Find Chi squared critical values in this Chi square table (same as Chi squared distribution tables). “P” is the probability level and “DF” stands for Degrees of Freedom. You can also you this Chi Square Calculator.
P | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
DF | 0.995 | 0.975 | 0.20 | 0.10 | 0.05 | 0.025 | 0.02 | 0.01 | 0.005 | 0.002 | 0.001 |
1 | 0.0000393 | 0.000982 | 1.642 | 2.706 | 3.841 | 5.024 | 5.412 | 6.635 | 7.879 | 9.550 | 10.828 |
2 | 0.0100 | 0.0506 | 3.219 | 4.605 | 5.991 | 7.378 | 7.824 | 9.210 | 10.597 | 12.429 | 13.816 |
3 | 0.0717 | 0.216 | 4.642 | 6.251 | 7.815 | 9.348 | 9.837 | 11.345 | 12.838 | 14.796 | 16.266 |
4 | 0.207 | 0.484 | 5.989 | 7.779 | 9.488 | 11.143 | 11.668 | 13.277 | 14.860 | 16.924 | 18.467 |
5 | 0.412 | 0.831 | 7.289 | 9.236 | 11.070 | 12.833 | 13.388 | 15.086 | 16.750 | 18.907 | 20.515 |
6 | 0.676 | 1.237 | 8.558 | 10.645 | 12.592 | 14.449 | 15.033 | 16.812 | 18.548 | 20.791 | 22.458 |
7 | 0.989 | 1.690 | 9.803 | 12.017 | 14.067 | 16.013 | 16.622 | 18.475 | 20.278 | 22.601 | 24.322 |
8 | 1.344 | 2.180 | 11.030 | 13.362 | 15.507 | 17.535 | 18.168 | 20.090 | 21.955 | 24.352 | 26.124 |
9 | 1.735 | 2.700 | 12.242 | 14.684 | 16.919 | 19.023 | 19.679 | 21.666 | 23.589 | 26.056 | 27.877 |
10 | 2.156 | 3.247 | 13.442 | 15.987 | 18.307 | 20.483 | 21.161 | 23.209 | 25.188 | 27.722 | 29.588 |
11 | 2.603 | 3.816 | 14.631 | 17.275 | 19.675 | 21.920 | 22.618 | 24.725 | 26.757 | 29.354 | 31.264 |
12 | 3.074 | 4.404 | 15.812 | 18.549 | 21.026 | 23.337 | 24.054 | 26.217 | 28.300 | 30.957 | 32.909 |
13 | 3.565 | 5.009 | 16.985 | 19.812 | 22.362 | 24.736 | 25.472 | 27.688 | 29.819 | 32.535 | 34.528 |
14 | 4.075 | 5.629 | 18.151 | 21.064 | 23.685 | 26.119 | 26.873 | 29.141 | 31.319 | 34.091 | 36.123 |
15 | 4.601 | 6.262 | 19.311 | 22.307 | 24.996 | 27.488 | 28.259 | 30.578 | 32.801 | 35.628 | 37.697 |
16 | 5.142 | 6.908 | 20.465 | 23.542 | 26.296 | 28.845 | 29.633 | 32.000 | 34.267 | 37.146 | 39.252 |
17 | 5.697 | 7.564 | 21.615 | 24.769 | 27.587 | 30.191 | 30.995 | 33.409 | 35.718 | 38.648 | 40.790 |
18 | 6.265 | 8.231 | 22.760 | 25.989 | 28.869 | 31.526 | 32.346 | 34.805 | 37.156 | 40.136 | 42.312 |
19 | 6.844 | 8.907 | 23.900 | 27.204 | 30.144 | 32.852 | 33.687 | 36.191 | 38.582 | 41.610 | 43.820 |
20 | 7.434 | 9.591 | 25.038 | 28.412 | 31.410 | 34.170 | 35.020 | 37.566 | 39.997 | 43.072 | 45.315 |
21 | 8.034 | 10.283 | 26.171 | 29.615 | 32.671 | 35.479 | 36.343 | 38.932 | 41.401 | 44.522 | 46.797 |
22 | 8.643 | 10.982 | 27.301 | 30.813 | 33.924 | 36.781 | 37.659 | 40.289 | 42.796 | 45.962 | 48.268 |
23 | 9.260 | 11.689 | 28.429 | 32.007 | 35.172 | 38.076 | 38.968 | 41.638 | 44.181 | 47.391 | 49.728 |
24 | 9.886 | 12.401 | 29.553 | 33.196 | 36.415 | 39.364 | 40.270 | 42.980 | 45.559 | 48.812 | 51.179 |
25 | 10.520 | 13.120 | 30.675 | 34.382 | 37.652 | 40.646 | 41.566 | 44.314 | 46.928 | 50.223 | 52.620 |
26 | 11.160 | 13.844 | 31.795 | 35.563 | 38.885 | 41.923 | 42.856 | 45.642 | 48.290 | 51.627 | 54.052 |
27 | 11.808 | 14.573 | 32.912 | 36.741 | 40.113 | 43.195 | 44.140 | 46.963 | 49.645 | 53.023 | 55.476 |
28 | 12.461 | 15.308 | 34.027 | 37.916 | 41.337 | 44.461 | 45.419 | 48.278 | 50.993 | 54.411 | 56.892 |
29 | 13.121 | 16.047 | 35.139 | 39.087 | 42.557 | 45.722 | 46.693 | 49.588 | 52.336 | 55.792 | 58.301 |
30 | 13.787 | 16.791 | 36.250 | 40.256 | 43.773 | 46.979 | 47.962 | 50.892 | 53.672 | 57.167 | 59.703 |
31 | 14.458 | 17.539 | 37.359 | 41.422 | 44.985 | 48.232 | 49.226 | 52.191 | 55.003 | 58.536 | 61.098 |
32 | 15.134 | 18.291 | 38.466 | 42.585 | 46.194 | 49.480 | 50.487 | 53.486 | 56.328 | 59.899 | 62.487 |
33 | 15.815 | 19.047 | 39.572 | 43.745 | 47.400 | 50.725 | 51.743 | 54.776 | 57.648 | 61.256 | 63.870 |
34 | 16.501 | 19.806 | 40.676 | 44.903 | 48.602 | 51.966 | 52.995 | 56.061 | 58.964 | 62.608 | 65.247 |
35 | 17.192 | 20.569 | 41.778 | 46.059 | 49.802 | 53.203 | 54.244 | 57.342 | 60.275 | 63.955 | 66.619 |
36 | 17.887 | 21.336 | 42.879 | 47.212 | 50.998 | 54.437 | 55.489 | 58.619 | 61.581 | 65.296 | 67.985 |
37 | 18.586 | 22.106 | 43.978 | 48.363 | 52.192 | 55.668 | 56.730 | 59.893 | 62.883 | 66.633 | 69.346 |
38 | 19.289 | 22.878 | 45.076 | 49.513 | 53.384 | 56.896 | 57.969 | 61.162 | 64.181 | 67.966 | 70.703 |
39 | 19.996 | 23.654 | 46.173 | 50.660 | 54.572 | 58.120 | 59.204 | 62.428 | 65.476 | 69.294 | 72.055 |
