Interesting data! I made a similar calculation at the start of my studies, but in the opposite direction - I thought I had the cognitive capacity to study at a fairly rapid level, but ADHD and other projects often got in the way. So I picked a fairly tough university for my subjects (CS and mathematics in Bonn, though CS is "only" in the bottom half) and I'm happy with the result.
I'm not sure how different my experience would have been at other places - I think Germany has a much more homogeneous standard of education than the US - but my math modules definitely challenged me.
I made a similar calculation at the start of my studies, but in the opposite direction - I thought I had the cognitive capacity to study at a fairly rapid level, but ADHD and other projects often got in the way.
Yeah, I should probably have included that in the main post, but I didn't feel like I could authoritatively say which universities are thought of as tough (maybe just ask around for that?), but as you said there is probably not that much of a difference in terms of curriculum.
Another consideration that I forgot to mention is some filtering going on. Munich for example is probably higher on the list because they are filtering students before they can enroll.
To be honest, part of my motivation to write this came after having some bad experiences with the bureaucracy at my university. I was wondering how much of the variation isn't like actual curriculum, but all the organizational stuff around it (which was what had tripped up me at least), but I really don't know any cheap way to get info about that.
Future me disagrees that there is nothing that I would do in hindsight (or when moving), If I was in this situation again, I'd try to ask students from different universities on my radar.
I went to the Karlsruhe Institute of Technology. To be honest, I think my frugal side overestimated the utility of low cost of living (given my assets), and maybe the TU Munich would have been the better option.
(It didn't really matter during covid though, since I met most people online anyway (by the way, feel free to DM me if you are currently thinking about this 😄)).
If you are in high school and struggle with decision-making, please don't take this too seriously. If you're into EA maybe apply for 1-1 advice here?
Choosing a university without knowing what metrics to base this decision on is hard. When I did this one year ago, I was mostly comparing German universities as it was my country of residence (I debated going abroad, but covid and other things made this option unattractive for me). Since most universities here are free and rankings not really popular, there isn't as much of a prestige difference between universities to cut down the possibilities. So in the end, I based my decision mostly on cost of living and location/city.
I didn't expect the differences in universities to be large enough to be worth looking further into it. I've changed my mind about that, mostly based on the fact that I could share what I've learned with other aspiring undergraduates.
Data
I looked into which metrics were used for ranking universities by the CHE-Ranking which is the most popular (which ranks universities for every metric and every degree separately and refuses to aggregate them to give universities an overall rank. The idea is "make your personal ranking according to your priorities". It's like they actively refuse to play the prestige game). Most of their metrics are either subjective ratings by a few students (how useful are these ratings if these students have never been to a different university to compare it to?), or things like money per researcher, which seem rather useless for finding the best place to study as an undergraduate. The only thing that stood out to me was "% of graduations in appropriate time". Unfortunately, universities in Germany have only recently (2017)[1] started to collect this data in a central place, so I rely on the summary statistics from the CHE-Ranking-Site and hope that they did a good job.
As you can see in the plot below, there are lots of universities where you would be above average (median) if you finished your degree in your eighth semester. It turns out, the difference how many students (in Computer Science [most popular on lesswrong]) graduate after their eighth[2] semester [3] is pretty large.
Some of this may be due to random variation in student ability or curriculum, but even excluding universities with less than 1000-students (so at least (1000/4) * (around 50% passing rate) = 125 students passing every semester) the differences are quite large:
![pic](data:image/png;base64,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%0A)
Next I looked whether the same was happening for business administration, because it is the most popular in Germany and I would have to worry less about statistical significance (I'll leave the statistical tests to people who've actually taken a statistics class). It does look quite similar (although overall it does not look quite as bad as for CS):![pic](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABAYAAALJCAYAAAAnNCGCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAACxQUlEQVR4nOzdeZwlVX338c+XAdlXUYNEHBcUWWSEFhXBAEFEwGgeUUQU0Sgx7knwkSeigtGI0bjgGjRKVFyRKILijrIKPWwziGCQIQRxAWRg2ITh9/xRp+VOc7v79kz39Az9eb9e/eqqU6fO+VXd23emfnVO3VQVkiRJkiRpdlpjpgOQJEmSJEkzx8SAJEmSJEmzmIkBSZIkSZJmMRMDkiRJkiTNYiYGJEmSJEmaxUwMSJIkSZI0i5kYkCRpFZZk3STfSrI4yddWYr+7J7liZfU31ZJUkscu576XJdljqutOtSRbJVmSZM5M9L+8VuS1mcIYlvm7SnJIku8NuO9AdZOckORdKx4tJDksyVnLue+MfIZoYivyuk5xHP+U5NMruc/V+t+YByITA5Kk1VqSRUnuaBdIv23/Gd9gpuMakeToJF9YgSYOBB4GPLiqXjBG+3e341+S5PIkz1+B/gCoqjOr6vEr2s5USvKoJPcm+cR09lNV21XVGVNVN8ncdjG85orE1d7re/f0/T9VtUFVLV2RdicZw5Rd7K6oFYxlmb+rqjqxqvYZZMfJ1F1FLHOs0/EaJlk7ySfbZ/BNLRGx5VT2sbIkOSPJK2c6jpWpqv6lqlbqMY/+N2b055tWPhMDkqQHgudU1QbATsAQcNRkdk5nVf038ZHAlVV1zzh1vtIuEDcA3gR8IcnDVkp0K9ehwB+Ag5KsPdPBTKUVTRpo0gb5u3qgmNJjHeO9+kbgacATgYfT/Z1+ZCr6W92sbiN4ppPnYvWyqv4nSJKkSauq64DvANsDJHlqknOS3Jzkkt4h3+2u0LuTnA3cDjw6yXZJvt/ueP02yT+1umskOTLJVUluTPLVJJu1bSN3g1+W5H+S3JDkrW3bvsA/0V3ILklySb+4kzyhxXNzG5r+V638GODtPfv/zQDn4LvArcBjWhv3G6raO5Q7yX5Jfp7k1iTXJTmile+R5H979lmU5Igkl7YhyV9Jsk7P9gOSXNyO4ZwkT+zZ9pbW9q1Jrkjyl618lyTDSW5p5/sDYx1XktAlBo4C7gaeM2r7m5Ncn+TXSV4xatsJST6e5DvtPJ6d5M+SfCjJH5L8IsmTRh3r3m356PZ6f67Ff1mSoTHqjnU8P22/b279P629Lmcn+WCSG4GjkzwmyY/ae+yGJCcm2aS1/XlgK+BbrY3/m1EjEZI8PMkp7f3730le1RPnuMcx+ly3uH7XjmVBku2THA4cAvzfFsO3Wv1lpgZk1B3pCV6btZO8P93fzm/T3XVet23bI8n/JvnHFsv1SV7eto0VS9/32qg+7/d3lVF/J+2YXp3kl+09/bH2Hlzmb2qsc9XT3aZJTmvx/CzJY3r62Cb3fd5ckeSFPdse3F7LW5KcT/t7Hku66RC/Sfe3+dMk241xrH87xnl7eJKvJ/l9kquTvKGn7aOTnJTkC0luAQ7rE8KjgO9W1W+r6k7gK8B2Y8Q65jkb8P3wf3veD89L9xl2ZTuP/9TTz3if2+u047mxvb4XJHlYkncDuwMfbefnowO8Vick+USSbye5DdgzY3yujv3y5aPttftF7vt8fEGS+aMq/kOSb47RyDJ33NMzWi3j/DvVp+53krxuVNuXJPk/U3ku0vNvTPp/vp2W5PWj4rg0yV+Pcy61IqrKH3/88ccff1bbH2ARsHdbfgRwGfDPwJbAjcB+dInwZ7b1h7S6ZwD/Q/ef1zWBDYHrgX8E1mnrT2l13wicB/w5sDbw78CX2ra5QAGfAtYFdgTuAp7Qth8NfGGc+NcC/psugfAgYC+6C/vHD7j/n7YDAfYHbgY2aWWHAWeN2qeAx7bl64Hd2/KmwE5teQ/gf0ed5/Pp7gZuBlwOvLptexLwO+ApwBzgZa3+2sDjgWuBh/ecr8e05XOBl7blDYCnjnOcu7fzuindnchv9WzbF/gtXUJofeCLo47xBOAGYOf22v4IuJou0TAHeBfw4zHeU0cDd9K9j+YA7wHOG6Nu3+PhvvfImj37HQbcA7ye7v23LvBYuvfp2sBD6BIKH+rXV792W/2Pt2OcB/we2GuQ4xh1rp8FzAc2oXtPPQHYoudcvmus99PoOgO8Nh8ETqF7T20IfAt4T8978B7gnXR/J/vRJfE27RcL47zXxvu76fd30mI8tZ2Drdq53Hd03QHO1Y3ALu01PhH4ctu2fov15W3bk+jeo9u27V8GvtrqbQ9cx6i/41HH84p2/tYGPgRcPM6xjj5va7RjeDvdZ9CjgV8Bz+rZ/27gea3uun36HwLOpvt8WK+9zh8aI9bxztkg74e3t/fDq9rr8sVWdzvgDuBRA3xu/21rez26v4edgY16/m14ZU+8E71WJwCLgae387MOY3yu9jkXh7Vj+vt2TAe1tjZrMd9E+7ek1b8IeP4YbS1i2c+HP73uTOLfKbrPxbN72tmW7t+UtafyXND/35je+F8I/KxnfUe6v6cHjfV34M+K/ThiQJL0QPCNJDcDZwE/Af4FeAnw7ar6dlXdW1XfB4bpLi5GnFBVl1U3xPYA4DdV9W9VdWdV3VpVP2v1Xg28tar+t6ruovtP1IFZdkjtMVV1R1VdAlxC95+YQTyV7iLy2Kr6Y1X9iO6C5OBJHP8L2/EvoftP9b9U1c0D7ns3sG2SjarqD1V14Th1j6uqX1fVTXT/qZ7Xyg8H/r2qflZVS6vqP+n+0/lUYCndfyi3TbJWVS2qqqt6+n5sks2raklVnTdO3y8DvlNVf6C7ENg3yUNHjh/4bFUtrKrb6F6f0f6rquZXdzfzv4A7q+pz1c3P/wrdf3DHclZ7Hy0FPs/Yr+1kjgfg11X1kaq6p713/ruqvl9Vd1XV74EPAH8xQRsAJHkE3X/G39LevxcDn6b7T/7yHMeGwDZAquryqrp+kDj6GPO1SRK6987fV9VNVXUr3d/ui0bF8s6quruqvk33Hh/r2RfjvdeWx7FVdXNV/Q/wY+57v/ea6Fz9V1Wd3z5jTuxp4wBgUVV9tr3+FwFfB16Qbvj184G3V9VtVbUQ+M/xAq2qz7TPrJHPpx2TbDzgcT6ZLmH6zvYZ9Cu6C8je1+HcqvpG+yy9o08bv6S7YLwOuIXuYv+dY/TX95xN4v3w7qq6my55sjnw4XbslwE/57739Xif23cDD6ZLUC1tnw23jBHvmK9VT51vVtXZ7fzcyeQ+V39Hl0S5u6q+AlwB7N9i/grdv2WkGwUyl+7fh+U1yL9T/wXMS/LItn4IcHKLZ7rPRa9TgMcl2