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\begin{table}
\caption*{Supplementary Table 1: Regression output for difference in topic proportions before and after AstraZeneca halted Phase 3 vaccine trials (September 8 2020)}
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Topic & (1) & (2) & (3) & (4) & (5) &(6) &(7) &(8) &(9) &(10) &(11) &(12) &(13) &(14) &(15) &(16) &(17) &(18) &(19) &(20) \\
\hline
(Intercept) &-3.294e-02** &1.293e-01*** &5.171e-02*** &2.670e-02* &8.675e-02*** &5.019e-02*** &-6.125e-02*** &4.684e-02*** &9.726e-02*** &1.07e-2 &7.712e-02*** &1.171e-01*** &1.172e-01*** &5.679e-02*** &2.068e-02*** &5.77e-3 &4.821e-02*** &8.585e-02*** &1.96e-2 &4.618e-02*** \\
Score &6.38e-7 &4.21e-6 &2.75e-7 &9.910e-06*** &-4.92e-7 &-1.50e-6 &8.548e-06*** &-1.39e-6 &-4.143e-06** &-2.15e-6 &2.15e-6 &-8.309e-06*** &-1.464e-05*** &9.591e-06*** &-1.331e-06* &6.464e-06*** &1.90e-6 &-3.833e-06** &1.23e-6 &-7.153e-06*** \\
New deaths &-1.60e-7 &-1.237e-06*** &-8.41e-8 &7.613e-07*** &3.29e-7 &4.833e-07** &-2.978e-06*** &5.555e-07** &-2.09e-8 &-8.072e-07*** &3.04e-7 &-2.05e-7 &-1.36e-7 &1.39e-7 &5.58e-8 &9.847e-07*** &5.760e-07* &9.788e-07*** &6.691e-07** &-2.02e-7 \\
New cases &5.32e-9 &-8.652e-09** &1.07e-9 &-7.177e-09** &6.318e-09* &-5.99e-10 &3.62e-10 &-1.87e-9 &2.18e-9 &-6.216e-09* &-4.925e-09** &6.103e-09* &3.45e-9 &1.48e-9 &-6.23e-11 &-1.86e-9 &2.88e-9 &1.29e-9 &3.71e-9 &-3.01e-9 \\
Post type &2.329e-02*** &-2.749e-02*** &-7.265e-03*** &2.159e-02*** &-1.142e-02*** &-2.11e-3 &1.392e-02*** &7.578e-03** &-2.095e-02*** &-4.256e-02*** &2.30e-3 &-3.433e-02*** &-4.688e-02*** &4.193e-02*** &1.017e-02*** &2.335e-02*** &1.899e-02*** &-3.78e-3 &3.497e-02*** &-1.22e-3 \\
S and P 500 opening score &2.845e-05*** &-1.01e-5 &-8.161e-06** &7.01e-6 &-1.106e-05* &-1.401e-05*** &4.506e-05*** &-1.12e-6 &-4.33e-6 &2.126e-05*** &-1.537e-05*** &-1.51e-6 &-1.392e-05*** &-6.52e-6 &-1.55e-6 &8.337e-06** &-5.07e-6 &-1.977e-05*** &-3.18e-6 &5.58e-6 \\
s(days)1 &3.011e-02*** &-2.129e-02*** &6.52e-4 &1.373e-02** &-8.818e-03* &-2.06e-3 &3.652e-02*** &1.656e-02*** &-4.112e-02*** &1.987e-02*** &2.21e-3 &-5.089e-02*** &-2.351e-02*** &1.418e-02*** &6.725e-03*** &6.681e-03* &2.50e-3 &-2.450e-02*** &2.863e-02*** &-6.29e-3 \\
s(days)2 &-1.484e-02*** &-5.21e-3 &4.929e-03* &-1.799e-02*** &1.180e-02*** &1.035e-02*** &2.092e-02*** &7.352e-03** &-2.312e-02*** &1.150e-02*** &2.30e-3 &-2.302e-02*** &2.896e-02*** &-1.847e-02*** &-6.703e-03*** &-1.351e-02*** &5.81e-4 &-1.544e-02*** &1.893e-02*** &2.061e-02*** \\