40 | 20.707 | 24.433 | 47.269 | 51.805 | 55.758 | 59.342 | 60.436 | 63.691 | 66.766 | 70.618 | 73.402 |
41 | 21.421 | 25.215 | 48.363 | 52.949 | 56.942 | 60.561 | 61.665 | 64.950 | 68.053 | 71.938 | 74.745 |
42 | 22.138 | 25.999 | 49.456 | 54.090 | 58.124 | 61.777 | 62.892 | 66.206 | 69.336 | 73.254 | 76.084 |
43 | 22.859 | 26.785 | 50.548 | 55.230 | 59.304 | 62.990 | 64.116 | 67.459 | 70.616 | 74.566 | 77.419 |
44 | 23.584 | 27.575 | 51.639 | 56.369 | 60.481 | 64.201 | 65.337 | 68.710 | 71.893 | 75.874 | 78.750 |
45 | 24.311 | 28.366 | 52.729 | 57.505 | 61.656 | 65.410 | 66.555 | 69.957 | 73.166 | 77.179 | 80.077 |
46 | 25.041 | 29.160 | 53.818 | 58.641 | 62.830 | 66.617 | 67.771 | 71.201 | 74.437 | 78.481 | 81.400 |
47 | 25.775 | 29.956 | 54.906 | 59.774 | 64.001 | 67.821 | 68.985 | 72.443 | 75.704 | 79.780 | 82.720 |
48 | 26.511 | 30.755 | 55.993 | 60.907 | 65.171 | 69.023 | 70.197 | 73.683 | 76.969 | 81.075 | 84.037 |
49 | 27.249 | 31.555 | 57.079 | 62.038 | 66.339 | 70.222 | 71.406 | 74.919 | 78.231 | 82.367 | 85.351 |
P | |||||||||||
DF | 0.995 | 0.975 | 0.20 | 0.10 | 0.05 | 0.025 | 0.02 | 0.01 | 0.005 | 0.002 | 0.001 |
50 | 27.991 | 32.357 | 58.164 | 63.167 | 67.505 | 71.420 | 72.613 | 76.154 | 79.490 | 83.657 | 86.661 |
51 | 28.735 | 33.162 | 59.248 | 64.295 | 68.669 | 72.616 | 73.818 | 77.386 | 80.747 | 84.943 | 87.968 |
52 | 29.481 | 33.968 | 60.332 | 65.422 | 69.832 | 73.810 | 75.021 | 78.616 | 82.001 | 86.227 | 89.272 |
53 | 30.230 | 34.776 | 61.414 | 66.548 | 70.993 | 75.002 | 76.223 | 79.843 | 83.253 | 87.507 | 90.573 |
54 | 30.981 | 35.586 | 62.496 | 67.673 | 72.153 | 76.192 | 77.422 | 81.069 | 84.502 | 88.786 | 91.872 |
55 | 31.735 | 36.398 | 63.577 | 68.796 | 73.311 | 77.380 | 78.619 | 82.292 | 85.749 | 90.061 | 93.168 |
56 | 32.490 | 37.212 | 64.658 | 69.919 | 74.468 | 78.567 | 79.815 | 83.513 | 86.994 | 91.335 | 94.461 |
57 | 33.248 | 38.027 | 65.737 | 71.040 | 75.624 | 79.752 | 81.009 | 84.733 | 88.236 | 92.605 | 95.751 |
58 | 34.008 | 38.844 | 66.816 | 72.160 | 76.778 | 80.936 | 82.201 | 85.950 | 89.477 | 93.874 | 97.039 |
59 | 34.770 | 39.662 | 67.894 | 73.279 | 77.931 | 82.117 | 83.391 | 87.166 | 90.715 | 95.140 | 98.324 |
60 | 35.534 | 40.482 | 68.972 | 74.397 | 79.082 | 83.298 | 84.580 | 88.379 | 91.952 | 96.404 | 99.607 |
61 | 36.301 | 41.303 | 70.049 | 75.514 | 80.232 | 84.476 | 85.767 | 89.591 | 93.186 | 97.665 | 100.888 |
62 | 37.068 | 42.126 | 71.125 | 76.630 | 81.381 | 85.654 | 86.953 | 90.802 | 94.419 | 98.925 | 102.166 |
63 | 37.838 | 42.950 | 72.201 | 77.745 | 82.529 | 86.830 | 88.137 | 92.010 | 95.649 | 100.182 | 103.442 |
64 | 38.610 | 43.776 | 73.276 | 78.860 | 83.675 | 88.004 | 89.320 | 93.217 | 96.878 | 101.437 | 104.716 |
65 | 39.383 | 44.603 | 74.351 | 79.973 | 84.821 | 89.177 | 90.501 | 94.422 | 98.105 | 102.691 | 105.988 |
66 | 40.158 | 45.431 | 75.424 | 81.085 | 85.965 | 90.349 | 91.681 | 95.626 | 99.330 | 103.942 | 107.258 |
67 | 40.935 | 46.261 | 76.498 | 82.197 | 87.108 | 91.519 | 92.860 | 96.828 | 100.554 | 105.192 | 108.526 |
68 | 41.713 | 47.092 | 77.571 | 83.308 | 88.250 | 92.689 | 94.037 | 98.028 | 101.776 | 106.440 | 109.791 |
69 | 42.494 | 47.924 | 78.643 | 84.418 | 89.391 | 93.856 | 95.213 | 99.228 | 102.996 | 107.685 | 111.055 |
70 | 43.275 | 48.758 | 79.715 | 85.527 | 90.531 | 95.023 | 96.388 | 100.425 | 104.215 | 108.929 | 112.317 |
71 | 44.058 | 49.592 | 80.786 | 86.635 | 91.670 | 96.189 | 97.561 | 101.621 | 105.432 | 110.172 | 113.577 |
72 | 44.843 | 50.428 | 81.857 | 87.743 | 92.808 | 97.353 | 98.733 | 102.816 | 106.648 | 111.412 | 114.835 |
73 | 45.629 | 51.265 | 82.927 | 88.850 | 93.945 | 98.516 | 99.904 | 104.010 | 107.862 | 112.651 | 116.092 |
74 | 46.417 | 52.103 | 83.997 | 89.956 | 95.081 | 99.678 | 101.074 | 105.202 | 109.074 | 113.889 | 117.346 |
75 | 47.206 | 52.942 | 85.066 | 91.061 | 96.217 | 100.839 | 102.243 | 106.393 | 110.286 | 115.125 | 118.599 |
76 | 47.997 | 53.782 | 86.135 | 92.166 | 97.351 | 101.999 | 103.410 | 107.583 | 111.495 | 116.359 | 119.850 |
77 | 48.788 | 54.623 | 87.203 | 93.270 | 98.484 | 103.158 | 104.576 | 108.771 | 112.704 | 117.591 | 121.100 |
78 | 49.582 | 55.466 | 88.271 | 94.374 | 99.617 | 104.316 | 105.742 | 109.958 | 113.911 | 118.823 | 122.348 |
79 | 50.376 | 56.309 | 89.338 | 95.476 | 100.749 | 105.473 | 106.906 | 111.144 | 115.117 | 120.052 | 123.594 |