bqtv5Ru2twfJ3XEGpiJAUnSA8HzqmqTqnpkVb2m/cf1kXT/yb555AfYDdiiZ79re5YfAYx1EfFI4L962rmc7iKkdx7/b3qWb6e72B/Ew4Frq+renrJr6EY8DOqr7fjXpxtyfGi6IcODeD5dsuSaJD9J8rRx6o51jI8E/nHUuX4E3Z3b/6Z77sHRwO+SfDnJw9t+fwM8DvhFG8p7QL9O0w0lfgHdhRVVdS7daI8XtyoPZ9nX8po+zfy2Z/mOPuvjvV6jj3ud9J9nPdDx9OiNmTaU+cttuO0twBfoLnwG8XBg5GJqxOj30UDH0ZJTHwU+RveaHZ9kowHj6BfXWK/NQ+ju2M7ved+c3spH3FjLzo0f829rgvfa8pjwb3qAczXe38xTRv3NHAL8Gd3xr8nE72mgm8ed5Nh0Q+ZvobvzCoO/dx4JPHxULP/Esp9v1/bd8z4fo0vKPJjurvLJdNO67mecczbo+2HkYZsjCYqx/pbH+9z+PPBd4Mvpprj8a5K1xji28V6rEaPPz2Q+V6+r6m6JN9fQ/d1AlxB6cUuavJTus/6ucdqayCDv6VuB07gvIXMw7bOX6T8XvXGMTEl5SbpnAB1M97ppmpgYkCQ9UF0LfL5dMI/8rF9Vx/bUqVH1Hz1OW88e1dY61T3TYCI1wfZfA4/Isg8/3IruztukVdUiuv+Qj8zBv43uP9sAJPmzUfUvqKrnAg8FvkE3fHmyrqW7i9d7ftarqi+1Pr5YVbvR/aeygPe28l9W1cGt7/cCJyVZv0/7fw1sBHw83Tzq39Bd8L6sbb+eLhExYqvlOIYVNs7xjPUeGF3+L61sh6raiO5OYcap3+vXwGZJNuwpW5H30XFVtTPdMOLHAW8eJ4bb6XmPsexFwnivzQ10F3Lb9bxvNq7uIZoDhdkn7r7vtek0zrkaz7XAT0b9zWxQVX9HNzz+HgZ/T78YeC6wN7Ax3V1lWPa9s0zIfWK5elQsG1bVfuPsM9o8uhFYN7UL148AuyTpm5wY45yt6PthtDE/t9vd+WOqaltgV7o74SOja/qdn7FeK/rtM8nP1S3bhf+Irej+nqlu1NEf6aZSvZjxL4yX+axn2b/DyfoScHC7iF+HbsQMTO+56Pce+0+6xMNfAre3pLCmiYkBSdID1ReA5yR5Vrujtk572NGfj1H/VGCLJG9K9wCsDZM8pW37JPDukaGVSR6S5LkDxvFbYG7G/taDn9FdWP3fJGule0Dic+iGyU5aO7596Z61AN1w0e2SzEv3sMCje+o+KN13sm9c3dDcW4B7R7c5gE8Br07ylHTWT7J/O4ePT7JXum8RuJPuP/73tv5fkuQhbbTEza2tfv2/DPgMsAPdBcg8umHzOybZge4/mocl2TbJesA7luMYVtg4x/P79nusxNOIDemGyi9O91Vvoy8wfztWG1V1LXAO8J72Xn8i3QiGSX9VZpInt9dyLbqLjTu573XpF8PFdHc156R74Gbv9IcxX5t2nj4FfDBtWkiSLZM8a8BQl4llvPfadJngXI3nVLph0i9tf/drtbae0O6In0z3QMr1kmzLfUmwfjakm7pzI92F4b9M0Pfo1/B84NZ0D25ct72O2yd58gDHMeICupFKG7dz8Rq6qTI3jK441jmbgvfDaGN+bifZM8kO6aZt3EI33H2s9/iYr1W/Tpfjc/WhwBtauy+gm4bx7Z7tn6MbYXF3VZ3Vr4HmYuBFrZ0huq+pXF7fpkuuvZNu+P5I/NN5Lu732dISAfcC/4ajBaadiQFJ0gNSu1B6Lt2Q2N/T3el4M2P829eGTz6T7qL8N3RzZvdsmz9MN9/xe0lupXug1VP6tdPH19rvG5Pcb25lmy/5HODZdHfMPg4cWlW/GLB9uO+J40vo/oN+NnBMa/9Kuv/c/aAd0+j/WL4UWJRuCPKr6e7OTEpVDdM9COyjdF9T9t/c9+TytYFj27H9hu4/wf+vbdsXuKzF/WHgRTVq/nK7QP5Lujm4v+n5mU83zPhlVfUdugeu/aj1/aPJHsMU6Xs8VXU78G7g7HTDb586xv7H0H3l5mK6obwnj9r+HuCo1ka/p5wfTHe3+Nd084TfUVU/WI7j2IjuAu0PdMOabwTe17b9B9184ZuTfKOVvZHuPXwz3ftnpJwBXpu3tPLz2nvwB4z9DIHRRscy3nttuox3rsbUPm/2oRuu/Wu6eN9LdwwAr6Mb5v0buge6fXac5j7X+r6Obo79RM+2WOa8tUTEAXQJt6vpzt+n6UYfDOoIugv8X9J93u5HN9Knn/HO2Yq8H0Yb73P7z4CT6C5UL6d7Ns3ne/Y7MN03lhw3wGvVz2Q+V38GbE133t8NHFhVN/Zs/zzdAygnSvK9jW4q2R/oPku+OEH9MbVRHyfTjUL5Yk/5dJ6LsT7fPkeXFJ50klOTk2WntEiSJEmSVgXpnrHyO7qn+f9ypuNZ2ZIcChzepghpGjliQJIkSZJWTX8HXDBLkwLr0U1LOX6mY5kN+j1RV5IkSZI0g5IsonuI5PNmNpKVrz1b4mS66STLPS1Cg3MqgSRJkiRJs5hTCSRJkiRJmsWcSiBJM2jzzTevuXPnznQYkiRJeoCbP3/+DVX1kH7bTAxI0gyaO3cuw8PDMx2GJEmSHuCSXDPWNqcSSJIkSZI0i5kYkCRJkiRpFjMxIEmSJEnSLOYzBiRpBi24bjFzjzxtpsOQJEnSNFt07P4zHcKYHDEgSZIkSdIsZmJA0iojydwkC0eVHZ3kiAn2G0pyXJ/yPZIsTnJxksuTvGOqY5YkSZJWd04lkLTaq6phYKzv/Duzqg5Isj5wcZJvVdWFKzE8SZIkaZXmiAFJq40kZyR5b5Lzk1yZZPdWvkeSU8fbt6puA+YDj03y9iQXJFmY5Pgkae28IcnPk1ya5Mut7C/aiIOLk1yUZMMkGyT5YZILkyxI8txWd5kRD0mOSHL0NJ0OSZIkaUqYGJC0ulmzqnYB3gQMPDUgyYOBpwKXAR+tqidX1fbAusABrdqRwJOq6onAq1vZEcBrq2oesDtwB3An8NdVtROwJ/BvI8mFAWM5PMlwkuGlty8edDdJkiRpWpgYkLQqqQHKT26/5wNzB2hz9yQXAd8Djq2qy4A9k/wsyQJgL2C7VvdS4MQkLwHuaWVnAx9I8gZgk6q6BwjwL0kuBX4AbAk8bJADBKiq46tqqKqG5qy38aC7SZIkSdPCZwxIWpXcCGw6qmwz4Oqe9bva76UM9hl2ZlWNjAggyTrAx4Ghqrq2DfVfp23eH3gG8BzgrUl2qKpjk5wG7AecneRZdCMPHgLsXFV3J1nU2riHZROu6yBJkiSt4hwxIGmVUVVLgOuT7AWQZDNgX+CsKexm5GL9hiQbAAe2vtYAHlFVPwbeAmwMbJDkMVW1oKreC1wAbNO2/a4lBfYEHtna/C3w0CQPTrI2901RkCRJklZZjhiQtKo5FPhYkg+09WOq6qqparyqbk7yKWAh8Bu6i32AOcAXkmxMN1XguFb3n9vF/710zyf4DrAh8K02FWEY+EVr++4k7wTOB64bKR/PDltuzPCx+0/V4UmSJEmTlqqxpvRKkqbb0NBQDQ+P9U2LkiRJ0tRIMr+qhvptcyqBJEmSJEmzmIkBSZIkSZJmMRMDkiRJkiTNYiYGJEmSJEmaxUwMSJIkSZI0i5kYkCRJkiRpFjMxIEmSJEnSLGZiQJIkSZKkWWzNmQ5AkmazBdctZu6Rp810GJIkSZpCi47df6ZDmBRHDEgaSJK5SRaOKjs6yRET7DeU5Lg+5XskWZzk4iS/SPL+qY55spKckWRopuOQJEmSViZHDEiaVlU1DAyPsfnMqjogybrARUn+q6rOXonhTZkkAVJV9850LJIkSdJkOGJA0pRod9vfm+T8JFcm2b2V75Hk1PH2rao7gIuBLds++yQ5N8mFSb6WZINWvl8bXTA/yXEj7SZZP8lnWt8XJXluKz8syclJTk/yyyT/2srnJDkhycIkC5L8fU84L22jGBYm2aXVX2ZkRNs2t/1ckeRzwELgEUne1srOSvKliUZUSJIkSTPNxICkqbRmVe0CvAl4x6A7JdkU2Br4aZLNgaOAvatqJ7rRBv+QZB3g34FnV9XOwEN6mngr8KPW957A+5Ks37bNAw4CdgAOSvKIVrZlVW1fVTsAn+1pa72qmge8BvjMAOFvDXy8qrYDHgo8H9gReDbQd1pCksOTDCcZXnr74gG6kCRJkqaPiQFJg6oByk9uv+cDcwdoc/cklwDXAd+tqt8ATwW2Bc5OcjHwMuCRwDbAr6rq6rbvl3ra2Qc4stU/A1gH2Kpt+2FVLa6qO4Gft7Z+BTw6yUeS7Avc0tPWlwCq6qfARkk2meAYrqmq89ry04FvVtWdVXUr8K1+O1TV8VU1VFVDc9bbeILmJUmSpOnlMwYkDepGYNNRZZsBV/es39V+L2Wwz5eRZww8CjgvyVeBAN+vqoN7KyaZN047AZ5fVVeM2ucpPTH9Ka6q+kOSHYFnAa8GXgi8otUZnQAp4B6WTaSu07N82zhxSZIkSas8RwxIGkhVLQGuT7IXQJLNgH2Bs6ag7auBY4G3AOcBT0/y2NbP+kkeB1xBd5d/btvtoJ4mvgu8vj0AkCRPGq+/Nl1hjar6Ot20hZ16Nh/U6uwGLK6qxcCikTpJdgIeNUbTZwPPSbJOey7CARMfvSRJkjSzHDEgaTIOBT6W5ANt/ZiqumqK2v4kcASwPnAY8KUka7dtR1XVlUleA5ye5Dbggp59/xn4EHBpkjXoRjGMd1G+JfDZVhfg//VsuzPJRcBa3DeK4OvAoUkuA34GXNmv0aq6IMkpwKXAb4EFgA8RkCRJ0iotVWNNG5akVUuSDapqSRsZ8DHgl1X1wZmOq1dPjOsBPwUOr6oLx6o/NDRUw8NjfZujJEmSNDWSzK+qvg/HdiqBpNXJq9oDBi8DNqb7loJVzfEtxguBr4+XFJAkSZJWBU4lkLTaaKMDVqkRAqNV1YtnOgZJkiRpMhwxIEmSJEnSLGZiQJIkSZKkWczEgCRJkiRJs5iJAUmSJEmSZjETA5IkSZIkzWImBiRJkiRJmsX8ukJJmkELrlvM3CNPm+kwJEmStJwWHbv/TIewwhwxIEmSJEnSLGZiQFrFJVma5OKen7lT0ObRSY7oU75N6+OiJI+ZRHvPS7LtGNsen+SM1u7lSY6foK1FSTYftO9x2jksyUfHifftk2zv4UlOmkT9HyTZdDJ9SJIkSTPBqQTSqu+OqprXb0OSAKmqe6eor+cBJ1XVuwbdIcmabb9TgZ/3qXIc8MGq+marv8OKh7nC/i/wV4NWTrJmVf0aOHASfXweeA3w7knGJkmSJK1UjhiQVjNJ5ia5IsnngIXAI5J8IslwksuSHNNTd1GSY5JcmGRBkm36tPeqJN9Jsj/wJuDvkvy49bOwp94RSY5uy2ck+VCSYeAtdBfZ72ujAkaPNNgC+N+Rlapa0NqYk+T9SRYmuTTJ63v2ef3omJNsluQbre55SZ44Xvk45+9xwF1VdUNbPyHJJ9v5uzLJAa38sCSnJPkR8MPe89H62a6nzTOSDI3q6hTg4PFikSRJklYFjhiQVn3rJrm4LV8N/D2wNfCyqjoPIMlbq+qmJHPoLmKfWFWXtn1uqKqdkrwGOAJ45UjDSV4HPBN4XlXdleSTwJKqev8AUxYeVFVDrZ2tgVOrqt9Q+w8CP0pyDvA94LNVdTNwODAXmFdV9yTZrGeffjEfA1xUVc9LshfwOWDeOOVjeTpw4aiyucAuwGOAHyd5bCvfCXhiO7e95+MrwAuBdyTZAtiiqoZ7G6yqPyRZO8mDq+rG3m1JDm/Hz5yNHjJOqJIkSdL0c8SAtOq7o6rmtZ+/bmXXjCQFmhcmuRC4CNgO6J3vf3L7PZ/uAnjEocCzgQOr6q7liOsrg1Sqqs8CTwC+BuwBnJdkbWBv4N+r6p5W76YJYt6Nbng+VfUj4MFJNhqnfCxbAL8fVfbVqrq3qn4J/AoYGVnx/VFx/ak+900reCEw1rMHfgc8fHRhVR1fVUNVNTRnvY3HCVWSJEmafiYGpNXTbSMLSR5Fd1f9L6vqicBpwDo9dUcu+pey7CihBXQX3X8+Rh/3sOxnxDqjtt/GgKrq11X1map6bmt3+wl2GSvmqXAH9z+WGmO97zFW1XXAjW3awkGMnSRZp/UnSZIkrbJMDEirv43oLmAXJ3kY3SiAQVwE/C1wSpL73dUGfgs8NMmD2x3+A8Zp61Zgw34bkuybZK22/GfAg4HrgO8Df9seXsioqQT9nAkc0uruQTfd4JZxysdyOfDYUWUvSLJGez7Co4ErJogFumTA/wU27pm28SftwZB/BiwaoC1JkiRpxpgYkFZzVXUJ3UX+L4AvAmdPYt+z6EYbnDb6KwKr6m7gncD5dBfxvxinqS8Dbx7jaw73ARYmuQT4LvDmqvoN8Gngf4BL27YXTxDu0cDOSS4FjgVeNkH5WH4KPKlduI/4H7rj/A7w6qq6c4I2oJs+8CK6aQUA9DwLAmBn4LyRqRKSJEnSqipVo0fQStIDW5IPA9+qqh8kOYGxH5y4on2cUlU/HK/e0NBQDQ8Pj1dFkiRJWmFJ5o88PHw0RwxImo3+BVhvmvtYOFFSQJIkSVoV+HWFkmadqvotcEpbPmya+vjUdLQrSZIkTTVHDEiSJEmSNIuZGJAkSZIkaRYzMSBJkiRJ0ixmYkCSJEmSpFnMxIAkSZIkSbOYiQFJkiRJkmYxv65QkmbQgusWM/fI02Y6DEmSJC2HRcfuP9MhTAlHDEirqSQfTPKmnvXvJvl0z/q/JfmHJHOTLBy179FJjmjLZyQZ6tl2v/qt/FdJHj+q7ENJ3jJOjIuSbN6WlyzHYfZrs298k2wjSX6UZKNJ7vfOJHsPWPeAJO9cvgglSZKklcfEgLT6OhvYFSDJGsDmwHY923cFzpnC/r4MvGhkpfV5YCtfZSXpNzJqP+CSqrplEu3Mqaq3V9UPBtzlNOA5SdYbtA9JkiRpJpgYkFZf5wBPa8vbAQuBW5NsmmRt4AnAhVPY35eAg3rWnwFcU1XXJPlGkvlJLkty+EQNJXlzkguSXJrkmFY2N8nlST7V2vleknXbtp2TXJLkEuC1Pe3MTXJmkgvbz0iiZI9Wfgrw8z4hHAJ8s6eNXyQ5sfV/0sjFfBvx8N4kFwIvSHJCkgOT7Jvkaz1x7JHk1N4OqqqAM4ADJjyzkiRJ0gwyMSCtpqrq18A9SbaiGx1wLvAzumTBELCgqv7Yqj8mycUjP8Crl6O/BcC9SXZsRS+iSxYAvKKqdm79viHJg8dqJ8k+wNbALsA8YOckz2ibtwY+VlXbATcDz2/lnwVeX1U7LtsavwOeWVU70SUtjuvZthPwxqp6XJ8wng7M71l/PPDxqnoCcAvwmp5tN1bVTlXVOzLiB8BTkqzf1g+i/8iJYWD3PuWSJEnSKsPEgLR6O4cuKTCSGDi3Z/3snnpXVdW8kR/gkz3bqk+7/cqgSwS8qA3Pfx4wctf8De1u/nnAI+gu8MeyT/u5iG5EwzY99a+uqovb8nxgbpJNgE2q6qet/PM9ba0FfCrJghbLtj3bzq+qq8eIYbOqurVn/dqqGjlfXwB269n2ldE7V9U9wOl0UwXWBPanjUAY5XfAw0cXJjk8yXCS4aW3Lx4jREmSJGnl8FsJpNXbyHMGdqCbSnAt8I90d70/O2AbNwKb9qxvBtwwRt0vA98DfgJcWlW/TbIHsDfwtKq6PckZwDrj9BfgPVX178sUJnOBu3qKlgLrThD73wO/BXakS3Te2bPttnH2uyfJGlV1b1sfnQjpXR+rnS8DrwNuAoZHJRpGrAPcMbqwqo4HjgdYe4utx0rCSJIkSSuFIwak1ds5dHPYb6qqpVV1E7AJ3XSCQR88eAbwkiRp6y8DftyvYlVdRZc0OJb7phFsDPyhJQW2AZ46QX/fBV6RZAOAJFsmeehYlavqZuDmJCN38Q/p2bwxcH27wH8pMGeCvkdcATy6Z32rJCPPa3gxcNYAbfyEbrrCqxj7AYyPo0vYSJIkSassEwPS6m0B3bcRnDeqbHFVjXXXf7TjgVuBkYf7bQC8f5z6X6Ib/n9yWz8dWDPJ5XQJg/PG2hGgqr4HfBE4t00BOAnYcIIYXw58rD0fIT3lHwde1uLehvFHCfQ6DdijZ/0K4LXtGDYFPjFRA1W1FDgVeHb7TZJXJ+l9fsOerS9JkiRplZXuwdmSNHsk2QL4XFU9s01hOLWqtp/iPh4GfLGq/nK8ekNDQzU8PDyVXUuSJEn3k2R+VQ312+aIAUmzTlVdT/fQwo2msZut6J73IEmSJK3SfPigpFmpqr7aFm8BpnS0QGv/gqluU5IkSZoOjhiQJEmSJGkWMzEgSZIkSdIsZmJAkiRJkqRZzMSAJEmSJEmzmIkBSZIkSZJmMRMDkiRJkiTNYiYGJEmSJEmaxdac6QAkaTZbcN1i5h552kyHIUmSpOWw6