s(days)3 &1.414e-02*** &-4.835e-02*** &6.067e-03* &6.21e-3 &1.344e-02*** &1.566e-02*** &5.31e-3 &6.457e-03* &-3.753e-02*** &5.21e-4 &3.60e-3 &-5.933e-02*** &6.504e-03* &-1.719e-02*** &6.410e-03*** &1.404e-02*** &2.922e-02*** &4.45e-3 &2.320e-02*** &7.064e-03** \\
s(days)4 &-6.97e-4 &-1.897e-02*** &9.194e-03*** &-1.901e-02*** &2.546e-02*** &1.500e-02*** &1.448e-02*** &-8.509e-03** &-3.913e-02*** &1.830e-02*** &1.13e-3 &-5.989e-02*** &1.206e-02*** &-1.503e-02*** &6.60e-4 &-2.12e-3 &1.791e-02*** &2.169e-02*** &2.206e-02*** &5.40e-3 \\
s(days)5 &4.15e-3 &-4.147e-02*** &1.211e-02*** &1.108e-02* &2.953e-02*** &2.189e-02*** &1.775e-02*** &-3.23e-3 &-4.646e-02*** &1.194e-02** &6.14e-3 &-7.955e-02*** &2.09e-3 &-1.282e-02*** &5.482e-03*** &1.24e-3 &1.751e-02*** &3.83e-3 &3.022e-02*** &8.379e-03* \\
s(days)6 &-5.345e-02*** &-2.651e-02*** &1.428e-02** &-8.07e-3 &2.737e-02*** &3.677e-02*** &-5.278e-02*** &9.991e-03* &-2.298e-02*** &1.40e-3 &-1.49e-3 &-2.554e-02*** &3.529e-02*** &-1.050e-02* &-2.62e-3 &-1.69e-3 &3.237e-02*** &2.215e-02*** &1.406e-02* &1.205e-02* \\
s(days)7 &1.11e-2 &-2.071e-02** &8.33e-4 &2.081e-02*** &1.809e-02*** &3.605e-02*** &3.36e-3 &1.38e-4 &-4.663e-02*** &7.53e-3 &8.11e-3 &-6.400e-02*** &6.10e-3 &-1.527e-02*** &2.53e-3 &-6.11e-3 &8.93e-3 &6.21e-3 &1.999e-02*** &3.01e-3 \\
s(days)8 &-2.862e-02*** &-1.560e-02* &1.782e-02*** &-3.137e-02*** &2.988e-02*** &3.502e-02*** &-7.56e-3 &-5.38e-3 &-4.277e-02*** &3.182e-02*** &2.20e-4 &-5.346e-02*** &2.792e-02*** &-2.000e-02*** &2.21e-3 &-1.182e-02* &3.946e-02*** &1.112e-02* &1.179e-02* &9.30e-3 \\
s(days)9 &-3.770e-02*** &-1.17e-2 &2.908e-02*** &-6.99e-3 &2.225e-02*** &3.134e-02*** &1.04e-2 &-7.65e-3 &-4.539e-02*** &1.929e-02*** &1.023e-02* &-5.944e-02*** &1.572e-02* &-2.044e-02*** &5.742e-03** &-1.060e-02* &1.832e-02** &4.76e-3 &1.432e-02* &1.847e-02** \\
s(days)10 &-3.324e-02*** &-1.12e-2 &2.200e-02*** &-1.08e-2 &2.482e-02*** &3.259e-02*** &-2.04e-3 &-1.02e-2 &-4.499e-02*** &2.402e-02*** &4.83e-3 &-5.915e-02*** &2.026e-02** &-1.950e-02*** &3.03e-3 &-1.034e-02* &3.459e-02*** &8.34e-3 &1.339e-02* &1.370e-02* \\
timePre &-1.503e-02*** &5.678e-03* &7.91e-4 &-9.514e-03*** &2.36e-3 &1.274e-02*** &-2.716e-02*** &7.393e-03*** &2.46e-3 &-7.032e-03*** &3.35e-3 &1.386e-02*** &7.466e-03*** &-3.821e-03* &-1.15e-3 &-3.648e-03* &6.158e-03* &8.22e-4 &3.31e-3 &1.04e-3 \\
\hline