80 | 51.172 | 57.153 | 90.405 | 96.578 | 101.879 | 106.629 | 108.069 | 112.329 | 116.321 | 121.280 | 124.839 |
81 | 51.969 | 57.998 | 91.472 | 97.680 | 103.010 | 107.783 | 109.232 | 113.512 | 117.524 | 122.507 | 126.083 |
82 | 52.767 | 58.845 | 92.538 | 98.780 | 104.139 | 108.937 | 110.393 | 114.695 | 118.726 | 123.733 | 127.324 |
83 | 53.567 | 59.692 | 93.604 | 99.880 | 105.267 | 110.090 | 111.553 | 115.876 | 119.927 | 124.957 | 128.565 |
84 | 54.368 | 60.540 | 94.669 | 100.980 | 106.395 | 111.242 | 112.712 | 117.057 | 121.126 | 126.179 | 129.804 |
85 | 55.170 | 61.389 | 95.734 | 102.079 | 107.522 | 112.393 | 113.871 | 118.236 | 122.325 | 127.401 | 131.041 |
86 | 55.973 | 62.239 | 96.799 | 103.177 | 108.648 | 113.544 | 115.028 | 119.414 | 123.522 | 128.621 | 132.277 |
87 | 56.777 | 63.089 | 97.863 | 104.275 | 109.773 | 114.693 | 116.184 | 120.591 | 124.718 | 129.840 | 133.512 |
88 | 57.582 | 63.941 | 98.927 | 105.372 | 110.898 | 115.841 | 117.340 | 121.767 | 125.913 | 131.057 | 134.745 |
89 | 58.389 | 64.793 | 99.991 | 106.469 | 112.022 | 116.989 | 118.495 | 122.942 | 127.106 | 132.273 | 135.978 |
90 | 59.196 | 65.647 | 101.054 | 107.565 | 113.145 | 118.136 | 119.648 | 124.116 | 128.299 | 133.489 | 137.208 |
91 | 60.005 | 66.501 | 102.117 | 108.661 | 114.268 | 119.282 | 120.801 | 125.289 | 129.491 | 134.702 | 138.438 |
92 | 60.815 | 67.356 | 103.179 | 109.756 | 115.390 | 120.427 | 121.954 | 126.462 | 130.681 | 135.915 | 139.666 |
93 | 61.625 | 68.211 | 104.241 | 110.850 | 116.511 | 121.571 | 123.105 | 127.633 | 131.871 | 137.127 | 140.893 |
94 | 62.437 | 69.068 | 105.303 | 111.944 | 117.632 | 122.715 | 124.255 | 128.803 | 133.059 | 138.337 | 142.119 |
95 | 63.250 | 69.925 | 106.364 | 113.038 | 118.752 | 123.858 | 125.405 | 129.973 | 134.247 | 139.546 | 143.344 |
96 | 64.063 | 70.783 | 107.425 | 114.131 | 119.871 | 125.000 | 126.554 | 131.141 | 135.433 | 140.755 | 144.567 |
97 | 64.878 | 71.642 | 108.486 | 115.223 | 120.990 | 126.141 | 127.702 | 132.309 | 136.619 | 141.962 | 145.789 |
98 | 65.694 | 72.501 | 109.547 | 116.315 | 122.108 | 127.282 | 128.849 | 133.476 | 137.803 | 143.168 | 147.010 |
99 | 66.510 | 73.361 | 110.607 | 117.407 | 123.225 | 128.422 | 129.996 | 134.642 | 138.987 | 144.373 | 148.230 |
P | |||||||||||
DF | 0.995 | 0.975 | 0.20 | 0.10 | 0.05 | 0.025 | 0.02 | 0.01 | 0.005 | 0.002 | 0.001 |
100 | 67.328 | 74.222 | 111.667 | 118.498 | 124.342 | 129.561 | 131.142 | 135.807 | 140.169 | 145.577 | 149.449 |
101 | 68.146 | 75.083 | 112.726 | 119.589 | 125.458 | 130.700 | 132.287 | 136.971 | 141.351 | 146.780 | 150.667 |
102 | 68.965 | 75.946 | 113.786 | 120.679 | 126.574 | 131.838 | 133.431 | 138.134 | 142.532 | 147.982 | 151.884 |
103 | 69.785 | 76.809 | 114.845 | 121.769 | 127.689 | 132.975 | 134.575 | 139.297 | 143.712 | 149.183 | 153.099 |
104 | 70.606 | 77.672 | 115.903 | 122.858 | 128.804 | 134.111 | 135.718 | 140.459 | 144.891 | 150.383 | 154.314 |
105 | 71.428 | 78.536 | 116.962 | 123.947 | 129.918 | 135.247 | 136.860 | 141.620 | 146.070 | 151.582 | 155.528 |
106 | 72.251 | 79.401 | 118.020 | 125.035 | 131.031 | 136.382 | 138.002 | 142.780 | 147.247 | 152.780 | 156.740 |
107 | 73.075 | 80.267 | 119.078 | 126.123 | 132.144 | 137.517 | 139.143 | 143.940 | 148.424 | 153.977 | 157.952 |
108 | 73.899 | 81.133 | 120.135 | 127.211 | 133.257 | 138.651 | 140.283 | 145.099 | 149.599 | 155.173 | 159.162 |
109 | 74.724 | 82.000 | 121.192 | 128.298 | 134.369 | 139.784 | 141.423 | 146.257 | 150.774 | 156.369 | 160.372 |
110 | 75.550 | 82.867 | 122.250 | 129.385 | 135.480 | 140.917 | 142.562 | 147.414 | 151.948 | 157.563 | 161.581 |
111 | 76.377 | 83.735 | 123.306 | 130.472 | 136.591 | 142.049 | 143.700 | 148.571 | 153.122 | 158.757 | 162.788 |
112 | 77.204 | 84.604 | 124.363 | 131.558 | 137.701 | 143.180 | 144.838 | 149.727 | 154.294 | 159.950 | 163.995 |
113 | 78.033 | 85.473 | 125.419 | 132.643 | 138.811 | 144.311 | 145.975 | 150.882 | 155.466 | 161.141 | 165.201 |
114 | 78.862 | 86.342 | 126.475 | 133.729 | 139.921 | 145.441 | 147.111 | 152.037 | 156.637 | 162.332 | 166.406 |
115 | 79.692 | 87.213 | 127.531 | 134.813 | 141.030 | 146.571 | 148.247 | 153.191 | 157.808 | 163.523 | 167.610 |
116 | 80.522 | 88.084 | 128.587 | 135.898 | 142.138 | 147.700 | 149.383 | 154.344 | 158.977 | 164.712 | 168.813 |
117 | 81.353 | 88.955 | 129.642 | 136.982 | 143.246 | 148.829 | 150.517 | 155.496 | 160.146 | 165.900 | 170.016 |
