.48%
26.14%
39.78%
49.19%
53.13%
52.63%
-39.09%
26.84%
59.83%
45.42%
26.31%
21.46%
8.51%
31.35%
56.47%
72.76%
92.48%
117.56%
14.80%
38.15%
22.47%
-19.72%
-32.39%
2.58%
25.78%
165.03%
-64.43%
-2.15%
19.35%
21.14%
-6.71%
7.77%
8.53%
9.50%
0.00%
36.62%
0.00%
8.15%
11.79%
58.70%
29.71%
11.34%
7.12%
136.58%
2.76%
50.55%
14.54%
25.05%
14.34%
10.19%
23.50%
-3.22%
13.50%
8.50%
-7.84%
-14.85%
11.44%
12.77%
11.28%
8.01%
10.81%
6.23%
14.46%
18.09%
10.03%
7.18%
-1.86%
15.05%
8.77%
16.90%
6.00%
16.93%
16.24%
56.28%
98.71%
151.13%
45.31%
80.43%
23.79%
-6.54%
-8.87%
13.50%
13.50%
-4.38%
7.06%
0.00%
8.04%
0.00%
-16.06%
13.43%
-0.48%
-8.72%
-5.68%
1.47%
10.41%
1.35%
14.89%
14.12%
14.95%
9.10%
13.14%
23.99%
24.37%
34.29%
61.22%
63.93%
63.78%
51.41%
32.75%
-20.57%
-14.73%
60.64%
-2.63%
8.36%
-67.97%
-25.86%
5650.29%
83.53%
8622.85%
-99.83%
22.33%
87.72%
6.08%
3.37%
5.59%
4.34%
5.56%
13.10%
19.03%
9.93%
17.31%
3.49%
-14.32%
-10.48%
-3.58%
24.96%
28.33%
4.19%
7.57%
8.88%
7.17%
9.11%
12.93%
45.58%
95.38%
72.59%
46.43%
51.63%
39.49%
17.53%
9.07%
5.43%
5.12%
-0.29%
7.30%
4.91%
3.92%
11.36%
-4.54%
-10.77%
-5.03%
10.02%
5.31%
5.79%
18.28%
37.32%
50.19%
3.94%
48.78%
31.91%
45.43%
73.05%
47.15%
20.66%
-2.81%
-14.09%
26.38%
-6.50%
-2.67%
-7.80%
9.36%
18.75%
5.68%
10.14%
78.64%
1.81%
11.63%
2.43%
24.48%
0.62%
-0.11%
8.52%
18.24%
16.41%
15.66%
17.51%
19.23%
17.45%
-5.88%
26.31%
4.63%
13.99%
1.71%
-14.28%
16.19%
9.60%
-2.44%
20.46%
43.25%
2.40%
-1.11%
7.08%
1.34%
-16.38%
43.33%
6.97%
25.48%
37.14%
21.03%
4.58%
25.85%
-4.08%
5.35%
6.83%
5.28%
12.04%
3.45%
4.93%
10.08%
21.21%
22.29%
13.28%
16.25%
12.18%
-3.31%
7.32%
11.23%
10.12%
7.99%
8.66%
-38.01%
-7.63%
4.19%
-0.21%
3.11%
1.94%
5.60%
15.84%
6.10%
17.04%
11.15%
-1.94%
11.88%
5.43%
9.89%
12.31%
10.65%
0.00%
48.24%
19.78%
-0.74%
34.44%
28.51%
8.08%
14.77%
9.01%
10.19%
76.60%
2.69%
8.03%
10.81%
5.60%
5.40%
18.19%
8.02%
14.44%
-8.82%
-2.22%
13.72%
-18.75%
13.32%
0.71%
3.73%
10.05%
12.77%
2.82%
16.60%
15.34%
61.78%
30.62%
14.05%
49.31%
73.63%
93.46%
63.42%
8.87%
12.24%
13.06%
-22.29%
10.89%
20.39%
15.38%
34.15%
-27.03%
46.98%
13.21%
218.74%
28.21%
0.30%
-8.82%
20.58%
37.21%
100.36%
15.62%
12.63%
48.18%
29.48%
22.39%
13.22%
34.76%
85.95%
0.16%
7.51%
12.58%
9.26%
8.50%
15.98%
5.80%
9.17%
8.84%
12.13%
14.55%
24.06%
31.18%
11.29%
33.65%
17.40%
16.62%
13.05%
0.58%
25.84%
25.64%
8.90%
-6.15%
1.78%
-18.41%
6.20%
-1.87%
13.92%
7.25%
11.36%
35.52%
41.80%
10.47%
18.83%
13.85%
21.87%
11.58%
7.53%
13.06%
15.34%
24.64%
21.87%
16.18%
7.19%
4.17%
61.40%
39.10%
-15.12%
13.32%
15.59%
10.86%
4.32%
6.98%
0.80%
9.51%
15.88%
11.65%
33.79%
11.28%
8.49%
11.55%
15.18%
21.43%
13.13%
25.89%
5.90%
33.47%
14.02%
8.74%
-5.62%
-10.45%
2.01%
0.10%
-5.71%
-2.32%
16.22%
5.62%
6.18%
25.74%
27.39%
12.41%
-31.20%
28.51%
40.74%
32.37%
39.81%
-38.39%
47.40%
-9.14%
-28.01%
48.64%
66.61%
4.97%
94.53%
-2.00%
-9.49%
40.43%
5.36%
0.00%
12.45%
-3.55%
-22.78%
41.43%
8.20%
8.65%
49.48%
-5.81%
4.03%
8.73%
16.11%
17.48%
16.09%
16.00%
21.49%
34.23%
2.72%
10.03%
26.76%
22.75%
28.18%
20.79%
41.19%
31.93%
24.06%