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\begin{table}
\caption*{Supplementary Table 2: Regression output for difference in topic proportions before and after Johnson \& Johnson halted vaccine trials (October 12 2020)}
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Topic & (1) & (2) & (3) & (4) & (5) &(6) &(7) &(8) &(9) &(10) &(11) &(12) &(13) &(14) &(15) &(16) &(17) &(18) &(19) &(20) \\
\hline
(Intercept) &-5.944e-02*** &1.597e-01*** &6.119e-02*** &-1.08e-2 &7.536e-02*** &5.045e-02*** &-6.685e-02*** &5.696e-02*** &8.898e-02*** &1.47e-2 &8.701e-02*** &1.319e-01*** &1.198e-01*** &4.330e-02*** &1.816e-02*** &8.97e-3 &4.946e-02*** &9.547e-02*** &2.619e-02* &4.971e-02*** \\
score &6.62e-7 &4.13e-6 &2.76e-7 &9.980e-06*** &-5.10e-7 &-1.49e-6 &8.529e-06*** &-1.41e-6 &-4.134e-06** &-2.16e-6 &2.25e-6 &-8.319e-06*** &-1.462e-05*** &9.585e-06*** &-1.337e-06* &6.477e-06*** &1.90e-6 &-3.842e-06** &1.25e-6 &-7.136e-06*** \\
New deaths &-3.13e-7 &-9.976e-07*** &1.32e-8 &4.495e-07* &2.46e-7 &4.038e-07* &-2.959e-06*** &6.653e-07*** &-1.01e-7 &-7.787e-07*** &3.438e-07* &-1.06e-7 &-1.57e-7 &3.69e-8 &5.04e-8 &1.019e-06*** &5.984e-07* &1.043e-06*** &7.264e-07** &-1.77e-7 \\
New cases &5.37e-9 &-8.581e-09** &1.21e-9 &-7.751e-09** &6.477e-09* &-9.90e-10 &5.76e-10 &-1.31e-9 &2.10e-9 &-6.228e-09* &-4.987e-09** &6.424e-09* &3.13e-9 &1.51e-9 &1.37e-10 &-1.82e-9 &2.94e-9 &1.18e-9 &3.71e-9 &-3.09e-9 \\
Post type &2.337e-02*** &-2.754e-02*** &-7.210e-03*** &2.154e-02*** &-1.160e-02*** &-2.18e-3 &1.387e-02*** &7.638e-03** &-2.092e-02*** &-4.243e-02*** &2.33e-3 &-3.439e-02*** &-4.697e-02*** &4.193e-02*** &1.022e-02*** &2.331e-02*** &1.890e-02*** &-3.74e-3 &3.503e-02*** &-1.29e-3 \\
S\&P 500 opening score &2.635e-05*** &-1.252e-05* &-9.067e-06*** &8.56e-6 &-7.84e-6 &-9.249e-06*** &3.387e-05*** &1.19e-6 &-2.07e-6 &1.698e-05*** &-1.588e-05*** &2.48e-6 &-1.117e-05** &-5.92e-6 &-1.36e-6 &6.081e-06* &-2.05e-6 &-2.132e-05*** &-2.57e-6 &5.44e-6 \\
s(days)1 &2.958e-02*** &-2.271e-02*** &-1.24e-4 &1.569e-02** &-7.46e-3 &7.35e-4 &3.252e-02*** &1.689e-02*** &-3.965e-02*** &1.861e-02*** &1.96e-3 &-5.026e-02*** &-2.233e-02*** &1.469e-02*** &6.578e-03*** &5.73e-3 &2.91e-3 &-2.515e-02*** &2.820e-02*** &-6.49e-3 \\
s(days)2 &-1.255e-02*** &-7.03e-3 &4.05e-3 &-1.510e-02*** &1.161e-02*** &9.921e-03*** &2.462e-02*** &5.242e-03* &-2.280e-02*** &1.276e-02*** &1.93e-3 &-2.566e-02*** &2.822e-02*** &-1.755e-02*** &-6.769e-03*** &-1.308e-02*** &-7.67e-4 &-1.562e-02*** &1.802e-02*** &2.041e-02*** \\