118 | 82.185 | 89.827 | 130.697 | 138.066 | 144.354 | 149.957 | 151.652 | 156.648 | 161.314 | 167.088 | 171.217 |
119 | 83.018 | 90.700 | 131.752 | 139.149 | 145.461 | 151.084 | 152.785 | 157.800 | 162.481 | 168.275 | 172.418 |
120 | 83.852 | 91.573 | 132.806 | 140.233 | 146.567 | 152.211 | 153.918 | 158.950 | 163.648 | 169.461 | 173.617 |
121 | 84.686 | 92.446 | 133.861 | 141.315 | 147.674 | 153.338 | 155.051 | 160.100 | 164.814 | 170.647 | 174.816 |
122 | 85.520 | 93.320 | 134.915 | 142.398 | 148.779 | 154.464 | 156.183 | 161.250 | 165.980 | 171.831 | 176.014 |
123 | 86.356 | 94.195 | 135.969 | 143.480 | 149.885 | 155.589 | 157.314 | 162.398 | 167.144 | 173.015 | 177.212 |
124 | 87.192 | 95.070 | 137.022 | 144.562 | 150.989 | 156.714 | 158.445 | 163.546 | 168.308 | 174.198 | 178.408 |
125 | 88.029 | 95.946 | 138.076 | 145.643 | 152.094 | 157.839 | 159.575 | 164.694 | 169.471 | 175.380 | 179.604 |
126 | 88.866 | 96.822 | 139.129 | 146.724 | 153.198 | 158.962 | 160.705 | 165.841 | 170.634 | 176.562 | 180.799 |
127 | 89.704 | 97.698 | 140.182 | 147.805 | 154.302 | 160.086 | 161.834 | 166.987 | 171.796 | 177.743 | 181.993 |
128 | 90.543 | 98.576 | 141.235 | 148.885 | 155.405 | 161.209 | 162.963 | 168.133 | 172.957 | 178.923 | 183.186 |
129 | 91.382 | 99.453 | 142.288 | 149.965 | 156.508 | 162.331 | 164.091 | 169.278 | 174.118 | 180.103 | 184.379 |
130 | 92.222 | 100.331 | 143.340 | 151.045 | 157.610 | 163.453 | 165.219 | 170.423 | 175.278 | 181.282 | 185.571 |
131 | 93.063 | 101.210 | 144.392 | 152.125 | 158.712 | 164.575 | 166.346 | 171.567 | 176.438 | 182.460 | 186.762 |
132 | 93.904 | 102.089 | 145.444 | 153.204 | 159.814 | 165.696 | 167.473 | 172.711 | 177.597 | 183.637 | 187.953 |
133 | 94.746 | 102.968 | 146.496 | 154.283 | 160.915 | 166.816 | 168.600 | 173.854 | 178.755 | 184.814 | 189.142 |
134 | 95.588 | 103.848 | 147.548 | 155.361 | 162.016 | 167.936 | 169.725 | 174.996 | 179.913 | 185.990 | 190.331 |
135 | 96.431 | 104.729 | 148.599 | 156.440 | 163.116 | 169.056 | 170.851 | 176.138 | 181.070 | 187.165 | 191.520 |
136 | 97.275 | 105.609 | 149.651 | 157.518 | 164.216 | 170.175 | 171.976 | 177.280 | 182.226 | 188.340 | 192.707 |
137 | 98.119 | 106.491 | 150.702 | 158.595 | 165.316 | 171.294 | 173.100 | 178.421 | 183.382 | 189.514 | 193.894 |
138 | 98.964 | 107.372 | 151.753 | 159.673 | 166.415 | 172.412 | 174.224 | 179.561 | 184.538 | 190.688 | 195.080 |
139 | 99.809 | 108.254 | 152.803 | 160.750 | 167.514 | 173.530 | 175.348 | 180.701 | 185.693 | 191.861 | 196.266 |
140 | 100.655 | 109.137 | 153.854 | 161.827 | 168.613 | 174.648 | 176.471 | 181.840 | 186.847 | 193.033 | 197.451 |
141 | 101.501 | 110.020 | 154.904 | 162.904 | 169.711 | 175.765 | 177.594 | 182.979 | 188.001 | 194.205 | 198.635 |
142 | 102.348 | 110.903 | 155.954 | 163.980 | 170.809 | 176.882 | 178.716 | 184.118 | 189.154 | 195.376 | 199.819 |
143 | 103.196 | 111.787 | 157.004 | 165.056 | 171.907 | 177.998 | 179.838 | 185.256 | 190.306 | 196.546 | 201.002 |
144 | 104.044 | 112.671 | 158.054 | 166.132 | 173.004 | 179.114 | 180.959 | 186.393 | 191.458 | 197.716 | 202.184 |
145 | 104.892 | 113.556 | 159.104 | 167.207 | 174.101 | 180.229 | 182.080 | 187.530 | 192.610 | 198.885 | 203.366 |
146 | 105.741 | 114.441 | 160.153 | 168.283 | 175.198 | 181.344 | 183.200 | 188.666 | 193.761 | 200.054 | 204.547 |
147 | 106.591 | 115.326 | 161.202 | 169.358 | 176.294 | 182.459 | 184.321 | 189.802 | 194.912 | 201.222 | 205.727 |
148 | 107.441 | 116.212 | 162.251 | 170.432 | 177.390 | 183.573 | 185.440 | 190.938 | 196.062 | 202.390 | 206.907 |
149 | 108.291 | 117.098 | 163.300 | 171.507 | 178.485 | 184.687 | 186.560 | 192.073 | 197.211 | 203.557 | 208.086 |
P | |||||||||||
DF | 0.995 | 0.975 | 0.20 | 0.10 | 0.05 | 0.025 | 0.02 | 0.01 | 0.005 | 0.002 | 0.001 |
150 | 109.142 | 117.985 | 164.349 | 172.581 | 179.581 | 185.800 | 187.678 | 193.208 | 198.360 | 204.723 | 209.265 |
151 | 109.994 | 118.871 | 165.398 | 173.655 | 180.676 | 186.914 | 188.797 | 194.342 | 199.509 | 205.889 | 210.443 |
152 | 110.846 | 119.759 | 166.446 | 174.729 | 181.770 | 188.026 | 189.915 | 195.476 | 200.657 | 207.054 | 211.620 |
153 | 111.698 | 120.646 | 167.495 | 175.803 | 182.865 | 189.139 | 191.033 | 196.609 | 201.804 | 208.219 | 212.797 |
154 | 112.551 | 121.534 | 168.543 | 176.876 | 183.959 | 190.251 | 192.150 | 197.742 | 202.951 | 209.383 | 213.973 |