16.67%
5.87%
20.23%
10.38%
18.51%
37.89%
0.00%
69.23%
-8.25%
7.95%
1.57%
8.24%
28.44%
2.46%
11.85%
1.58%
-11.72%
3.65%
5.66%
-2.14%
-1.08%
7.56%
-0.56%
-7.03%
-3.90%
31.46%
27.84%
36.20%
-6.78%
25.60%
32.66%
16.25%
22.90%
-1.43%
8.79%
4.98%
8.15%
11.80%
-2.89%
90.73%
-4.15%
-61.96%
202.65%
-2.77%
6.03%
3.08%
22.21%
7.02%
17.22%
-11.13%
23.60%
16.99%
49.91%
47.52%
16.61%
8.15%
11.02%
2.00%
14.65%
17.58%
6.66%
7.63%
20.38%
21.25%
50.61%
60.43%
75.68%
83.68%
-13.99%
19.61%
41.26%
64.57%
14.08%
26.77%
-17.43%
4.09%
10.43%
1.31%
-22.25%
12.61%
-3.16%
15.00%
-3.88%
11.47%
-5.95%
24.73%
19.31%
8.77%
12.72%
9.62%
8.61%
17.61%
13.06%
3.63%
9.56%
14.18%
13.93%
0.00%
80.46%
44.70%
419.38%
14.24%
32.38%
33.55%
-6.68%
1.06%
-8.08%
5.79%
-23.02%
-20.29%
11.45%
139.68%
9.13%
29.36%
16.95%
-6.11%
11.78%
16.14%
9.99%
-7.50%
13.05%
21.67%
84.17%
64.48%
12.83%
45.73%
25.20%
57.62%
-94.81%
490.85%
8.73%
0.00%
-52.21%
26.44%
4.70%
10.31%
15.45%
13.28%
18.71%
10.32%
20.86%
22.26%
20.31%
-0.80%
5.05%
3.78%
-27.85%
9.80%
24.07%
27.05%
7.29%
13.48%
11.01%
17.57%
-23.47%
-3.34%
-19.92%
0.00%
-5.88%
3.87%
38.51%
8.49%
25.49%
60.42%
38.11%
32.92%
5.58%
1.06%
-1.78%
7.08%
7.75%
3.23%
12.22%
4.92%
3.67%
-2.75%
9.67%
4.45%
-13.60%
5.87%
86.92%
24.14%
26.11%
102.34%
74.95%
4.29%
-1.65%
-2.95%
6.45%
27.92%
8.23%
44.00%
19.36%
5.19%
-4.89%
5.64%
11.02%
60.46%
-23.69%
6.47%
3.43%
4.28%
5.91%
-45.96%
1.08%
6.78%
7.14%
8.39%
7.67%
11.90%
11.24%
-50.94%
16.92%
23.07%
44.53%
48.96%
38.78%
65.87%
2.98%
159.02%
10.47%
-26.07%
-7.80%
15.15%
13.14%
6.15%
6.93%
-98.56%
-21.30%
10.36%
4.53%
5.75%
3.03%
42.79%
-19.11%
0.25%
11.28%
6.03%
19.43%
9.25%
8.52%
3.50%
14.49%
14.10%
20.66%
8.60%
8.05%
7.33%
57.70%
29.13%
15.02%
22.81%
6.68%
-5.53%
5.86%
16.27%
-0.23%
9.85%
27.30%
-45.77%
43.85%
25.12%
-0.22%
25.08%
54.39%
22.98%
6.55%
40.79%
-47.55%
33.64%
66.33%
72.81%
34.73%
179.65%
-59.12%
261.32%
40.59%
14.80%
-6.68%
21.69%
26.05%
47.25%
73.02%
8.40%
-0.77%
80.18%
28.64%
40.59%
15.54%
17.35%
5.21%
8.25%
883.91%
40.71%
-41.94%
-11.81%
-8.02%
34.47%
0.00%
56.63%
48.56%
10.35%
-3.67%
-1.54%
20.59%
6.46%
49.22%
4.96%
0.95%
8.65%
10.45%
9.61%
11.33%
13.64%
6.14%
2.21%
4.46%
88.28%
6.58%
23.02%
30.99%
-3.29%
-7.69%
47.66%
25.95%
19.31%
19.43%
12.07%
4.40%
-36.79%
-50.83%
-25.52%
-3.24%
-0.16%
14.05%
15.74%
12.13%
0.98%
20.66%
17.56%
21.64%
22.75%
-5.60%
19.46%
0.98%
-25.98%
-4.94%
3.33%
-13.91%
11.65%
2.23%
15.34%
5.14%
-2.10%
-10.38%
119.96%
7.98%
11.31%
-3.93%
7.53%
5.74%
10.24%
5.19%

x <- x[!is.na(y)]
y <- y[!is.na(y)]
y <- y[!is.na(x)]
x <- x[!is.na(x)]
bitmap(file='test1.png')
histx <- hist(x, plot=FALSE)
histy <- hist(y, plot=FALSE)
maxcounts <- max(c(histx$counts, histx$counts))
xrange <- c(min(x),max(x))
yrange <- c(min(y),max(y))
nf <- layout(matrix(c(2,0,1,3),2,2,byrow=TRUE), c(3,1), c(1,3), TRUE)
par(mar=c(4,4,1,1))
plot(x, y, xlim=xrange, ylim=yrange, xlab=xlab, ylab=ylab, sub=main)
par(mar=c(0,4,1,1))
barplot(histx$counts, axes=FALSE, ylim=c(0, maxcounts), space=0)
par(mar=c(4,0,1,1))