s(days)3 &1.453e-02*** &-4.744e-02*** &6.187e-03** &6.20e-3 &1.242e-02*** &1.492e-02*** &8.737e-03* &5.624e-03* &-3.779e-02*** &2.04e-3 &3.74e-3 &-6.104e-02*** &5.91e-3 &-1.743e-02*** &6.168e-03*** &1.471e-02*** &2.784e-02*** &5.03e-3 &2.268e-02*** &7.047e-03* \\
s(days)4 &2.39e-3 &-2.009e-02*** &8.648e-03*** &-1.649e-02*** &2.423e-02*** &1.302e-02*** &2.190e-02*** &-1.119e-02*** &-3.950e-02*** &2.097e-02*** &7.65e-4 &-6.411e-02*** &1.050e-02** &-1.425e-02*** &5.26e-4 &-1.04e-3 &1.544e-02*** &2.199e-02*** &2.091e-02*** &5.23e-3 \\
s(days)5 &3.75e-3 &-3.909e-02*** &1.251e-02*** &9.91e-3 &2.739e-02*** &2.080e-02*** &2.301e-02*** &-4.67e-3 &-4.732e-02*** &1.455e-02*** &6.71e-3 &-8.156e-02*** &1.30e-3 &-1.370e-02*** &4.951e-03** &2.52e-3 &1.537e-02*** &5.21e-3 &2.979e-02*** &8.632e-03* \\
s(days)6 &-2.861e-02*** &-3.413e-02*** &1.329e-02*** &6.13e-3 &2.158e-02*** &1.473e-02*** &-2.86e-3 &-3.25e-3 &-2.786e-02*** &1.543e-02*** &-6.487e-03* &-5.049e-02*** &2.206e-02*** &-4.68e-3 &-1.08e-3 &5.41e-3 &2.025e-02*** &2.187e-02*** &8.169e-03* &1.047e-02** \\
s(days)7 &5.008e-02*** &-5.144e-02*** &-9.156e-03* &6.467e-02*** &2.198e-02*** &2.281e-02*** &4.451e-02*** &-2.172e-02*** &-4.299e-02*** &1.661e-02*** &-1.67e-3 &-9.550e-02*** &-4.65e-3 &-3.65e-4 &4.450e-03* &-3.15e-3 &-2.84e-3 &-4.16e-4 &9.56e-3 &-8.03e-4 \\
s(days)8 &4.83e-3 &-3.590e-02*** &1.196e-02** &-8.99e-4 &2.883e-02*** &1.695e-02*** &4.056e-02*** &-2.402e-02*** &-4.341e-02*** &4.405e-02*** &-7.35e-3 &-8.317e-02*** &1.533e-02** &-9.057e-03* &3.929e-03* &-6.35e-3 &2.646e-02*** &7.65e-3 &3.10e-3 &6.45e-3 \\
s(days)9 &-4.62e-4 &-3.809e-02*** &2.062e-02*** &3.185e-02*** &2.367e-02*** &1.558e-02*** &5.615e-02*** &-2.887e-02*** &-4.370e-02*** &3.006e-02*** &1.26e-3 &-9.109e-02*** &4.18e-3 &-7.18e-3 &7.489e-03*** &-6.39e-3 &5.72e-3 &-4.34e-4 &4.49e-3 &1.515e-02** \\
s(days)10 &2.07e-3 &-3.462e-02*** &1.484e-02*** &2.389e-02*** &2.502e-02*** &1.585e-02*** &4.457e-02*** &-3.016e-02*** &-4.440e-02*** &3.544e-02*** &-3.37e-3 &-8.971e-02*** &8.23e-3 &-7.40e-3 &4.736e-03* &-5.57e-3 &2.176e-02*** &4.01e-3 &4.13e-3 &1.061e-02* \\
timePre &1.702e-02*** &-1.836e-02*** &-6.220e-03*** &2.360e-02*** &5.447e-03* &-4.84e-4 &7.512e-03** &-8.727e-03*** &4.381e-03* &-4.31e-5 &-4.885e-03** &-1.091e-02*** &-2.34e-3 &8.074e-03*** &9.96e-4 &-9.29e-4 &-2.69e-3 &-4.766e-03** &-4.576e-03* &-2.07e-3 \\
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\begin{table}