155 | 113.405 | 122.423 | 169.591 | 177.949 | 185.052 | 191.362 | 193.267 | 198.874 | 204.098 | 210.547 | 215.149 |
156 | 114.259 | 123.312 | 170.639 | 179.022 | 186.146 | 192.474 | 194.384 | 200.006 | 205.244 | 211.710 | 216.324 |
157 | 115.113 | 124.201 | 171.686 | 180.094 | 187.239 | 193.584 | 195.500 | 201.138 | 206.390 | 212.873 | 217.499 |
158 | 115.968 | 125.090 | 172.734 | 181.167 | 188.332 | 194.695 | 196.616 | 202.269 | 207.535 | 214.035 | 218.673 |
159 | 116.823 | 125.980 | 173.781 | 182.239 | 189.424 | 195.805 | 197.731 | 203.400 | 208.680 | 215.197 | 219.846 |
160 | 117.679 | 126.870 | 174.828 | 183.311 | 190.516 | 196.915 | 198.846 | 204.530 | 209.824 | 216.358 | 221.019 |
161 | 118.536 | 127.761 | 175.875 | 184.382 | 191.608 | 198.025 | 199.961 | 205.660 | 210.968 | 217.518 | 222.191 |
162 | 119.392 | 128.651 | 176.922 | 185.454 | 192.700 | 199.134 | 201.076 | 206.790 | 212.111 | 218.678 | 223.363 |
163 | 120.249 | 129.543 | 177.969 | 186.525 | 193.791 | 200.243 | 202.190 | 207.919 | 213.254 | 219.838 | 224.535 |
164 | 121.107 | 130.434 | 179.016 | 187.596 | 194.883 | 201.351 | 203.303 | 209.047 | 214.396 | 220.997 | 225.705 |
165 | 121.965 | 131.326 | 180.062 | 188.667 | 195.973 | 202.459 | 204.417 | 210.176 | 215.539 | 222.156 | 226.876 |
166 | 122.823 | 132.218 | 181.109 | 189.737 | 197.064 | 203.567 | 205.530 | 211.304 | 216.680 | 223.314 | 228.045 |
167 | 123.682 | 133.111 | 182.155 | 190.808 | 198.154 | 204.675 | 206.642 | 212.431 | 217.821 | 224.472 | 229.215 |
168 | 124.541 | 134.003 | 183.201 | 191.878 | 199.244 | 205.782 | 207.755 | 213.558 | 218.962 | 225.629 | 230.383 |
169 | 125.401 | 134.897 | 184.247 | 192.948 | 200.334 | 206.889 | 208.867 | 214.685 | 220.102 | 226.786 | 231.552 |
170 | 126.261 | 135.790 | 185.293 | 194.017 | 201.423 | 207.995 | 209.978 | 215.812 | 221.242 | 227.942 | 232.719 |
171 | 127.122 | 136.684 | 186.338 | 195.087 | 202.513 | 209.102 | 211.090 | 216.938 | 222.382 | 229.098 | 233.887 |
172 | 127.983 | 137.578 | 187.384 | 196.156 | 203.602 | 210.208 | 212.201 | 218.063 | 223.521 | 230.253 | 235.053 |
173 | 128.844 | 138.472 | 188.429 | 197.225 | 204.690 | 211.313 | 213.311 | 219.189 | 224.660 | 231.408 | 236.220 |
174 | 129.706 | 139.367 | 189.475 | 198.294 | 205.779 | 212.419 | 214.422 | 220.314 | 225.798 | 232.563 | 237.385 |
175 | 130.568 | 140.262 | 190.520 | 199.363 | 206.867 | 213.524 | 215.532 | 221.438 | 226.936 | 233.717 | 238.551 |
176 | 131.430 | 141.157 | 191.565 | 200.432 | 207.955 | 214.628 | 216.641 | 222.563 | 228.074 | 234.870 | 239.716 |
177 | 132.293 | 142.053 | 192.610 | 201.500 | 209.042 | 215.733 | 217.751 | 223.687 | 229.211 | 236.023 | 240.880 |
178 | 133.157 | 142.949 | 193.654 | 202.568 | 210.130 | 216.837 | 218.860 | 224.810 | 230.347 | 237.176 | 242.044 |
179 | 134.020 | 143.845 | 194.699 | 203.636 | 211.217 | 217.941 | 219.969 | 225.933 | 231.484 | 238.328 | 243.207 |
180 | 134.884 | 144.741 | 195.743 | 204.704 | 212.304 | 219.044 | 221.077 | 227.056 | 232.620 | 239.480 | 244.370 |
181 | 135.749 | 145.638 | 196.788 | 205.771 | 213.391 | 220.148 | 222.185 | 228.179 | 233.755 | 240.632 | 245.533 |
182 | 136.614 | 146.535 | 197.832 | 206.839 | 214.477 | 221.251 | 223.293 | 229.301 | 234.891 | 241.783 | 246.695 |
183 | 137.479 | 147.432 | 198.876 | 207.906 | 215.563 | 222.353 | 224.401 | 230.423 | 236.026 | 242.933 | 247.857 |
184 | 138.344 | 148.330 | 199.920 | 208.973 | 216.649 | 223.456 | 225.508 | 231.544 | 237.160 | 244.084 | 249.018 |
185 | 139.210 | 149.228 | 200.964 | 210.040 | 217.735 | 224.558 | 226.615 | 232.665 | 238.294 | 245.234 | 250.179 |
186 | 140.077 | 150.126 | 202.008 | 211.106 | 218.820 | 225.660 | 227.722 | 233.786 | 239.428 | 246.383 | 251.339 |
187 | 140.943 | 151.024 | 203.052 | 212.173 | 219.906 | 226.761 | 228.828 | 234.907 | 240.561 | 247.532 | 252.499 |
188 | 141.810 | 151.923 | 204.095 | 213.239 | 220.991 | 227.863 | 229.935 | 236.027 | 241.694 | 248.681 | 253.659 |
189 | 142.678 | 152.822 | 205.139 | 214.305 | 222.076 | 228.964 | 231.040 | 237.147 | 242.827 | 249.829 | 254.818 |
190 | 143.545 | 153.721 | 206.182 | 215.371 | 223.160 | 230.064 | 232.146 | 238.266 | 243.959 | 250.977 | 255.976 |
191 | 144.413 | 154.621 | 207.225 | 216.437 | 224.245 | 231.165 | 233.251 | 239.386 | 245.091 | 252.124 | 257.135 |
192 | 145.282 | 155.521 | 208.268 | 217.502 | 225.329 | 232.265 | 234.356 | 240.505 | 246.223 | 253.271 | 258.292 |