Nj9ZzqEKeGIAUlTKsmSPmVHJ6kkj+0pe1MrG+q3X5LDkny0T1uHtf327il7Xis7sK1vkuTbSR6e5KQVOJYTRtqUJEmSHqhMDEhaWRYAL+pZfwFw2RS1dTBwychKVd1cVftV1a+rygt7SZIkaRwmBiStLN8AnguQ5DHAYuCG5WzrTGCXJGsl2QB4LHDxyMYki5Js3paHkpzRlo9O8pkkZyT5VZI39OxzaJJLk1yS5PM9fT0jyTmt/oE99d+c5IK2zzGtbG6Sy5N8KsllSb6XZN3lPEZJkiRppTAxIGlluQW4Nsn2dHf7v7ICbRXwA+BZdMmGUyax7zZtv12Ad7TkwnbAUcBeVbUj8Mae+lsAuwEHAMcCJNkH2Lq1MQ/YOckzWv2tgY9V1XbAzcDzRweQ5PAkw0mGl96+eBKhS5IkSVPPxICklenLdEmB5wH/NUD9GqCtFwFfmkQMp1XVXVV1A/A74GHAXsDXWhlVdVNP/W9U1b1V9fNWF2Cf9nMRcCFdsmHrtu3qqrq4Lc8H5t7voKqOr6qhqhqas97GkwhdkiRJmnp+K4GklelU4H3AcFXdkqR32x1JHlRVf2zrmzHOVIOqOj/JDsDtVXXlqLbu4b7E5zqjdr2rZ3kpE38O9tZPz+/3VNW/91ZMMrdP+04lkCRJ0irNEQOSVpqquh14C/DuPpt/ArwEoM3LfyHw4wmaPBL4pz7li4Cd2/L9hvL38SPgBUke3PrfbIL63wVe0Z5vQJItkzx0gH4kSZKkVY4jBiRNtfWS/G/P+gd6N1bVl8fY743Av7cHAgb4XFX9dLyOquo7Y2w6BviPJP8MnDFRwFV1WZJ3Az9JspRuisBh49T/XpInAOe2kQpL6JIaSyfqS5IkSVrVpGq8KbySpOk0NDRUw8PDMx2GJEmSHuCSzK+qoX7bnEogSZIkSdIsZmJAkiRJkqRZzMSAJEmSJEmzmIkBSZIkSZJmMRMDkiRJkiTNYiYGJEmSJEmaxUwMSJIkSZI0i5kYkCRJkiRpFltzpgOQpNlswXWLmXvkaTMdhiRJkiZh0bH7z3QIU8oRA5IkSZIkzWImBiStsCRzkywcVXZ0kiMm2G8oyXF9yvdIUkle2VM2r5WN2+bySLIoyeaTqN83bkmSJGl15FQCSTOmqoaB4TE2LwReCHy6rR8MXLIy4prIBHFLkiRJqxVHDEiadknOSPLeJOcnuTLJ7q18jySnjrHbNcA6SR6WJMC+wHd62nxVkguSXJLk60nWa+UnJDkuyTlJfpXkwJ6+zkhyUpJfJDmxtTvi9UkuTLIgyTZtn/WTfKbFfVGS546Ou42M+M8kZya5Jsn/SfKvrZ3Tk6w1xadTkiRJmlImBiStLGtW1S7Am4B3DLjPScALgF2BC4G7eradXFVPrqodgcuBv+nZtgWwG3AAcGxP+ZNa/9sCjwae3rPthqraCfgEMDJd4a3Aj1rcewLvS7J+nzgfA+wF/BXwBeDHVbUDcAdwvyfTJDk8yXCS4aW3L57wJEiSJEnTycSApKlQA5Sf3H7PB+YO2O5X6RIDBwNfGrVt+3aXfgFwCLBdz7ZvVNW9VfVz4GE95edX1f9W1b3AxaPi6BffPsCRSS4GzgDWAbbqE+d3qupuYAEwBzi9lS+gz7FW1fFVNVRVQ3PW27jvgUuSJEkri4kBSVPhRmDTUWWbATf0rI/c7V/KgM83qarfAHcDzwR+OGrzCcDr2p35Y+gu2kf3BZAxykfH0S++AM+vqnntZ6uqurxPqHe1eO8F7q6qkYTIvfgsF0mSJK3iTAxIWmFVtQS4PsleAEk2o3smwFlT0PzbgbdU1dJR5Ru2PteiGzEwHb5L9+yBACR50jT1I0mSJM0Y72RJmiqHAh9L8oG2fkxVXbWijVbVOWNsehvwM+D37feGK9pXH/8MfAi4NMkawNV0zy2QJEmSHjBy34hXSdLKNjQ0VMPDfvOhJEmSpleS+VU11G+bUwkkSZIkSZrFTAxIkiRJkjSLmRiQJEmSJGkWMzEgSZIkSdIsZmJAkiRJkqRZzMSAJEmSJEmzmIkBSZIkSZJmMRMDkiRJkiTNYmvOdACSNJstuG4xc488babDkCRJmvUWHbv/TIcwYxwxMAWSzE2ycFTZ0UmOmGC/oSTHjbP9Q0muSzLlr9Mg8U2nJJskuTFJ2vrTklSSP2/rGye5KckaSb6dZJMx2vmn5ez/sCQfneQ+uye5LMnFLd79lqfvUW2es6JtTKXleV8keUGSy5P8OMkeSXbt116SdybZe5x2Jv2ajNr/hCRXt9fn4iRvGKfuGUmGJtH2n+qPfs8leXWSQ5McmeSvesqX670pSZIkrWwmBmZQVQ1XVd+Ll5YM+GvgWuAvVmpgA0gyZ0X2r6qbgeuBJ7SiXYGL2m+ApwLnV9W9VbVfq9/bf9o5WpkXX4cA76mqecDjgRVODFTVrhPXWuX9DfCqqtoT2IP7XsNlVNXbq+oH0xzLm6tqXvsZM+m2gpZ5z1XVJ6vqc1V1bFWdMlY9SZIkaVVlYmAlaHcb35vk/CRXJtm9le+R5NQxdtsDuAz4BHBwT1vL3NFNsjDJ3Lb8tiRXJDkryZd67tS+IcnPk1ya5Ms9feyY5Nwkv0zyqn4xJfloksPa8qJ2HBcCL0iyX5JfJJmf5LhxjmUs53DfReSuwAdHrZ/d0+/mbWTGFUk+BywE/gNYt90dPjHJ+klOS3JJOy8Htf2fnOScVn5+kg1bHw9Pcno7/n/tOeZPJBluowOOaWWvBF4I/HOSLwHvBA5qfR+U5C967lRflGTDJB8buYOc5L+SfKYtvyLJu9vykvZ7iyQ/bfsvbKMT5rS74AuTLEjy963uY1rc85OcmWSbVn5Cex3OSfKrJAeO1XYr3zfJhe28/LDnddm2vWd/1XvXPck3Wp+XJTm8lb0d2A34jyRfA14N/H3ra/feF7vFNxLTZF+Tfdp79cIkX0uywURvrpH4klzQjvv4pBuh0rN9jRbXu8Z77/eUHUvPe66VfavPeblfPUmSJGlV5TMGVp41q2qXdMPP3wGMOaS6ORj4EvBN4F+SrFVVd49VOcmTgecDOwJrARcC89vmI4FHVdVdWXZI/hPp7syvD1yUZJCJzjdW1U5J1gF+CTyjqq5uF8uTdTbdaIhPA48Gvgb8bdu2K3Bsn322Bl5WVedBN4y93cEnyfOBX1fV/m194yQPAr4CHFRVFyTZCLijtTUPeBJwF3BFko9U1bXAW6vqpnSjIn6Y5IlV9ekkuwGnVtVJ7YJxqKpe1/r6FvDaqjq7XbTeCZwJ7A6cAmwJbNH63R3oTdAAvBj4blW9u/W7Xotvy6ravvWxSat7PPDqqvplkqcAHwf2atu2oLtQ36b1e1K/tpM8BPgU971+m/XEsg2wJ7BhOy+faO+9V7Tzsi5wQZKvV9U7k+wFHFFVw0mOBpZU1ftbzH85+gWc7GvSth0F7F1VtyV5C/APdMmZ0d6X5Ki2/FLgo1X1ztbv54EDgG+17WsCJwIL27nZo097y6iqI5O8buQ917ysz3npV0+SJElaJTliYGrUAOUnt9/zgbnjNdYunPYDvlFVtwA/A541QQxPB75ZVXdW1a3cd/EDcClwYpKXAPf0lH+zqu6oqhuAHwO7TNAHdBd00F08/qqqrm7ry5MYOAfYNcmjgEVVdSfdLIENgJ3pjnu0a0aSAn0sAJ6ZblTD7lW1mG7I//VVdQFAVd1SVSPn4IdVtbj1+3Pgka38helGRVwEbAdsO8CxnA18oN1h36T1cSawe5JtW/u/TbIF8LR27L0uAF7eLqx3aK/hr4BHJ/lIkn2BW9q52RX4WpKLgX/nvoQDdO+Ze6vq58DDxmn7qcBPR16/qrqpp43Tququ9r74XU87b0hyCXAe8Ai6JM3ymOxr8lS61+Dsdswv477XarTeqQQLgD2T/CzJArrkyXY9df+dlhRYzuMYMenzkuTwdKNShpfevngFu5ckSZJWjImBqXEjsOmoss2AG3rW72q/lzLxSI1nAZsAC5IsorsDPDKd4B6Wfd3WGSC+/YGPATvR3dEc6X90QqMGaP+2Afr7kySfbcOpvz16W1X9ku44nwOc24rnAy+nSxQs6dPkmP1X1ZV0x7gAeFcb5j6eu3qWlwJrtiTFEcBfVtUTgdMY4BxX1bHAK4F16S5gt6mq6+iOb1/gp3SJghfS3VG/ddT+PwWeAVwHnJDk0Kr6A90IkDPohuh/mu61ubnn4ndeVT2hp6neY8pYbS/HedmDbpTL06pqR7qkySDvvcm6X990x/H9nuPdtqr+ZqKG2qiWjwMHVtUOdCMkemM+hy5xMFI26b+t5T0vVXV8VQ1V1dCc9TaeqLokSZI0rUwMTIF2AXt9G1JNG5a9L3DWcjZ5MPDKqppbVXOBR9HdCV8PWER38UuSndo26O5YPyfJOu2u8gGtzhrAI6rqx8BbgI2BkfnZz231H0z3TIMLgGvo5piv3Yau328oeHMF3d3suW39oH6Vqurl7WJurAf1nQe8kfsSA+cCb2rHM4i7k6wFkOThwO1V9QXgfXTn6QpgizbVgnRz/8dLzGxEl3xYnORhwLPHqHcr3VB7WruPqaoFVfVeuvO4Tc/xvYn7EgNHtN/LSPJI4LdV9Sm6BMBOSTYH1qiqr9MNpd+pjSC5OskL2n5JsuN4J6hf2y2uZ7REyMh7djwbA3+oqtvTPdPgqYOclzFM9jU5D3h6kse2+usnedwEfcB9F+g3tL+JA0dt/w/g28BXW/+Dvvf/9J5j/PPSW0+SJElaZfmMgalzKPCxJB9o68dU1VWTbaRd/O9Ld4cYgDav+iy6O+tfBw5NchndUPsrW50LkpxCN23gt3R3zRcDc4AvJNmY7s7rcVV1c7pnsF1KN4Vgc+Cfq+rXLYav0j3c72q6O6D3U1V3JHkNcHqS2+guhpfH2XTTJobb+rl0zxsY9Gv8jgcubUP/P0c3x/xe4G7g76rqj+keQviRNgf8DsZ5vkNVXZLkIuAXdN8IMVaC4sfAkW1o+3uA3ZLsCdxL99DI77R6ZwL7VNV/J7mGbiTJ/RIDdImZNye5G1hC937aEvhs7vu6yv/Xfh8CfKLNpV+L7nkFl4x1TP3arqrfp3tQ3smt/d8BzxynjdOBVye5nO7CfqzpHN8CTkryXOD1/Sosx2vy+3TPdPhSkrVb8VG09/44+92c5FN07+Xf0Oc9WlUfaH8bn6c7rxO+91n2PfcKxj4vf6pXVYeMF6skSZI0k1I11vR4rW6SbFBVS1py4afA4VV14UroL3RTFX5ZVR+crv6kB6KhoaEaHh6euKIkSZK0ApLMr6qhftucSvDAcny7g30h8PXpTAo0r2r9XUY3pPrfp7k/SZIkSdIUcyrBA0hVvXgl9/dBwBECkiRJkrQac8SAJEmSJEmzmIkBSZIkSZJmMRMDkiRJkiTNYiYGJEmSJEmaxUwMSJIkSZI0i5kYkCRJkiRpFjMxIEmSJEnSLLbmTAcgSbPZgusWM/fI02Y6DEmSpFXaomP3n+kQHtAcMSCthpIsTXJxz8+RrfyMJFe0ssuTHN6zz1uTXJbk0rb9KX3aPSPJUM/63CQLB4jn20k2maLD69f+O5Ps3ZbflGS9nm1/leTIJIcmeXVP+TL1+rR5UpJHTzKOVyc5dMC6OyQ5YTLtS5IkSTPBEQPS6umOqpo3xrZDqmo4yWbAVe3idGfgAGCnqroryebAg6YqmKrab0XbSBIgVXVvn/bf3rP6JuALwO1t2ynAKX2aXKbeqL62A+ZU1a8mEd+aVfXJQetX1YIkf55kq6r6n0H3kyRJklY2RwxID1wbALcBS4EtgBuq6i6Aqrqhqn49mcaSHJbk5CSnJ/llkn/t2bYoyeZJjk3y2p7yo5Mc0ZbfnOSCNmLhmFY2t41w+BywEHhEkhOSLEyyIMnft3onJDkwyRuAhwM/TvLjtu34JMNtNMRIu/erN8ohwDd74lyS5IOtjR8meUgrPyPJh5IMA28cOZ4k2yQ5v2f/uUkW9OnnW8CLJnOeJUmSpJXNxIC0elp31FSCg3q2nZjkUuAK4J+rainwPbqL7iuTfDzJXyxnv/OAg4AdgIOSPGLU9q8AL+xZfyHwlST7AFsDu7Q2dk7yjFZna+DjVbUdsDmwZVVtX1U7AJ/tbbyqjgN+DexZVXu24iOragh4IvAXSZ44Rr1eTwfm96yvDwy3GH4CvKNn24Oqaqiq/q0njl8AD0ryqFZ0UDv20YaB3UcXJjm8JTOGl96+uM9ukiRJ0spjYkBaPd1RVfN6fnovSg+pqicCWwFHJHlkVS2hm05wOPB7uov1w/q0WxOU/bCqFlfVncDPgUcuU7HqIuChSR6eZEfgD1V1LbBP+7kIuBDYhi4hAHBNVZ3Xln8FPDrJR5LsC9wywLl4YZILW9vbAdsOsM8WdOdhxL3cd2H/BWC3nm39LvgBvkqXEICxEwO/oxu5sIyqOr4lG4bmrLfxAOFKkiRJ08dnDEgPUFX1+3bB/BS6i++lwBnAGW3Y+8uAE0btdiOwac/6ZsANPet39Swvpf9nyNeAA4E/476L5QDvqap/762YZC7ddIeRmP/QEgrPAl5NN+LgFWMdY7tjfwTw5LbvCcA6Y9XvcccE9XqTIbeNUecrwNeSnNyFXr/sU2ed1pckSZK0ynLEgPQA1Z7I/yS6BxA+PsnWPZvnAdf02e0M4CXtQYDQJQ/6zdEfz1fo5tUfSJckAPgu8IokG7TYtkzy0D4xbw6sUVVfB44CdurT/q3Ahm15I7oL98VJHgY8e4x6o10OPLZnfY0WL8CLgbPGO0CAqrqKLjnyNsYeVfA4umcnSJIkSassRwxIq6d1k1zcs356VR3Zlk9McgewNnBCVc1PsjPwkfaVgvcA/003rWC04+mG+V+SpOjmyP+/yQRWVZcl2RC4rqqub2XfS/IE4NyWc1gCvITuwrrXlsBnk4wkLfv1fTxwepJfV9WeSS4CfgFcC5w9Vr1RbZwG7AH8oK3fBuyS5Ci64f8HMZivAO8DHgXdVycCQz3forBn60uSJElaZaWq35RiSXrgSrIu3UiIp1fV0iRLqmqDKe5jbboHGe5WVfeMVW9oaKiGh4ensmtJkiTpfpLMbw/tvh+nEkiadarqDrpvHthyGrvZiu4bE8ZMCkiSJEmrAqcSSJqVquq7PctTOlqgtflLoN8DCSVJkqRViiMGJEmSJEmaxUwMSJIkSZI0i5kYkCRJkiRpFjMxIEmSJEnSLGZiQJIkSZKkWczEgCRJkiRJs5hfVyhJM2jBdYuZe+RpMx2GJEnSSrfo2P1nOgQ1jhiQJEmSJGkWMzEgaaVLMjfJwlFlRyc5YoL9hpIc16d8jySV5JU9ZfNa2RE9Zef0/l7O2A9L8vDl3V+SJEla1ZgYkLTaqKrhqnrDGJsXAi/sWT8YuGTU/rv2/l5OhwGTSgwkcdqWJEmSVlkmBiStcpKckeS9Sc5PcmWS3Vv5HklOHWO3a4B1kjwsSYB9ge+ManOoLW+eZFFbPizJyUlOT/LLJP/ayuckOSHJwiQLkvx9kgOBIeDEJBcnWTfJzkl+kmR+ku8m2aKnvw8lGQbeOD1nSpIkSVpx3sWStKpas6p2SbIf8A5g7wH2OQl4AXARcCFw14B9zQOe1OpfkeQjwEOBLatqe4Akm1TVzUleBxxRVcNJ1gI+Ajy3qn6f5CDg3cArWrsPqqqh0Z0lORw4HGDORg8ZMERJkiRpepgYkDQTaoDyk9vv+cDcAdv9KvAVYBvgS8CgUwZ+WFWLAZL8HHgkcBnw6JYkOA34Xp/9Hg9sD3y/G6TAHOD6nu1f6ddZVR0PHA+w9hZbj3UuJEmSpJXCqQSSZsKNwKajyjYDbuhZH7nbv5QBk5hV9RvgbuCZwA9Hbb6H+z7z1hm1rXdkwVK60Qp/AHYEzgBeDXy6T5cBLquqee1nh6rap2f7bYPELUmSJM0kEwOSVrqqWgJcn2QvgCSb0T0T4KwpaP7twFuqaumo8kXAzm35wIkaSbI5sEZVfR04CtipbboV2LAtXwE8JMnT2j5rJdluxcKXJEmSVi6nEkiaKYcCH0vygbZ+TFVdtaKNVtVYX0X4fuCrbX7/aQM0tSXw2SQjCdT/136fAHwyyR3A0+iSDMcl2ZjuM/VDdNMQJEmSpNVCqpzeKkkzZWhoqIaHh2c6DEmSJD3AJZnf78HY4FQCSZIkSZJmNRMDkiRJkiTNYiYGJEmSJEmaxUwMSJIkSZI0i5kYkCRJkiRpFjMxIEmSJEnSLGZiQJIkSZKkWczEgCRJkiRJs9iaMx2AJM1mC65bzNwjT5vpMCRJklaqRcfuP9MhqIcjBiRNqyRzkywcVXZ0kiMm2G8oyXF9yvdIsjjJxUkuTfKDJA+doljPSDI0FW1JkiRJqwsTA5JWSVU1XFVvGGPzmVU1r6qeCFwAvHYlhtZXEkdgSZIkabVkYkDSjGp36d+b5PwkVybZvZXvkeTUCfYNsCHwh7a+S5Jzk1yU5Jwkj2/lhyX5RpLvJ1mU5HVJ/qHVOy/JZj3NvrSNRliYZJe2//pJPtNivCjJc3vaPSXJj4AfJlkvyVeT/DzJfyX5mSMQJEmStKrzDpekVcGaVbVLkv2AdwB7T1B/9yQXAw8GbgP+qZX/Ati9qu5JsjfwL8Dz27btgScB6wD/Dbylqp6U5IPAocCHWr31qmpekmcAn2n7vRX4UVW9IskmwPlJftDq7wQ8sapuatMj/lBV2ybZHrh4Oc+HJEmStNKYGJA03WqA8pPb7/nA3AHaPLOqDgBI8hbgX4FXAxsD/5lk69b+Wj37/LiqbgVuTbIY+FYrXwA8safelwCq6qdJNmqJgH2Av+p5LsI6wFZt+ftVdVNb3g34cNt/YZJL+wWf5HDgcIA5Gz1kgMOVJEmSpo9TCSRNtxuBTUeVbQbc0LN+V/u9lMknLE8BntGW/5kuAbA98By6C/jRfQDc27N+76g+RycyCgjw/PZcg3lVtVVVXd623zbJeKmq46tqqKqG5qy38WR3lyRJkqaUiQFJ06qqlgDXJ9kLoM3n3xc4a4q62A24qi1vDFzXlg9bzvYOAkiyG7C4qhYD3wVe355pQJInjbHv2cALW51tgR2WMwZJkiRppXEqgaSV4VDgY0k+0NaPqaqrxtthAiPPGAiwGHhlK/9XuqkERwGnLWfbdya5iG4awita2T/TPYPg0iRrAFcDB/TZ9+Ot/5/TPe/gshafJEmStMpK1VjTfyVJk5FkDrBWVd2Z5DHAD4DHV9Ufx9pnaGiohoeHV1qMkiRJmp2SzK+qvt+Y5YgBSZo66wE/TrIW3WiG14yXFJAkSZJWBSYGJGmKtG896JuFlSRJklZVPnxQkiRJkqRZzMSAJEmSJEmzmIkBSZIkSZJmMRMDkiRJkiTNYiYGJEmSJEmaxUwMSJIkSZI0i5kYkCRJkiRpFltzpgOQpNlswXWLmXvkaTMdhiRJ0rRadOz+Mx2CxuGIAUkrJMncJAtHlR2d5IgJ9htKclyf8j2SLE5yUZIrkvw0yQGj6pyU5OFJvp1kkyk5kHHi7neMA7b3viSXJXnf1EQoSZIkTT1HDEiaEVU1DAyPsfnMqjoAIMk84BtJ7qiqH7Z9D2z19pv2QJdDkjWr6h7gcGCzqlo60zFJkiRJY3HEgKRpleSMJO9Ncn6SK5Ps3sr3SHLqRPtX1cXAO4HXtf1OSDKSGCDJkvZ7iza64OIkC5PsnmROq78wyYIkf9/qPibJ6UnmJzkzyTZ94t45ySVJLgFe21O+TpLPtvYuSrJnKz8sySlJfgT8MMkpwAbA/CQHLfcJlCRJkqaZIwYkrQxrVtUuSfYD3gHsPcn9LwTePEGdFwPfrap3J5kDrAfMA7asqu0BeqYdHA+8uqp+meQpwMeBvUa191ngdVX101FTAV4LVFXt0BIK30vyuLZtJ+CJVXVT629JVc0bHWiSw+lGEzBno4dMePCSJEnSdDIxIGlF1QDlJ7ff84G5y9FHBqhzAfCZJGsB36iqi5P8Cnh0ko8Ap9FdxG8A7Ap8LflTs2sv01mXQNikqn7aij4PPLst7wZ8BKCqfpHkGmAkMfD9kaTAeKrqeLrkBGtvsfVY50+SJElaKZxKIGlF3QhsOqpsM+CGnvW72u+lLF9C8knA5W35HtpnV5I1gAcBtIv4ZwDXASckObSq/gDsCJwBvBr4dNv35qqa1/PzhOWIqZ/bpqgdSZIkaaUxMSBphVTVEuD6JHsBJNkM2Bc4ayraT/JE4G3Ax1rRImDntvxXwFqt3iOB31bVp+gSADsl2RxYo6q+DhwF7FRVtwBXJ3lB2y9Jdhx1TDcDNyfZrRUd0rP5zJH1NoVgK+CKqThWSZIkaSY4lUDSVDgU+FiSD7T1Y6rqqhVob/ckF9E9J+B3wBtGvpEA+BTwzfZQwNO57y79HsCbk9wNLGkxbQl8to0sAPh/7fchwCeSHEWXWPgycMmoGF5ONzWhgO/1lH+87buAbvTCYVV1V8+0BEmSJGm1kiqnt0rSTBkaGqrh4bG+tVGSJEmaGknmV9VQv21OJZAkSZIkaRYzMSBJkiRJ0ixmYkCSJEmSpFnMxIAkSZIkSbOYiQFJkiRJkmYxEwOSJEmSJM1iJgYkSZIkSZrFTAxIkiRJkjSLrTnTAUjSbLbgusXMPfK0mQ5DkiRphS06dv+ZDkHLyREDkiRJkiTNYiYGpkCSBye5uP38Jsl1bfnmJD8fVffoJEf0aePoJJXksT1lb2plQ2192ySfTjKU5LgViPeMkTZXliSLkizoOU+7jlN3ySTbXtJ+z03y4lHbPt3O20lJHj5WvVH7vC/JZUne19ZPSvLwJN9OsskA8bwxyYd61v89yQ961l+f5LjxXsck85LsN1FfY+w76de395iTHDZyrpZXkr9KcuSKtDHV2ntw80nu86Uklyb5+/b3uN50xSdJkiTNFKcSTIGquhGYB90FPrCkqt6fZC5w6iSaWgC8CHhXW38BcFlPPz8HXtlWh1co6JmxZ1XdMI3tzwVeDHxxpKCqRs7XgePVG+VwYLOqWtraGNm374V6kjWr6p6eorOBQ3rWdwTmJJnT2twV+GZVDdPndUyyJt37aQj49hgxTrU/HXOSM4CFwK+Xt7GqOgU4ZYpimxFJ/gx4clU9tq0vAr4A3D6TcUmSJElTzREDq5ZvAM8FSPIYYDHwpwvp3jvpSQ5MckJbPqHdgT4nya+SHNhT7y3tTv0lSY7t6esFSc5PcmWS3VvdOe2O8QXtLunftvI92l3ok5L8IsmJSbKiB5vkG0nmtzvVh/fZvnmSc5PsP3qkRZKFLfHS61hg9zYi4e+TPCbJmUkubP3s2q/eqD5PATYA5ic5qJ3b3vM5Mjphj9b2KcAyo0KAi4HHJVk3ycbAHa1sh7Z9V+Ds1saprb2jk3w+ydnA54F3Age1GA9K8hc9oy0uSrJh228yr+/cnvNx4cj5GH3MdAmJE1tf6yY5NsnP23vi/e19cnU6myRZmuQZra2fJtm6jTr4aCt7QXu9Lkny01a2XYvv4tbu1q38JT3l/55kzsh5T/Lu1sZ5SR42TttzWpwLW9uv7zkvr2/HviDJNq3+Lu19dlG6v6HHt7rfA7ZssbwDeDjw4yQ/bvvt0/a7MMnXkmzQyhclOWZ0P5IkSdKqyhEDq5ZbgGuTbE+XIPgK8PIB990C2A3Yhu5O7UlJnt3aeUpV3Z5ks576a1bVLumGq78D2Bv4G2BxVT05ydp0F6/fa/WfBGxHdxf5bODpwFmTPL4fJ1kK3FVVTwFeUVU3JVkXuCDJ19voC9qF3ynAUVX1/SRPHqD9I4EjquqA1sZ6wDOr6s524fkluoveZer1qqq/SrKkqua1Np49Tn87AdtX1dWj2rgnyUXAk4F1gZ8BvwR2TfJ7IFV1bbrkT69tgd2q6o4khwFDVfW6Fse3gNdW1dntAvTO5Xh9f9fvfPQ55r9r52c4yYOBvwa2qapKskkbVXBFi/dRwIV0iZafAY+oql8meXpPLG8HnlVV1+W+qRivBj5cVScmeRDdiIonAAcBT6+qu5N8nG7kxeeA9YHzquqtSf4VeBXdyJp+bR9ONypkXnstes/LDVW1U5LXAEfQjcD5BbB7q7s38C/A84G/Ak7tOS8vp416STcl4Shg76q6LclbgH+gS+iM1c+fpEuEHQ4wZ6OHIEmSJM0kEwPTqyZZDvBluukEzwL+ksETA9+oqnuBn4/cTaW7GPxsVd0OUFU39dQ/uf2eT3cRBbAP8MTcd4d8Y2Br4I/A+VX1vwBJLm77TDYxMHoqwRuS/HVbfkTr60ZgLeCHdBfCP5lkH73WAj6aZB6wFHjcCrTVz/mjkwI9zqEbGbAucC5dYuCfgN+3bf2cUlV3jLHtbOADSU4ETq6q/20XsZN5fZfnfCwG7gT+I93ohpGpMWcCz6BLDLyH7kL9J8AFY8R+QpKv9sR1LvDWJH/ejueXSf4S2JkuSQTduftdq//Hnr7nA88cp+29gU+OTO8Y57z8n7a8MfCfLVlSdOdpIk+lS4yc3WJ9UDum8fr5k6o6HjgeYO0tth7v80CSJEmadk4lmF43ApuOKtuMnukBfZwKvBT4n6q6ZdS23guIdUZtu6tneZBh/iP1l3JfgijA66tqXvt5VFV9b1T90ft0OyaPyH1D3V89UedJ9qC7gHtaVe0IXNRzTPfQXVA9q2eXe1j2/Tr6+Pv5e+C3dHP8h+gu3ibrT/0mWWNUG7eNs9/ZdImBp9FdMF5OdyG5K2MnBsZsr6qOpbvrvC7dxehEw9P7vb6TPh/t4noX4CTgAOD0tumnwO5t27eBTYA96BIGo9t4Nd3d9UfQTVd4cFV9ke6O/B3At5PsRff++8+e99/jq+ro1szdVTXy/v/TMfVre4JD6nde/hn4cVVtDzyHwd5bAb7fE+u2VfU3E/QjSZIkrZJMDEyjqloCXN8uemhDmvdlnDvt7e7vW4B399n82yRPaBeof91n+2jfB17ehtSP9D+e7wJ/l2StVv9xSdYfoB+q6tqei6RPDrDLxsAf2hD4bejuwP6pOeAVwDZtiDbAIrqh+yTZie5O9Wi3AhuO6uP6NpLipcCcMeqNZxHdXWzoLmQHuZsMXTLgqcBDqup37aL293RD/88eYP9lYkzymKpaUFXvpbsrvw2Tf33HOh9j9t2mLWxcVd+mSyzs2OqcT5fkuLeq7qR7hsLf0iUMltFi/1lVvZ3uHDwiyaOBX1XVccA3gSfSjRI5MMlDR44nySPHO6B+bbfz8rfpHuI46Hm5ri0fNk693tfkPODpad8ikmT9JFM9IkWSJElaKbyTNf0OBT6W5ANt/Ziqumq8Harqy2NsOpJuRMHv6Z5mv8EE7Zzeho0PJ/kj3Z3dfxpnl0/TDTu/MN346N8DzxuvjxVwOvDqJJcDV9BdaP1Jm8d+MHBKkluBzwKHJrmMbs7+lX3avBRYmuQS4ATg48DXkxza+rutX72q+uA4cX4K+Gar29vGuKrqD+15Apf1FJ9L92yGSwZo4sfAkW3axnuA3ZLsCdzb2vxOVd01ydd3rPMx2gnAJ5PcATyb7vjXobtL/g/t+O5Kci33vW5nAgfTfbPGaO9rw/RDd/F/CV3y66VJ7gZ+A/xLe97EUcD3WvLrbuC1wDXjHFO/thfSTZO4tLX/KeCj47Txr3RTCY4CThun3vHA6Ul+XVV7tudAfCnd8zigG7nQ7305rh223JjhY/ef7G6SJEnSlMl9o3MlSSvb0NBQDQ+vjt8+KkmSpNVJkvlVNdRvm1MJJEmSJEmaxUwMSJIkSZI0i5kYkCRJkiRpFjMxIEmSJEnSLGZiQJIkSZKkWczEgCRJkiRJs5iJAUmSJEmSZjETA5IkSZIkzWJrznQAkjSbLbhuMXOPPG2mw5AkSVoui47df6ZD0BRwxICk1VqSuUkWjio7OskRE+w3lOS4PuV7JDm1Z/1dSU5PsnaS49p+n06ybb/6kiRJ0urGEQOSZqWqGgaGx6uT5Cjg6cB+VXUX8Ia26ZXTHJ4kSZK00jhiQNIDWpIzkrw3yflJrkyyeysf905/kn8Eng08p6ruSLJOks8mWZDkoiR79tnn6CSfaX3+Kskb7t+yJEmStGpxxICk2WDNqtolyX7AO4C9J6j/dODxwM5VtaSVvRaoqtohyTbA95I8rs++2wB7AhsCVyT5RFXd3VshyeHA4QBzNnrIch+UJEmSNBUcMSBpdVcDlJ/cfs8H5g7Q5n8DAZ7ZU7Yb8AWAqvoFcA3QLzFwWlXdVVU3AL8DHna/wKqOr6qhqhqas97GA4QjSZIkTR8TA5JWdzcCm44q2wy4oWf9rvZ7KYONlPotsB/woX5TBiZwV8/yoP1JkiRJM8bEgKTVWhvqf32SvQCSbAbsC5y1gu1eCfwf4AtJ5gFnAoe0Ph4HbAVcsSJ9SJIkSasC72RJeiA4FPhYkg+09WOq6qoVbbSqLkjycuAUugcR7pBkAXAPcFhV3ZVkRbuRJEmSZlSqxpqeK0mabkNDQzU8PO63JkqSJEkrLMn8qhrqt82pBJIkSZIkzWImBiRJkiRJmsVMDEiSJEmSNIuZGJAkSZIkaRYzMSBJkiRJ0ixmYkCSJEmSpFnMxIAkSZIkSbOYiQFJkiRJkmaxNWc6AEmazRZct5i5R54202FIkiSNadGx+890CJpmjhiQJEmSJGkWMzEgadKSzE2ycFTZ0UmOmGC/oSTH9SnfI0kleWVP2bxWNm6bk4j5hCQHTlDnjCRDU9GfJEmStLowMSBppamq4ap6wxibFwIv7Fk/GLhk+qOaGun4mSpJkqTVjv+JlTTl2p339yY5P8mVSXZv5XskOXWM3a4B1knysCQB9gW+09Pmq5JckOSSJF9Psl4rf0yS85IsSPKuJEtaeZJ8NMkVSX4APLSnrZ2T/CTJ/CTfTbJFTxwvTXJxkoVJdmn1lxkN0bbNbT9XJPkcXWLjEUne1srOSvKlqRrxIEmSJE0XEwOSpsuaVbUL8CbgHQPucxLwAmBX4ELgrp5tJ1fVk6tqR+By4G9a+YeBD1fVDsD/9tT/a+DxwLbAoa1NkqwFfAQ4sKp2Bj4DvLtnv/Wqah7wmrZtIlsDH6+q7eiSD88HdgSeDfSdlpDk8CTDSYaX3r54gC4kSZKk6eO3EkhaHjVA+cnt93xg7oDtfhX4CrAN8CXaxXyzfZJ3AZsAGwDfbeVPA57Xlr8IvL8tPwP4UlUtBX6d5Eet/PHA9sD3u4EJzAGu7+nnSwBV9dMkGyXZZIKYr6mq89ry04FvVtWdwJ1JvtVvh6o6HjgeYO0tth7rXEqSJEkrhYkBScvjRmDTUWWbAVf3rI/c7V/KgJ81VfWbJHcDzwTeyLKJgROA51XVJUkOA/aYdNSdAJdV1dPGCqPP+j0sO8JqnZ7l25YzDkmSJGmV4FQCSZNWVUuA65PsBZBkM7pnApw1Bc2/HXhLu9Pfa8PW51rAIT3l59EN3wd4UU/5T4GDksxpzxDYs5VfATwkydNa7Gsl2a5nv4Na+W7A4qpaDCwCdmrlOwGPGiP2s4HnJFknyQbAAQMesyRJkjRjHDEgaXkdCnwsyQfa+jFVddWKNlpV54yx6W3Az4Dft98btvI3AV9I8lbgdGBk0v5/AXsBPwf+Bzi3tf/H9rWFxyXZmO5z8EPAZW2/O5NcBKwFvKKVfR04NMllre8rx4j9giSnAJcCvwUW9MQjSZIkrZJS5fRWSauv9u0Ed1RVJXkRcHBVPXcG49mgqpa0uH4KHF5VF45Vf2hoqIaHh1degJIkSZqVksyvqr4Px3bEgKTV3c7AR9tXHN7MfXf5Z8rxSbalew7Bf46XFJAkSZJWBSYGJK3WqupMuq8HXCVU1YtnOgZJkiRpMnz4oCRJkiRJs5iJAUmSJEmSZjETA5IkSZIkzWImBiRJkiRJmsVMDEiSJEmSNIuZGJAkSZIkaRbz6wolaQYtuG4xc488babDkCRJs9iiY/ef6RA0wxwxIOkBI8ncJAtHlR2d5IgJ9htKclyf8j2SnNqz/q4kpydZO8mnk2w7QbtnJBma7HFIkiRJK5MjBiTNelU1DAyPVyfJUcDTgf2q6i7glSsjNkmSJGm6OWJA0qzR7uC/N8n5Sa5MsnsrX2ZkQJ/9/hF4NvCcqrqjp62htrxPknOTXJjka0k2WBnHI0mSJE0FEwOSZps1q2oX4E3AOwao/3Tg1cCzq2rJ6I1JNgeOAvauqp3oRh78w9SFK0mSJE0vpxJIeiCpAcpPbr/nA3MHaPO/gU2BZwJf77P9qcC2wNlJAB4EnDteg0kOBw4HmLPRQwYIQZIkSZo+JgYkPZDcSHcR32sz4Oqe9bva76UM9hn4W+AQ4IdJbqqqH4/aHuD7VXXwoEFW1fHA8QBrb7H1WMkMSZIkaaVwKoGkB4w21P/6JHsBJNkM2Bc4awXbvRL4P8AXkswbtfk84OlJHtv6XD/J41akP0mSJGllMjEg6YHmUOBtSS4GfgQcU1VXrWijVXUB8HLglCSP6Sn/PXAY8KUkl9JNI9hmRfuTJEmSVpZUOYpVkmbK0NBQDQ+P+02JkiRJ0gpLMr+qhvptc8SAJEmSJEmzmIkBSZIkSZJmMRMDkiRJkiTNYiYGJEmSJEmaxUwMSJIkSZI0i5kYkCRJkiRpFjMxIEmSJEnSLGZiQJIkSZKkWczEgCRJkiRJs9iaMx2AJM1mC65bzNwjT5vpMCRJ0iyy6Nj9ZzoErWIcMSBp2iSZm2ThqLKjkxwxwX5DSY7rU75HklNHlZ2Q5MDpiFWSJEmaDRwxIGmVU1XDwPBMxzEZSdasqntmOg5JkiRpshwxIGnGJDkjyXuTnJ/kyiS7t/L7jQwYsL23J7kgycIkxydJTz8fTDKc5PIkT05ycpJfJnlXTxNrJjmx1TkpyXpt/0VJNm/LQ0nOaMtHJ/l8krOBzyd5SJLvJ7ksyaeTXDOynyRJkrSqMjEgaaatWVW7AG8C3jFA/d2TXDzyA/xVz7aPVtWTq2p7YF3ggJ5tf6yqIeCTwDeB1wLbA4cleXCr83jg41X1BOAW4DUDxLMtsHdVHdzi/1FVbQecBGzVb4ckh7ckxfDS2xcP0IUkSZI0fUwMSJpONUD5ye33fGDuAG2eWVXzRn6AU3q27ZnkZ0kWAHsB2/VsG6m3ALisqq6vqruAXwGPaNuuraqz2/IXgN0GiOeUqrqjLe8GfBmgqk4H/tBvh6o6vqqGqmpoznobD9CFJEmSNH18xoCk6XQjsOmoss2Aq3vW72q/l7ICn0lJ1gE+DgxV1bVJjgbW6dPPvT3LI+sj/Y5OZIys38N9idR1RtW5bXljliRJklYFjhiQNG2qaglwfZK9AJJsBuwLnDUN3Y1csN+QZANgeb6pYKskT2vLL+a+OBcBO7fl54+z/9nACwGS7MP9kyKSJEnSKsfEgKTpdijwtvY8gB8Bx1TVVVPdSVXdDHwKWAh8F7hgOZq5AnhtksvpLuo/0cqPAT6cZJhuZMNYjgH2aV97+ALgN8CtyxGHJEmStNKkaqwpwJKkyUiyNrC0qu5pIw8+0Z6DMKahoaEaHl6tvplRkiRJq6Ek89vDuO/HZwxI0tTZCvhqkjWAPwKvmuF4JEmSpAmZGJCkKVJVvwSeNNNxSJIkSZPhMwYkSZIkSZrFTAxIkiRJkjSLmRiQJEmSJGkWMzEgSZIkSdIsZmJAkiRJkqRZzMSAJEmSJEmzmF9XKEkzaMF1i5l75GkzHYYkSVrFLTp2/5kOQQ9gA40YSLLDdAciSZIkSZJWvkGnEnw8yflJXpNk42mNSJImkGRpkot7fuYmOSzJR0fVOyPJUJ/9z0hyRdv38iSHL0cMJyQ5sC1/Osm2y39EkiRJ0swZaCpBVe2eZGvgFcD8JOcDn62q709rdJLU3x1VNa+3IMlk2zikqoaTbAZcleSEqvrjIDsmmdO7XlWvnGznkiRJ0qpi4IcPVtUvgaOAtwB/ARyX5BdJ/s90BSdJK8EGwG3AUoAk+yQ5N8mFSb6WZINWvijJe5NcCLygt4HekQlJliR5d5JLkpyX5GEr+XgkSZKkSRn0GQNPTPJB4HJgL+A5VfWEtvzBaYxPkvpZt2cawX8tZxsnJrkUuAL456pammRzugTo3lW1EzAM/EPPPjdW1U5V9eVx2l0fOK+qdgR+CrxqdIUkhycZTjK89PbFyxm+JEmSNDUG/VaCjwCfBv6pqu4YKayqXyc5aloik6Sx3W8qAVBj1B2rfGQqwUOAc5KcDuwAbAuc3aYmPAg4t2efrwwQ2x+BU9vyfOCZ9wuo6njgeIC1t9h6rPgkSZKklWLQxMB/VdXnewuSvLGqPjy6XJJmyI3ApqPKNgNuGG+nqvp9mx7wFOAO4PtVdfAY1W8bII67q2rkYn8pfi2sJEmSVnGDPmPg0D5lh01hHJK0oi4Anp7kzwDanP+1gWvH2ynJesCTgKuA81obj23b1k/yuGmNWpIkSZph497JSnIw8GLgUUlO6dm0IXDTdAYmSZNRVb9N8kbg20nWAJYAB1fVvWPscmKSO+iSBydU1XyAJIcBX0qydqt3FHDl9EYvSZIkzZzcN+K1z8bkkcCjgPcAR/ZsuhW4tKrumd7wJOmBbWhoqIaHh2c6DEmSJD3AJZlfVUP9to07YqCqrgGuAZ42HYFJkiRJkqSZNdFUgrOqarckt7Lsk70DVFVtNK3RSZIkSZKkaTXRiIHd2u8NV044kiRJkiRpZRroWwmSPGbkQVxJ9kjyhiSbTGtkkiRJkiRp2g36dYVfB5a2r/A6HngE8MVpi0qSJEmSJK0UgyYG7m3fQPDXwEeq6s3AFtMXliRJkiRJWhkGTQzcneRg4GXAqa1srekJSZIkSZIkrSyDJgZeTveVhe+uqquTPAr4/PSFJUmSJEmSVoZU1fgVkjnA56rqkJUTkiTNHmtvsXVt8bIPzXQYkiRpFbDo2P1nOgQ9gCWZX1VD/bZNOGKgqpYCj0zyoCmPTNIDVpK5SRaOKjs6yRET7DeU5Lg+5XskObVP+bZJPj3WfisSryRJkjQbrDlgvV8BZyc5BbhtpLCqPjAtUUmatapqGBieRP2fA69sqwPvN9WSrNke0ipJkiStVgZ9xsBVdA8dXAPYsOdHkpZLkjOSvDfJ+UmuTLJ7K+87MmCcdpb0LB+Y5IS2fEKS45Kck+RXSQ7sqffmJBckuTTJMT3NrZnkxCSXJzkpyXqt/qIkm7floSRntOWjk3w+ydnA55M8JMn3k1zWRjFcM7KfJEmStKoaaMRAVR0DkGS9qrp9ekOSNIusWVW7JNkPeAew9xS3vwWwG7ANcApwUpJ9gK2BXYAApyR5BvA/wOOBv6mqs5N8BngN8P4J+tgW2K2q7kjyUeBHVfWeJPsCfzPFxyNJkiRNuYFGDCR5WpKfA79o6zsm+fi0RiZpdTfWk017y09uv+cDc6chhm9U1b1tusHDWtk+7eci4EK6pMHWbdu1VXV2W/4CXVJhIqdU1R1teTfgywBVdTrwh347JDk8yXCS4aW3L57sMUmSJElTatCpBB8CngXcCFBVlwDPmKaYJD0w3AhsOqpsM+CGnvW72u+lDP7Mk9F6Ew3rjNp2V89yen6/p6rmtZ/HVtV/9Gmrd/0e7vu8HN3HbUxSVR1fVUNVNTRnvY0nu7skSZI0pQZNDFBV144qWjrFsUh6AKmqJcD1SfYCSLIZsC9w1hR39dskT0iyBvDXA9T/LvCKJBu0uLZM8tC2baskT2vLL+6JdRGwc1t+/jhtnw28sLW7D/dPjEiSJEmrnEETA9cm2RWoJGu1rxu7fBrjkvTAcCjwtiQXAz8Cjqmqq1agvb9M8r89P08DjqR7OOo5wPUTNVBV3wO+CJybZAFwEvc9TPUK4LVJLqe7qP9EKz8G+HCSYcZPih4D7NO+9vAFwG+AWyd7kJIkSdLKlKqxpgH3VOqeqv1hugeDBfge8MaqunF6w5Ok1UeStYGlVXVPS1p8oqrmjbfP0NBQDQ/P2LcsSpIkaZZIMr+qhvptG3ROb6rqkCmMSZIeiLYCvtqmNfwReNUMxyNJkiRNaNDEwNlJFgFfAb5eVTdPW0SStJqqql8CT5rpOCRJkqTJGOgZA1X1OOAoYDvgwiSnJnnJtEYmSZIkSZKm3WS+leD8qvoHYBfgJuA/py0qSZIkSZK0UgyUGEiyUZKXJfkO9z35e5dpjUySJEmSJE27QZ8xcAnwDeCdVXXu9IUjSZIkSZJWpkETA4+uQb7XUJIkSZIkrVbGTQwk+VBVvQk4Jcn9EgNV9VfTFZgkSZIkSZp+E40Y+Hz7/f7pDkSSJEmSJK18cYaAJM2ctbfYurZ42YdmOgxJkrQKWHTs/jMdgh7AksyvqqF+2wb9VoKnJ/l+kiuT/CrJ1Ul+NbVhSlpVJHlrksuSXJrk4iRPaeVnJBnqqTc3ycK2vEeSxa3+pUl+kOShfdoeqN4E8fX2O5TkuEnunyQ/SrLRJPd7Z5K9B6x7QJJ3TqZ9SZIkaSYMlBgA/gP4ALAb8GRgqP2W9ACT5GnAAcBOVfVEYG/g2gF3P7Oq5rX9LgBeu4L1+sW3zBSoqhquqjcMun+zH3BJVd0yiX7nVNXbq+oHA+5yGvCcJOtNMjZJkiRppRo0MbC4qr5TVb+rqhtHfqY1MkkzZQvghqq6C6CqbqiqX0+mgSQBNgT+MJl6SdZP8pkk5ye5KMlzW/lhSU5J8iPgh6Pa2CPJqW356Lb/GW1001gJg0OAb7Z95ib5RZITk1ye5KSRi/kki5K8N8mFwAuSnJDkwCT7JvlavxhGtG9yOYMuySJJkiStsgZNDPw4yfuSPC3JTiM/0xqZpJnyPeARberQx5P8xajtJ7ZpABcD3x61bfdW/j90Iw0+M0YfY9V7K/CjqtoF2BN4X5L127adgAOranQ8o20DPAvYBXhHkrX61Hk6ML9n/fHAx6vqCcAtwGt6tt1YVTtV1Zd7yn4APKUntoOA3u0jhoHdRxcmOTzJcJLhpbcvnuBwJEmSpOk1aGLgKXTTB95N9w0F/4bfVCA9IFXVEmBn4HDg98BXkhzWU+WQNg1gHt2Q/F4jUwQeAXwW+Ncxuhmr3j7AkS1pcAawDrBV2/b9qrppgEM4raruqqobgN8BD+tTZ7OqurVn/dqqOrstf4Fu2tSIr4zeuaruAU6nmyqwJrA/bQTCKL8DHt5n/+Oraqiqhuast/EAhyRJkiRNn4m+rnDEGX3K/DoD6QGqqpbS/d2fkWQB8DLghEk2cwrw9UnWC/D8qrqit0J7+OFtA/Z7V8/yUvp/zt2TZI2quretj/48610fq98vA68DbgKGRyUaRqwD3DFxyJIkSdLMGXTEwJKen3uAfYG50xSTpBmU5PFJtu4pmgdcsxxN7QZcNcl63wVe3549QJInLUe/g7gCeHTP+lbtoYsALwbOGqCNn9BNb3gV/acRADwOWLi8QUqSJEkrw0AjBqrq33rXk7yf7j/wkh54NgA+kmQTukTgf9NNKxjEyLMDAiwGXjnJev8MfAi4NMkawNVMz8P7TgP2oDs26BIFr03yGeDnwCcmaqCqlrYHDh5GN6KCJK9u2z7Zqu0J/L+pDFySJEmaaukenD3JnZJNgQuq6rFTH5IkTa8kWwCfq6pnJpkLnFpV209xHw8DvlhVfzlevaGhoRoeHp7KriVJkqT7STK/qob6bRtoxECbYzySQZgDPAR459SEJ0krV1Vdn+RTSTaaxm62Av5xGtuXJEmSpsSgDx/sHcp7D/Db9lRuSVotVdVX2+ItwJSOFmjtXzDVbUqSJEnTYdBnDCzPg8ckSZIkSdIqbtBvJZAkSZIkSQ9AJgYkSZIkSZrFTAxIkiRJkjSLmRiQJEmSJGkWMzEgSZIkSdIsNujXFUqSpsGC6xYz98jTZjoMSZK0Clh07P4zHYJmKUcMSJIkSZI0i5kYkDSlksxNsnBU2dFJjphgv6Ekx42xbZckZyT5ZZILk5yWZIee7ef0/m7Lz0uybc/6YUke3rP+6d7tkiRJ0mzlVAJJq4SqGgaGR5cneRjwVeDFVTWSANgNeAywoO27a+/v5nnAqcDP2/phwELg163uK6fhMCRJkqTVjiMGJK1U7c7/e5Ocn+TKJLu38j2SnNpnl9cB/zmSFACoqrOq6httv7lJfpTk0iQ/TLJVkl2BvwLel+TiJG8BhoAT2/q6LY6h1saSJO9OckmS81oygiSPaesLkrwryZKe43hzkgtav8f0xHJ5kk8luSzJ95KsOy0nUpIkSZoiJgYkzYQ1q2oX4E3AOyaoux1w4TjbP0KXOHgicCJwXEsinAK8uarmVdV76UYjHNLW7xjVxvrAeVW1I/BT4FWt/MPAh6tqB+B/Ryon2QfYGtgFmAfsnOQZbfPWwMeqajvgZuD5owNOcniS4STDS29fPMHhS5IkSdPLxICkqVYDlJ/cfs8H5k6m8SQ/a3flP9yKngZ8sS1/HthtMu01f6SbdjA6pqcBX2vLX+ypv0/7uYguabENXUIA4OqqurhPW39SVcdX1VBVDc1Zb+PlCFeSJEmaOiYGJE21G4FNR5VtBtzQs35X+72UiZ91chmw08hKVT0FeBswlVfUd1fVSOJikJgCvKeNPphXVY+tqv9o2+7qqTdIW5IkSdKMMjEgaUpV1RLg+iR7ASTZDNgXOGs5m/wYcFh7bsCI9XqWzwFe1JYPAc5sy7cCG/bUG70+iPO4byrAi3rKvwu8IskGAEm2TPLQSbYtSZIkrRK8kyVpOhwKfCzJB9r6MVV11fI0VFW/SXIQ8N4kWwK/oxt98M5W5fXAZ5O8Gfg98PJW/mXgU0neABwInAB8MskddFMEBvEm4AtJ3gqcDixuMX0vyROAc5MALAFeQjdCQJIkSVqt5L7Rs5KkXknWA+6oqkryIuDgqnruVPYxNDRUw8P3+5ZGSZIkaUolmV9VQ/22OWJAksa2M/DRdMMCbgZeMbPhSJIkSVPPxIAkjaGqzgR2nOk4JEmSpOnkwwclSZIkSZrFTAxIkiRJkjSLmRiQJEmSJGkWMzEgSZIkSdIsZmJAkiRJkqRZzMSAJEmSJEmzmF9XKEkzaMF1i5l75GkzHYYkSZoBi47df6ZDkABHDEhaCZLMTbJwVNnRSY6YYL+hJMf1KV8vyYlJFiRZmOSsJBsk2STJawaM6U1J1utZ/6dBj2fA9vdIsutUtilJkiRNBxMDklZZVTVcVW/os+mNwG+raoeq2h74G+BuYBNgoMQA8CZgvZ71KUsMJFkT2AMwMSBJkqRVnlMJJM24JGcAPwP2pLu4/5uqOjPJHsARVXXAqF22AK4ZWamqK1o7xwKPSXIx8H3gtN79k3wUGAY2Ah4O/DjJDa3vddt+l1XVIUneBrwE+D1wLTC/qt6f5FXA4cCDgP8GXlpVtyc5AbgTeBJwHV1SYGmSlwCvr6ozp+RkSZIkSVPMxICkVcWaVbVLkv2AdwB7j1P3M8D3khwI/BD4z6r6JXAksH1VzYNuOH+/navquCT/AOxZVTe0uq/r2e/JwPOBHYG1gAuB+W33k6vqU63eu+hGK3ykbftzYNeqWprkaGBJVb1/kudBkiRJWqmcSiBpZagByk9uv+cDc8dtrOpi4NHA+4DNgAuSPGHFQlzG04FvVtWdVXUr8K2ebdsnOTPJAuAQYLuebV+rqqUTNZ7k8CTDSYaX3r54CsOWJEmSJs/EgKSV4UZg01FlmwE39Kzf1X4vZYDRTFW1pKpOrqrXAF8A9utT7R6W/ZxbZ+CIx3YC8Lqq2gE4ZlSbtw3SQFUdX1VDVTU0Z72NpyAkSZIkafmZGJA07apqCXB9kr0AkmwG7AuctTztJXl6kk3b8oOAbemeOXArsGFP1WuAbZOsnWQT4C97to2ue3eStdry2cBzkqyTZAOg9xkHG7ZjWYtuxMBYRrcvSZIkrZJMDEhaWQ4F3tYe8Pcj4Jiqumo523oM8JM2nP8iugcKfr2qbgTObl9h+L6quhb4KrCw/b6op43jgdOT/Lhn/dIkJ1bVBcApwKXAd4AFwMiY/7fRPazwbOAX48T4LeCvk1ycZPflPE5JkiRp2qVqrKm/kjR7JdmgqpYkWQ/4KXB4VV041f0MDQ3V8PDwVDcrSZIkLSPJ/Koa6rfNbyWQpP6OT7It3TME/nM6kgKSJEnSqsDEgCT1UVUvnukYJEmSpJXBZwxIkiRJkjSLmRiQJEmSJGkWMzEgSZIkSdIsZmJAkiRJkqRZzMSAJEmSJEmzmIkBSZIkSZJmMRMDkiRJkiTNYmvOdACSNJstuG4xc488babDkCRJK8miY/ef6RCk+3HEgKTVWpK5SRaOKjs6yRET7DeU5LhRZc9KcnH7WZLkirb8uVH13plk76k7CkmSJGnmOGJA0qxUVcPA8Kiy7wLfBUhyBnBEq/cnSeZU1dsn01eSNavqnhWLWJIkSZoejhiQ9ICW5Iwk701yfpIrk+zeyvdIcuqAbSxqbVwIvCDJCUkObNt2TvKTJPOTfDfJFj39fijJMPDG6To+SZIkaUU5YkDSbLBmVe2SZD/gHcDyTAO4sap2Akiyb/u9FvAR4LlV9fskBwHvBl7R9nlQVQ2NbijJ4cDhAHM2eshyhCJJkiRNHRMDklZ3NUD5ye33fGDucvbzlT5ljwe2B76fBGAOcP0E+1BVxwPHA6y9xdZjxS9JkiStFCYGJK3ubgQ2HVW2GXB1z/pd7fdSlv9z77Y+ZQEuq6qnTWIfSZIkaZXiMwYkrdaqaglwfZK9AJJsBuwLnLUSur8CeEiSp7W+10qy3UroV5IkSZoyjhiQ9EBwKPCxJB9o68dU1VXT3WlV/bE9hPC4JBvTfaZ+CLhsuvuWJEmSpkqqnN4qSTNlaGiohoeHJ64oSZIkrYAk8/s9GBucSiBJkiRJ0qxmYkCSJEmSpFnMxIAkSZIkSbOYiQFJkiRJkmYxEwOSJEmSJM1iJgYkSZIkSZrFTAxIkiRJkjSLmRiQJEmSJGkWW3OmA5Ck2WzBdYuZe+RpMx2GJEmaAouO3X+mQ5CWiyMGJEmSJEmaxUwMSJpSSZYmuTjJwiTfSrJJ+7kxSVqdpyWpJH/e1jdOclOST7R9f57kjrZ8cZIDk5yQ5MBRfS0ZJ47ntT62WYFjuV+fkiRJ0gONiQFJU+2OqppXVdsDNwGvraqbgeuBJ7Q6uwIXtd8ATwXOr6q/q6p5wH7AVa2deVV10nLEcTBwVvstSZIkaQwmBiRNp3OBLdvyOdyXCNgV+OCo9bOnqtMkGwC7AX8DvKi3PMkPk1yYZEGS5/ZsOzTJpUkuSfL5nuaekeScJL/qHT2Q5M1JLmj7HNPK5ia5PMmnklyW5HtJ1p2q45IkSZKmg4kBSdMiyRzgL4FTWtHZ3JcIeDTwNWCore9KlziYyPt6phdcPE695wKnV9WVwI1Jdm7ldwJ/XVU7AXsC/5bOdsBRwF5VtSPwxp62tqBLMhwAHNuObR9ga2AXYB6wc5JntPpbAx+rqu2Am4Hnjw4uyeFJhpMML7198QCHLUmSJE0fEwOSptq67aL9N8DDgO+38nOAXZM8ClhUVXcCaXf3dwZ+NkDbb+6ZXjBvnHoHA19uy1/mvukEAf4lyaXAD+hGMzwM2Av4WlXdAFBVN/W09Y2qureqft7qAuzTfi4CLgS2oUsIAFxdVRe35fnA3NHBVdXxVTVUVUNz1tt4gMOWJEn/v707D7ekqu/9//7QIIMgk8hFHFqQyEwLRyKTQSQEhThElKsoQaNcokjAYCRxAqMRotEriiiioogTQxTBAErgAg0Cp6Ghm9Gf0A6IigRamaH5/v6odWBzOFMPp0/T+/16nn72rlVrrfpW1d4H6ltr1ZY0efy5QklL2v1VNSPJasC5wLuBY6vqZ0nWAv6abooBdBfOb6NLFIz6IMGFkWQdugv9rZIUMA2oJO8D9gPWA7arqoeTzANWGafLB3u773n9RFV9adi2pw+rvwBwKoEkSZKWaY4YkDQpquo+4BDgH5MMJSF/SjdMfygxcBlwKEvw+QLAPsDJVfX8qppeVc8FbgV2AdYEft+SAi8Hnt/a/DfwhiTrwmPJhbGcC7y9jXYgyYZJnrUE90GSJElaahwxIGnSVNXVbdj+m4CT6RIArwIGW5XL6J43MJHnC0zUm4BjhpWd3so/BPwwyZwWw40tzuuSfBz4f0kW0E0ROGC0DVTVeUk2Ay5rv8B4D/AWuhECC2WrDddk8Oi9FraZJEmStMSkqqY6BknqWwMDAzU4ODh+RUmSJGkxJJlVVQMjrXMqgSRJkiRJfczEgCRJkiRJfczEgCRJkiRJfczEgCRJkiRJfczEgCRJkiRJfczEgCRJkiRJfczEgCRJkiRJfczEgCRJkiRJfWzFqQ5AkvrZnNvmM/2Is6c6DEmSNEHzjt5rqkOQlrhJGTGQZHqSucPKjkxy+DjtBpIcO0L5rknmJ5md5NokP0nyrCUd90QkWSvJu4bFdtZi9jkvyZy2b/8vyfMXsZ97Ril/bZLNFyfGxZHkgCSfH1aWJH9IsnZb3iBJJdm5p84dSdZNcuJo8Sc5NMlqixDTQp+3JJu2z+DVSTZO8uaF3e4Iff4oyVqL28+SMtK5mkCbXZJc147NDkleNVJ/SQ5Ksv8Y/SzWd6n9jbmtxTE7ydFj1D0pyT4L0fdj9Yd/5pK8OskRSfZPclBP+SJ9NiVJkqSlbZmaSlBVg1V1yCirL66qGVW1NXAl8O7F3V6SRRkxsRbwrvEqLYKXt327EPjgEu77tcCUJQZGUlUF/BTYoRXtCFzdXknyIuDOqrqzqt5RVdcP7yPJNOBQYGldfL0WOK2qXgw8F1jsxEBVvaqq7l7cfqbYfsAnqmoG8CLgVSNVqqovVtU3JjmWz7S/EzOq6ohJ2sah9HzmqurMqjq6qr5RVV8crZ4kSZK0rJqSxECSC5Mck+SKJDcn2aWVj3vHMEmANYC72vL2SS5rd3EvbReUJLkoyYyedpck2abdVTw5yUzg5CTrJTk9yZXt306t/hNGOCSZm2Q6cDSwcbsj+cm2evUkpyW5MckpLcZFdRmwYdvmaLGtnuRrPaMMXt8T58eTXJPkp0nWT7Ij8Grgky3mjZMckuT61vY74wXUztdAe//MJPPa+wOSnJHknCQ/S/LvPW3e1s7tFcBOo3R9KS0R0F4/wxMTBTNH2P49Sf4jyTXAB4BnAxckuSDJtHZnd247Noe1Ni9MN8rkmiRXJdm4bWPE85bkw+14z01yQjqvorvQ+/skF9B9DnZpx/SwJFu0z/PQqJZNkrwvySGtz88k+e/2frckp7T389oxfXqSs1uMc5Ps29Yf3XOuPjXO5+LIJF9tx+uWnm2P1vdL0n1nrmmxr9GOy7NHOafHJxlMNzrgqFb2DuCNwL8m+TbwUWDfdhz2HfY5euw7tQjnZLt0o2lmJTk3yQajfKaeIMk72zG6ph2zJ12oJ/nX9rnZOD0jnZIcnuTIYXUPoecz18pOGOG4PKmeJEmStKyaymcMrFhV27cLro8Au49Tf5cks4F1gXuBf2nlNwK7VNUjSXYH/g14PfAV4ADg0CR/BqxSVdckeR3d3fOdq+r+JN+iu8t4SZLnAecCm40RxxHAlu3uKEl2BV4MbAH8hu5idifgkokeiGH2BL7f3n92lNg+BMyvqq1aDGu3+k8HflpVH2gXdO+sqo8lORM4q6pOa/WPAF5QVQ9m8Yexz6Db/weBm5J8DngEOArYDpgPXEA3GmC4mXTnHmD79v4f2vKOdImD4Z4OXF5V/9j25e10oy3+kGQ7YMOq2rKtG9q3U4Cjq+o/k6xClxB7LqOft89X1UdbHycDe1fVD5N8Ebinqj7VzvvhVbV3q/c54LNVdUqSpwHTgIuBfwSOBQaAlZOsBOwCXDRsv/YEflNVe7X+1kyyLvA6YNOqqp79Ge1zAbAp8HK65NlNSY4fpe+nAd8F9q2qK5M8A7i/9TGDYee0qn4FfKCq/ifdSI3zk2xdVSemm/5xVlWdluQAYKCqDm7bOmCEc7hQ5yTJ5cDngNdU1R0t4fBx4O0j9HtYkre09+8HzqiqL7dYPgb8XeuLVvbJdqzeBow7haeqjk3yXtpnrhUfMcJxGaneY5IcCBwIMO0Z6423WUmSJGlSTdaIgZpA+RntdRYwfQJ9Dk0leC7wNWDoTuaawKntTt9n6C4qAE4F9m4XYm8HTurp68yqGroI2h34fEs6nAk8I8nqE4in1xVV9euqehSYPcH9Ge6CJLcBrwS+PU5suwPHDTWsqrva24eAoREXYx3Xa4FT2gXUI4sQa6/zq2p+VT0AXE93cfXnwIVVdUdVPUR3ATqSK4EXJ3k6sFJV3QPckuSF9IwYGGYBcPoo/d0CbJTkc0n2BP7Y7oJvWFX/CVBVD1TVfa3+aOft5UkuTzIH2I3HP1NjuQz4lyTvB57fPl+zgO3aRfeDrc4AXWLg4mHt5wB/mW4kzS5VNZ8uqfIA8JUkfwMMxT3WZ/bsqnqwXYz+Hlh/lL5fBNxeVVe24/LHqhr6LIx0TgHemOQquiTPFizi9JRFOCcvArYEftz2+YPAc0bpvncqwbnAlkkubudyP554Lj8ErFlVB7WpLYtqoY9LVZ1QVQNVNTBttTUXY9OSJEnS4pusxMCdwNrDytYBeu+cPdheF7DwIxfOBF7W3v8rcEG7S/zXwCoA7ULjx8Br6IY6n9LT/t6e9ysAL+25mNiwXaA+whOPzypjxPNgz/sn7U+S5+bxB6IdxMheTncBNpvubvtYsY3m4Z4LnLGO6150iYVtgSuTrNiGZ89OcuII9XuPxfDjMOa+j6Wdo5/RJW6uasU/pZuj/izgphGaPVBVC0bp7y5gG7rnNBwEjLQvY8be7l5/Adinjcj4MmOf+6Ftf4tuysb9wI+S7FZVDwO30o1cuZQuGfBy4IXADcPa30x3PuYAH0vy4Xahvj1wGrA3cE6rPtbn4kn7NFLfi3BcXgAcDryiumdhnD2R47IIRvo8BbiuZ3+3qqo9JtjfScDB7VwexRNjvpIucbNOW16Y7zwAS/G4SJIkSZNmUhID7SLl9iS7AbT/8d6TRR9eP9zOwM/b+zWB29r7A4bVO5FuGPeVPXfVhzsPeM/QQh5/LsE8uospkmwLvKCV/4lu6PGEVdWvei5qvjhGvUfo5rHv347ZaLH9mJ6HL/ZMJRjNYzEnWQF4blVdQDfUek1g9ar6qxbfO0ZoP49uWgDARJ7kfjnwF+l+UWAl4A1j1L2Ubp8va8uX0U0n+OkE7+L27tszgRWq6nS6u8rbVtWfgF8neW2rs/JI88x7DF3U/aHdhR9tf5/wOUiyEXBLVR0L/ADYuq26mO7C8aL2/iDg6uH7luTZwH1V9U3gk8C2bftrVtWPgMPokh4w+udiRCP1TZd02SDJS1qdNTL2wzifQZdQm59kfbqRLSMZ9/uxCOfkJmC9JDu0+islmcgoDlost7fP4X7D1p1D96yIs9soht8Bz2qf25XpkjEj6d3HsY7LQv+tkCRJkqbCZD58cH/gQ23o738DR1XVz8duMqahB71dA7yVbu42dFMKPpHkaobdra6qWcAf6aYejOYQYCDdw92up7twg264+jpJrgMOBm5ufd4JzEz3ELdPjtjjYqiq2+mmErx7jNg+BqzdYriG7i70WL4DvK8do02Ab7ah1VcDx9b4T8X/FN1D964GnjnBfTiS7iJ/JsPujg8zE9iIxxMDV9ENEx/p+QIjOQE4J90D3jYELmyfuW8C/9zqvBU4JMm1rd//NUbsd9ONEphLN3f/ylGqXgssSPdQu8PoRqXMbdveEhh6+v7FwAbAZVX1O7qpAcOnEQBsBVzR2n+E7hyvAZzV4r4EeG+rO9rnYjRP6rtN8dgX+Fz7DP2YMe50V9U1dJ+XG4FvMfI0D+ieJ7F5Rnj44DALc04eokvQHNNinc3jD60cz4foElUzW+zD+z6V7nyfSff346PAFXTH40n1m8c+c+Mcl97PpiRJkrTMyuJNrV22tTulF9I9vO3RKQ5Hkp5kYGCgBgcHpzoMSZIkLeeSzKqqgZHWTcnPFS4NSfanu1P4AZMCkiRJkiSNbCp/rnBSVdU3eHw4tyRJkiRJGsFyO2JAkiRJkiSNz8SAJEmSJEl9zMSAJEmSJEl9zMSAJEmSJEl9zMSAJEmSJEl9zMSAJEmSJEl9bLn9uUJJeiqYc9t8ph9x9lSHIUmSJmje0XtNdQjSEueIAUmSJEmS+piJAWkxJFmQZHbPvyOmOiaAJCcl2WdY2T0TaHdiks1HKL8wyU09+7nPSO0XMsZdk5w1QvnKSX7StrPvQvQ3I8mrxlj/4iRf6Vl+bZJrk9yQZE6S147SbnqSuRONo7V5WpKLkjgqS5IkScs8/6dVWjz3V9WMRWmYZMWqemQJx7NYquodY6zer6oGR1qRZFpVLVhCYby4xTJjog3aBfgMYAD40SjV/gX4WKu/DfAp4C+r6tYkLwB+nOSWqrp20UN/7Lw+lOR8YF/glMXpT5IkSZpsjhiQJkGSeUme2d4PJLmwvT8yyclJZgInt7vR/93uXJ+f5Hmt3klJvphkMMnNSfZu5dOTXJzkqvZvx0WIbdc2AuC0JDcmOSVJ2roLkwwsxD4ek+Qq4A1J3pnkyiTXJDk9yWo9+3JskkuT3DLSaIMkL0lydZI/B74JvKSNGNh4oscS+Ciw70gjDZKsAWxdVde0osOBf6uqWwHa6yeA97X627X9uAZ4d08/05J8su3ntUn+T88xvTjJmcD1rfr3gf0mciwlSZKkqeSIAWnxrJpkds/yJ6rqu+O02RzYuaruT/JD4OtV9fUkbweOBV7b6k0Htgc2Bi5I8kLg93R3uR9Isgnwbbq75AvrxcAWwG+AmcBOwCXjtDklyf3t/Sva651VtS1AknWr6svt/ceAvwM+1+ptAOwMbAqcCZw21GlLbnwOeE1V/TLJO4DDq2ooGTJWTL3H8gBgoKoOHqHeANA7HWALuhEDvQZ5PAnwNeDgqrooySd76vwdML+qXpJkZWBmkvPaum2BLYeSDW17Lxkp6CQHAgcCTHvGemPtnyRJkjTpTAxIi2dRphKcWVVDF9g7AH/T3p8M/HtPve9V1aPAz5LcQndRfSvw+SQzgAXAn42yjRqn7Iqq+jVAS2xMZ/zEwBOmErQL9t4kyJYtIbAWsDpwbs+677d9uT7J+j3lmwEnAHtU1W/G2f5Ieo/lWDYA7phIh0nWAtaqqota0cnAK9v7PYCte0Y9rAlsAjxEd0yHkgJU1YIkDyVZo6r+1LuNqjqBbr9ZeYNNRjpXkiRJ0lJjYkCaHI/w+FSdVYatu3eCfQy/YCzgMOB3wDat/wcAknwc2Asem5t/J7D2UMMk6wB/6OnrwZ73C1j0vwW9+3IS8Nqquqbdvd91lO31DgG4ne74vJhu9MJIlsSxvH9Y2+uB7YBresq2A64bp58A76mqc59QmOw6Siwr086RJEmStKzyGQPS5JhHd6EJ8Pox6l0K/O/2fj/g4p51b0iyQpKNgY2Am+juUN/e7r6/FZgGUFUfqKoZPaMXLqSbb/+0tnwAcMFi7M9ErAHcnmQlJj63/m66hMYn2sX1SOYxsWP5pxbDSG4AXtiz/Cngn5NMh+7ZDXQPJ/yPqrobuDvJzq1u776cC/x920eS/FmSp4+0wSTrAn+oqofHiFmSJEmaciYGpMWzap74c4VHt/KjgM8mGaS7Iz+a9wBvS3It3YX+P/Ss+yVwBfBfwEFV9QDwBeBv20PxNmWUO+ZVdRZdkmFWmyqwE/D+Rd3JCfoQcDndMwtunGijqvodsDdwXHv44HATPZYXAJuP9PDBqroRWLM9hJCqmk13PH6Y5Ebgh8A/tXKAt7V4ZvPEEQ4n0o02uCrdTxh+idFHW7wcOHuMeCVJkqRlQqqc3iota5KcBJxVVaeNV1cTk+Qw4E9VdeJS2t4ZwBFVdfNY9QYGBmpwcMRfgZQkSZKWmCSzqmrEB5c7YkBSvzieJz7rYNK0KRzfHy8pIEmSJC0LfPigtAyqqgOmOoblTZuKcfJS2tZDwDeWxrYkSZKkxeWIAUmSJEmS+piJAUmSJEmS+piJAUmSJEmS+piJAUmSJEmS+piJAUmSJEmS+piJAUmSJEmS+pg/VyhJU2jObfOZfsTZUx2GJEkaw7yj95rqEKRJ5YgBaQlLMj3J3GFlRyY5fJx2A0mOHaF81yTzk1yd5KYkFyXZewJxPDvJaQsT52RJckCSO5LM7vm3+VLa9n8leU6SC9vxuzbJjUk+n2StCbT/aJLdx1h/UpJ9lmjQkiRJ0lLkiAFpGVFVg8DgKKsvrqq9AZLMAL6f5P6qOn+M/n4DTNoFa5IVq+qRhWjy3ao6eLLiGUmSVYF1q+rXSQD2q6rBJE8DPgH8APiLsfqoqg9PfqSSJEnS1HHEgLSUtTvXxyS5IsnNSXZp5bsmOWu89lU1G/gocHBr94Q71knuaa+PjQhIskXb3ux2x3yTVn3FJKckuSHJaUlWa/XnJXlmez+Q5ML2/sgkJyeZCZycZL0kP05yXZITk/xiqN0Ej8UGbQTE7CRzk+ySZFrbp7lJ5iQ5rNXdOMk5SWYluTjJpj37f2ySS5PcMuzu/a7AhSMcw4eAfwKel2Sb4aMnkhye5MjhxzfJ0Umub8fwUz1d7p5ksJ3PcUdzSJIkScsSEwPS1FixqrYHDgU+sgjtrwI2XYj6BwGfraoZwADw61b+IuALVbUZ8EfgXRPoa3Ng96p6E13s/11VWwCnAc8bo92+w6YSrAq8GTi3xbUNMBuYAWxYVVtW1VbA11r7E4D3VNV2wOHAF3r63gDYGdgbOLqn/JXAOSMFU1ULgGuY4HFMsi7wOmCLqtoa+FjP6unA9sBewBeTrDKRPiVJkqRlgYkBacmrCZSf0V5n0V1ULqwsZP3LgH9J8n7g+VV1fyv/VVXNbO+/SXdxPZ4ze9rvDHwHoKrOAe4ao913q2pGz7/7gSuBt7W781tV1Z+AW4CNknwuyZ7AH5OsDuwInJpkNvAlumTAkO9X1aNVdT2wfk/5TsAlY8S0MMdxPvAA8JUkfwPc17Pue237P2vxj5lsSHJgG2EwuOC++QsRgiRJkrTkmRiQlrw7gbWHla0D/KFn+cH2uoBFe9bHi4Eb2vtHaN/lJCsATxteuaq+BbwauB/4UZLdhlYNrzq8T2D43e97xwsuybt7RgY8e7R6VXUR8DLgNuCkJPtX1V10owcupBvpcGKL5e5hiYXNerp6sOd9Wgwb0SU+HholxmnAVnTHsXd/R9pn2vMUtqcbGbE3TxyJMNpxHG2/T6iqgaoamLbammNVlSRJkiadiQFpCauqe4Dbhy6+k6wD7MnYd64nLMnWwIeA41rRPGC79v7VwEojtNkIuKWqjqV74N7WbdXzkuzQ3r+5J8bePl8/RjgzgTe2bexBS4hU1XE9F/C/GWNfng/8rqq+TJcA2LY9o2CFqjod+CCwbVX9Ebg1yRtauyTZZoy4YIxpBElWonv44K+q6lrgd8CzkqybZGW6C//hbVYH1qyqHwGH0SUvhrwhyQpJNgY2Am4aJzZJkiRpmeGvEkiTY3/guCSfbstHVdXPF6O/XZJcDawG/B44pOcXCb4M/CDJNXQXwiPd0X8j8NYkDwO/Bf4NeAbdBey7k3wVuB44fiheuiHz/8oID+/rcRTw7SRvpZuu8FvgT6PU3TdJ71SFdwGbAO9rcd1Dd9w2BL7WRj8A/HN73Q84PskH6ZIf36F7RsBo9gTeM6zslCQPAisDPwFeA1BVDyf5KHAF3eiFG0fobw2647wK3aiE9/as+2Vr+wzgoKp6oI2UOLGqXjVGjJIkSdKUS9WYI14laVTt7vqCqnqkjTw4vj1IcEq1uGZW1cBUxzKegYGBGhwc7VcqJUmSpCUjyazR/v/YEQOSFsfzgO+1u/sPAe+c4ngAqKoH6X59QZIkSdI4TAxIWmTtKfwvnuo4JEmSJC06Hz4oSZIkSVIfMzEgSZIkSVIfMzEgSZIkSVIfMzEgSZIkSVIfMzEgSZIkSVIfMzEgSZIkSVIfMzEgSZIkSVIfW3GqA5CkfjbntvlMP+LsqQ5DkiQB847ea6pDkKaEIwYkLVVJpieZO6zsyCSHj9NuIMmxI5TvmqSSvKOnbEYrG7PPEfoaNw5JkiRpeWNiQNJTQlUNVtUho6yeC7yxZ/lNwDUL03+SxR5BlWTa4vYhSZIkLW0mBiQtU5JcmOSYJFckuTnJLq181yRnjdLsF8AqSdZPEmBP4L96+nxnkiuTXJPk9CSrtfKTknwxyeXAv7fq2yS5LMnPkrxzpG0n+XySA9r7eS3eq4A3JHlVkhuTzEpy7BgxS5IkScsEEwOSlkUrVtX2wKHARybY5jTgDcCOwFXAgz3rzqiql1TVNsANwN/1rHsOsGNVvbctbw3sBuwAfDjJsyew7Turalvg+8CXgFdW1XbAeiNVTnJgksEkgwvumz/B3ZMkSZImh4kBSUtbTaD8jPY6C5g+wX6/R5cYeBPw7WHrtkxycZI5wH7AFj3rTq2qBT3LP6iq+6vqD8AFwPYT2PZ32+umwC1VdWtbHh4HAFV1QlUNVNXAtNXWnED3kiRJ0uQxMSBpabsTWHtY2TrAH3qWh+72L2CCv55SVb8FHgb+Ejh/2OqTgIOraivgKGCVnnX3Du9qhOVHeOLfy1WG1RnehyRJkvSUYWJA0lJVVfcAtyfZDSDJOnTPBLhkCXT/YeD9w0YAAKzRtrkS3YiBsbwmySpJ1gV2Ba6ke4bB5klWTrIW8IpR2t4EbJRkelved+F3QZIkSVq6Fvsp3JK0CPYHjkvy6bZ8VFX9fHE7rapLR1n1IeBy4I72usYY3VxLN4XgmcC/VtVvAJJ8j+7XD24Frh5l+/cneRdwTpJ76ZIKkiRJ0jItVaNN95UkLawkq1fVPe3XEY4DflZVnxmt/sDAQA0ODi69ACVJktSXksyqqoGR1jmVQJKWrHcmmQ1cB6xJ9ysFkiRJ0jLLqQSStAS10QGjjhCQJEmSljWOGJAkSZIkqY+ZGJAkSZIkqY+ZGJAkSZIkqY+ZGJAkSZIkqY+ZGJAkSZIkqY+ZGJAkSZIkqY/5c4WSNIXm3Daf6UecPdVhSJK0XJp39F5THYL0lOCIAUmSJEmS+piJAUlTJsn0JHOHlR2Z5PBx2g0kOXaE8l2TzE8yO8m1SX6S5FlLOm5JkiRpeWJiQNJTTlUNVtUho6y+uKpmVNXWwJXAu4dXSOI0KkmSJKkxMSBpmZXkwiTHJLkiyc1JdmnluyY5a5y2AdYA7mrLRyY5OclM4OQk6yU5PcmV7d9OPfW+nuTiJL9I8jdJ/j3JnCTnJFmp1dsuyf9LMivJuUk2GCtmSZIkaVllYkDSsm7FqtoeOBT4yATq75JkNvBLYHfgqz3rNgd2r6o3AZ8FPlNVLwFeD5zYU29jYDfg1cA3gQuqaivgfmCvlhz4HLBPVW3XtvHxicac5MAkg0kGF9w3fwK7JEmSJE0eh9NKmko1gfIz2ussYPoE+ry4qvYGSPJ+4N+Bg9q6M6vq/vZ+d2DzbmABAM9Isnp7/19V9XCSOcA04JxWPqfF8CJgS+DHrf004PaJxlxVJwAnAKy8wSajHQNJkiRpqTAxIGkq3QmsPaxsHeDWnuUH2+sCFv5v1pnA6T3L9/a8XwF4aVU90NugXeg/CFBVjyZ5uKqGLt4fbTEEuK6qdhhlu4sTsyRJkrRUOZVA0pSpqnuA25PsBpBkHWBP4JIltImdgZ+Psu484D1DC0lmLES/NwHrJdmhtV0pyRaLGqQkSZI0lbyTJWmq7Q8cl+TTbfmoqhrtYn4ihp4xEGA+8I5R6h3Stnst3d/Ci3h8ysGYquqhJPsAxyZZs7X/v8B1ixG3JEmSNCXy+AhZSdLSNjAwUIODg1MdhiRJkpZzSWZV1cBI65xKIEmSJElSHzMxIEmSJElSHzMxIEmSJElSHzMxIEmSJElSHzMxIEmSJElSHzMxIEmSJElSHzMxIEmSJElSHzMxIEmSJElSH1txqgOQpH4257b5TD/i7KkOQ5Kkp4R5R+811SFIyyVHDEiTKMn0JHOHlR2Z5PBx2g0kOXaE8l2TzE9ydZKbklyUZO8JxPHsJKctTJyTJckBSe5IMrvn3+ZLadv/leQ5SS5sx29o+6MeG0mSJGl554gBaRlUVYPA4CirL66qvQGSzAC+n+T+qjp/jP5+A+yzxANtkqxYVY8sRJPvVtXBkxXPSJKsCqxbVb9OArBfO86SJElSX3PEgDSF2p3rY5JckeTmJLu08l2TnDVe+6qaDXwUOLi1OynJYwmAJPe018dGBCTZom1vdpJrk2zSqq+Y5JQkNyQ5Lclqrf68JM9s7weSXNjeH5nk5CQzgZOTrJfkx0muS3Jikl8MtZvgsdigjYCYnWRukl2STGv7NDfJnCSHtbobJzknyawkFyfZtGf/j01yaZJbeo8FsCtw4TgxvKFt65okF411vJK8paf8S0mmDR3zJB9vffw0yfoTPQaSJEnSVDAxIE29Fatqe+BQ4COL0P4qYNOFqH8Q8NmqmgEMAL9u5S8CvlBVmwF/BN41gb42B3avqjfRxf7fVbUFcBrwvDHa7TtsKsGqwJuBc1tc2wCzgRnAhlW1ZVVtBXyttT8BeE9VbQccDnyhp+8NgJ2BvYGje8pfCZzTs3xKz/Y/2co+DPxVVW0DvLqVPel4JdkM2BfYqZUvAPZr9Z8O/LT1cRHwzjGOgyRJkjTlnEogTa6aQPkZ7XUWMH0RtpGFrH8Z8IEkzwHOqKqftaH1v6qqma3ON4FDgE+N09eZVXV/e78z8DqAqjonyV1jtHvSVIIkVwJfTbIS8P2qmp3kFmCjJJ8DzgbOS7I6sCNwaosbYOWerr5fVY8C1w+7W78TXRJhyEhTCWYCJyX5Ho+fl5GO1yuA7YArWwyrAr9v9R8ChkZ7zAL+cvjOJzkQOBBg2jPWG/kISZIkSUuJIwakyXUnsPawsnWAP/QsP9heF7BoyboXAze094/QvtdJVgCeNrxyVX2L7m74/cCPkuw2tGp41eF9AqsMq3PveMEleXfPnflnj1avqi4CXgbcRndxvn9V3UU3euBCujv3J7ZY7q6qGT3/Nuvp6sGe92kxbESX+HhorFir6iDgg8BzgVlJ1h3leAX4es/2X1RVR7ZuHq6qoWM34jmtqhOqaqCqBqattuZYIUmSJEmTzsSANImq6h7g9qGL7yTrAHsClyyJ/pNsDXwIOK4VzaO7kw3dxexKI7TZCLilqo4FfgBs3VY9L8kO7f2be2Ls7fP1Y4QzE3hj28YetIRIVR3XcwH9mzH25fnA76rqy3QJgG3bMwpWqKrT6S7Yt62qPwK3JnlDa5ck24wRFzx5GsFoMWxcVZdX1YeBO4DnjnK8zgf2SfKs1m6dFr8kSZL0lONUAmny7Q8cl+TTbfmoqvr5YvS3S5KrgdXohq8f0vOLBF8GfpDkGroL4ZHu6L8ReGuSh4HfAv8GPAO4CXh3kq8C1wPHD8ULfCXJvzL2w/uOAr6d5K10w+9/C/xplLr7Jtm5Z/ldwCbA+1pc99Adtw2Br7XRDwD/3F73A45P8kG65Md3gGvGiG1P4D3Dyk5JMjQN4g9VtTvwyfZwwdBd/F8DvJ9hx6uq/qdt+7wW28PAu4FfjBGDJEmStEzK4yNeJWnRJVkZWFBVj7SRB8e3B/NNqRbXzKoamOpYRjIwMFCDg/5qoiRJkiZXklmj/T+xIwYkLSnPA77X7qA/xDLyNP6qepDu1wQkSZIkjcDEgKQloqp+RvcgREmSJElPIT58UJIkSZKkPmZiQJIkSZKkPmZiQJIkSZKkPmZiQJIkSZKkPmZiQJIkSZKkPmZiQJIkSZKkPmZiQJIkSZKkPrbiVAcgSf1szm3zmX7E2VMdhiRJy4R5R+811SFIfckRA5KWmiTTk8wdVnZkksPHaTeQ5NgRyndNMj/J7CQ3JPnIOP0ckOTZCxnzPQtTX5IkSXqqMTEgaZlXVYNVdcgoqy+uqhnAAPCWJNuO0dUBwEIlBiRJkqTlnYkBScuMJBcmOSbJFUluTrJLK981yVljta2qe4FZwAuTzEjy0yTXJvnPJGsn2YcueXBKG2GwapKjk1zf6n2qbesFSS5LMifJx3piWz3J+Umuaute08qnJ7kxyUkt5lOS7J5kZpKfJdl+so6XJEmStCSYGJC0rFmxqrYHDgXGnBrQK8m6wEuB64BvAO+vqq2BOcBHquo0YBDYr40wWA14HbBFqzeUBPgscHxVbQXc3rOJB4DXVdW2wMuB/0iStu6FwH8Am7Z/bwZ2Bg4H/mWEWA9MMphkcMF98ye6i5IkSdKkMDEgaWmqCZSf0V5nAdMn0OcuSa4GzgOOBn4NrFVV/6+t/zrwshHazae72P9Kkr8B7mvlOwHfbu9P7qkf4N+SXAv8BNgQWL+tu7Wq5lTVo3SJifOrquiSEk/ah6o6oaoGqmpg2mprTmAXJUmSpMnjrxJIWpruBNYeVrYOcGvP8oPtdQET+xt1cVXtPbSQZEJX2lX1SBvm/wpgH+BgYLeh1SM02Q9YD9iuqh5OMg9YZVjMAI/2LD86wX2QJEmSpowjBiQtNVV1D3B7kt0AkqwD7AlcsgS3MR+4a+j5BMBbgaHRA38C1mjbXh1Ys6p+BBwGbNPqzAT+d3u/X0/XawK/b0mBlwPPX1IxS5IkSVPJO1mSlrb9geOSfLotH1VVP1/C2/hb4ItJVgNuAd7Wyk9q5fcDrwR+kGQVumkC7211/gH4VpL3Az/o6fMU4IdJ5tA9q+DGJRyzJEmSNCXSTYOVJE2FgYGBGhwcnOowJEmStJxLMquqBkZa51QCSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL62IpTHYAk9bM5t81n+hFnT3UYkiQ9ybyj95rqECQtJY4YkCRJkiSpj5kYkPSUkeSeYcsHJPl8e39Skn3Gqt9TviDJ7CTXJLkqyY6LEMu8JM9s7y9d2PaSJEnSssKpBJL60f1VNQMgyV8BnwD+YiINkwRIb1lVLXRiQZIkSVpWOGJAUr97BnDX0EKS9yW5Msm1SY5qZdOT3JTkG8Bc4Lm9HQyNTEiya5ILk5yW5MYkp7REgiRJkrTMcsSApKeSVZPM7lleBzhzMfpZBdgA2A0gyR7AJsD2dKMCzkzyMuCXrfxvq+qnre5ofb8Y2AL4DTAT2Am4pLdCkgOBAwGmPWO9RQhfkiRJWnJMDEh6KnlsCgB0zxgABtpijVB/pLIn9JNkB+AbSbYE9mj/rm71VqdLCPwS+MVQUmAcV1TVr1vfs4HpDEsMVNUJwAkAK2+wyWgxSpIkSUuFiQFJy4s7gbWHFpKsA/xhvEZVdVl7iOB6dKMEPlFVX+qtk2Q6cO8E43iw5/0C/DsrSZKkZZzPGJC0vLgQ2DfJ09ryAcAF4zVKsikwjS6xcC7w9iSrt3UbJnnWpEQrSZIkLSO8kyVpuVBVZyXZDpiVZAHwc+CgUar3PqsgdM8OWACcl2Qz4LL2DIF7gLfQ3fmXJEmSlkupcnqrJE2VgYGBGhwcnOowJEmStJxLMquqBkZa51QCSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL62IpTHYAk9bM5t81n+hFnT3UYkqTlyLyj95rqECQ9xThiQOoDSaYnmTus7Mgkh4/TbiDJsRPo/8IkA4sZ4/pJzkpyTZLrk/xocfpb0vH19DUvyTOXRF+SJEnSssARA5JGVVWDwOBS2txHgR9X1WcBkmy9JDpNMm1J9CNJkiQtrxwxIGnojvoxSa5IcnOSXVr5rknOGqH+qkm+k+SGJP8JrNqzbo8klyW5KsmpSVZv5Ue3kQDXJvnUCGFsAPx6aKGqrm3tVk9yfutvTpLX9Gzr+0lmJbkuyYE95fck+Y8k1wA7DIv9+CSDrc1RPeXzkhzVs51NW/m6Sc5r9U8E0tPmLe2YzU7ypSTT2r+Tksxt/Rw24RMhSZIkTQETA5KGrFhV2wOHAh8Zp+7fA/dV1Wat7nYAbYj9B4Hdq2pbutEG702yLvA6YIuq2hr42Ah9Hgd8JckFST6Q5Nmt/AHgda2/lwP/kWTo4vztVbUdMAAc0rYD8HTg8qrapqouGbadD1TVALA18BfDRib8oW3neGBomsVHgEuqagvgP4HntX3dDNgX2KmqZgALgP2AGcCGVbVlVW0FfG2cYylJkiRNKRMDUn+oCZSf0V5nAdPH6e9lwDfhsTv717bylwKbAzOTzAb+Fng+MJ/uAv8rSf4GuO9JgVSdC2wEfBnYFLg6yXp0d+j/Lcm1wE+ADYH1W7ND2qiAnwLPBTZp5QuA00eJ/Y1JrgKuBrZo8Y51DHr39Wzgrlb+CrqEyJVtX1/R4r8F2CjJ55LsCfxxeABJDmyjFgYX3Dd/lDAlSZKkpcNnDEj94U5g7WFl6wC39iw/2F4XsOh/G0L3nIA3PWlFsj3dxfM+wMHAbsPrVNX/AN8CvtWmMLwMWANYD9iuqh5OMg9YJcmuwO7ADlV1X5ILgVVaVw9U1YIRYngB3UiAl1TVXUlO6mkDC3cMAny9qv55hO1sA/wVcBDwRuDtw/bzBOAEgJU32GS0pI0kSZK0VDhiQOoDVXUPcHuS3QCSrAPsCQwfZj9RFwFvbn1tSTcsH7o79zsleWFb9/Qkf9aeM7BmVf0IOAzYZniHSXZLslp7vwawMfBLYE3g9y0p8HK6EQi08rtaUmBTutEK43kGcC8wP8n6wCsXcl9fyeMJlvOBfZI8q61bJ8nz23SKFarqdLppFdtOYBuSJEnSlHHEgNQ/9geOS/LptnxUVf18Efs6HvhakhuAG+iG3lNVdyQ5APh2kpVb3Q8CfwJ+kGQVujvt7x2hz+2Azyd5hC5peWJVXZnkVuCHSebQPbPgxlb/HOCgFsNNdEmJMVXVNUmubn38Cpg5gX09qu3PdcCldMkKqur6JB8EzkuyAvAw8G7g/nZshhKvTxpRIEmSJC1LUuUoVkmaKgMDAzU4uLR+EVKSJEn9Ksms9hDuJ3EqgSRJkiRJfczEgCRJkiRJfczEgCRJkiRJfczEgCRJkiRJfczEgCRJkiRJfczEgCRJkiRJfczEgCRJkiRJfczEgCRJkiRJfczEgCRJkiRJfWzFqQ5AkvrZnNvmM/2Is6c6DEnSU8i8o/ea6hAkLWccMSAtB5JMTzJ3WNmRSQ4fp91AkmNHKN81yVnDyk5Kss84/T1WJ8mFSQYmGP9aSe5Mkra8Q5JK8py2vGaS/0myQpIftfprJXlXTx/Tk7x5ItsbI455SZ65OH1IkiRJTzUmBqQ+VlWDVXXIMhDH3cDtwGataEfg6vYK8FLgiqp6tKpe1eqvBbyrp5vpwGIlBhZHEkdgSZIk6SnJxIDUB9rd+2OSXJHk5iS7tPInjQyYYH8fTnJlkrlJThi60z9G/T2SXJbkqiSnJll9hGqX8ngiYEfgM8OWZ7a+hu7qHw1snGR2kk+25V3a8mFJpiX5ZIvz2iT/p2efL0xyWpIbk5wyLP5/SjKnHasXtjbrJTm99XVlkp1a+ZFJTk4yEzi51ftxkuuSnJjkF45AkCRJ0rLOxIDUP1asqu2BQ4GPTKD+0EX27CSzgVf3rPt8Vb2kqrYEVgX2Hq2TdmH8QWD3qtoWGATeO0LVmTyeCNgIOBUYmoqwI13ioNcRwM+rakZVva8tX9yWPwP8HTC/ql4CvAR4Z5IXtLYvpjsOm7dt7dTT7/yq2gr4PPB/W9lngc+0vl4PnNhTf/O2b2+iO67/XVVbAKcBzxvlmByYZDDJ4IL75o9URZIkSVpqHPoqLR9qAuVntNdZdMPux3NxVT12wZ/kpJ51L0/yT8BqwDrAdcAPR+nnpXQXzzPbjfmnAZeNUO9S4J/bxfu8qnogndWB7YDLJxBzrz2ArXuei7AmsAnwEN20hF+3/ZpNdzwuafW+3fP6mfZ+d2DznoEFz+gZ9XBmVd3f3u8MvA6gqs5JctdIgVXVCcAJACtvsMlo506SJElaKkwMSMuHO4G1h5WtA9zas/xge13AYnz3k6wCfAEYqKpfJTkSWGWsJsCP2x313n7+HPhSW/xwVZ2ZZC3gr3k8cTALeBtdouCehQ0VeE9VnTtsu7vy+LGAJx+PGuH9CsBLq+qBYX0B3LuQcUmSJEnLFKcSSMuBdtF8e5LdAJKsA+zJ43fBl6ShJMAf2l3zMX+pAPgpsFPPfP2nJ/mzqrq8DfufUVVn9tT9Bx5PDFxGN+R/5gj9/glYY4zlc4G/T7JS2+6fJXn6BPZv357XoTjOA94zVCHJjFHazgTe2OrswZOTNZIkSdIyxxED0vJjf+C4JJ9uy0dV1c+X9Eaq6u4kXwbmAr8Frhyn/h1JDgC+nWTlVvxB4OYRqs8EXkX3HALoLsw34snPF6Cq7kwyM93PNP4X8C/AgiTXACfRPRdgOnBVe7jgHcBrJ7CLaye5lm5UwdAoh0Poju21dH83LwIOGqHtUW0/39pi/y1dwkKSJElaZqXK6a2StCS0xMeCqnokyQ7A8VU1Y6w2AwMDNTg4OFYVSZIkabElmVVVAyOtc8SAJC05zwO+l2QFuoccvnOK45EkSZLGZWJAkpaQqvoZ3U8hSpIkSU8ZPnxQkiRJkqQ+ZmJAkiRJkqQ+ZmJAkiRJkqQ+ZmJAkiRJkqQ+ZmJAkiRJkqQ+ZmJAkiRJkqQ+5s8VStIUmnPbfKYfcfZUhyFJmkTzjt5rqkOQpDE5YkCSJEmSpD5mYkDSMiPJ9CRzh5UdmeTwcdoNJDl2hPLVkpySZE6SuUkuSbJ6W3fpko1ekiRJempyKoGkp7yqGgQGR1j1D8DvqmorgCQvAh5ubXZcehFKkiRJyy5HDEh6ykhyYZJjklyR5OYku7TyXZOcNUKTDYDbhhaq6qaqerC1uaen3/cluTLJtUmO6in/UJKb2kiDbw+NXEiycZJzksxKcnGSTVv5SUmOTXJpkluS7DM5R0KSJElachwxIOmpZsWq2j7Jq4CPALuPUferwHntAv184OtV9bPeCkn2ADYBtgcCnJnkZcD9wOuBbYCVgKuAWa3ZCcBBVfWzJH8OfAHYra3bANgZ2BQ4EzhteFBJDgQOBJj2jPUWbu8lSZKkJczEgKRlSU2g/Iz2OguYPmZnVbOTbATsQZdAuDLJDlV1Q0+1Pdq/q9vy6nSJgjWAH1TVA8ADSX4I0J5RsCNwapKhPlbu6e/7VfUocH2S9UeJ6wS65AIrb7DJaPssSZIkLRUmBiQtS+4E1h5Wtg5wa8/yg+11ARP4G1ZV99AlE85I8ijwKqA3MRDgE1X1pd52SQ4dpcsVgLurasYo6x/seZ9R6kiSJEnLDJ8xIGmZ0S7ib0+yG0CSdYA9gUsWpb8kOyVZu71/GrA58Ith1c4F3t7zawUbJnkWMBP46ySrtHV7txj/CNya5A2tfpJssyjxSZIkScsCRwxIWtbsDxyX5NNt+aiq+vki9rUxcHy6Mf8rAGcDp/dWqKrzkmwGXNamBtwDvKWqrkxyJnAt8DtgDjC/Nduv9ftBuucPfAe4ZhFjlCRJkqZUqpzeKkkjSbJ6Vd2TZDXgIuDAqrpqSW5jYGCgBgdH+qVFSZIkaclJMquqBkZa54gBSRrdCUk2B1ah+0WDJZoUkCRJkpYFJgYkaRRV9eapjkGSJEmabD58UJIkSZKkPmZiQJIkSZKkPmZiQJIkSZKkPmZiQJIkSZKkPmZiQJIkSZKkPmZiQJIkSZKkPubPFUrSFJpz23ymH3H2VIchScu8eUfvNdUhSNJyyxEDkhZbkulJ5g4rOzLJ4eO0G0hy7Cjrtk9yYZKfJbkqydlJtlrIuA5Ksn97v2mS2UmuTrLxwvQzge2MuK8jHRdJkiRpWeOIAUlTpqoGgcHh5UnWB74HvLmqLm1lOwMbA3OG1V2xqh4Zpf8v9iy+Fjitqj62ZKKXJEmSlg+OGJA06dqd/2OSXJHk5iS7tPJdk5w1QpODga8PJQUAquqSqvp+a3dSki8muRz49yQbJzknyawkFyfZtNU7MsnhSV4FHAr8fZILkjy9jUC4JsncJPsmeUmSM1q71yS5P8nTkqyS5JZW/s4kV7Z2pydZbYR93a6tvwZ495I8jpIkSdJkMDEgaWlZsaq2p7tA/8g4dbcArhqnznOAHavqvcAJwHuqajvgcOALvRWr6kfAF4HPVNXLgT2B31TVNlW1JXAOcDUwozXZBZgLvAT4c+DyVn5GVb2kqrYBbgD+boS4vtZi2Wa0wJMcmGQwyeCC++aPs5uSJEnS5DIxIGlJqAmUn9FeZwHTF6bzJJcnuSHJZ3uKT62qBUlWB3YETk0yG/gSsME4Xc4B/rKNYtilqua36Qg/T7IZsD3waeBldEmCi1u7LduIhDnAfnQJjN441wLWqqqLWtHJI228qk6oqoGqGpi22poTOwiSJEnSJDExIGlJuBNYe1jZOsAfepYfbK8LGP/5JtcB2w4tVNWfAx8Ceq+i722vKwB3V9WMnn+bjdV5Vd3c+p8DfCzJh9uqi4BXAg8DPwF2bv+GEgMnAQdX1VbAUcAq4+yHJEmStMwzMSBpsVXVPcDtSXYDSLIO3XD9Sxaxy+OAA5Ls2FP2pPn8bdt/BG5N8oa27SQZdRh/q/Ns4L6q+ibwSR5PQlxMN9Xhsqq6A1gXeBHdtAKANej2cyW6EQPDY7kbuLs9KJGR6kiSJEnLGn+VQNKSsj9wXJJPt+Wjqurni9JRVf02yb7AMUk2BH5PN/rgo6M02Q84PskHgZWA7wDXjLGJrYBPJnmUbnTA37fyy4H16UYOAFwL/K+qGpoS8aFW5472usYIfb8N+GqSAs4bb18lSZKkqZbH/39XkrS0DQwM1ODgk36xUZIkSVqiksyqqoGR1jmVQJIkSZKkPmZiQJIkSZKkPmZiQJIkSZKkPmZiQJIkSZKkPubDByVpCiX5E3DTVMehKfNMul/cUH/y/Pc3z39/8/z3t6k6/8+vqvVGWuHPFUrS1LpptKfDavmXZNDz3788//3N89/fPP/9bVk8/04lkCRJkiSpj5kYkCRJkiSpj5kYkKSpdcJUB6Ap5fnvb57//ub572+e//62zJ1/Hz4oSZIkSVIfc8SAJEmSJEl9zMSAJEmSJEl9zMSAJE2RJHsmuSnJ/5fkiKmOR5MryXOTXJDk+iTXJfmHVr5Okh8n+Vl7XXuqY9XkSDItydVJzmrLL0hyefsb8N0kT5vqGDV5kqyV5LQkNya5IckOfv/7Q5LD2t/9uUm+nWQVv//LtyRfTfL7JHN7ykb8vqdzbPssXJtk26mI2cSAJE2BJNOA44BXApsDb0qy+dRGpUn2CPCPVbU58FLg3e2cHwGcX1WbAOe3ZS2f/gG4oWf5GOAzVfVC4C7g76YkKi0tnwXOqapNgW3oPgt+/5dzSTYEDgEGqmpLYBrwv/H7v7w7CdhzWNlo3/dXApu0fwcCxy+lGJ/AxIAkTY3tgf+vqm6pqoeA7wCvmeKYNImq6vaquqq9/xPdRcGGdOf9663a14HXTkmAmlRJngPsBZzYlgPsBpzWqnjul2NJ1gReBnwFoKoeqqq78fvfL1YEVk2yIrAacDt+/5drVXUR8D/Dikf7vr8G+EZ1fgqslWSDpRJoDxMDkjQ1NgR+1bP861amPpBkOvBi4HJg/aq6va36LbD+VMWlSfV/gX8CHm3L6wJ3V9Ujbdm/Acu3FwB3AF9r00lOTPJ0/P4v96rqNuBTwC/pEgLzgVn4/e9Ho33fl4n/JzQxIEnSUpRkdeB04NCq+mPvuup+Q9jfEV7OJNkb+H1VzZrqWDRlVgS2BY6vqhcD9zJs2oDf/+VTm0f+Grrk0LOBp/PkIebqM8vi993EgCRNjduA5/YsP6eVaTmWZCW6pMApVXVGK/7d0JDB9vr7qYpPk2Yn4NVJ5tFNG9qNbr75Wm1oMfg3YHn3a+DXVXV5Wz6NLlHg93/5tztwa1XdUVUPA2fQ/U3w+99/Rvu+LxP/T2hiQJKmxpXAJu2pxE+jexDRmVMckyZRm1P+FeCGqvp0z6ozgb9t7/8W+MHSjk2Tq6r+uaqeU1XT6b7r/11V+wEXAPu0ap775VhV/Rb4VZIXtaJXANfj978f/BJ4aZLV2n8Hhs693//+M9r3/Uxg//brBC8F5vdMOVhq0o1ikCQtbUleRTfveBrw1ar6+NRGpMmUZGfgYmAOj88z/xe65wx8D3ge8AvgjVU1/IFFWk4k2RU4vKr2TrIR3QiCdYCrgbdU1YNTGJ4mUZIZdA+ffBpwC/A2upt0fv+Xc0mOAval+3Waq4F30M0h9/u/nErybWBX4JnA74CPAN9nhO97Sxh9nm6KyX3A26pqcKnHbGJAkiRJkqT+5VQCSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZIkSZL6mIkBSZKkSZJkvSSXJJmb5LU95T9I8uwx2lye5OokuyT5UZK1xtnOR5PsPsb6k5LsM9r6CezHkUkOX4j6Kyf5SZLZSfZN8i+Luu1h/f7fJC9bEn2N0PdfJpmVZE573a1n3U+SrD0Z211cSV6bZPOpjkPSU5uJAUmSpMnzJuCLwPbAoQBJ/hq4uqp+M0qbVwBzqurFVXVxVb2qqu4eayNV9eGq+smSC3uxvRigqmZU1XeBhU4MJJk2bHld4KVVddGiBJRk3jhV/gD8dVVtBfwtcHLPupOBdy3KdpeC1wILlRhIsuLkhCLpqcrEgCRJ0uR5GFgNWBlY0C7IDgX+faTKSWa0da9pd9tXTTIvyTOTTE9yQ5IvJ7kuyXlJVm3tHhsRkOToJNcnuTbJp3q6f1mSS5Pc0jt6IMn7klzZ6h/VU/6BJDcnuQR40Sjx/nXP6IafJFk/ybOAbwIvaftwKrBqe39Ka/eWJFe0si8NJQGS3JPkP5JcA+wwbHOvB85p9dZMclOSF7Xlbyd557hnYwxV1Zusua7FvHJbPpMuyTN8/6e1Yz+3jTQ4rJVvnOScNvLg4iSbtvKTkhyf5KftPOya5KvtvJ7U0+8eSS5LclWSU5Os3sqfcG6T7Ai8GvhkO5Ybj7PtLya5HPj3JH/R2sxu52+NxTl+kp7azBZKkiRNnm+1fwcC76e763xyVd03UuWqmp3kw8BAVR0MkKS3yibAm6rqnUm+R3ex/M2hle2u+uuATauqhk1B2ADYGdiU7kL3tCR7tD63BwKc2Ybq3wv8b2AG3f8vXgXMGiHkS+ju4leSdwD/VFX/2N4fXlV7t7juqaoZ7f1mwL7ATlX1cJIvAPsB3wCeDlxeVf84wrZ2Ak5rx2l+koOBk5J8Fli7qr480jFdRK8HrqqqB9v27ko3PWLdqrqzp94MYMOq2rLt21qt/ATgoKr6WZI/B74ADE1NWJsu6fFquvOwE/AO4MqWGPo18EFg96q6N8n7gfcmOY5h57aq7k5yJnBWVZ3WYjh/jG0/B9ixqhYk+SHw7qqa2RIPDyyxoyfpKcfEgCRJ0iSpqvnAXgDp5qgfAbwuyZfpLhD/o6ouW4gub62q2e39LGD6sPXz6S7wvpLkLOCsnnXfr6pHgeuTrN/K9mj/rm7Lq9MlCtYA/nMogdEuPkfyHOC7STYAngbcOoF9eAWwHd2FMMCqwO/bugXA6aO02wC4Y2ihqn6c5A3AccA2IzVoF9M7tcVnJ5nd3p9aVR8fpc0WwDF0x6XX74FnA72JgVuAjZJ8DjgbOK9dZO8InNqT1Fm5p80P24X9HOB3VTWnbfc6uvP5HLqpATNb+6cBlzH2uR2Kfbxtn1pVC9r7mcCn2yiOM6rq1yMdD0n9wcSAJEnS0vEh4ON0Q9Ivobv7fQbwVwvRx4M97xfQXVQ/pqoeSbI93cX3PsDBPH63uLdtel4/UVVf6u0nyaETjOdzwKer6swkuwJHTqBNgK9X1T+PsO6BngvX4e4HVumJcQVgM+A+uiTLky5sq+rdPfXnDY1aGDWw5DnAfwL7V9XPh61epcXQ2/9dSbahO4cHAW+kmypy9xjbGjoPj/LEc/Io3f+bLwB+XFUjTV0Y7dwOWWGcbd/bE/vRSc4GXkWXhPirqrpxlHaSlnM+Y0CSJGmSJdkEeE5VXUj3zIFHgWLYhf0S2M7qwJpV9SPgMEa5k97jXODtPXPYN2zPCLgIeG26ZxysAfz1KO3XBG5r7/92jO08nGSl9v58YJ+2HZKsk+T54+0bcAPwwp7lw1rZm4Gv9fS/SNo0gLOBI6pq5rB1Af4XMG9Y+TOBFarqdLrh/9tW1R+BW9toBtIZ7zz0+imwU5IXtvZPT/JnY5zbP9GN8GBhtp1k46qaU1XHAFfSTTGR1KdMDEiSJE2+jwMfaO+/Dfw93cXYZ5fwdtYAzkpyLd2ohPeOVbmqzqN7BsJlbWj7acAaVXUV8F3gGuC/WqwjOZJu2Posuqf6j+YE4Nokp1TV9XQX0ee1OH9MN01gPGcDuwKke+jgO4B/rKqL6RIZH5xAH2M5mC7x8OGeh/I9q63bDvhpVT0yrM2GwIVtisI3gaFREPsBf5fuIYrXAa+ZaBBVdQdwAPDtdnwuo7toH+3cfgd4X3uA4MYLse1D0z008Vq6h2T+10RjlLT8SVVNdQySJEnSuNL9QsLe4/184yRs97PAmVV1/tLcriQtLY4YkCRJ0lPFPwLPm4LtzjUpIGl55ogBSZIkSZL6mCMGJEmSJEnqYyYGJEmSJEnqYyYGJEmSJEnqYyYGJEmSJEnqYyYGJEmSJEnqY/8/0AnIplBvTPAAAAAASUVORK5CYII=%0A)
One thing that is more pronounced here is that the upper outliers tend to be private universities, which makes sense to me (Left as an exercise for the reader Lol). I am still surprised by the variation, before I looked into this I thought that most universities are roughly equivalent.
Other Considerations
I was kind of skeptical that I might be misunderstanding something basic here, so I tried to check whether the numbers from the CHE-Ranking add up to the same as when I look at numbers from my university. (Caution, this just looks at who registered for the semester, so it includes students who never actually graduated!)![](https://docs.google.com/spreadsheets/d/e/2PACX-1vSU1J3ywCrnHUMHufcRjbJ8vCGVCK4Pqmm39EQJtXQnnvIuXzNtGa0OK93TQuk446RWrClNnzNlchLZ/pubchart?oid=816962750&format=image)
Assuming everyone after the fifth semester eventually graduates[4] I got ~50% (excluding last semester due to covid) which is pretty close to the 58% according to the CHE data, which means at least in this case the data is probably accurate.
Guess
Interpret this as my wild guess. If you have a better interpretation, share it in the comments! I've done stupid/obvious mistakes before. If you find any please point them out!
Average time until graduation is probably proportional to (personal ability) and/or (hurdles of the university in order to pass). If you are in university mostly for the signalling and the interesting people, then both, smaller hurdles and smarter people implied by more "graduations in appropriate time" would be good news. So maybe include it in your decision matrix.
Things I'd do with more time/motivation:
See here for more info: Statistisches Bundesamt. “Studienverlaufsstatistik 2020.” ↩︎
CHE's description: “Proportion of undergraduate degree course graduates who completed their studies in an appropriate amount of time, namely the standard period of study plus one or two semesters (dependent on the subject area).” ↩︎
(for a “6-semester”-degree) ↩︎
They don't but it is good enough. ↩︎