\caption*{Supplementary Table 3: Regression output for difference in topic proportions before and after Pfizer announced 90\% vaccine efficacy (November 9 2020)}
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Topic & (1) & (2) & (3) & (4) & (5) &(6) &(7) &(8) &(9) &(10) &(11) &(12) &(13) &(14) &(15) &(16) &(17) &(18) &(19) &(20) \\
\hline
(Intercept) &7.036e-02*** &9.356e-02*** &4.648e-02*** &4.745e-02*** &1.027e-01*** &2.271e-02** &5.155e-02*** &1.80e-3 &8.490e-02*** &4.666e-02*** &6.208e-02*** &7.604e-02*** &9.863e-02*** &5.768e-02*** &2.269e-02*** &-6.98e-3 &7.88e-3 &6.144e-02*** &-1.11e-3 &5.291e-02*** \\
score &8.49e-7 &4.15e-6 &2.88e-7 &9.947e-06*** &-5.16e-7 &-1.58e-6 &8.619e-06*** &-1.47e-6 &-4.186e-06** &-2.05e-6 &2.23e-6 &-8.325e-06*** &-1.466e-05*** &9.555e-06*** &-1.343e-06* &6.472e-06*** &1.83e-6 &-3.885e-06** &1.21e-6 &-7.121e-06*** \\
New deaths &4.55e-9 &-1.320e-06*** &-9.28e-8 &7.893e-07*** &2.99e-7 &4.181e-07* &-2.686e-06*** &4.556e-07** &-2.71e-8 &-7.043e-07*** &2.61e-7 &-3.51e-7 &-2.22e-7 &1.76e-7 &6.70e-8 &1.012e-06*** &4.88e-7 &9.744e-07*** &6.517e-07** &-1.93e-7 \\
New cases &2.10e-9 &-7.635e-09* &1.12e-9 &-7.786e-09** &5.430e-09* &1.26e-10 &-2.80e-9 &-4.37e-10 &2.76e-9 &-7.075e-09** &-4.623e-09* &7.128e-09** &3.65e-9 &1.77e-9 &-8.59e-13 &-1.15e-9 &4.08e-9 &1.99e-9 &4.54e-9 &-3.19e-9 \\
Post type &2.341e-02*** &-2.752e-02*** &-7.122e-03*** &2.165e-02*** &-1.177e-02*** &-2.17e-3 &1.388e-02*** &7.726e-03** &-2.102e-02*** &-4.231e-02*** &2.25e-3 &-3.422e-02*** &-4.729e-02*** &4.187e-02*** &1.022e-02*** &2.338e-02*** &1.907e-02*** &-3.81e-3 &3.504e-02*** &-1.26e-3 \\
S\&P 500 opening score &-1.70e-6 &4.01e-7 &-6.904e-06* &-1.82e-6 &-1.475e-05** &-2.00e-6 &7.91e-6 &1.174e-05*** &-1.36e-7 &1.015e-05** &-1.056e-05*** &1.327e-05** &-5.99e-6 &-8.040e-06* &-2.20e-6 &9.930e-06** &6.61e-6 &-1.407e-05*** &3.40e-6 &4.90e-6 \\
s(days)1 &1.900e-02*** &-1.663e-02** &1.73e-3 &1.074e-02* &-8.38e-3 &1.52e-3 &2.109e-02*** &2.241e-02*** &-4.057e-02*** &1.520e-02*** &4.12e-3 &-4.353e-02*** &-2.043e-02*** &1.288e-02*** &6.149e-03*** &6.809e-03* &7.34e-3 &-2.277e-02*** &3.039e-02*** &-6.995e-03* \\
s(days)2 &-5.34e-3 &-8.08e-3 &4.57e-3 &-1.507e-02*** &1.389e-02*** &6.719e-03** &3.147e-02*** &3.64e-3 &-2.496e-02*** &1.427e-02*** &8.68e-4 &-2.635e-02*** &2.705e-02*** &-1.845e-02*** &-6.659e-03*** &-1.454e-02*** &-2.58e-3 &-1.779e-02*** &1.657e-02*** &2.077e-02*** \\