193 | 146.150 | 156.421 | 209.311 | 218.568 | 226.413 | 233.365 | 235.461 | 241.623 | 247.354 | 254.418 | 259.450 |
194 | 147.020 | 157.321 | 210.354 | 219.633 | 227.496 | 234.465 | 236.566 | 242.742 | 248.485 | 255.564 | 260.607 |
195 | 147.889 | 158.221 | 211.397 | 220.698 | 228.580 | 235.564 | 237.670 | 243.860 | 249.616 | 256.710 | 261.763 |
196 | 148.759 | 159.122 | 212.439 | 221.763 | 229.663 | 236.664 | 238.774 | 244.977 | 250.746 | 257.855 | 262.920 |
197 | 149.629 | 160.023 | 213.482 | 222.828 | 230.746 | 237.763 | 239.877 | 246.095 | 251.876 | 259.001 | 264.075 |
198 | 150.499 | 160.925 | 214.524 | 223.892 | 231.829 | 238.861 | 240.981 | 247.212 | 253.006 | 260.145 | 265.231 |
199 | 151.370 | 161.826 | 215.567 | 224.957 | 232.912 | 239.960 | 242.084 | 248.329 | 254.135 | 261.290 | 266.386 |
P | |||||||||||
DF | 0.995 | 0.975 | 0.20 | 0.10 | 0.05 | 0.025 | 0.02 | 0.01 | 0.005 | 0.002 | 0.001 |
200 | 152.241 | 162.728 | 216.609 | 226.021 | 233.994 | 241.058 | 243.187 | 249.445 | 255.264 | 262.434 | 267.541 |
201 | 153.112 | 163.630 | 217.651 | 227.085 | 235.077 | 242.156 | 244.290 | 250.561 | 256.393 | 263.578 | 268.695 |
202 | 153.984 | 164.532 | 218.693 | 228.149 | 236.159 | 243.254 | 245.392 | 251.677 | 257.521 | 264.721 | 269.849 |
203 | 154.856 | 165.435 | 219.735 | 229.213 | 237.240 | 244.351 | 246.494 | 252.793 | 258.649 | 265.864 | 271.002 |
204 | 155.728 | 166.338 | 220.777 | 230.276 | 238.322 | 245.448 | 247.596 | 253.908 | 259.777 | 267.007 | 272.155 |
205 | 156.601 | 167.241 | 221.818 | 231.340 | 239.403 | 246.545 | 248.698 | 255.023 | 260.904 | 268.149 | 273.308 |
206 | 157.474 | 168.144 | 222.860 | 232.403 | 240.485 | 247.642 | 249.799 | 256.138 | 262.031 | 269.291 | 274.460 |
207 | 158.347 | 169.047 | 223.901 | 233.466 | 241.566 | 248.739 | 250.900 | 257.253 | 263.158 | 270.432 | 275.612 |
208 | 159.221 | 169.951 | 224.943 | 234.529 | 242.647 | 249.835 | 252.001 | 258.367 | 264.285 | 271.574 | 276.764 |
209 | 160.095 | 170.855 | 225.984 | 235.592 | 243.727 | 250.931 | 253.102 | 259.481 | 265.411 | 272.715 | 277.915 |
210 | 160.969 | 171.759 | 227.025 | 236.655 | 244.808 | 252.027 | 254.202 | 260.595 | 266.537 | 273.855 | 279.066 |
211 | 161.843 | 172.664 | 228.066 | 237.717 | 245.888 | 253.122 | 255.302 | 261.708 | 267.662 | 274.995 | 280.217 |
212 | 162.718 | 173.568 | 229.107 | 238.780 | 246.968 | 254.218 | 256.402 | 262.821 | 268.788 | 276.135 | 281.367 |
213 | 163.593 | 174.473 | 230.148 | 239.842 | 248.048 | 255.313 | 257.502 | 263.934 | 269.912 | 277.275 | 282.517 |
214 | 164.469 | 175.378 | 231.189 | 240.904 | 249.128 | 256.408 | 258.601 | 265.047 | 271.037 | 278.414 | 283.666 |
215 | 165.344 | 176.283 | 232.230 | 241.966 | 250.207 | 257.503 | 259.701 | 266.159 | 272.162 | 279.553 | 284.815 |
216 | 166.220 | 177.189 | 233.270 | 243.028 | 251.286 | 258.597 | 260.800 | 267.271 | 273.286 | 280.692 | 285.964 |
217 | 167.096 | 178.095 | 234.311 | 244.090 | 252.365 | 259.691 | 261.898 | 268.383 | 274.409 | 281.830 | 287.112 |
218 | 167.973 | 179.001 | 235.351 | 245.151 | 253.444 | 260.785 | 262.997 | 269.495 | 275.533 | 282.968 | 288.261 |
219 | 168.850 | 179.907 | 236.391 | 246.213 | 254.523 | 261.879 | 264.095 | 270.606 | 276.656 | 284.106 | 289.408 |
220 | 169.727 | 180.813 | 237.432 | 247.274 | 255.602 | 262.973 | 265.193 | 271.717 | 277.779 | 285.243 | 290.556 |
221 | 170.604 | 181.720 | 238.472 | 248.335 | 256.680 | 264.066 | 266.291 | 272.828 | 278.902 | 286.380 | 291.703 |
222 | 171.482 | 182.627 | 239.512 | 249.396 | 257.758 | 265.159 | 267.389 | 273.939 | 280.024 | 287.517 | 292.850 |
223 | 172.360 | 183.534 | 240.552 | 250.457 | 258.837 | 266.252 | 268.486 | 275.049 | 281.146 | 288.653 | 293.996 |
224 | 173.238 | 184.441 | 241.592 | 251.517 | 259.914 | 267.345 | 269.584 | 276.159 | 282.268 | 289.789 | 295.142 |
225 | 174.116 | 185.348 | 242.631 | 252.578 | 260.992 | 268.438 | 270.681 | 277.269 | 283.390 | 290.925 | 296.288 |
226 | 174.995 | 186.256 | 243.671 | 253.638 | 262.070 | 269.530 | 271.777 | 278.379 | 284.511 | 292.061 | 297.433 |
227 | 175.874 | 187.164 | 244.711 | 254.699 | 263.147 | 270.622 | 272.874 | 279.488 | 285.632 | 293.196 | 298.579 |
228 | 176.753 | 188.072 | 245.750 | 255.759 | 264.224 | 271.714 | 273.970 | 280.597 | 286.753 | 294.331 | 299.723 |