barplot(histy$counts, axes=FALSE, xlim=c(0, maxcounts), space=0, horiz=TRUE)
dev.off()
lx = length(x)
makebiased = (lx-1)/lx
varx = var(x)*makebiased
vary = var(y)*makebiased
corxy <- cor.test(x,y,method='pearson', na.rm = T)
cxy <- as.matrix(corxy$estimate)[1,1]
load(file='createtable')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Pearson Product Moment Correlation - Ungrouped Data',3,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Statistic',1,TRUE)
a<-table.element(a,'Variable X',1,TRUE)
a<-table.element(a,'Variable Y',1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,hyperlink('arithmetic_mean.htm','Mean',''),header=TRUE)
a<-table.element(a,mean(x))
a<-table.element(a,mean(y))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,hyperlink('biased.htm','Biased Variance',''),header=TRUE)
a<-table.element(a,varx)
a<-table.element(a,vary)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,hyperlink('biased1.htm','Biased Standard Deviation',''),header=TRUE)
a<-table.element(a,sqrt(varx))
a<-table.element(a,sqrt(vary))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,hyperlink('covariance.htm','Covariance',''),header=TRUE)
a<-table.element(a,cov(x,y),2)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,hyperlink('pearson_correlation.htm','Correlation',''),header=TRUE)
a<-table.element(a,cxy,2)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,hyperlink('coeff_of_determination.htm','Determination',''),header=TRUE)
a<-table.element(a,cxy*cxy,2)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,hyperlink('ttest_statistic.htm','T-Test',''),header=TRUE)
a<-table.element(a,as.matrix(corxy$statistic)[1,1],2)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'p-value (2 sided)',header=TRUE)
a<-table.element(a,(p2 <- as.matrix(corxy$p.value)[1,1]),2)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'p-value (1 sided)',header=TRUE)
a<-table.element(a,p2/2,2)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Degrees of Freedom',header=TRUE)
a<-table.element(a,lx-2,2)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Number of Observations',header=TRUE)
a<-table.element(a,lx,2)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable.tab')
library(moments)
library(nortest)
jarque.x <- jarque.test(x)
jarque.y <- jarque.test(y)
if(lx>7) {
ad.x <- ad.test(x)
ad.y <- ad.test(y)
}
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Normality Tests',1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,paste('
',RC.texteval('jarque.x'),'
',sep=''))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,paste('
',RC.texteval('jarque.y'),'
',sep=''))
a<-table.row.end(a)
if(lx>7) {
a<-table.row.start(a)
a<-table.element(a,paste('
',RC.texteval('ad.x'),'
',sep=''))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,paste('
',RC.texteval('ad.y'),'
',sep=''))
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable1.tab')
library(car)
bitmap(file='test2.png')
qq.plot(x,main='QQplot of variable x')
dev.off()
bitmap(file='test3.png')
qq.plot(y,main='QQplot of variable y')
dev.off()