s(days)3 &2.264e-02*** &-5.077e-02*** &6.183e-03* &9.033e-03* &1.590e-02*** &1.146e-02*** &1.465e-02*** &3.77e-3 &-3.956e-02*** &3.25e-3 &2.34e-3 &-6.228e-02*** &4.30e-3 &-1.737e-02*** &6.331e-03*** &1.338e-02*** &2.642e-02*** &2.78e-3 &2.087e-02*** &6.775e-03* \\
s(days)4 &1.931e-02*** &-2.541e-02*** &8.486e-03*** &-1.318e-02*** &2.887e-02*** &7.180e-03** &3.788e-02*** &-1.642e-02*** &-4.270e-02*** &2.513e-02*** &-2.06e-3 &-6.849e-02*** &7.787e-03* &-1.454e-02*** &8.80e-4 &-3.79e-3 &1.039e-02** &1.737e-02*** &1.743e-02*** &5.87e-3 \\
s(days)5 &2.216e-02*** &-4.716e-02*** &1.186e-02*** &1.651e-02*** &3.398e-02*** &1.432e-02*** &3.798e-02*** &-9.792e-03** &-4.995e-02*** &1.805e-02*** &3.47e-3 &-8.649e-02*** &-2.20e-3 &-1.301e-02*** &5.470e-03*** &-4.55e-4 &1.092e-02* &2.70e-4 &2.560e-02*** &8.399e-03* \\
s(days)6 &4.44e-3 &-4.670e-02*** &1.167e-02*** &1.517e-02*** &2.877e-02*** &5.36e-3 &2.905e-02*** &-1.556e-02*** &-3.209e-02*** &2.394e-02*** &-1.233e-02*** &-6.159e-02*** &1.691e-02*** &-3.65e-3 &-2.63e-4 &6.81e-4 &9.663e-03* &1.293e-02*** &1.60e-3 &1.188e-02** \\
s(days)7 &2.951e-02*** &-2.674e-02*** &3.99e-4 &3.272e-02*** &1.925e-02*** &1.995e-02*** &3.357e-02*** &-7.377e-03* &-5.108e-02*** &1.564e-02*** &4.67e-3 &-7.818e-02*** &-2.58e-3 &-1.248e-02** &3.10e-3 &-3.12e-3 &1.97e-3 &5.36e-3 &1.451e-02*** &8.79e-4 \\
s(days)8 &-3.466e-02*** &-1.36e-2 &1.927e-02*** &-2.165e-02*** &2.636e-02*** &2.070e-02*** &2.32e-3 &-1.24e-3 &-4.465e-02*** &3.189e-02*** &-3.25e-4 &-6.191e-02*** &1.964e-02*** &-1.523e-02*** &2.01e-3 &-3.28e-3 &4.204e-02*** &1.816e-02*** &1.053e-02* &3.59e-3 \\
s(days)9 &-2.251e-02*** &-1.670e-02* &2.900e-02*** &6.04e-3 &2.226e-02*** &1.379e-02*** &4.029e-02*** &-1.347e-02** &-4.967e-02*** &2.594e-02*** &7.01e-3 &-7.454e-02*** &6.45e-3 &-1.669e-02*** &6.123e-03** &-6.00e-3 &1.261e-02* &5.58e-3 &9.07e-3 &1.525e-02** \\
s(days)10 &-2.762e-02*** &-1.30e-2 &2.262e-02*** &6.96e-4 &2.326e-02*** &1.650e-02*** &1.871e-02** &-1.153e-02** &-4.813e-02*** &2.777e-02*** &2.80e-3 &-7.110e-02*** &1.130e-02* &-1.536e-02*** &3.12e-3 &-4.00e-3 &3.261e-02*** &1.203e-02** &9.978e-03* &9.35e-3 \\
timePre &-3.969e-02*** &1.365e-02*** &2.34e-3 &-7.341e-03** &-4.597e-03* &9.273e-03*** &-4.242e-02*** &1.800e-02*** &4.590e-03** &-1.348e-02*** &6.095e-03*** &1.534e-02*** &5.242e-03* &-3.46e-4 &-1.31e-3 &5.080e-03** &1.566e-02*** &1.052e-02*** &7.135e-03** &-3.68e-3 \\
\hline
\end{tabular}
}
\end{table}

\end{landscape}











\end{document}