229 | 177.633 | 188.980 | 246.790 | 256.819 | 265.301 | 272.806 | 275.066 | 281.706 | 287.874 | 295.465 | 300.868 |
230 | 178.512 | 189.889 | 247.829 | 257.879 | 266.378 | 273.898 | 276.162 | 282.814 | 288.994 | 296.600 | 302.012 |
231 | 179.392 | 190.797 | 248.868 | 258.939 | 267.455 | 274.989 | 277.258 | 283.923 | 290.114 | 297.734 | 303.156 |
232 | 180.273 | 191.706 | 249.908 | 259.998 | 268.531 | 276.080 | 278.354 | 285.031 | 291.234 | 298.867 | 304.299 |
233 | 181.153 | 192.615 | 250.947 | 261.058 | 269.608 | 277.171 | 279.449 | 286.139 | 292.353 | 300.001 | 305.443 |
234 | 182.034 | 193.524 | 251.986 | 262.117 | 270.684 | 278.262 | 280.544 | 287.247 | 293.472 | 301.134 | 306.586 |
235 | 182.915 | 194.434 | 253.025 | 263.176 | 271.760 | 279.352 | 281.639 | 288.354 | 294.591 | 302.267 | 307.728 |
236 | 183.796 | 195.343 | 254.063 | 264.235 | 272.836 | 280.443 | 282.734 | 289.461 | 295.710 | 303.400 | 308.871 |
237 | 184.678 | 196.253 | 255.102 | 265.294 | 273.911 | 281.533 | 283.828 | 290.568 | 296.828 | 304.532 | 310.013 |
238 | 185.560 | 197.163 | 256.141 | 266.353 | 274.987 | 282.623 | 284.922 | 291.675 | 297.947 | 305.664 | 311.154 |
239 | 186.442 | 198.073 | 257.179 | 267.412 | 276.062 | 283.713 | 286.016 | 292.782 | 299.065 | 306.796 | 312.296 |
240 | 187.324 | 198.984 | 258.218 | 268.471 | 277.138 | 284.802 | 287.110 | 293.888 | 300.182 | 307.927 | 313.437 |
241 | 188.207 | 199.894 | 259.256 | 269.529 | 278.213 | 285.892 | 288.204 | 294.994 | 301.300 | 309.058 | 314.578 |
242 | 189.090 | 200.805 | 260.295 | 270.588 | 279.288 | 286.981 | 289.298 | 296.100 | 302.417 | 310.189 | 315.718 |
243 | 189.973 | 201.716 | 261.333 | 271.646 | 280.362 | 288.070 | 290.391 | 297.206 | 303.534 | 311.320 | 316.859 |
244 | 190.856 | 202.627 | 262.371 | 272.704 | 281.437 | 289.159 | 291.484 | 298.311 | 304.651 | 312.450 | 317.999 |
245 | 191.739 | 203.539 | 263.409 | 273.762 | 282.511 | 290.248 | 292.577 | 299.417 | 305.767 | 313.580 | 319.138 |
246 | 192.623 | 204.450 | 264.447 | 274.820 | 283.586 | 291.336 | 293.670 | 300.522 | 306.883 | 314.710 | 320.278 |
247 | 193.507 | 205.362 | 265.485 | 275.878 | 284.660 | 292.425 | 294.762 | 301.626 | 307.999 | 315.840 | 321.417 |
248 | 194.391 | 206.274 | 266.523 | 276.935 | 285.734 | 293.513 | 295.855 | 302.731 | 309.115 | 316.969 | 322.556 |
249 | 195.276 | 207.186 | 267.561 | 277.993 | 286.808 | 294.601 | 296.947 | 303.835 | 310.231 | 318.098 | 323.694 |
250 | 196.161 | 208.098 | 268.599 | 279.050 | 287.882 | 295.689 | 298.039 | 304.940 | 311.346 | 319.227 | 324.832 |
P | |||||||||||
DF | 0.995 | 0.975 | 0.20 | 0.10 | 0.05 | 0.025 | 0.02 | 0.01 | 0.005 | 0.002 | 0.001 |
300 | 240.663 | 253.912 | 320.397 | 331.789 | 341.395 | 349.874 | 352.425 | 359.906 | 366.844 | 375.369 | 381.425 |
350 | 285.608 | 300.064 | 372.051 | 384.306 | 394.626 | 403.723 | 406.457 | 414.474 | 421.900 | 431.017 | 437.488 |
400 | 330.903 | 346.482 | 423.590 | 436.649 | 447.632 | 457.305 | 460.211 | 468.724 | 476.606 | 486.274 | 493.132 |
450 | 376.483 | 393.118 | 475.035 | 488.849 | 500.456 | 510.670 | 513.736 | 522.717 | 531.026 | 541.212 | 548.432 |
500 | 422.303 | 439.936 | 526.401 | 540.930 | 553.127 | 563.852 | 567.070 | 576.493 | 585.207 | 595.882 | 603.446 |
550 | 468.328 | 486.910 | 577.701 | 592.909 | 605.667 | 616.878 | 620.241 | 630.084 | 639.183 | 650.324 | 658.215 |
600 | 514.529 | 534.019 | 628.943 | 644.800 | 658.094 | 669.769 | 673.270 | 683.516 | 692.982 | 704.568 | 712.771 |
650 | 560.885 | 581.245 | 680.134 | 696.614 | 710.421 | 722.542 | 726.176 | 736.807 | 746.625 | 758.639 | 767.141 |
700 | 607.380 | 628.577 | 731.280 | 748.359 | 762.661 | 775.211 | 778.972 | 789.974 | 800.131 | 812.556 | 821.347 |
750 | 653.997 | 676.003 | 782.386 | 800.043 | 814.822 | 827.785 | 831.670 | 843.029 | 853.514 | 866.336 | 875.404 |
800 | 700.725 | 723.513 | 833.456 | 851.671 | 866.911 | 880.275 | 884.279 | 895.984 | 906.786 | 919.991 | 929.329 |
850 | 747.554 | 771.099 | 884.492 | 903.249 | 918.937 | 932.689 | 936.808 | 948.848 | 959.957 | 973.534 | 983.133 |
900 | 794.475 | 818.756 | 935.499 | 954.782 | 970.904 | 985.032 | 989.263 | 1001.630 | 1013.036 | 1026.974 | 1036.826 |
950 | 841.480 | 866.477 | 986.478 | 1006.272 | 1022.816 | 1037.311 | 1041.651 | 1054.334 | 1066.031 | 1080.320 | 1090.418 |
1000 | 888.564 | 914.257 | 1037.431 | 1057.724 | 1074.679 | 1089.531 | 1093.977 | 1106.969 | 1118.948 | 1133.579 | 1143.917 |
Types Of Data
One of the things that you need to clearly distinguish in statistics is data The truth is that data is not all the same and there are mainly two types of random variables: numerical and categorical.
When you are trying to determine the chi square statistic, you will be trying to determine if the distributions of categorical variables differ from one another.
In case you don’t know, categorical variables yield data in the categories while numerical variables yield data in numerical form.
So, when you are looking to find the answer t questions such as “Do you own a car?” or “What is your major?” these are categorical because the answers aren’t expressed in numbers but in categories. On the other hand, the answer to questions such as “What is your GPA?” or “How tall are you?” are numerical.
So, we can then say that the chi square statistic compares the counts of categorical responses between two or more independent groups. It is important to keep in mind that chi square tests can only be performed with actual numbers and not means, proportions or even percentages. Use our chi square table to check the chi square critical value.
2 X 2 Contingency Table
One of the things that you need to know about the chi square tests and before you check the chi square critical values on our chi square table is that there are different tests. Choosing one or another depends not only on how you collected the data but also on the hypothesis that you are testing.
So, with this in mind, we decided to show you one of the simplest cases: the 2 X 2 contingency table.
Let’s take the following table:
Variables | Data Type 1 | Data Type 2 | Totals |
---|---|---|---|
Category 1 | a | b | a + b |
Category 2 | c | d | c + d |
Total | a + c | b + d | a + b + c + d = N |
where a, b, c, and d are the contents of the cells.
So, in this case, to calculate the chi square statistic, you would need to use the formula:
IMAGE: chi square distribution table
So, if you check it, you can easily see that the components of the denominator ate the four totals of the table columns and rows.
Let’s say that you want to do a drug trial on a group of animals and that you have stated the hypothesis that the animals receiving the drug would should increased heart rates compared to the ones that didn’t get the drug. According to the chi square test:
Ho: The proportion of animals whose heart rate increased is independent of drug treatment.
Ha: The proportion of animals whose heart rate increased is associated with drug treatment.
Here is a table with the hypothetical drug trial results:
Heart Rate Increased | No Heart Rate Increase | Total | |
---|---|---|---|
Treated | 36 | 14 | 50 |
Not Treated | 30 | 25 | 55 |
Total | 66 | 39 | 105 |
So, to determine the chi square, you will simply need to use the formula we mentioned above:
Chi Square = 105[(36)(25) – (14)(30)]2 / (50)(55)(39)(66)
Chi Square = 3.418
While you may be thinking that the test is already complete and that you can withdraw a conclusion from ere, the reality is that you’re still a halfway.
At this point, you will need to know how many degrees of freedom you have.
As a rule of thumb, when a comparison is made between two samples, the degrees of freedom are equal to the number of columns minus 1 and then multiplied by the result of the number of rows minus 1.
So, getting back to our example:
Degrees of freedom = (2-1) x (2-1)
Degrees of freedom = 1
At this point, you already have the chi square statistic as well as the degrees of freedom:
Chi square = 3.418
Degrees Of Freedom: 1
Assuming that we have an alpha level of significance equal to 0.05, it is time to use the chi square distribution table.
So, in order to use the chi square distribution table, you will need to search for 1 degree of freedom and then read along the row until you find the chi square statistic that you got. As you can see it lies between 2.706 and 3.841. The corresponding probability is between the 0.10 and 0.05 probability levels. That means that the p-value is above 0.05 (it is actually 0.065). Since a p-value of 0.65 is greater than the conventionally accepted significance level of 0.05 (i.e. p > 0.05) we fail to reject the null hypothesis. In other words, there is no statistically significant difference in the proportion of animals whose heart rate increased.